Using config experimental-post-training:\n",
"
\n"
+ ],
+ "text/plain": [
+ "Using config \u001b[34mexperimental-post-training\u001b[0m:\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "apis:\n",
- "- agents\n",
- "- datasetio\n",
- "- eval\n",
- "- inference\n",
- "- vector_io\n",
- "- safety\n",
- "- scoring\n",
- "- telemetry\n",
- "- post_training\n",
- "- tool_runtime\n",
- "benchmarks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "container_image: null\n",
- "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "image_name: experimental-post-training\n",
- "metadata_store:\n",
- " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95mregistry.db\u001b[0m\n",
- " namespace: null\n",
- " type: sqlite\n",
- "models: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "providers:\n",
- " agents:\n",
- " - config:\n",
- " persistence_store:\n",
- " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95magents_store.db\u001b[0m\n",
- " namespace: null\n",
- " type: sqlite\n",
- " provider_id: meta-reference\n",
- " provider_type: inline::meta-reference\n",
- " datasetio:\n",
- " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
- " provider_id: localfs\n",
- " provider_type: inline::localfs\n",
- " eval:\n",
- " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
- " provider_id: meta-reference\n",
- " provider_type: inline::meta-reference\n",
- " inference:\n",
- " - config:\n",
- " checkpoint_dir: null\n",
- " create_distributed_process_group: false\n",
- " max_seq_len: \u001b[1;36m4096\u001b[0m\n",
- " provider_id: meta-reference-inference\n",
- " provider_type: inline::meta-reference\n",
- " - config:\n",
- " url: \u001b[4;94mhttp://localhost:11434\u001b[0m\n",
- " provider_id: ollama\n",
- " provider_type: remote::ollama\n",
- " post_training:\n",
- " - config:\n",
- " checkpoint_format: huggingface\n",
- " provider_id: torchtune-post-training\n",
- " provider_type: inline::torchtune\n",
- " safety:\n",
- " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
- " provider_id: llama-guard\n",
- " provider_type: inline::llama-guard\n",
- " scoring:\n",
- " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
- " provider_id: basic\n",
- " provider_type: inlin\u001b[1;92me::ba\u001b[0msic\n",
- " - config:\n",
- " openai_api_key: \u001b[32m'********'\u001b[0m\n",
- " provider_id: braintrust\n",
- " provider_type: inlin\u001b[1;92me::b\u001b[0mraintrust\n",
- " telemetry:\n",
- " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
- " provider_id: meta-reference\n",
- " provider_type: inline::meta-reference\n",
- " tool_runtime:\n",
- " - config:\n",
- " api_key: \u001b[32m'********'\u001b[0m\n",
- " max_results: \u001b[1;36m3\u001b[0m\n",
- " provider_id: brave-search\n",
- " provider_type: remot\u001b[1;92me::b\u001b[0mrave-search\n",
- " vector_io:\n",
- " - config:\n",
- " kvstore:\n",
- " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n",
- " namespace: null\n",
- " type: sqlite\n",
- " provider_id: faiss\n",
- " provider_type: inlin\u001b[1;92me::fa\u001b[0miss\n",
- "scoring_fns: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "server:\n",
- " port: \u001b[1;36m8321\u001b[0m\n",
- " tls_certfile: null\n",
- " tls_keyfile: null\n",
- "shields: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "tool_groups: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "vector_dbs: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
- "version: \u001b[32m'2'\u001b[0m\n",
- "\n"
- ],
"text/html": [
"apis:\n",
"- agents\n",
@@ -3459,14 +3341,123 @@
"version: '2'\n",
"\n",
"
\n"
+ ],
+ "text/plain": [
+ "apis:\n",
+ "- agents\n",
+ "- datasetio\n",
+ "- eval\n",
+ "- inference\n",
+ "- vector_io\n",
+ "- safety\n",
+ "- scoring\n",
+ "- telemetry\n",
+ "- post_training\n",
+ "- tool_runtime\n",
+ "benchmarks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "container_image: null\n",
+ "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "image_name: experimental-post-training\n",
+ "metadata_store:\n",
+ " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95mregistry.db\u001b[0m\n",
+ " namespace: null\n",
+ " type: sqlite\n",
+ "models: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "providers:\n",
+ " agents:\n",
+ " - config:\n",
+ " persistence_store:\n",
+ " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95magents_store.db\u001b[0m\n",
+ " namespace: null\n",
+ " type: sqlite\n",
+ " provider_id: meta-reference\n",
+ " provider_type: inline::meta-reference\n",
+ " datasetio:\n",
+ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
+ " provider_id: localfs\n",
+ " provider_type: inline::localfs\n",
+ " eval:\n",
+ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
+ " provider_id: meta-reference\n",
+ " provider_type: inline::meta-reference\n",
+ " inference:\n",
+ " - config:\n",
+ " checkpoint_dir: null\n",
+ " create_distributed_process_group: false\n",
+ " max_seq_len: \u001b[1;36m4096\u001b[0m\n",
+ " provider_id: meta-reference-inference\n",
+ " provider_type: inline::meta-reference\n",
+ " - config:\n",
+ " url: \u001b[4;94mhttp://localhost:11434\u001b[0m\n",
+ " provider_id: ollama\n",
+ " provider_type: remote::ollama\n",
+ " post_training:\n",
+ " - config:\n",
+ " checkpoint_format: huggingface\n",
+ " provider_id: torchtune-post-training\n",
+ " provider_type: inline::torchtune\n",
+ " safety:\n",
+ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
+ " provider_id: llama-guard\n",
+ " provider_type: inline::llama-guard\n",
+ " scoring:\n",
+ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
+ " provider_id: basic\n",
+ " provider_type: inlin\u001b[1;92me::ba\u001b[0msic\n",
+ " - config:\n",
+ " openai_api_key: \u001b[32m'********'\u001b[0m\n",
+ " provider_id: braintrust\n",
+ " provider_type: inlin\u001b[1;92me::b\u001b[0mraintrust\n",
+ " telemetry:\n",
+ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n",
+ " provider_id: meta-reference\n",
+ " provider_type: inline::meta-reference\n",
+ " tool_runtime:\n",
+ " - config:\n",
+ " api_key: \u001b[32m'********'\u001b[0m\n",
+ " max_results: \u001b[1;36m3\u001b[0m\n",
+ " provider_id: brave-search\n",
+ " provider_type: remot\u001b[1;92me::b\u001b[0mrave-search\n",
+ " vector_io:\n",
+ " - config:\n",
+ " kvstore:\n",
+ " db_path: \u001b[35m/root/.llama/distributions/meta-reference-gpu/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n",
+ " namespace: null\n",
+ " type: sqlite\n",
+ " provider_id: faiss\n",
+ " provider_type: inlin\u001b[1;92me::fa\u001b[0miss\n",
+ "scoring_fns: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "server:\n",
+ " port: \u001b[1;36m8321\u001b[0m\n",
+ " tls_certfile: null\n",
+ " tls_keyfile: null\n",
+ "shields: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "tool_groups: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "vector_dbs: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n",
+ "version: \u001b[32m'2'\u001b[0m\n",
+ "\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
}
+ ],
+ "source": [
+ "import os\n",
+ "from google.colab import userdata\n",
+ "\n",
+ "os.environ['OPENAI_API_KEY'] = userdata.get('OPENAI_API_KEY')\n",
+ "\n",
+ "from llama_stack.distribution.library_client import LlamaStackAsLibraryClient\n",
+ "client = LlamaStackAsLibraryClient(\"experimental-post-training\")\n",
+ "_ = client.initialize()"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "EpdByzupodfF"
+ },
"source": [
"## 1. Eval the native Llama model\n",
"First of all, we'd like to measure the native Llama 3.2 3B instruct model performance as a tax preparer.\n",
@@ -3477,13 +3468,15 @@
"\n",
"- You can create your own eval dataset that repects Llama stack [eval dataset format](https://github.com/meta-llama/llama-stack/blob/91907b714e825a1bfbca5271e0f403aab5f10752/llama_stack/providers/utils/common/data_schema_validator.py#L43)\n",
"\n"
- ],
- "metadata": {
- "id": "EpdByzupodfF"
- }
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "5nIlFkvBHP0n"
+ },
+ "outputs": [],
"source": [
"import requests\n",
"\n",
@@ -3497,15 +3490,28 @@
"# from google.colab import files\n",
"\n",
"# uploaded = files.upload()"
- ],
- "metadata": {
- "id": "5nIlFkvBHP0n"
- },
- "execution_count": null,
- "outputs": []
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "collapsed": true,
+ "id": "vwKcfZc89sNf",
+ "outputId": "b2c98321-1a25-46ff-e82a-7522e068f9c0"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[2m00:30:00.325\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasets\u001b[0m\n"
+ ]
+ }
+ ],
"source": [
"import mimetypes\n",
"import base64\n",
@@ -3529,47 +3535,82 @@
"\n",
"# register the eval dataset\n",
"response = client.datasets.register(\n",
- " dataset_id=\"eval_dataset\",\n",
- " provider_id=\"localfs\",\n",
- " url={\"uri\": data_url},\n",
- " dataset_schema={\n",
- " \"input_query\": {\"type\": \"string\"},\n",
- " \"chat_completion_input\": {\"type\": \"chat_completion_input\"},\n",
- " \"expected_answer\": {\"type\": \"string\"},\n",
+ " purpose=\"eval/messages-answer\",\n",
+ " source={\n",
+ " \"type\": \"uri\",\n",
+ " \"uri\": data_url,\n",
" },\n",
+ " dataset_id=\"eval_dataset\",\n",
")"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "vwKcfZc89sNf",
- "outputId": "b2c98321-1a25-46ff-e82a-7522e068f9c0",
- "collapsed": true
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "\u001b[2m00:30:00.325\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasets\u001b[0m\n"
- ]
- }
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "KF_nxqEZ-FQa"
+ },
"source": [
"#### 1.1. Register the eval model candidate with [models APIs](https://github.com/meta-llama/llama-stack/blob/e3f187fb83f2c45d5f838663658a873fb0fcc6d9/llama_stack/apis/models/models.py)\n",
"Since we use ollama as provider for inference, we set provider_id to 'ollama' during model registration\n"
- ],
- "metadata": {
- "id": "KF_nxqEZ-FQa"
- }
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 200
+ },
+ "collapsed": true,
+ "id": "Le1WDhlg-ys5",
+ "outputId": "6ee3f9b6-ceda-4653-82c5-879c636027c6"
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "INFO:httpx:HTTP Request: GET http://localhost:11434/api/ps \"HTTP/1.1 200 OK\"\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[2m00:30:29.540\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/models\u001b[0m\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "Model(\n", + "│ identifier='meta-llama/Llama-3.2-3B-Instruct',\n", + "│ metadata={'llama_model': 'meta-llama/Llama-3.2-3B-Instruct'},\n", + "│ api_model_type='llm',\n", + "│ provider_id='ollama',\n", + "│ provider_resource_id='llama3.2:3b',\n", + "│ type='model',\n", + "│ model_type='llm'\n", + ")\n", + "\n" + ], + "text/plain": [ + "\u001b[1;35mModel\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[33midentifier\u001b[0m=\u001b[32m'meta-llama/Llama-3.2-3B-Instruct'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'llama_model'\u001b[0m: \u001b[32m'meta-llama/Llama-3.2-3B-Instruct'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mapi_model_type\u001b[0m=\u001b[32m'llm'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_id\u001b[0m=\u001b[32m'ollama'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_resource_id\u001b[0m=\u001b[32m'llama3.2:3b'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mtype\u001b[0m=\u001b[32m'model'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mmodel_type\u001b[0m=\u001b[32m'llm'\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from rich.pretty import pprint\n", "\n", @@ -3582,65 +3623,13 @@ ")\n", "\n", "pprint(response)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 200 - }, - "id": "Le1WDhlg-ys5", - "outputId": "6ee3f9b6-ceda-4653-82c5-879c636027c6", - "collapsed": true - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:httpx:HTTP Request: GET http://localhost:11434/api/ps \"HTTP/1.1 200 OK\"\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2m00:30:29.540\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/models\u001b[0m\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1;35mModel\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[33midentifier\u001b[0m=\u001b[32m'meta-llama/Llama-3.2-3B-Instruct'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'llama_model'\u001b[0m: \u001b[32m'meta-llama/Llama-3.2-3B-Instruct'\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mapi_model_type\u001b[0m=\u001b[32m'llm'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_id\u001b[0m=\u001b[32m'ollama'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_resource_id\u001b[0m=\u001b[32m'llama3.2:3b'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mtype\u001b[0m=\u001b[32m'model'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mmodel_type\u001b[0m=\u001b[32m'llm'\u001b[0m\n", - "\u001b[1m)\u001b[0m\n" - ], - "text/html": [ - "
Model(\n", - "│ identifier='meta-llama/Llama-3.2-3B-Instruct',\n", - "│ metadata={'llama_model': 'meta-llama/Llama-3.2-3B-Instruct'},\n", - "│ api_model_type='llm',\n", - "│ provider_id='ollama',\n", - "│ provider_resource_id='llama3.2:3b',\n", - "│ type='model',\n", - "│ model_type='llm'\n", - ")\n", - "\n" - ] - }, - "metadata": {} - } ] }, { "cell_type": "markdown", + "metadata": { + "id": "nwT5PPJs_TU9" + }, "source": [ "#### 1.2. Kick-off eval job\n", "- More details on Llama-stack eval: https://llama-stack.readthedocs.io/en/latest/benchmark_evaluations/index.html\n", @@ -3650,61 +3639,24 @@ " > **Note**: If the eval process is stuck, try to restart the ollama server and try again\n", "\n", "\n" - ], - "metadata": { - "id": "nwT5PPJs_TU9" - } + ] }, { "cell_type": "code", - "source": [ - "eval_rows = client.datasetio.get_rows_paginated(\n", - " dataset_id=\"eval_dataset\",\n", - " rows_in_page=-1,\n", - ")\n", - "\n", - "from tqdm import tqdm\n", - "\n", - "client.benchmarks.register(\n", - " benchmark_id=\"llama3.2-3B-instruct:tax_eval\",\n", - " dataset_id=\"eval_dataset\",\n", - " scoring_functions=[\"braintrust::answer-similarity\"]\n", - ")\n", - "\n", - "response = client.eval.evaluate_rows(\n", - " benchmark_id=\"llama3.2-3B-instruct:tax_eval\",\n", - " input_rows=eval_rows.rows,\n", - " scoring_functions=[\"braintrust::answer-similarity\"],\n", - " benchmark_config={\n", - " \"type\": \"benchmark\",\n", - " \"eval_candidate\": {\n", - " \"type\": \"model\",\n", - " \"model\": \"meta-llama/Llama-3.2-3B-Instruct\",\n", - " \"sampling_params\": {\n", - " \"temperature\": 0.0,\n", - " \"max_tokens\": 4096,\n", - " \"top_p\": 0.9,\n", - " \"repeat_penalty\": 1.0,\n", - " },\n", - " }\n", - " }\n", - ")\n", - "pprint(response)" - ], + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, + "collapsed": true, "id": "A1VJC5dJ_7n9", - "outputId": "f628b73c-f1e5-4456-a153-3176601902b7", - "collapsed": true + "outputId": "f628b73c-f1e5-4456-a153-3176601902b7" }, - "execution_count": null, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:35:56.357\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasetio/rows\u001b[0m\n", "\u001b[2m00:35:56.357\u001b[0m \u001b[35m[END]\u001b[0m \u001b[2m/v1/datasetio/rows\u001b[0m\u001b[0m [StatusCode.OK]\u001b[0m (0.31ms)\n", @@ -3712,23 +3664,23 @@ ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "\r 0%| | 0/43 [00:00, ?it/s]" ] }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:35:56.378\u001b[0m \u001b[35m[END]\u001b[0m \u001b[2m/v1/eval/benchmarks\u001b[0m\u001b[0m [StatusCode.OK]\u001b[0m (8.48ms)\n", "\u001b[2m00:35:56.397\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/eval/benchmarks/llama3.2-3B-instruct:tax_eval/evaluations\u001b[0m\n" ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n", " 2%|▏ | 1/43 [00:02<01:56, 2.78s/it]INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n", @@ -3858,193 +3810,7 @@ ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The primary purpose of a W-2 form, also known as a Wage and Tax Statement, is to report an employee's income earned from their employer to the Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m for federal income tax purposes. The W-2 form is used by employers to provide employees with a summary of their earnings and taxes withheld from their paychecks throughout the year.\\n\\nThe W-2 form typically includes information such as:\\n\\n* Employee's name, address, and Social Security number\\n* Employer's name, address, and Employer Identification Number \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Gross wages earned during the tax year\\n* Federal income tax withheld\\n* State and local taxes withheld \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Other deductions and credits claimed by the employee\\n\\nThe primary purpose of a W-2 form is to:\\n\\n1. Report an employee's income to the IRS: The W-2 form serves as proof of income earned by employees, which is used by the IRS to determine how much tax should be withheld from future paychecks.\\n2. Provide information for tax withholding: The W-2 form helps employers calculate and withhold the correct amount of federal income tax, Social Security tax, and Medicare tax from an employee's wages.\\n3. Allow employees to file their tax returns accurately: By providing a summary of their earnings and taxes withheld, the W-2 form enables employees to complete their tax returns accurately and claim any additional credits or deductions they may be eligible for.\\n\\nOverall, the W-2 form plays a critical role in ensuring that employers comply with federal income tax laws and regulations, while also helping employees manage their tax obligations and take advantage of available credits and deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income affects an individual's tax liability.\\n\\nW-2 income refers to the wages and salaries earned by an employee from their employer. The amount of W-2 income reported on an individual's W-2 form is used to determine their taxable income for the year. Here are some ways in which W-2 income can affect an individual's tax liability:\\n\\n1. **Taxable Income**: W-2 income is considered taxable income, meaning it is subject to federal and state income taxes. The amount of W-2 income reported on the form will be used to calculate the individual's total taxable income for the year.\\n2. **Tax Brackets**: W-2 income falls into one of several tax brackets, which determine the tax rate applied to that income. As an individual earns more W-2 income, they may move up or down a tax bracket, affecting their overall tax liability.\\n3. **Deductions and Credits**: Depending on the individual's circumstances, they may be eligible for deductions and credits that can reduce their taxable income. For example, if an individual has health insurance premiums through their employer, they may be able to claim a deduction for those premiums. Similarly, if they have children or are married, they may be eligible for credits like the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Child Tax Credit.\\n4. **Self-Employment Taxes**: If an individual has self-employment income reported on their W-2 form, it will also be subject to self-employment taxes. This can increase their overall tax liability, as self-employment taxes are typically 15.3% of net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security and 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n5. **Tax Credits**: Some W-2 income may qualify for tax credits, such as the Child Tax Credit or Education Credits. These credits can directly reduce an individual's tax liability.\\n6. **Tax Withholding**: Employers are required to withhold federal income taxes from employee wages and pay them over to the government on behalf of their employees. This withholding reduces the amount of taxes owed when filing a tax return, but it also means that some taxes may be withheld too much, resulting in a larger refund or less tax liability.\\n7. **Tax Liabilities**: If an individual has W-2 income from multiple sources \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., employment and self-employment\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, their overall tax liability will depend on the combined amount of taxable income.\\n\\nTo minimize tax liability, individuals with W-2 income should consider factors such as:\\n\\n* Taking advantage of deductions and credits available to them\\n* Adjusting withholding amounts through payroll adjustments or estimated tax payments\\n* Considering retirement savings options, like 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or IRA contributions\\n* Reviewing their overall financial situation to identify areas for tax optimization\\n\\nAs a tax preparer, I would work with clients to help them navigate these factors and optimize their W-2 income to minimize their tax liability.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that W-2 income is generally considered taxable income and cannot be adjusted for tax purposes.\\n\\nA W-2 form is used to report an employee's wages and taxes withheld from their paycheck. The income reported on the W-2 is considered taxable income and must be included in the taxpayer's gross income for tax purposes.\\n\\nHowever, there are some exceptions and potential adjustments that can be made to W-2 income for tax purposes:\\n\\n1. **Corrected W-2s**: If an employer makes a mistake on the W-2 form, such as underreporting or overpaying taxes withheld, they may issue a corrected W-2 to the employee. In this case, the corrected amount can be adjusted on the taxpayer's return.\\n2. **Tax credits and deductions**: Taxpayers may be eligible for tax credits or deductions that reduce their taxable income, such as the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Child Tax Credit, or education credits. These credits and deductions can reduce the amount of W-2 income subject to taxation.\\n3. **Self-employment income**: If an employee has self-employment income reported on a 1099-MISC form, they may be able to deduct business expenses related to that income on their tax return. This can potentially reduce their taxable income from the W-2 income.\\n4. **Tax law changes**: Changes in tax laws or regulations can affect how W-2 income is taxed. For example, if a new tax law reduces the tax rate for certain types of income, it may be possible to adjust the taxpayer's return to reflect this change.\\n\\nHowever, these exceptions and adjustments are subject to specific rules and requirements, and taxpayers should consult with a tax professional or the IRS to determine the best course of action.\\n\\nIn general, W-2 income is considered taxable income and cannot be adjusted for tax purposes without proper documentation and approval from the employer or the IRS.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m uses various methods to verify W-2 income. Here are some of the ways they verify W-2 income:\\n\\n1. **Employer Reporting**: The most common method is through employer reporting. Employers are required to provide employees with a Form W-2, Wage and Tax Statement, by January 31st of each year, showing their wages, taxes withheld, and other relevant information. This form serves as proof of employment income.\\n2. **Form 1099-MISC**: If an individual receives freelance or contract work, they may receive a Form 1099-MISC, Miscellaneous Income, from the payer. This form reports non-employee compensation, such as freelance work, rent, and royalties.\\n3. **Bank Statements**: The IRS can review bank statements to verify income reported on W-2s. They may request bank statements to confirm that the income reported on the W-2 is accurate.\\n4. **Employer Verification Letters**: In some cases, the IRS may request a letter from the employer verifying the employee's income and employment status.\\n5. **Taxpayer Identification Number \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Verification**: The IRS can verify an individual's TIN through various sources, including:\\n\\t* Social Security Administration \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* State tax agencies\\n\\t* Other government agencies\\n6. **Address Verification**: The IRS may request verification of an individual's address to ensure that the W-2 is being sent to the correct address.\\n7. **Audit Trails**: Employers are required to maintain records of employee wages and taxes withheld for at least three years. These records can be reviewed by the IRS during an audit.\\n\\nTo verify W-2 income, the IRS may use various tools and resources, including:\\n\\n1. The Electronic Federal Tax Payment System \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEFTPS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The IRS Data Retrieval Tool\\n3. The IRS's online database of tax returns and transcripts\\n\\nIt's worth noting that the IRS can request additional documentation or information to verify W-2 income if they suspect any discrepancies or errors on the return. As a tax preparer, it's essential to ensure that all required documentation is accurate and complete to avoid any potential issues with the IRS.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how pre-tax deductions can impact W-2 income.\\n\\nPre-tax deductions, also known as pre-tax contributions or pre-tax withholdings, refer to amounts withheld from an employee's paycheck before taxes are taken out. These deductions are typically made through payroll deductions, such as 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Flexible Spending Arrangements \u001b[0m\u001b[32m(\u001b[0m\u001b[32mFSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, or other qualified retirement plans.\\n\\nWhen it comes to W-2 income, pre-tax deductions can affect the amount of taxable income reported on your tax return. Here's how:\\n\\n1. **Reduced Gross Income**: Pre-tax deductions are subtracted from your gross income before taxes are taken out. This means that the amount of money you take home each paycheck is lower than your gross income.\\n2. **Lower Taxable Income**: Since pre-tax deductions reduce your gross income, they also reduce your taxable income. As a result, your tax liability will be lower, and you may receive a larger refund or pay less in taxes throughout the year.\\n3. **Tax-Deferred Growth**: Pre-tax contributions to retirement plans like 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m grow tax-deferred, meaning they are not subject to income tax until withdrawal. This can help your savings grow faster over time.\\n\\nTo illustrate this concept, let's consider an example:\\n\\nSuppose you earn $50,000 per year and contribute $5,000 to a 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan through payroll deductions. Your gross income would be reduced by $5,000, making your take-home pay $45,000. Since the contribution is made before taxes are taken out, it reduces your taxable income.\\n\\nOn your tax return, you'll report your adjusted gross income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAGI\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which includes the pre-tax contributions to your 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan. This can result in a lower AGI and potentially lower taxes owed or a larger refund.\\n\\nKeep in mind that while pre-tax deductions reduce your taxable income, they also reduce your take-home pay. It's essential to consider how these deductions impact your overall financial situation and adjust your budget accordingly.\\n\\nAs a tax preparer, I always advise clients to review their W-2 income and pre-tax deductions to ensure they're taking advantage of available tax savings opportunities while maintaining a healthy balance between saving for retirement and enjoying their hard-earned money.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, it is possible for an individual to receive W-2 income from multiple employers and have those amounts reported on separate W-2 forms.\\n\\nIn general, the IRS requires each employer to report all wages, tips, and other compensation paid to an employee on a single W-2 form. However, there are some exceptions and special circumstances that may result in multiple W-2 forms being issued:\\n\\n1. **Multiple jobs**: If you have multiple jobs or positions with different employers during the same tax year, each employer will issue a separate W-2 form showing their portion of your total income.\\n2. **Self-employment income**: If you are self-employed and earn income from a business or freelance work, you may receive a 1099-MISC form \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnot a W-2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from yourself as the business owner. However, if you also have other employment income reported on a W-2, both forms will be issued.\\n3. **Gig economy workers**: If you work through platforms like Uber, Lyft, or Airbnb, you may receive multiple 1099-K forms \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnot W-2s\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from these companies, as they are considered independent contractors rather than employees.\\n4. **Government employment**: Federal, state, and local government employees typically receive a single W-2 form showing their total compensation for the year.\\n5. **Retirement plan distributions**: If you receive retirement plan distributions \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, IRA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from multiple sources, each plan may issue separate W-2 forms or 1099-R forms.\\n\\nWhen an individual receives income from multiple sources, it's essential to report all of these amounts on their tax return. The IRS requires that you combine the income from all sources and report it on your tax return, regardless of whether it was reported on a single W-2 form or multiple ones.\\n\\nAs a tax preparer, I would ensure that my clients accurately report all income from multiple sources on their tax returns to avoid any potential issues with the IRS.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by tax credits.\\n\\nW-2 income refers to the wages and salaries reported on your Form W-2, which you receive from your employer at the end of each year. Tax credits are deductions or reductions in the amount of taxes you owe, rather than a direct reduction in your taxable income.\\n\\nHere's how W-2 income is affected by tax credits:\\n\\n1. **Taxable income**: Your W-2 income is considered taxable income and is subject to federal income tax withholding.\\n2. **Tax credits vs. deductions**: Tax credits are different from deductions. Deductions reduce the amount of income that is subject to taxation, while credits directly reduce the amount of taxes you owe.\\n3. **Tax credits can reduce or eliminate taxes owed**: If you have eligible tax credits, such as the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Child Tax Credit, or Education Credits, these credits can reduce your taxable income and, in some cases, even result in a refund if the credit exceeds the amount of taxes owed.\\n4. **Tax credits may not directly affect W-2 income**: However, tax credits can indirectly affect your W-2 income by reducing the amount of taxes withheld from your paycheck. For example, if you have a child and are eligible for the Child Tax Credit, your employer may reduce the amount of federal income tax withheld from your paychecks to reflect the credit.\\n5. **Tax credits can increase your refund**: If you have multiple tax credits that exceed your tax liability, you may receive a larger refund than you would if you didn't have any credits.\\n\\nTo illustrate this, let's consider an example:\\n\\nSuppose John has W-2 income of $50,000 and is eligible for the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m worth $5,000. His total tax liability before credits would be approximately 20% of his taxable income \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$10,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. With the EITC credit, his new tax liability would be reduced to $5,000, resulting in a larger refund.\\n\\nIn summary, W-2 income is subject to taxation and withholding, but tax credits can reduce your taxable income or directly reduce the amount of taxes owed. Tax credits can also indirectly affect your W-2 income by reducing the amount of taxes withheld from your paycheck.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how W-2 income affects the Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nThe Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a provision in the US tax code that requires individuals and businesses to pay taxes at a minimum rate of 26% on certain types of income. The AMT was created to ensure that taxpayers don\\'t benefit from tax loopholes and deductions that allow them to avoid paying their \"fair share\" of taxes.\\n\\nW-2 income, which represents the income earned by employees, is subject to the AMT if it exceeds certain thresholds. Here\\'s how W-2 income affects the AMT:\\n\\n1. **AMT Exclusion**: The first $80,250 of W-2 income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mfor tax year 2022\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is exempt from the AMT. This means that if your W-2 income is below this threshold, you won\\'t be subject to the AMT.\\n2. **AMT Taxable Income**: If your W-2 income exceeds the $80,250 threshold, it\\'s considered taxable income for AMT purposes. The amount above the threshold is then used to calculate the AMT liability.\\n3. **AMT Deductions and Credits**: Certain deductions and credits can reduce the AMT liability. These include:\\n\\t* Personal exemptions \u001b[0m\u001b[32m(\u001b[0m\u001b[32mstandard deduction or itemized deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* State and local taxes\\n\\t* Mortgage interest and property taxes\\n\\t* Charitable contributions\\n\\t* Medical expenses\\n4. **AMT Exemptions**: Some types of income are exempt from the AMT, including:\\n\\t* Interest on certain types of bonds \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., municipal bonds\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Dividend income from qualified dividends\\n\\t* Capital gains from investments\\n\\nTo determine if you\\'re subject to the AMT, your W-2 income is compared to the AMT exemption amount. If your W-2 income exceeds the exemption amount, you\\'ll need to complete Form 6251 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAlternative Minimum Tax - Individual\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and calculate your AMT liability.\\n\\nKeep in mind that the AMT can be complex, and there are many factors that can affect your eligibility for exemptions and deductions. As a tax preparer, I would work with you to ensure you\\'re taking advantage of all eligible deductions and credits to minimize your AMT liability.\\n\\nDo you have any specific questions about how W-2 income affects the AMT or would you like me to elaborate on any of these points?'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m made significant changes to the way W-2 income is taxed, particularly for employees who receive a W-2 form from their employer. Here are some key ways in which the TCJA affects W-2 income:\\n\\n1. **Standard Deduction Increase**: The TCJA increased the standard deduction for single filers from $6,350 to $12,000 and for joint filers from $12,700 to $24,400. This means that more employees may not need to itemize their deductions on their tax return, which can reduce their W-2 income.\\n2. **State and Local Taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSALT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Limitation**: The TCJA limited the deduction for state and local taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSALT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to $10,000 per year. This means that if an employee's SALT deduction exceeds $10,000, they may not be able to deduct it on their tax return.\\n3. **Child Tax Credit**: The TCJA increased the child tax credit from $1,000 to $2,000 per child under age 17 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mor $3,000 for one qualifying child under age 17 if both parents are claimed as dependents\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can result in a larger W-2 income for employees with children.\\n4. **Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: The TCJA expanded the EITC to include more low-to-moderate-income workers, which may increase their W-2 income due to the increased credit amount.\\n5. **Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Contributions**: The TCJA allowed employees to contribute up to $3,550 to a Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m in 2019 and 2020, an increase from $3,300 in previous years. This can result in a larger W-2 income for employees who participate in an HSA.\\n6. **Retirement Plan Contributions**: The TCJA increased the annual contribution limits for 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and other retirement plans. This may result in a larger W-2 income for employees who contribute to these plans.\\n\\nHowever, it's essential to note that not all W-2 income is affected by the TCJA. For example:\\n\\n* **Self-Employment Income**: Self-employed individuals are not subject to the same tax changes as employees with W-2 income.\\n* **Health Insurance Premiums**: The TCJA did not change the way health insurance premiums are taxed, so this will not affect W-2 income.\\n\\nIt's always a good idea for employees to consult with their employer or a tax professional to understand how the TCJA affects their specific situation and to ensure they're taking advantage of any available tax savings opportunities.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a provision in the Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m that was enacted in 2017. It applies to certain types of investment income, including interest, dividends, capital gains, and qualified dividend income.\\n\\nW-2 income, on the other hand, is ordinary income earned from employment, such as wages, salaries, tips, and other forms of compensation received by an individual for their work.\\n\\nThe impact of W-2 income on the Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is that it does not directly affect the NIIT. The NIIT only applies to investment income, which includes:\\n\\n* Interest income from bonds, CDs, and other debt instruments\\n* Dividend income from stocks and mutual funds\\n* Capital gains from the sale of securities\\n* Qualified dividend income from certain types of investments\\n\\nW-2 income is considered ordinary income and is subject to regular income tax rates, not the NIIT. However, if you have investment income that is subject to the NIIT, your W-2 income may be used to offset some or all of the excess investment income.\\n\\nFor example, let's say you have a W-2 income of $50,000 and also have $20,000 in interest income from bonds. If your total taxable income exceeds the standard deduction amount for your filing status, you would pay tax on both the W-2 income and the interest income. However, if your investment income is subject to the NIIT, it may reduce your overall tax liability.\\n\\nTo illustrate this, let's say your W-2 income is $50,000 and your total taxable income is $60,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mafter deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. If you have $20,000 in interest income that is subject to the NIIT, your effective tax rate on the investment income would be 3.8% \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe top marginal rate for single filers with modified adjusted gross income above $200,000 or $250,000 for joint filers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this scenario, you would pay 3.8% of $20,000 in interest income, which is $760.\\n\\nIn contrast, your W-2 income would be taxed at the regular tax rates, which might be 24% \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe top marginal rate for single filers with taxable income above $80,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this scenario, you would pay 24% of $50,000 in W-2 income, which is $12,000.\\n\\nIn summary, while W-2 income does not directly impact the Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, it can affect your overall tax liability if you have significant investment income that is subject to the NIIT.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by the Affordable Care Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mACA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nThe ACA, also known as Obamacare, has had a significant impact on W-2 income in several ways:\\n\\n1. **Health Insurance Premium Tax Credit**: The ACA introduced a premium tax credit for individuals and families who purchase health insurance through the Health Insurance Marketplace or their employer-sponsored plan. This credit can reduce the amount of taxes owed on W-2 income.\\n2. **Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m contributions**: If you have a high-deductible health plan, you may be eligible to contribute to an HSA. Contributions to HSAs are tax-deductible and can be used for qualified medical expenses. The ACA has expanded the types of expenses that qualify for HSA funding.\\n3. **Dependent care credits**: The ACA introduced new dependent care credits for families with qualifying children under age 13 or disabled individuals who need care. These credits can reduce W-2 income subject to self-employment tax.\\n4. **Medicare taxes**: The ACA has changed the way Medicare taxes are applied to W-2 income. For employees, Medicare taxes are now split between the employee and employer, with the employer paying 1.45% of wages up to $200,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpreviously $110,100\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and 0.45% above that amount.\\n5. **Health insurance premiums**: The ACA has required employers to offer health insurance coverage to their employees or face penalties. This means that many W-2 income earners may have had health insurance coverage through their employer, which can impact their tax obligations.\\n\\nTo take advantage of these benefits, individuals and families must meet certain eligibility requirements, such as:\\n\\n* Being under age 65\\n* Not being eligible for Medicare\\n* Having a qualifying child or dependent\\n* Meeting income limits \u001b[0m\u001b[32m(\u001b[0m\u001b[32mvaries by family size and filing status\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nAs a tax preparer, I would need to review each client's individual circumstances to determine how the ACA affects their W-2 income. This may involve reviewing their health insurance coverage, HSA contributions, dependent care credits, Medicare taxes, and other factors to ensure they are taking advantage of all eligible benefits.\\n\\nKeep in mind that tax laws and regulations can change frequently, so it's essential to stay informed about any updates or changes that may affect W-2 income.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how W-2 income affects self-employment tax.\\n\\nSelf-employment tax is a type of tax that is used to fund Social Security and Medicare. It\\'s typically paid by individuals who are self-employed or have a side hustle. The good news is that you don\\'t pay self-employment tax on your W-2 income, but there are some nuances to consider.\\n\\nHere\\'s the key point: if you receive a W-2 from an employer, you\\'re not subject to self-employment tax on that income because it\\'s considered \"earned income\" rather than self-employment income. Earned income is income earned through employment, such as wages or salaries.\\n\\nHowever, there are some exceptions and considerations:\\n\\n1. **Self-Employment Tax on Business Income**: If you have a side hustle or business, you\\'re subject to self-employment tax on the net earnings from that business. This includes income from freelancing, consulting, renting out a room on Airbnb, or any other type of business activity.\\n2. **Net Earnings from Self-Employment**: To calculate self-employment tax, you need to determine your net earnings from self-employment. This is calculated by subtracting business expenses and deductions from your gross income. If your net earnings are $400 or more, you\\'re subject to self-employment tax.\\n3. **Self-Employment Tax Rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes both the employee and employer portions of Social Security and Medicare taxes. This rate applies to your net earnings from self-employment, not your W-2 income.\\n4. **Self-Employment Tax Deduction**: You can deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can help reduce your taxable income and lower your overall tax liability.\\n\\nTo illustrate this, let\\'s say you have a side hustle that generates $50,000 in net earnings from self-employment. Your self-employment tax would be:\\n\\n$50,000 x 15.3% = $7,650\\n\\nYou can deduct half of this amount as a business expense on Schedule C, which reduces your taxable income and lowers your overall tax liability.\\n\\nIn summary, W-2 income is not subject to self-employment tax because it\\'s considered earned income, but if you have a side hustle or business, you\\'re subject to self-employment tax on the net earnings from that activity.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by the Foreign Earned Income Exclusion.\\n\\nThe Foreign Earned Income Exclusion \u001b[0m\u001b[32m(\u001b[0m\u001b[32mFEIE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a tax benefit that allows certain individuals to exclude up to a certain amount of foreign-earned income from their U.S. taxable income. This exclusion can significantly reduce or even eliminate the amount of taxes owed on foreign-earned income, making it an attractive option for expats and international workers.\\n\\nHere's how W-2 income is affected by the FEIE:\\n\\n1. **Eligibility**: To qualify for the FEIE, you must have earned income from a foreign employer while living outside the United States for at least 330 full days in any 12-month period \u001b[0m\u001b[32m(\u001b[0m\u001b[32mor 183 days if married to a U.S. citizen or resident\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n2. **Exclusion amount**: The FEIE allows you to exclude up to $105,900 of foreign-earned income from your U.S. taxable income for tax year 2023. For tax years prior to 2018, the exclusion amount was $100,800.\\n3. **W-2 reporting**: When filing a U.S. tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, you'll report your W-2 income on Line 21 of Form 1040. However, if you qualify for the FEIE, you can exclude this amount from your U.S. taxable income by completing Form 2555 and attaching it to your tax return.\\n4. **Foreign earned income**: The FEIE applies only to foreign-earned income, which includes:\\n\\t* Salary or wages\\n\\t* Other compensation \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., bonuses, commissions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Rent or royalty income\\n\\t* Interest on foreign debt\\n\\t* Dividend income from a foreign corporation\\n5. **Tax implications**: If you qualify for the FEIE, your W-2 income will be excluded from U.S. taxation, and you won't owe federal income tax on that amount. However, you may still owe state or local taxes on this income.\\n6. **Reporting requirements**: You must file Form 2555 with your tax return to claim the FEIE exclusion. This form requires you to provide documentation of your foreign work experience and income.\\n\\nIt's essential to note that the FEIE has some limitations and nuances, such as:\\n\\n* The exclusion amount may be reduced if you have U.S. source income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., dividends or interest from U.S.-sourced investments\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* You can only exclude foreign-earned income earned while living outside the United States.\\n* If you're married to a U.S. citizen or resident, your spouse's foreign-earned income is not subject to the FEIE.\\n\\nAs a tax preparer, I recommend that individuals with W-2 income from abroad consult with me to determine if they qualify for the Foreign Earned Income Exclusion and to ensure accurate reporting on their tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that a 1099-MISC form is used to report miscellaneous income that is not subject to withholding. The types of income typically reported on a 1099-MISC form include:\\n\\n1. Freelance work or independent contractor income: This includes income earned by freelancers, consultants, and independent contractors for services performed for clients.\\n2. Rent from real estate investments: Income from renting out properties, such as rental income from apartments, houses, or commercial buildings.\\n3. Royalties: Income received from the sale of intellectual property, such as music, art, literature, or inventions.\\n4. Prizes and awards: Winnings from contests, sweepstakes, or other games that are not subject to withholding.\\n5. Other miscellaneous income: This can include income from sales of goods or services that are not subject to withholding, such as bartering or commission-based income.\\n\\nThe 1099-MISC form is used by the IRS to report these types of income because it is not subject to withholding, meaning that no taxes were withheld at the source. As a result, the recipient of the income must report this income on their tax return and pay any applicable taxes, including self-employment tax.\\n\\nIt's worth noting that not all 1099-MISC forms are created equal. There are different types of 1099 forms, such as:\\n\\n* 1099-MISC: Used for miscellaneous income\\n* 1099-K: Used for payment card and third-party network transactions\\n* 1099-INT: Used for interest income\\n* 1099-DIV: Used for dividend income\\n\\nAs a tax preparer, I would work with clients to ensure they accurately report all types of income on their tax return, including those reported on a 1099-MISC form.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the IRS requires a 1099-MISC \u001b[0m\u001b[32m(\u001b[0m\u001b[32mMiscellaneous Income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m form to be issued to independent contractors who have earned more than $600 in gross payments from a single payer during the calendar year.\\n\\nThe IRS defines an independent contractor as someone who is not considered an employee and is paid on a contract basis. This includes freelancers, consultants, independent contractors, and other self-employed individuals.\\n\\nTo qualify for a 1099-MISC form, the following conditions must be met:\\n\\n1. The payer must have paid more than $600 in gross payments to the same individual during the calendar year.\\n2. The payment is not subject to withholding \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., no taxes are withheld\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. The payment is made for services performed as an independent contractor.\\n\\nExamples of individuals who may receive a 1099-MISC form include:\\n\\n* Freelance writers, editors, and designers\\n* Independent contractors for construction or consulting work\\n* Self-employed artists, musicians, and performers\\n* Independent contractors for IT services\\n* Freelance photographers and videographers\\n\\nThe payer is responsible for issuing a 1099-MISC form to independent contractors by January 31st of each year, showing the amount paid to them during the previous tax year. The form must be sent to the contractor's address as it appears on file with the IRS.\\n\\nIt's worth noting that some payments may not require a 1099-MISC form, such as:\\n\\n* Payments made through a third-party payment service \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., PayPal\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Payments made for services performed by an employee or an employee of the payer\\n* Payments made to a business entity \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., S corporation, partnership\u001b[0m\u001b[32m)\u001b[0m\u001b[32m rather than an individual\\n\\nAs a tax preparer, I would advise clients who receive 1099-MISC forms to report these payments on their tax return and pay any applicable taxes due.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report their business expenses on their tax return.\\n\\nSelf-employed individuals who have a business or side hustle often face unique challenges when it comes to reporting their expenses. Here's a step-by-step guide on how they can report their business expenses:\\n\\n1. **Keep accurate records**: Self-employed individuals must keep detailed and organized records of all business-related expenses, including receipts, invoices, bank statements, and credit card statements. These records should be kept for at least three years in case of an audit.\\n2. **Categorize expenses**: Business expenses can be categorized into different types, such as:\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, equipment, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif a dedicated space is used for business purposes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, consultant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Complete Form 1040**: Self-employed individuals report their business income and expenses on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used to report net profit or loss from a business.\\n4. **Calculate business use percentage**: If you have a home office, you may be able to deduct a portion of your rent or mortgage interest as a business expense using Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. You'll need to calculate the business use percentage by dividing the square footage of the dedicated space used for business purposes by the total square footage of the home.\\n5. **Complete Schedule C**: On Schedule C, you'll report your business income and expenses, including:\\n\\t* Gross receipts\\n\\t* Cost of goods sold \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n6. **Calculate net profit or loss**: Calculate the net profit or loss from your business by subtracting total expenses from gross receipts.\\n7. **Complete Form 1040**: Report your net profit or loss on Line 21 of Form 1040.\\n8. **Claim deductions**: Claim deductions for eligible business expenses, such as:\\n\\t* Business use percentage of home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 8829\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 2106\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Professional fees\\n\\t* Advertising and marketing expenses\\n9. **Keep records**: Keep all supporting documentation, including receipts, invoices, and bank statements, to support your deductions.\\n\\nSome additional tips:\\n\\n* Consult with a tax professional or accountant if you're unsure about any aspect of reporting business expenses.\\n* Consider using accounting software or apps to help track and organize your business expenses.\\n* Be aware that the IRS has specific rules and regulations regarding business expense deductions, so it's essential to follow these guidelines carefully.\\n\\nBy following these steps and keeping accurate records, self-employed individuals can ensure they're taking advantage of all eligible business expense deductions on their tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The self-employment tax rate for net earnings from self-employment is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nThis rate consists of two parts:\\n\\n1. The employee portion: 12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m6.2% for Social Security and 6.2% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The employer portion: 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m1.45% for Social Security and 1.45% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nSince you are self-employed, you are both the employee and the employer, so you pay both parts of the tax.\\n\\nTo calculate your self-employment tax, you'll need to add the employee portion and the employer portion together:\\n\\n12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployee portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m + 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployer portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = 15.3%\\n\\nSo, for every dollar you earn from self-employment, you pay 15.3% in self-employment tax.\\n\\nKeep in mind that this rate applies to your net earnings from self-employment, which is your total income minus any business expenses and deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can calculate their self-employment tax deduction.\\n\\nThe self-employment tax is used to fund Social Security and Medicare taxes for self-employed individuals. The amount of self-employment tax you pay depends on your net earnings from self-employment, which includes income from a business or freelance work.\\n\\nHere's the step-by-step process to calculate self-employment tax:\\n\\n1. **Calculate your net earnings from self-employment**: Start by calculating your total gross income from self-employment, including income from freelancing, consulting, or running a small business.\\n2. **Deduct business expenses**: Subtract business expenses related to your self-employment from your gross income. This includes expenses such as:\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office deduction\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Equipment and supplies\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n\\t* Insurance premiums\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Calculate your net earnings from self-employment**: Subtract the business expenses from your gross income to get your net earnings from self-employment.\\n4. **Determine your self-employment tax rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\t* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n5. **Calculate your self-employment tax**: Multiply your net earnings from self-employment by the self-employment tax rate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m15.3%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to calculate your self-employment tax.\\n6. **Optional: Calculate the self-employment tax deduction**: If you're eligible, you may be able to deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can help reduce your taxable income and lower your overall tax liability.\\n\\nExample:\\n\\nLet's say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $10,000, which includes home office expenses, travel expenses, equipment, and supplies.\\n\\n1. Net earnings from self-employment: $50,000 - $10,000 = $40,000\\n2. Self-employment tax rate: 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security + 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. Self-employment tax: $40,000 x 15.3% = $6,120\\n4. Optional self-employment tax deduction: John may be able to deduct half of the self-employment tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$6,120 / 2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m as a business expense on Schedule C.\\n\\nKeep in mind that this is just an example and actual calculations may vary depending on individual circumstances. It's always best to consult with a tax professional or accountant to ensure accurate calculations and maximize your deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business expenses related to their home office. This is known as the Home Office Deduction.\\n\\nThe IRS allows self-employed individuals to deduct a portion of their rent or mortgage interest and utilities as a business expense if they use a dedicated space in their home regularly and exclusively for business purposes. The amount of the deduction depends on the square footage of the home office used for business, which can be calculated using one of two methods:\\n\\n1. **Simplified Option**: This method allows self-employed individuals to deduct $5 per square foot of home office space, up to a maximum of $1,500.\\n2. **Actual Expenses Method**: This method requires calculating the actual expenses related to the home office, such as rent or mortgage interest, utilities, insurance, and maintenance costs.\\n\\nTo qualify for the Home Office Deduction, the following conditions must be met:\\n\\n* The space used for business must be a regular and exclusive use of the home.\\n* The space must be used regularly and exclusively for business purposes \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., no personal activities\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* The space must be used in connection with the conduct of a trade or business.\\n\\nSome examples of eligible expenses that can be deducted as part of the Home Office Deduction include:\\n\\n* Rent or mortgage interest\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Insurance premiums\\n* Maintenance and repairs\\n* Depreciation on home office equipment\\n\\nHowever, some expenses are not eligible for deduction, such as:\\n\\n* Personal use of the space \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., a home office that is also used for personal activities like reading or watching TV\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Improvements made to the home that benefit both business and personal use \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., installing a new kitchen sink\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to keep accurate records of your home office expenses, including:\\n\\n* A log or calendar showing the dates and hours spent working from home\\n* Photos or measurements of the dedicated workspace\\n* Invoices and receipts for rent, utilities, insurance, and other expenses\\n\\nConsult with a tax professional, like myself, to ensure you're taking advantage of this valuable deduction and following the correct procedures.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can calculate the business use percentage of their home.\\n\\nThe IRS allows self-employed individuals to deduct a portion of their rent or mortgage interest and utilities as a business expense if they use a dedicated space in their home regularly and exclusively for business. To calculate this deduction, you'll need to determine the business use percentage of your home.\\n\\nHere's a step-by-step process:\\n\\n1. **Determine the total square footage of your home**: Measure the total square footage of your home, including any additional living areas that are used for business.\\n2. **Measure the dedicated business space**: Measure the square footage of the area you use regularly and exclusively for business. This could be a home office, studio, or any other space where you conduct business activities.\\n3. **Calculate the total square footage ratio**: Divide the business space by the total home square footage to get the percentage of your home used for business.\\n\\nFor example:\\n\\n* Total home square footage: 1,500 sqft\\n* Business space \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: 200 sqft\\n\\nBusiness use percentage = \u001b[0m\u001b[32m(\u001b[0m\u001b[32m200 sqft / 1,500 sqft\u001b[0m\u001b[32m)\u001b[0m\u001b[32m x 100% = 13.33%\\n\\nThis means that 13.33% of your home is used for business.\\n\\n4. **Determine the actual expenses**: Calculate the total rent or mortgage interest and utilities you pay on your home, including any additional expenses like property taxes, insurance, and maintenance.\\n5. **Calculate the business use percentage of expenses**: Multiply the total expenses by the business use percentage calculated in step 3.\\n\\nFor example:\\n\\n* Total rent/mortgage interest: $1,500 per month\\n* Business use percentage: 13.33%\\n\\nBusiness use percentage of expenses = $1,500 x 0.1333 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m13.33%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = $200\\n\\nThis means that you can deduct $200 from your business income as a home office expense.\\n\\n**Important notes:**\\n\\n* You must have a dedicated space for business and use it regularly and exclusively for business.\\n* The business use percentage should be reasonable and not excessive, as the IRS may scrutinize claims with high percentages.\\n* Keep accurate records of your expenses, including receipts, invoices, and photos of your home office, to support your calculation.\\n\\nRemember to consult with a tax professional or accountant if you're unsure about how to calculate the business use percentage of your home. They can help ensure you're taking advantage of all eligible deductions and following IRS guidelines.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m made significant changes to the home office deduction, which was previously known as the home office expense deduction or the business use percentage method. Here are some key impacts of the TCJA on the home office deduction:\\n\\n1. **Simplified Option**: The TCJA introduced a simplified option for self-employed individuals and sole proprietors to deduct a fixed amount of $5 per square foot of home office space, up to a maximum of $1,500 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$30,000 total\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This is a flat rate that doesn't require tracking expenses or calculating the business use percentage.\\n2. **Elimination of the Business Use Percentage Method**: The TCJA eliminated the business use percentage method, which allowed self-employed individuals and sole proprietors to calculate their home office deduction based on the square footage of the space used for business. This method was phased out over a three-year period from 2018 to 2025.\\n3. **No Deduction Limitations**: The TCJA eliminated the $25,000 limitation on the home office deduction that applied to self-employed individuals and sole proprietors who were not in the active conduct of a trade or business. This means that more self-employed individuals can now deduct their home office expenses without being subject to this limit.\\n4. **No Carryover**: The TCJA eliminated the ability to carry over unused home office deductions from 2018 to 2025, which was previously allowed under the previous law.\\n\\nOverall, the simplified option provides a more straightforward and easier-to-use method for self-employed individuals and sole proprietors to deduct their home office expenses. However, it's essential to note that this new method is only available to those who are not in the active conduct of a trade or business, such as freelancers, consultants, or independent contractors.\\n\\nIt's always recommended to consult with a tax professional to determine which option is best for your specific situation and to ensure you're taking advantage of all eligible deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business meals on their tax return, but there are some rules and limitations to be aware of.\\n\\nThe IRS allows self-employed individuals to deduct the cost of business meals as a miscellaneous itemized deduction on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used for sole proprietorships and single-member limited liability companies \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLCs\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nTo qualify for this deduction, the meal must meet certain requirements:\\n\\n1. The meal must be for business or business purposes.\\n2. The meal must be with a client, customer, or prospective client.\\n3. The meal cannot be primarily for entertainment or recreation.\\n\\nHere are some examples of eligible meals:\\n\\n* Business lunches with clients or customers\\n* Breakfast meetings with potential clients\\n* Traveling to and from a meeting or conference\\n* Meals at conferences or trade shows\\n\\nHowever, the following types of meals are not eligible for deduction:\\n\\n* Social gatherings, such as birthday parties or holiday celebrations\\n* Meals that are primarily for entertainment or recreation\\n* Meals that are not related to business activities\\n\\nTo deduct business meals, you'll need to keep accurate records, including:\\n\\n1. Receipts and invoices from the restaurant or catering service\\n2. A log of the date, time, location, and purpose of each meal\\n3. The names and titles of the individuals present \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThe IRS allows a standard deduction of $5 per meal for meals with clients or customers, but this can be adjusted based on the cost of the meal.\\n\\nIt's also worth noting that the Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m suspended the 50% limit on business meal deductions from 2018 to 2025. However, after 2025, the 50% limit will return.\\n\\nAs a tax preparer, I always recommend keeping accurate records and consulting with a tax professional to ensure you're taking advantage of all eligible deductions and following the correct procedures for claiming business meals on your tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report 1099 income from a partnership.\\n\\nWhen you're a partner in a partnership, you receive a Form 1099-K from the partnership at the end of each year. This form shows the total amount of money you received from the partnership during the tax year. However, as a self-employed individual, you need to report this income on your personal tax return.\\n\\nHere's how to report 1099 income from a partnership:\\n\\n1. **Report the income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: You'll report the 1099-K income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used for self-employment income and expenses.\\n2. **Complete Form 1065**: As a partner, you're also required to file a partnership return with the IRS using Form 1065. This form reports the partnership's income, deductions, and credits. You'll need to attach this form to your personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. **Report business use of home**: If you used a dedicated space in your home for business purposes, you may be able to deduct a portion of your rent or mortgage interest as a business expense on Schedule C.\\n4. **Business expenses**: You can also report business-related expenses on Schedule C, such as travel expenses, equipment purchases, and supplies.\\n5. **Self-employment tax**: As a self-employed individual, you're responsible for paying self-employment tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSE tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m on your net earnings from self-employment. This is reported on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n6. **Estimated tax payments**: If you expect to owe more than $1,000 in taxes for the year, you may need to make estimated tax payments throughout the year using Form 1040-ES.\\n\\nSome important notes:\\n\\n* You'll need to keep accurate records of your partnership income and expenses, as well as any business-related documents, such as invoices, receipts, and bank statements.\\n* If you're a partner in a limited liability company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, you may be able to report the income on Schedule C or Form 1040, depending on how the LLC is structured.\\n* It's always a good idea to consult with a tax professional or accountant to ensure you're meeting all the necessary reporting requirements and taking advantage of available deductions.\\n\\nI hope this helps! Let me know if you have any other questions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The penalty for not reporting 1099 income on a tax return can vary depending on several factors, including the amount of unreported income, the taxpayer's intent, and whether they have made an honest effort to comply with their tax obligations.\\n\\n Generally, the IRS imposes penalties for failing to report 1099 income on Form 1040. The penalty is calculated as follows:\\n\\n1. The first $500 of unreported 1099 income is not subject to penalty.\\n2. For amounts between $500 and $5,000, the penalty is 20% of the amount of unreported income.\\n3. For amounts over $5,000, the penalty is 40% of the amount of unreported income.\\n\\nIn addition to the penalty, you may also be subject to interest on the unreported income from the date it was due.\\n\\nIt's worth noting that there are some exceptions and mitigating factors that can affect the penalty, such as:\\n\\n* If you have an honest effort to comply with your tax obligations, but made a reasonable mistake or error.\\n* If you have filed Form 2210, which is used to request abatement of penalties for failure to report income.\\n* If you are a first-time filer and meet certain requirements.\\n\\nIt's always best to consult with a tax professional or the IRS directly to determine the specific penalty and any potential relief options.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to help clarify this for you.\\n\\nSelf-employed individuals can indeed deduct self-employment tax on their tax return, but there are some important nuances to understand.\\n\\nThe Self-Employment Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a type of payroll tax that covers Social Security and Medicare taxes. As a self-employed individual, you\\'re responsible for paying both the employer and employee portions of these taxes, which is why it\\'s called \"self-employment tax.\"\\n\\nTo deduct self-employment tax on your tax return, you\\'ll need to calculate the net earnings from self-employment and then subtract any qualified retirement plan contributions. Here are the steps:\\n\\n1. Calculate your net earnings from self-employment: This includes income from your business or freelance work, minus any business expenses.\\n2. Determine your self-employment tax liability: You can use Form 1040 to calculate this amount using Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSelf-Employment Tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. Subtract qualified retirement plan contributions: If you made contributions to a SEP-IRA, solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, or other qualified plans, you can subtract these contributions from your net earnings from self-employment.\\n4. Calculate the self-employment tax deduction: This is the amount of self-employment tax you paid during the year.\\n\\nThe standard rate for self-employment tax is 15.3% of your net earnings from self-employment, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nHowever, you may be able to deduct half of this amount as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which can help reduce your taxable income.\\n\\nIt\\'s essential to note that the self-employment tax deduction is subject to certain limits and phase-outs. For example:\\n\\n* The net earnings from self-employment limit: If your net earnings from self-employment exceed $400, you\\'re required to make estimated tax payments throughout the year.\\n* Phase-out of self-employment tax deduction: If your adjusted gross income exceeds a certain threshold \u001b[0m\u001b[32m(\u001b[0m\u001b[32mcurrently $160,200 for single filers and $320,400 for joint filers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employment tax deduction may be phased out.\\n\\nTo ensure accurate calculations and compliance with IRS regulations, it\\'s always best to consult with a tax professional or use tax preparation software that can guide you through the process.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I've seen my fair share of missing or incorrect 1099 forms from self-employed individuals. Here's how they typically handle these situations:\\n\\n**Missing 1099 Form:**\\n\\nIf a self-employed individual receives a missing 1099 form, they should follow these steps:\\n\\n1. **Contact the payer**: Reach out to the payer \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., client, contractor, or freelancer\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and ask for a replacement copy of the 1099 form.\\n2. **Request an amended 1099**: If the payer is unable to provide a replacement copy, request that they file an amended 1099 with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. **File Form 4852**: The self-employed individual may need to complete Form 4852, Substitute for Form W-2, Wage and Tax Statement, if they don't receive a 1099 form from their payer.\\n4. **Report income on Schedule C**: On their tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employed individual will report the missing income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the business income and expenses schedule.\\n\\n**Incorrect 1099 Form:**\\n\\nIf a self-employed individual receives an incorrect 1099 form, they should:\\n\\n1. **Review the form carefully**: Check for any errors or discrepancies in the information reported.\\n2. **Contact the payer**: Reach out to the payer and request that they correct the error\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m on the 1099 form.\\n3. **Request a corrected 1099**: If the payer is unable to correct the error, ask them to file an amended 1099 with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n4. **Report income correctly on Schedule C**: On their tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employed individual will report the corrected income on Schedule C.\\n\\n**Additional Tips:**\\n\\n* Self-employed individuals should keep a record of all correspondence with their payer, including dates and details of conversations or emails.\\n* If the error is significant \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., incorrect amount or type of income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, it may be beneficial to seek professional help from a tax preparer or accountant to ensure accurate reporting on their tax return.\\n* In some cases, self-employed individuals may need to file Form 1040X \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAmended U.S. Individual Income Tax Return\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if they discover errors or discrepancies after filing their original tax return.\\n\\nBy following these steps, self-employed individuals can minimize the impact of a missing or incorrect 1099 form and ensure accurate reporting on their tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can amend their tax return if they receive a corrected 1099 form.\\n\\nIf a self-employed individual receives a corrected 1099 form from an employer or client, it's essential to file an amended tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040X\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to reflect the corrected income. Here are some scenarios where amending is necessary:\\n\\n1. **Corrected income**: If the corrected 1099 form shows that you received more or less income than initially reported on your original tax return, you'll need to amend your return to reflect the correct amount.\\n2. **Incorrect income reporting**: If the corrected 1099 form indicates an error in the amount of income reported, such as a miscalculation or incorrect payment, you should file an amended return to correct this discrepancy.\\n3. **Missing income**: If the corrected 1099 form reveals that you missed reporting any income on your original tax return, you'll need to amend your return to include this additional income.\\n\\nTo amend your tax return, follow these steps:\\n\\n1. Gather all relevant documents, including the corrected 1099 form and any other supporting documentation.\\n2. Complete Form 1040X, which is the amended U.S. Individual Income Tax Return.\\n3. Attach a copy of the corrected 1099 form to the amended return.\\n4. File the amended return with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th for individual tax returns\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or within three years from the original filing date, whichever is later.\\n\\nKeep in mind that you'll need to provide documentation to support your amended return, such as:\\n\\n* The corrected 1099 form\\n* Any other relevant financial records, like bank statements or cancelled checks\\n* A written explanation of the error and how it was corrected\\n\\nIt's essential to note that amending a tax return can be complex, so if you're unsure about the process or need help with the amended return, consider consulting a tax professional, such as myself!\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the deadline for receiving a 1099 form varies depending on the type of income and the payer.\\n\\nFor most types of income, such as freelance work, independent contracting, or self-employment income, the deadline for receiving a 1099-MISC \u001b[0m\u001b[32m(\u001b[0m\u001b[32mMiscellaneous Income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m form is January 31st of each year. This means that by January 31st, you should receive a copy of your 1099-MISC from any payer who paid you $600 or more in a calendar year.\\n\\nHowever, there are some exceptions to this deadline:\\n\\n* For payments made through a third-party payment service, such as PayPal or Venmo, the deadline is February 1st.\\n* For payments made by a corporation, the deadline is January 31st for corporations that file Form 1099-K \u001b[0m\u001b[32m(\u001b[0m\u001b[32mPayment Card and Third-Party Network Transactions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m with the IRS.\\n* For payments made to non-resident aliens, the deadline is March 15th.\\n\\nIt's also worth noting that some states may have different deadlines for receiving 1099 forms. As a tax preparer, I would recommend checking with your state's tax authority to confirm their specific deadline.\\n\\nAs a general rule of thumb, it's always best to receive your 1099 form by January 31st to ensure you can accurately report your income on your tax return and avoid any potential penalties or interest.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report 1099 income on their tax return.\\n\\nSelf-employment income is reported on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used for sole proprietorships and single-member limited liability companies \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLCs\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Here's a step-by-step guide:\\n\\n1. **Gather all 1099 forms**: Collect all 1099-MISC forms from clients, customers, or vendors who paid you $600 or more in a calendar year. These forms will show the amount of money you earned from each client.\\n2. **Calculate business income**: Add up the total amount of 1099 income received throughout the year. This includes income from freelance work, consulting, selling products or services, and any other self-employment activities.\\n3. **Complete Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: On Schedule C, report your business income on Line 1. You'll also need to calculate your business expenses on this form, which will be discussed later.\\n4. **Calculate net profit or loss**: Subtract your business expenses from your business income on Line 2 of Schedule C. This will give you your net profit or loss for the year.\\n5. **Complete Form 1040**: Report your net profit or loss from Schedule C on Line 31 of Form 1040. If you have a net profit, this amount will be reported as ordinary income on your tax return.\\n\\n**Business Expenses:**\\n\\nAs a self-employed individual, you can deduct business expenses on Schedule C to reduce your taxable income. Common business expenses include:\\n\\n* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, equipment\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Travel expenses\\n* Business use of your car or other vehicles\\n* Meals and entertainment expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32msubject to certain limits\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Business-related travel expenses\\n* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n**Self-Employment Tax:**\\n\\nAs a self-employed individual, you're responsible for paying self-employment tax on your net earnings from self-employment. This tax is used to fund Social Security and Medicare. The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nYou'll report this tax on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is attached to Form 1040.\\n\\n**Estimated Tax Payments:**\\n\\nAs a self-employed individual, you're required to make estimated tax payments throughout the year if you expect to owe $1,000 or more in taxes. You can use Form 1040-ES to make these payments.\\n\\nThat's a general overview of how self-employed individuals report 1099 income on their tax return. If you have any specific questions or concerns, it's always best to consult with a tax professional like myself for personalized guidance!\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to help clarify this for you.\\n\\nYes, self-employed individuals can deduct business expenses on their 1099 income. In fact, one of the benefits of being self-employed is that you can deduct business expenses related to your trade or business as an expense on your tax return.\\n\\nThe IRS allows self-employed individuals to deduct business expenses on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to report business income and expenses. This includes:\\n\\n1. Business use of your home: If you use a dedicated space in your home for business, you can deduct the business use percentage of your rent or mortgage interest, utilities, and other expenses.\\n2. Business travel expenses: You can deduct expenses related to business travel, such as transportation, meals, lodging, and entertainment.\\n3. Equipment and supplies: You can deduct the cost of equipment, software, and supplies used for your business.\\n4. Advertising and marketing expenses: You can deduct expenses related to promoting your business, such as website development, advertising, and promotional materials.\\n5. Business use of your car: If you use your car for business purposes, you can deduct the business use percentage of your car expenses, including gas, maintenance, and insurance.\\n6. Professional fees: You can deduct fees paid to professionals, such as lawyers, accountants, and consultants, who provide services related to your business.\\n7. Business education and training: You can deduct expenses related to courses or workshops that improve your skills or knowledge in your trade or business.\\n\\nTo qualify for these deductions, you must have records to support the expense, including receipts, invoices, and bank statements. It's also important to keep accurate records of your business income and expenses throughout the year, as this will help you complete your tax return accurately and avoid any potential audits.\\n\\nSome important notes:\\n\\n* You can only deduct expenses that are directly related to your business.\\n* You cannot deduct personal expenses, such as charitable donations or medical expenses, unless they are also business-related.\\n* The IRS has specific rules for deducting home office expenses, including the 5% rule, which allows you to deduct a portion of your rent or mortgage interest based on the square footage used for business.\\n\\nIt's always a good idea to consult with a tax professional, like myself, to ensure you're taking advantage of all the deductions available to you and following the IRS guidelines.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals calculate their self-employment tax.\\n\\nSelf-employment tax is used to fund Social Security and Medicare, just like payroll taxes for employees. However, self-employed individuals are responsible for paying both the employee and employer portions of these taxes, which can add up quickly.\\n\\nHere's a step-by-step guide on how self-employed individuals calculate their self-employment tax:\\n\\n1. **Calculate your net earnings from self-employment**: Start by calculating your total income from all sources related to your business or freelance work. This includes:\\n\\t* Business income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., cash, checks, credit card payments\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Freelance income\\n\\t* Rent or royalty income\\n\\t* Any other income related to your business\\n2. **Deduct business expenses**: Subtract business expenses from your total income to determine your net earnings from self-employment. This will help reduce your taxable income.\\n3. **Calculate the self-employment tax rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\t* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n4. **Calculate the self-employment tax**: Multiply your net earnings from self-employment by the self-employment tax rate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m15.3%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This will give you the total amount of self-employment tax due.\\n5. **Add half of your Social Security tax to your income**: Since self-employed individuals pay both the employee and employer portions of payroll taxes, you'll need to add half of your Social Security tax to your income. This is calculated as:\\n\\t* 6.2% of your net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhalf of the 12.4% rate\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n6. **Calculate your total self-employment tax**: Add the self-employment tax and the additional Social Security tax to get your total self-employment tax liability.\\n\\nExample:\\n\\nLet's say you have a net income from self-employment of $50,000 and business expenses of $20,000, leaving you with $30,000 in taxable income. Your self-employment tax rate is 15.3%.\\n\\n1. Calculate the self-employment tax: $30,000 x 15.3% = $4,590\\n2. Add half of your Social Security tax: $30,000 x 6.2% = $1,860\\n3. Calculate your total self-employment tax: $4,590 + $1,860 = $6,450\\n\\nIn this example, the self-employed individual would need to pay a total of $6,450 in self-employment tax.\\n\\nKeep in mind that you can deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which can help reduce your taxable income. It's always a good idea to consult with a tax professional or accountant to ensure accurate calculations and to take advantage of any available deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can tell you that self-employment tax applies to income from various sources, including:\\n\\n1. **Business income**: Income earned from running your own business, such as freelancing, consulting, or starting a side hustle.\\n2. **Self-employment income**: Income earned from working for yourself, such as:\\n\\t* Independent contractor work\\n\\t* Freelance writing, designing, or other creative services\\n\\t* Renting out a room on Airbnb\\n\\t* Selling products online through an e-commerce platform\\n3. **Unemployment benefits**: Some states tax unemployment benefits as self-employment income.\\n4. **Alimony paid to ex-spouses**: Alimony payments made by one spouse to the other are considered self-employment income and subject to self-employment tax.\\n5. **Royalties**: Income from intellectual property, such as book royalties or music royalties, is also subject to self-employment tax.\\n\\nSelf-employment tax applies because you\\'re considered self-employed and must report this income on your tax return. As a self-employed individual, you\\'re responsible for paying both the employee and employer portions of payroll taxes, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThis total is often referred to as your \"self-employment tax rate.\" You\\'ll need to pay this amount on a quarterly basis using Form 1040-ES.\\n\\nKeep in mind that some states may have different rules or exemptions from self-employment tax, so it\\'s always best to consult with a tax professional or check with your state\\'s tax authority for specific guidance.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report their business income and expenses.\\n\\nSelf-employed individuals who have a business or freelance work must report their income and expenses on their personal tax return. Here's a step-by-step guide:\\n\\n**Reporting Business Income:**\\n\\n1. **Business Income:** Self-employed individuals must report all business income, including:\\n\\t* Cash payments from clients\\n\\t* Accounts receivable \u001b[0m\u001b[32m(\u001b[0m\u001b[32mamounts owed to them by customers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Interest income from business-related investments\\n\\t* Royalties or other passive income\\n2. **Self-Employment Tax:** If you're self-employed, you'll need to pay self-employment tax on your net earnings from self-employment. This includes:\\n\\t* Net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mbusiness income minus business expenses\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Half of your net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mfor Social Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n**Reporting Business Expenses:**\\n\\n1. **Business Expense Records:** Keep accurate records of all business-related expenses, including:\\n\\t* Receipts\\n\\t* Invoices\\n\\t* Bank statements\\n\\t* Credit card statements\\n2. **Business Expense Categories:** Categorize your expenses into the following categories:\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif you work from home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Business Expense Deductions:** Claim deductions for business expenses that are ordinary and necessary for the operation of your business.\\n\\n**Common Business Expense Deductions:**\\n\\n1. Home office deduction \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif you work from home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Business use of your car\\n3. Travel expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmileage, meals, lodging\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n4. Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n5. Advertising and marketing expenses\\n\\n**Reporting Business Expenses on the Tax Return:**\\n\\n1. **Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:** Complete Schedule C to report business income and expenses.\\n2. **Business Use of Your Home:** If you work from home, complete Form 8829 to calculate your home office deduction.\\n3. **Business Expense Deductions:** Report business expense deductions on Schedule A \u001b[0m\u001b[32m(\u001b[0m\u001b[32mItemized Deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or on a separate form \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., Form 2106 for car expenses\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\n**Important Notes:**\\n\\n1. Keep accurate records of all business income and expenses throughout the year, as these will be used to complete your tax return.\\n2. Consult with a tax professional if you're unsure about any aspect of reporting business income and expenses.\\n3. Self-employed individuals may need to file additional forms, such as Form 1040-ES \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEstimated Tax for Individuals\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSelf-Employment Tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nRemember, accurate and timely reporting of business income and expenses is crucial to avoid penalties and interest on underreported income or unclaimed deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The self-employment tax rate for net earnings from self-employment is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nThis rate consists of two parts:\\n\\n1. The employee portion: 12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m6.2% for Social Security and 6.2% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The employer portion: 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m1.45% for Social Security and 1.45% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nSince you are self-employed, you are both the employee and the employer, so you pay both parts of the tax.\\n\\nTo calculate your self-employment tax, you'll need to add the employee portion and the employer portion together:\\n\\n12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployee portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m + 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployer portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = 15.3%\\n\\nSo, for every dollar you earn from self-employment, you pay 15.3% in self-employment tax.\\n\\nKeep in mind that this rate applies to your net earnings from self-employment, which is your total income minus any business expenses and deductions.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business use of their home as a business expense, but there are some requirements and limitations to be aware of.\\n\\nTo qualify for the home office deduction, the space used for business must meet certain criteria:\\n\\n1. **Business use percentage**: The space must be used regularly and exclusively for business purposes. This means that you can't simply convert a spare room into a home office just to claim a deduction.\\n2. **Business use of at least 5%**: The space must be used by the self-employed individual for business purposes for at least 5% of the total square footage of the home.\\n3. **Home office is used as a regular and necessary business expense**: The home office must be used regularly and be necessary for the conduct of your trade or business.\\n\\nTo calculate the deduction, you'll need to determine the business use percentage of your home. You can do this by:\\n\\n1. Measuring the square footage of the space used for business.\\n2. Calculating the total square footage of your home.\\n3. Dividing the business use square footage by the total square footage.\\n\\nFor example, if your home office is 100 square feet and your total home size is 1,500 square feet, you can calculate the business use percentage as follows:\\n\\nBusiness use percentage = \u001b[0m\u001b[32m(\u001b[0m\u001b[32m100 sq ft / 1,500 sq ft\u001b[0m\u001b[32m)\u001b[0m\u001b[32m x 100% = 6.67%\\n\\nOnce you have the business use percentage, you can deduct a portion of your rent or mortgage interest and utilities as a business expense.\\n\\n**Types of expenses that can be deducted:**\\n\\n* Rent or mortgage interest\\n* Property taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif not included in the mortgage\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, internet, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Home maintenance and repairs\\n\\n**Record-keeping is key:**\\n\\nTo support your home office deduction, keep accurate records of:\\n\\n1. Business use percentage calculations\\n2. Square footage measurements\\n3. Rent or mortgage statements\\n4. Utility bills\\n5. Maintenance and repair receipts\\n\\nIt's essential to maintain these records for at least 3 years in case of an audit.\\n\\n**Important notes:**\\n\\n* The home office deduction is subject to the $25,000 limit per year \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpre-2018\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or $10,000 limit per year \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpost-2017\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* If you're married and file jointly, you can deduct half of the business use percentage.\\n* You may need to complete Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to claim the deduction.\\n\\nAs a tax preparer, I recommend consulting with me or a qualified tax professional to ensure you meet all the requirements and follow the correct procedures for claiming the home office deduction.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals calculate their net earnings from self-employment for self-employment tax purposes.\\n\\nSelf-employment income is subject to both the employee and employer portions of payroll taxes, which includes Social Security and Medicare taxes. As a self-employed individual, you are responsible for paying both the employee and employer portions of these taxes, which can be a bit more complicated than just taking the standard deduction.\\n\\nTo calculate net earnings from self-employment, follow these steps:\\n\\n1. **Calculate your total gross income**: Start by calculating your total gross income from all sources, including:\\n\\t* Business income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., freelance work, consulting, or running a business\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Rent or royalty income\\n\\t* Interest, dividends, and capital gains\\n2. **Deduct business expenses**: Subtract business expenses related to your self-employment income, such as:\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office deduction\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Equipment, supplies, and materials\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n\\t* Insurance premiums\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, or consultant fees\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Calculate net earnings from self-employment**: Subtract your business expenses from your total gross income to get your net earnings from self-employment.\\n4. **Calculate the self-employment tax**: Calculate the self-employment tax by using Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and the following formula:\\n\\nSelf-Employment Tax = Net Earnings from Self-Employment x 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security + 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThis rate is applied to your net earnings from self-employment, but you can deduct half of this amount as a credit on Schedule SE.\\n\\n5. **Calculate the self-employment tax deduction**: You can deduct half of your self-employment tax as an above-the-line deduction on Form 1040, which reduces your taxable income.\\n6. **Report net earnings from self-employment on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: Report your net earnings from self-employment on Schedule C, which is the business income and expense schedule.\\n\\nExample:\\n\\nLet's say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $15,000, including home office expenses, travel expenses, and equipment purchases. His net earnings from self-employment would be:\\n\\nNet Earnings from Self-Employment = Gross Income - Business Expenses\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $50,000 - $15,000\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $35,000\\n\\nTo calculate the self-employment tax:\\n\\nSelf-Employment Tax = Net Earnings from Self-Employment x 15.3%\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $35,000 x 0.153\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $5,405\\n\\nJohn would report his net earnings from self-employment on Schedule C and pay self-employment tax of $5,405. He can deduct half of this amount as a credit on Schedule SE.\\n\\nKeep in mind that this is just an example, and your specific situation may be more complex. It's always best to consult with a tax professional or accountant to ensure you're accurately calculating your net earnings from self-employment and taking advantage of all the deductions available to you.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can tell you that yes, self-employed individuals can deduct their health insurance premiums as a business expense on their tax return.\\n\\nThe IRS allows self-employed individuals to deduct the cost of health insurance premiums for themselves and their family members as a business expense if they are required to pay these premiums because of their self-employment income. This is known as the \"self-employment health plan deduction.\"\\n\\nTo qualify for this deduction, you must meet certain requirements:\\n\\n1. You must be self-employed and have net earnings from self-employment of $100 or more.\\n2. You must purchase a qualified health insurance policy that covers you and your family members.\\n3. The policy must be purchased through the Health Insurance Marketplace \u001b[0m\u001b[32m(\u001b[0m\u001b[32malso known as an \"individual shared responsibility payment\"\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or through a group plan offered by an employer.\\n\\nThe deduction is calculated based on the amount of premiums paid for yourself, your spouse, and any dependents who are covered under the policy. You can deduct the full premium amount, but you may need to adjust it if you have other sources of income that reduce your self-employment net earnings from self-employment.\\n\\nHere\\'s an example:\\n\\nLet\\'s say John is a sole proprietor with $50,000 in net earnings from self-employment and he pays $1,500 per month for health insurance premiums. He can deduct the full $1,500 as a business expense on his tax return.\\n\\nHowever, if John has other sources of income that reduce his net earnings from self-employment to $40,000, he can only deduct the amount of the premium that reduces his net earnings by $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$50,000 - $40,000 = $10,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this case, John would deduct $1,500 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe full premium\u001b[0m\u001b[32m)\u001b[0m\u001b[32m minus $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe reduced net earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is $900.\\n\\nIt\\'s always a good idea to keep accurate records of your health insurance premiums and other business expenses to ensure you can accurately calculate the deduction on your tax return.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain the differences between a sole proprietorship and a single-member Limited Liability Company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m for tax purposes.\\n\\n**Sole Proprietorship:**\\n\\nA sole proprietorship is a business owned and operated by one individual. The owner reports their business income on their personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. As a sole proprietor, the business income is reported as \"net earnings from self-employment\" on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is attached to the personal tax return.\\n\\nThe key characteristics of a sole proprietorship for tax purposes are:\\n\\n* The owner reports all business income and expenses on their personal tax return.\\n* Business losses can be used to offset other income, but not carried over to future years.\\n* Self-employment taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSocial Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m are calculated based on net earnings from self-employment.\\n\\n**Single-Member LLC:**\\n\\nA single-member Limited Liability Company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, also known as a \"disregarded entity,\" is a business owned by one individual. For tax purposes, the single-member LLC is treated as a sole proprietorship. The owner reports all business income and expenses on their personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nHowever, there are some key differences:\\n\\n* A single-member LLC can elect to be taxed as a pass-through entity, meaning that the business income is passed through to the individual\\'s personal tax return, just like a sole proprietorship.\\n* Business losses can be carried over to future years and used to offset other income.\\n* Self-employment taxes are calculated based on net earnings from self-employment.\\n\\n**Key differences:**\\n\\nThe main difference between a single-member LLC and a sole proprietorship is the level of liability protection. As a sole proprietor, the owner\\'s personal assets are at risk in case of business debts or lawsuits. In contrast, a single-member LLC provides some level of liability protection, as the business is separate from the individual.\\n\\nHowever, for tax purposes, a single-member LLC and a sole proprietorship are treated similarly. The business income is reported on the same tax return, and self-employment taxes are calculated in the same way.\\n\\n**When to choose an LLC:**\\n\\nWhile a single-member LLC may not provide significant tax benefits over a sole proprietorship, there are situations where it might be beneficial:\\n\\n* Liability protection: If you want to protect your personal assets from business debts or lawsuits.\\n* Flexibility: An LLC can elect to be taxed as a pass-through entity, which allows for more control over taxes and flexibility in the future.\\n\\nIn summary, while both sole proprietorships and single-member LLCs are treated similarly for tax purposes, an LLC provides some level of liability protection that may be attractive to business owners. However, the tax benefits are relatively minor, and the decision ultimately depends on your individual circumstances and goals.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report self-employment income from a partnership.\\n\\nWhen it comes to reporting self-employment income from a partnership, there are some specific rules and requirements that need to be followed. Here's a step-by-step guide:\\n\\n1. **Form 1065**: The partnership must file Form 1065, U.S. Return of Partnership Income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mInformation\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, with the IRS by March 15th of each year. This form reports the partnership's income, deductions, and credits.\\n2. **K-1 Forms**: Each partner receives a Schedule K-1 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1065\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from the partnership, which shows their share of the partnership's income, deductions, and credits for the tax year. The K-1 forms are used by each partner to report their individual tax return.\\n3. **Self-Employment Income**: Self-employment income from a partnership is reported on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used to report business income and expenses. The self-employment income includes:\\n\\t* Business income from the partnership\\n\\t* Any other self-employment income, such as freelance work or consulting fees\\n4. **Business Expenses**: Self-employed individuals can deduct business expenses related to their partnership activities on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. These expenses may include:\\n\\t* Business use of a home or car\\n\\t* Travel expenses\\n\\t* Equipment and supplies\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n5. **Self-Employment Tax**: Self-employed individuals must pay self-employment tax, which includes both the employee and employer portions of payroll taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSocial Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This is reported on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n6. **Estimated Taxes**: Self-employed individuals are required to make estimated tax payments throughout the year if they expect to owe $1,000 or more in taxes for the year. These payments are made using Form 1040-ES.\\n7. **Quarterly Estimated Tax Payments**: The due dates for quarterly estimated tax payments are:\\n\\t* April 15th for Q1 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJanuary 1 - March 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* June 15th for Q2 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mApril 1 - May 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* September 15th for Q3 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJune 1 - August 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* January 15th of the following year for Q4 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSeptember 1 - December 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to note that self-employed individuals may need to file additional forms, such as Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if they use a home office for business purposes.\\n\\nAs a tax preparer, I would work with the partnership and each partner to ensure accurate reporting of self-employment income from the partnership on their individual tax returns.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct their retirement plan contributions as a business expense on their tax return.\\n\\nSelf-employment income is subject to self-employment taxes, which include both the employee and employer portions of payroll taxes. However, self-employed individuals can deduct half of their net earnings from self-employment, including retirement plan contributions, as a business expense.\\n\\nThere are several types of retirement plans that qualify for deduction as a business expense:\\n\\n1. SEP-IRA \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSimplified Employee Pension Individual Retirement Account\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: Contributions to a SEP-IRA are deductible as a business expense.\\n2. Solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Individual 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: Contributions to a solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or individual 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan are deductible as a business expense.\\n3. Traditional IRA: Contributions to a traditional IRA may be deductible as a business expense, but only if the self-employed individual is not covered by another retirement plan at work.\\n4. Solo 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Thrift Savings Plan: Contributions to a solo 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or thrift savings plan are deductible as a business expense.\\n\\nTo qualify for this deduction, you must meet certain requirements, such as:\\n\\n* Being self-employed and having net earnings from self-employment\\n* Making contributions to the retirement plan within the plan's contribution limits\\n* Having a valid business purpose for making the contributions \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., to save for retirement\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to keep accurate records of your retirement plan contributions, including receipts, bank statements, and any other documentation that supports your deductions. You should also consult with a tax professional or financial advisor to ensure you're meeting all the requirements and taking advantage of the deductions available to you.\\n\\nKeep in mind that deducting retirement plan contributions as a business expense can impact your self-employment taxes, so it's crucial to understand how this affects your overall tax situation.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how self-employed individuals can calculate their self-employment tax on a net loss from self-employment.\\n\\nSelf-employment tax is used to fund Social Security and Medicare. As a self-employed individual, you are responsible for paying both the employee and employer portions of these taxes, which is why it\\'s called \"self-employment tax.\" The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nTo calculate self-employment tax on a net loss from self-employment, you\\'ll need to follow these steps:\\n\\n1. Calculate your net profit or loss from self-employment: Start by calculating your total gross income from self-employment and subtract any business expenses, deductions, and credits that reduce your taxable income.\\n2. Determine your net earnings from self-employment: This is the amount of money you have left after deducting all eligible business expenses and other deductions from your gross income.\\n3. Calculate the self-employment tax: Multiply your net earnings from self-employment by 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security and 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n4. Consider any adjustments to the self-employment tax rate: If you\\'re eligible for certain deductions or credits that reduce your taxable income, such as the home office deduction or business use of your car, these may affect your self-employment tax rate.\\n\\nHere\\'s an example:\\n\\nLet\\'s say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $20,000 and other deductions that reduce his taxable income to $30,000. His net earnings from self-employment are $30,000.\\n\\nTo calculate the self-employment tax:\\n\\n1. Calculate net earnings: $30,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnet earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - $0 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mno business use of home or car expenses in this example\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Calculate self-employment tax: 15.3% of $30,000 = $4,590\\n\\nIn this example, John\\'s self-employment tax would be $4,590.\\n\\nHowever, if John has a net loss from self-employment, he can deduct the loss on his tax return and reduce his taxable income. If John has a net loss of $10,000, his new net earnings from self-employment would be:\\n\\n$30,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mprevious net earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnet loss\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = $20,000\\n\\nTo calculate the self-employment tax on this reduced amount:\\n\\n1. Calculate net earnings: $20,000\\n2. Calculate self-employment tax: 15.3% of $20,000 = $3,060\\n\\nIn this example, John\\'s self-employment tax would be $3,060.\\n\\nKeep in mind that these are simplified examples and actual calculations may vary depending on individual circumstances. It\\'s always a good idea to consult with a tax professional or accountant to ensure accurate calculations and take advantage of all eligible deductions and credits.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can provide guidance on this topic.\\n\\nSelf-employed individuals can indeed deduct business expenses related to the production of income that is exempt from self-employment tax. However, there are some important nuances to consider:\\n\\n1. **Business income must be subject to self-employment tax**: Self-employment tax applies to net earnings from self-employment, which includes income from a trade or business. If you have income that is not subject to self-employment tax, such as interest, dividends, or capital gains, you cannot deduct business expenses related to that income.\\n2. **Business use percentage**: To qualify for the deduction, the business expense must be directly related to the production of income that is subject to self-employment tax. You can only deduct a portion of your total business expenses based on the amount of time spent working in the trade or business. This is known as the \"business use percentage.\"\\n3. **Business use percentage calculation**: To calculate the business use percentage, you\\'ll need to keep accurate records of your business and personal activities. You can use methods such as:\\n\\t* Time tracking: Record the number of hours worked on business versus personal activities.\\n\\t* Logbook or journal: Keep a log of business-related activities, including dates, times, and purposes.\\n\\t* Mileage log: If you drive for business, keep track of miles driven for business purposes.\\n4. **Deduction limits**: The IRS allows self-employed individuals to deduct business expenses up to the amount of their net earnings from self-employment. This means that if your net earnings are $100,000, and you have $50,000 in business expenses, you can only deduct up to $50,000.\\n\\nExamples of business expenses that may be deductible for income exempt from self-employment tax include:\\n\\n* Rent or mortgage interest \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif used for a home office\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, internet\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Office supplies\\n* Travel expenses related to business activities\\n* Meals and entertainment \u001b[0m\u001b[32m(\u001b[0m\u001b[32msubject to certain limits\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nHowever, some expenses are not deductible, such as:\\n\\n* Personal use of your car \u001b[0m\u001b[32m(\u001b[0m\u001b[32munless you have a dedicated business vehicle\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Home improvements or renovations\\n* Business use of personal phone or computer\\n\\nIt\\'s essential to keep accurate records and consult with a tax professional to ensure you\\'re taking advantage of the deductions you\\'re eligible for.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to help clarify how self-employed individuals can report their income from a business with both self-employment income and income that is exempt from self-employment tax.\\n\\nSelf-employment income includes earnings from a trade or business, such as freelancing, consulting, or running a small business. However, not all self-employment income is subject to self-employment tax. Some types of income are exempt from self-employment tax, such as:\\n\\n1. Income earned by employees who are considered employees for tax purposes \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., W-2 income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Income earned by individuals with disabilities or certain medical conditions that prevent them from working\\n3. Income earned by individuals who are retired or disabled and receiving Social Security benefits\\n\\nTo report self-employment income, the individual must complete Form 1040 and Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to report business income and expenses. The self-employed individual will report their total net earnings from self-employment on Line 1 of Schedule C.\\n\\nHowever, if some of the self-employment income is exempt from self-employment tax, it\\'s essential to report that income separately. Here are a few scenarios:\\n\\nScenario 1: Exempt income is not subject to self-employment tax\\n\\nIf the business has both self-employment income and exempt income, the individual should report the exempt income on their tax return as ordinary income on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nScenario 2: Exempt income is subject to self-employment tax\\n\\nIf the business has both self-employment income and exempt income that is subject to self-employment tax, the individual should report the exempt income as \"Other Income\" on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nScenario 3: Exempt income is not subject to self-employment tax, but it\\'s also not ordinary income\\n\\nIf the business has both self-employment income and exempt income that are not subject to self-employment tax, the individual should report the exempt income as \"Other Income\" on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nIn all cases, the individual must also complete Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to calculate and pay self-employment tax. However, if some of the exempt income is not subject to self-employment tax, the individual may not need to pay self-employment tax on that amount.\\n\\nIt\\'s essential for self-employed individuals to keep accurate records of their business income and expenses to ensure they accurately report their income and claim any applicable deductions. It\\'s also recommended that they consult with a tax professional or accountant to ensure compliance with all tax laws and regulations.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'braintrust::answer-similarity'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1;36m0.4899263859389534\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5540326316427405\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6107129438872975\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6295656173500133\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6621756465647113\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7251324334585492\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6580514616988463\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.679013668656233\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6443694159054953\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6534822247099343\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6060499995255393\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6707352238393781\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5844465262881663\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6193049787006669\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.19265334618395002\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.3475911229721721\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.37030823883470115\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - 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"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.49638560386493197\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.4140458125149959\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[1m)\u001b[0m\n" - ], "text/html": [ "
EvaluateResponse(\n", "│ generations=[\n", @@ -4230,23 +3996,246 @@ "│ }\n", ")\n", "\n" + ], + "text/plain": [ + "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The primary purpose of a W-2 form, also known as a Wage and Tax Statement, is to report an employee's income earned from their employer to the Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m for federal income tax purposes. The W-2 form is used by employers to provide employees with a summary of their earnings and taxes withheld from their paychecks throughout the year.\\n\\nThe W-2 form typically includes information such as:\\n\\n* Employee's name, address, and Social Security number\\n* Employer's name, address, and Employer Identification Number \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Gross wages earned during the tax year\\n* Federal income tax withheld\\n* State and local taxes withheld \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Other deductions and credits claimed by the employee\\n\\nThe primary purpose of a W-2 form is to:\\n\\n1. Report an employee's income to the IRS: The W-2 form serves as proof of income earned by employees, which is used by the IRS to determine how much tax should be withheld from future paychecks.\\n2. Provide information for tax withholding: The W-2 form helps employers calculate and withhold the correct amount of federal income tax, Social Security tax, and Medicare tax from an employee's wages.\\n3. Allow employees to file their tax returns accurately: By providing a summary of their earnings and taxes withheld, the W-2 form enables employees to complete their tax returns accurately and claim any additional credits or deductions they may be eligible for.\\n\\nOverall, the W-2 form plays a critical role in ensuring that employers comply with federal income tax laws and regulations, while also helping employees manage their tax obligations and take advantage of available credits and deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income affects an individual's tax liability.\\n\\nW-2 income refers to the wages and salaries earned by an employee from their employer. The amount of W-2 income reported on an individual's W-2 form is used to determine their taxable income for the year. Here are some ways in which W-2 income can affect an individual's tax liability:\\n\\n1. **Taxable Income**: W-2 income is considered taxable income, meaning it is subject to federal and state income taxes. The amount of W-2 income reported on the form will be used to calculate the individual's total taxable income for the year.\\n2. **Tax Brackets**: W-2 income falls into one of several tax brackets, which determine the tax rate applied to that income. As an individual earns more W-2 income, they may move up or down a tax bracket, affecting their overall tax liability.\\n3. **Deductions and Credits**: Depending on the individual's circumstances, they may be eligible for deductions and credits that can reduce their taxable income. For example, if an individual has health insurance premiums through their employer, they may be able to claim a deduction for those premiums. Similarly, if they have children or are married, they may be eligible for credits like the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Child Tax Credit.\\n4. **Self-Employment Taxes**: If an individual has self-employment income reported on their W-2 form, it will also be subject to self-employment taxes. This can increase their overall tax liability, as self-employment taxes are typically 15.3% of net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security and 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n5. **Tax Credits**: Some W-2 income may qualify for tax credits, such as the Child Tax Credit or Education Credits. These credits can directly reduce an individual's tax liability.\\n6. **Tax Withholding**: Employers are required to withhold federal income taxes from employee wages and pay them over to the government on behalf of their employees. This withholding reduces the amount of taxes owed when filing a tax return, but it also means that some taxes may be withheld too much, resulting in a larger refund or less tax liability.\\n7. **Tax Liabilities**: If an individual has W-2 income from multiple sources \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., employment and self-employment\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, their overall tax liability will depend on the combined amount of taxable income.\\n\\nTo minimize tax liability, individuals with W-2 income should consider factors such as:\\n\\n* Taking advantage of deductions and credits available to them\\n* Adjusting withholding amounts through payroll adjustments or estimated tax payments\\n* Considering retirement savings options, like 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or IRA contributions\\n* Reviewing their overall financial situation to identify areas for tax optimization\\n\\nAs a tax preparer, I would work with clients to help them navigate these factors and optimize their W-2 income to minimize their tax liability.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that W-2 income is generally considered taxable income and cannot be adjusted for tax purposes.\\n\\nA W-2 form is used to report an employee's wages and taxes withheld from their paycheck. The income reported on the W-2 is considered taxable income and must be included in the taxpayer's gross income for tax purposes.\\n\\nHowever, there are some exceptions and potential adjustments that can be made to W-2 income for tax purposes:\\n\\n1. **Corrected W-2s**: If an employer makes a mistake on the W-2 form, such as underreporting or overpaying taxes withheld, they may issue a corrected W-2 to the employee. In this case, the corrected amount can be adjusted on the taxpayer's return.\\n2. **Tax credits and deductions**: Taxpayers may be eligible for tax credits or deductions that reduce their taxable income, such as the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Child Tax Credit, or education credits. These credits and deductions can reduce the amount of W-2 income subject to taxation.\\n3. **Self-employment income**: If an employee has self-employment income reported on a 1099-MISC form, they may be able to deduct business expenses related to that income on their tax return. This can potentially reduce their taxable income from the W-2 income.\\n4. **Tax law changes**: Changes in tax laws or regulations can affect how W-2 income is taxed. For example, if a new tax law reduces the tax rate for certain types of income, it may be possible to adjust the taxpayer's return to reflect this change.\\n\\nHowever, these exceptions and adjustments are subject to specific rules and requirements, and taxpayers should consult with a tax professional or the IRS to determine the best course of action.\\n\\nIn general, W-2 income is considered taxable income and cannot be adjusted for tax purposes without proper documentation and approval from the employer or the IRS.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m uses various methods to verify W-2 income. Here are some of the ways they verify W-2 income:\\n\\n1. **Employer Reporting**: The most common method is through employer reporting. Employers are required to provide employees with a Form W-2, Wage and Tax Statement, by January 31st of each year, showing their wages, taxes withheld, and other relevant information. This form serves as proof of employment income.\\n2. **Form 1099-MISC**: If an individual receives freelance or contract work, they may receive a Form 1099-MISC, Miscellaneous Income, from the payer. This form reports non-employee compensation, such as freelance work, rent, and royalties.\\n3. **Bank Statements**: The IRS can review bank statements to verify income reported on W-2s. They may request bank statements to confirm that the income reported on the W-2 is accurate.\\n4. **Employer Verification Letters**: In some cases, the IRS may request a letter from the employer verifying the employee's income and employment status.\\n5. **Taxpayer Identification Number \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTIN\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Verification**: The IRS can verify an individual's TIN through various sources, including:\\n\\t* Social Security Administration \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Internal Revenue Service \u001b[0m\u001b[32m(\u001b[0m\u001b[32mIRS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* State tax agencies\\n\\t* Other government agencies\\n6. **Address Verification**: The IRS may request verification of an individual's address to ensure that the W-2 is being sent to the correct address.\\n7. **Audit Trails**: Employers are required to maintain records of employee wages and taxes withheld for at least three years. These records can be reviewed by the IRS during an audit.\\n\\nTo verify W-2 income, the IRS may use various tools and resources, including:\\n\\n1. The Electronic Federal Tax Payment System \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEFTPS\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The IRS Data Retrieval Tool\\n3. The IRS's online database of tax returns and transcripts\\n\\nIt's worth noting that the IRS can request additional documentation or information to verify W-2 income if they suspect any discrepancies or errors on the return. As a tax preparer, it's essential to ensure that all required documentation is accurate and complete to avoid any potential issues with the IRS.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how pre-tax deductions can impact W-2 income.\\n\\nPre-tax deductions, also known as pre-tax contributions or pre-tax withholdings, refer to amounts withheld from an employee's paycheck before taxes are taken out. These deductions are typically made through payroll deductions, such as 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Flexible Spending Arrangements \u001b[0m\u001b[32m(\u001b[0m\u001b[32mFSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, or other qualified retirement plans.\\n\\nWhen it comes to W-2 income, pre-tax deductions can affect the amount of taxable income reported on your tax return. Here's how:\\n\\n1. **Reduced Gross Income**: Pre-tax deductions are subtracted from your gross income before taxes are taken out. This means that the amount of money you take home each paycheck is lower than your gross income.\\n2. **Lower Taxable Income**: Since pre-tax deductions reduce your gross income, they also reduce your taxable income. As a result, your tax liability will be lower, and you may receive a larger refund or pay less in taxes throughout the year.\\n3. **Tax-Deferred Growth**: Pre-tax contributions to retirement plans like 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m grow tax-deferred, meaning they are not subject to income tax until withdrawal. This can help your savings grow faster over time.\\n\\nTo illustrate this concept, let's consider an example:\\n\\nSuppose you earn $50,000 per year and contribute $5,000 to a 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan through payroll deductions. Your gross income would be reduced by $5,000, making your take-home pay $45,000. Since the contribution is made before taxes are taken out, it reduces your taxable income.\\n\\nOn your tax return, you'll report your adjusted gross income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAGI\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which includes the pre-tax contributions to your 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan. This can result in a lower AGI and potentially lower taxes owed or a larger refund.\\n\\nKeep in mind that while pre-tax deductions reduce your taxable income, they also reduce your take-home pay. It's essential to consider how these deductions impact your overall financial situation and adjust your budget accordingly.\\n\\nAs a tax preparer, I always advise clients to review their W-2 income and pre-tax deductions to ensure they're taking advantage of available tax savings opportunities while maintaining a healthy balance between saving for retirement and enjoying their hard-earned money.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, it is possible for an individual to receive W-2 income from multiple employers and have those amounts reported on separate W-2 forms.\\n\\nIn general, the IRS requires each employer to report all wages, tips, and other compensation paid to an employee on a single W-2 form. However, there are some exceptions and special circumstances that may result in multiple W-2 forms being issued:\\n\\n1. **Multiple jobs**: If you have multiple jobs or positions with different employers during the same tax year, each employer will issue a separate W-2 form showing their portion of your total income.\\n2. **Self-employment income**: If you are self-employed and earn income from a business or freelance work, you may receive a 1099-MISC form \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnot a W-2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from yourself as the business owner. However, if you also have other employment income reported on a W-2, both forms will be issued.\\n3. **Gig economy workers**: If you work through platforms like Uber, Lyft, or Airbnb, you may receive multiple 1099-K forms \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnot W-2s\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from these companies, as they are considered independent contractors rather than employees.\\n4. **Government employment**: Federal, state, and local government employees typically receive a single W-2 form showing their total compensation for the year.\\n5. **Retirement plan distributions**: If you receive retirement plan distributions \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, IRA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from multiple sources, each plan may issue separate W-2 forms or 1099-R forms.\\n\\nWhen an individual receives income from multiple sources, it's essential to report all of these amounts on their tax return. The IRS requires that you combine the income from all sources and report it on your tax return, regardless of whether it was reported on a single W-2 form or multiple ones.\\n\\nAs a tax preparer, I would ensure that my clients accurately report all income from multiple sources on their tax returns to avoid any potential issues with the IRS.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by tax credits.\\n\\nW-2 income refers to the wages and salaries reported on your Form W-2, which you receive from your employer at the end of each year. Tax credits are deductions or reductions in the amount of taxes you owe, rather than a direct reduction in your taxable income.\\n\\nHere's how W-2 income is affected by tax credits:\\n\\n1. **Taxable income**: Your W-2 income is considered taxable income and is subject to federal income tax withholding.\\n2. **Tax credits vs. deductions**: Tax credits are different from deductions. Deductions reduce the amount of income that is subject to taxation, while credits directly reduce the amount of taxes you owe.\\n3. **Tax credits can reduce or eliminate taxes owed**: If you have eligible tax credits, such as the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Child Tax Credit, or Education Credits, these credits can reduce your taxable income and, in some cases, even result in a refund if the credit exceeds the amount of taxes owed.\\n4. **Tax credits may not directly affect W-2 income**: However, tax credits can indirectly affect your W-2 income by reducing the amount of taxes withheld from your paycheck. For example, if you have a child and are eligible for the Child Tax Credit, your employer may reduce the amount of federal income tax withheld from your paychecks to reflect the credit.\\n5. **Tax credits can increase your refund**: If you have multiple tax credits that exceed your tax liability, you may receive a larger refund than you would if you didn't have any credits.\\n\\nTo illustrate this, let's consider an example:\\n\\nSuppose John has W-2 income of $50,000 and is eligible for the Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m worth $5,000. His total tax liability before credits would be approximately 20% of his taxable income \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$10,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. With the EITC credit, his new tax liability would be reduced to $5,000, resulting in a larger refund.\\n\\nIn summary, W-2 income is subject to taxation and withholding, but tax credits can reduce your taxable income or directly reduce the amount of taxes owed. Tax credits can also indirectly affect your W-2 income by reducing the amount of taxes withheld from your paycheck.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how W-2 income affects the Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nThe Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a provision in the US tax code that requires individuals and businesses to pay taxes at a minimum rate of 26% on certain types of income. The AMT was created to ensure that taxpayers don\\'t benefit from tax loopholes and deductions that allow them to avoid paying their \"fair share\" of taxes.\\n\\nW-2 income, which represents the income earned by employees, is subject to the AMT if it exceeds certain thresholds. Here\\'s how W-2 income affects the AMT:\\n\\n1. **AMT Exclusion**: The first $80,250 of W-2 income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mfor tax year 2022\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is exempt from the AMT. This means that if your W-2 income is below this threshold, you won\\'t be subject to the AMT.\\n2. **AMT Taxable Income**: If your W-2 income exceeds the $80,250 threshold, it\\'s considered taxable income for AMT purposes. The amount above the threshold is then used to calculate the AMT liability.\\n3. **AMT Deductions and Credits**: Certain deductions and credits can reduce the AMT liability. These include:\\n\\t* Personal exemptions \u001b[0m\u001b[32m(\u001b[0m\u001b[32mstandard deduction or itemized deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* State and local taxes\\n\\t* Mortgage interest and property taxes\\n\\t* Charitable contributions\\n\\t* Medical expenses\\n4. **AMT Exemptions**: Some types of income are exempt from the AMT, including:\\n\\t* Interest on certain types of bonds \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., municipal bonds\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Dividend income from qualified dividends\\n\\t* Capital gains from investments\\n\\nTo determine if you\\'re subject to the AMT, your W-2 income is compared to the AMT exemption amount. If your W-2 income exceeds the exemption amount, you\\'ll need to complete Form 6251 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAlternative Minimum Tax - Individual\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and calculate your AMT liability.\\n\\nKeep in mind that the AMT can be complex, and there are many factors that can affect your eligibility for exemptions and deductions. As a tax preparer, I would work with you to ensure you\\'re taking advantage of all eligible deductions and credits to minimize your AMT liability.\\n\\nDo you have any specific questions about how W-2 income affects the AMT or would you like me to elaborate on any of these points?'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m made significant changes to the way W-2 income is taxed, particularly for employees who receive a W-2 form from their employer. Here are some key ways in which the TCJA affects W-2 income:\\n\\n1. **Standard Deduction Increase**: The TCJA increased the standard deduction for single filers from $6,350 to $12,000 and for joint filers from $12,700 to $24,400. This means that more employees may not need to itemize their deductions on their tax return, which can reduce their W-2 income.\\n2. **State and Local Taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSALT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Limitation**: The TCJA limited the deduction for state and local taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSALT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to $10,000 per year. This means that if an employee's SALT deduction exceeds $10,000, they may not be able to deduct it on their tax return.\\n3. **Child Tax Credit**: The TCJA increased the child tax credit from $1,000 to $2,000 per child under age 17 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mor $3,000 for one qualifying child under age 17 if both parents are claimed as dependents\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can result in a larger W-2 income for employees with children.\\n4. **Earned Income Tax Credit \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEITC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: The TCJA expanded the EITC to include more low-to-moderate-income workers, which may increase their W-2 income due to the increased credit amount.\\n5. **Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Contributions**: The TCJA allowed employees to contribute up to $3,550 to a Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m in 2019 and 2020, an increase from $3,300 in previous years. This can result in a larger W-2 income for employees who participate in an HSA.\\n6. **Retirement Plan Contributions**: The TCJA increased the annual contribution limits for 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and other retirement plans. This may result in a larger W-2 income for employees who contribute to these plans.\\n\\nHowever, it's essential to note that not all W-2 income is affected by the TCJA. For example:\\n\\n* **Self-Employment Income**: Self-employed individuals are not subject to the same tax changes as employees with W-2 income.\\n* **Health Insurance Premiums**: The TCJA did not change the way health insurance premiums are taxed, so this will not affect W-2 income.\\n\\nIt's always a good idea for employees to consult with their employer or a tax professional to understand how the TCJA affects their specific situation and to ensure they're taking advantage of any available tax savings opportunities.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a provision in the Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m that was enacted in 2017. It applies to certain types of investment income, including interest, dividends, capital gains, and qualified dividend income.\\n\\nW-2 income, on the other hand, is ordinary income earned from employment, such as wages, salaries, tips, and other forms of compensation received by an individual for their work.\\n\\nThe impact of W-2 income on the Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is that it does not directly affect the NIIT. The NIIT only applies to investment income, which includes:\\n\\n* Interest income from bonds, CDs, and other debt instruments\\n* Dividend income from stocks and mutual funds\\n* Capital gains from the sale of securities\\n* Qualified dividend income from certain types of investments\\n\\nW-2 income is considered ordinary income and is subject to regular income tax rates, not the NIIT. However, if you have investment income that is subject to the NIIT, your W-2 income may be used to offset some or all of the excess investment income.\\n\\nFor example, let's say you have a W-2 income of $50,000 and also have $20,000 in interest income from bonds. If your total taxable income exceeds the standard deduction amount for your filing status, you would pay tax on both the W-2 income and the interest income. However, if your investment income is subject to the NIIT, it may reduce your overall tax liability.\\n\\nTo illustrate this, let's say your W-2 income is $50,000 and your total taxable income is $60,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mafter deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. If you have $20,000 in interest income that is subject to the NIIT, your effective tax rate on the investment income would be 3.8% \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe top marginal rate for single filers with modified adjusted gross income above $200,000 or $250,000 for joint filers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this scenario, you would pay 3.8% of $20,000 in interest income, which is $760.\\n\\nIn contrast, your W-2 income would be taxed at the regular tax rates, which might be 24% \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe top marginal rate for single filers with taxable income above $80,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this scenario, you would pay 24% of $50,000 in W-2 income, which is $12,000.\\n\\nIn summary, while W-2 income does not directly impact the Net Investment Income Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mNIIT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, it can affect your overall tax liability if you have significant investment income that is subject to the NIIT.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by the Affordable Care Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mACA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nThe ACA, also known as Obamacare, has had a significant impact on W-2 income in several ways:\\n\\n1. **Health Insurance Premium Tax Credit**: The ACA introduced a premium tax credit for individuals and families who purchase health insurance through the Health Insurance Marketplace or their employer-sponsored plan. This credit can reduce the amount of taxes owed on W-2 income.\\n2. **Health Savings Account \u001b[0m\u001b[32m(\u001b[0m\u001b[32mHSA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m contributions**: If you have a high-deductible health plan, you may be eligible to contribute to an HSA. Contributions to HSAs are tax-deductible and can be used for qualified medical expenses. The ACA has expanded the types of expenses that qualify for HSA funding.\\n3. **Dependent care credits**: The ACA introduced new dependent care credits for families with qualifying children under age 13 or disabled individuals who need care. These credits can reduce W-2 income subject to self-employment tax.\\n4. **Medicare taxes**: The ACA has changed the way Medicare taxes are applied to W-2 income. For employees, Medicare taxes are now split between the employee and employer, with the employer paying 1.45% of wages up to $200,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpreviously $110,100\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and 0.45% above that amount.\\n5. **Health insurance premiums**: The ACA has required employers to offer health insurance coverage to their employees or face penalties. This means that many W-2 income earners may have had health insurance coverage through their employer, which can impact their tax obligations.\\n\\nTo take advantage of these benefits, individuals and families must meet certain eligibility requirements, such as:\\n\\n* Being under age 65\\n* Not being eligible for Medicare\\n* Having a qualifying child or dependent\\n* Meeting income limits \u001b[0m\u001b[32m(\u001b[0m\u001b[32mvaries by family size and filing status\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nAs a tax preparer, I would need to review each client's individual circumstances to determine how the ACA affects their W-2 income. This may involve reviewing their health insurance coverage, HSA contributions, dependent care credits, Medicare taxes, and other factors to ensure they are taking advantage of all eligible benefits.\\n\\nKeep in mind that tax laws and regulations can change frequently, so it's essential to stay informed about any updates or changes that may affect W-2 income.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how W-2 income affects self-employment tax.\\n\\nSelf-employment tax is a type of tax that is used to fund Social Security and Medicare. It\\'s typically paid by individuals who are self-employed or have a side hustle. The good news is that you don\\'t pay self-employment tax on your W-2 income, but there are some nuances to consider.\\n\\nHere\\'s the key point: if you receive a W-2 from an employer, you\\'re not subject to self-employment tax on that income because it\\'s considered \"earned income\" rather than self-employment income. Earned income is income earned through employment, such as wages or salaries.\\n\\nHowever, there are some exceptions and considerations:\\n\\n1. **Self-Employment Tax on Business Income**: If you have a side hustle or business, you\\'re subject to self-employment tax on the net earnings from that business. This includes income from freelancing, consulting, renting out a room on Airbnb, or any other type of business activity.\\n2. **Net Earnings from Self-Employment**: To calculate self-employment tax, you need to determine your net earnings from self-employment. This is calculated by subtracting business expenses and deductions from your gross income. If your net earnings are $400 or more, you\\'re subject to self-employment tax.\\n3. **Self-Employment Tax Rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes both the employee and employer portions of Social Security and Medicare taxes. This rate applies to your net earnings from self-employment, not your W-2 income.\\n4. **Self-Employment Tax Deduction**: You can deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can help reduce your taxable income and lower your overall tax liability.\\n\\nTo illustrate this, let\\'s say you have a side hustle that generates $50,000 in net earnings from self-employment. Your self-employment tax would be:\\n\\n$50,000 x 15.3% = $7,650\\n\\nYou can deduct half of this amount as a business expense on Schedule C, which reduces your taxable income and lowers your overall tax liability.\\n\\nIn summary, W-2 income is not subject to self-employment tax because it\\'s considered earned income, but if you have a side hustle or business, you\\'re subject to self-employment tax on the net earnings from that activity.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how W-2 income is affected by the Foreign Earned Income Exclusion.\\n\\nThe Foreign Earned Income Exclusion \u001b[0m\u001b[32m(\u001b[0m\u001b[32mFEIE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a tax benefit that allows certain individuals to exclude up to a certain amount of foreign-earned income from their U.S. taxable income. This exclusion can significantly reduce or even eliminate the amount of taxes owed on foreign-earned income, making it an attractive option for expats and international workers.\\n\\nHere's how W-2 income is affected by the FEIE:\\n\\n1. **Eligibility**: To qualify for the FEIE, you must have earned income from a foreign employer while living outside the United States for at least 330 full days in any 12-month period \u001b[0m\u001b[32m(\u001b[0m\u001b[32mor 183 days if married to a U.S. citizen or resident\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n2. **Exclusion amount**: The FEIE allows you to exclude up to $105,900 of foreign-earned income from your U.S. taxable income for tax year 2023. For tax years prior to 2018, the exclusion amount was $100,800.\\n3. **W-2 reporting**: When filing a U.S. tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, you'll report your W-2 income on Line 21 of Form 1040. However, if you qualify for the FEIE, you can exclude this amount from your U.S. taxable income by completing Form 2555 and attaching it to your tax return.\\n4. **Foreign earned income**: The FEIE applies only to foreign-earned income, which includes:\\n\\t* Salary or wages\\n\\t* Other compensation \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., bonuses, commissions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Rent or royalty income\\n\\t* Interest on foreign debt\\n\\t* Dividend income from a foreign corporation\\n5. **Tax implications**: If you qualify for the FEIE, your W-2 income will be excluded from U.S. taxation, and you won't owe federal income tax on that amount. However, you may still owe state or local taxes on this income.\\n6. **Reporting requirements**: You must file Form 2555 with your tax return to claim the FEIE exclusion. This form requires you to provide documentation of your foreign work experience and income.\\n\\nIt's essential to note that the FEIE has some limitations and nuances, such as:\\n\\n* The exclusion amount may be reduced if you have U.S. source income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., dividends or interest from U.S.-sourced investments\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* You can only exclude foreign-earned income earned while living outside the United States.\\n* If you're married to a U.S. citizen or resident, your spouse's foreign-earned income is not subject to the FEIE.\\n\\nAs a tax preparer, I recommend that individuals with W-2 income from abroad consult with me to determine if they qualify for the Foreign Earned Income Exclusion and to ensure accurate reporting on their tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that a 1099-MISC form is used to report miscellaneous income that is not subject to withholding. The types of income typically reported on a 1099-MISC form include:\\n\\n1. Freelance work or independent contractor income: This includes income earned by freelancers, consultants, and independent contractors for services performed for clients.\\n2. Rent from real estate investments: Income from renting out properties, such as rental income from apartments, houses, or commercial buildings.\\n3. Royalties: Income received from the sale of intellectual property, such as music, art, literature, or inventions.\\n4. Prizes and awards: Winnings from contests, sweepstakes, or other games that are not subject to withholding.\\n5. Other miscellaneous income: This can include income from sales of goods or services that are not subject to withholding, such as bartering or commission-based income.\\n\\nThe 1099-MISC form is used by the IRS to report these types of income because it is not subject to withholding, meaning that no taxes were withheld at the source. As a result, the recipient of the income must report this income on their tax return and pay any applicable taxes, including self-employment tax.\\n\\nIt's worth noting that not all 1099-MISC forms are created equal. There are different types of 1099 forms, such as:\\n\\n* 1099-MISC: Used for miscellaneous income\\n* 1099-K: Used for payment card and third-party network transactions\\n* 1099-INT: Used for interest income\\n* 1099-DIV: Used for dividend income\\n\\nAs a tax preparer, I would work with clients to ensure they accurately report all types of income on their tax return, including those reported on a 1099-MISC form.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the IRS requires a 1099-MISC \u001b[0m\u001b[32m(\u001b[0m\u001b[32mMiscellaneous Income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m form to be issued to independent contractors who have earned more than $600 in gross payments from a single payer during the calendar year.\\n\\nThe IRS defines an independent contractor as someone who is not considered an employee and is paid on a contract basis. This includes freelancers, consultants, independent contractors, and other self-employed individuals.\\n\\nTo qualify for a 1099-MISC form, the following conditions must be met:\\n\\n1. The payer must have paid more than $600 in gross payments to the same individual during the calendar year.\\n2. The payment is not subject to withholding \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., no taxes are withheld\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. The payment is made for services performed as an independent contractor.\\n\\nExamples of individuals who may receive a 1099-MISC form include:\\n\\n* Freelance writers, editors, and designers\\n* Independent contractors for construction or consulting work\\n* Self-employed artists, musicians, and performers\\n* Independent contractors for IT services\\n* Freelance photographers and videographers\\n\\nThe payer is responsible for issuing a 1099-MISC form to independent contractors by January 31st of each year, showing the amount paid to them during the previous tax year. The form must be sent to the contractor's address as it appears on file with the IRS.\\n\\nIt's worth noting that some payments may not require a 1099-MISC form, such as:\\n\\n* Payments made through a third-party payment service \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., PayPal\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Payments made for services performed by an employee or an employee of the payer\\n* Payments made to a business entity \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., S corporation, partnership\u001b[0m\u001b[32m)\u001b[0m\u001b[32m rather than an individual\\n\\nAs a tax preparer, I would advise clients who receive 1099-MISC forms to report these payments on their tax return and pay any applicable taxes due.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report their business expenses on their tax return.\\n\\nSelf-employed individuals who have a business or side hustle often face unique challenges when it comes to reporting their expenses. Here's a step-by-step guide on how they can report their business expenses:\\n\\n1. **Keep accurate records**: Self-employed individuals must keep detailed and organized records of all business-related expenses, including receipts, invoices, bank statements, and credit card statements. These records should be kept for at least three years in case of an audit.\\n2. **Categorize expenses**: Business expenses can be categorized into different types, such as:\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, equipment, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif a dedicated space is used for business purposes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, consultant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Complete Form 1040**: Self-employed individuals report their business income and expenses on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used to report net profit or loss from a business.\\n4. **Calculate business use percentage**: If you have a home office, you may be able to deduct a portion of your rent or mortgage interest as a business expense using Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. You'll need to calculate the business use percentage by dividing the square footage of the dedicated space used for business purposes by the total square footage of the home.\\n5. **Complete Schedule C**: On Schedule C, you'll report your business income and expenses, including:\\n\\t* Gross receipts\\n\\t* Cost of goods sold \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n6. **Calculate net profit or loss**: Calculate the net profit or loss from your business by subtracting total expenses from gross receipts.\\n7. **Complete Form 1040**: Report your net profit or loss on Line 21 of Form 1040.\\n8. **Claim deductions**: Claim deductions for eligible business expenses, such as:\\n\\t* Business use percentage of home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 8829\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 2106\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Professional fees\\n\\t* Advertising and marketing expenses\\n9. **Keep records**: Keep all supporting documentation, including receipts, invoices, and bank statements, to support your deductions.\\n\\nSome additional tips:\\n\\n* Consult with a tax professional or accountant if you're unsure about any aspect of reporting business expenses.\\n* Consider using accounting software or apps to help track and organize your business expenses.\\n* Be aware that the IRS has specific rules and regulations regarding business expense deductions, so it's essential to follow these guidelines carefully.\\n\\nBy following these steps and keeping accurate records, self-employed individuals can ensure they're taking advantage of all eligible business expense deductions on their tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The self-employment tax rate for net earnings from self-employment is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nThis rate consists of two parts:\\n\\n1. The employee portion: 12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m6.2% for Social Security and 6.2% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The employer portion: 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m1.45% for Social Security and 1.45% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nSince you are self-employed, you are both the employee and the employer, so you pay both parts of the tax.\\n\\nTo calculate your self-employment tax, you'll need to add the employee portion and the employer portion together:\\n\\n12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployee portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m + 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployer portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = 15.3%\\n\\nSo, for every dollar you earn from self-employment, you pay 15.3% in self-employment tax.\\n\\nKeep in mind that this rate applies to your net earnings from self-employment, which is your total income minus any business expenses and deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can calculate their self-employment tax deduction.\\n\\nThe self-employment tax is used to fund Social Security and Medicare taxes for self-employed individuals. The amount of self-employment tax you pay depends on your net earnings from self-employment, which includes income from a business or freelance work.\\n\\nHere's the step-by-step process to calculate self-employment tax:\\n\\n1. **Calculate your net earnings from self-employment**: Start by calculating your total gross income from self-employment, including income from freelancing, consulting, or running a small business.\\n2. **Deduct business expenses**: Subtract business expenses related to your self-employment from your gross income. This includes expenses such as:\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office deduction\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Equipment and supplies\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n\\t* Insurance premiums\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Calculate your net earnings from self-employment**: Subtract the business expenses from your gross income to get your net earnings from self-employment.\\n4. **Determine your self-employment tax rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\t* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n5. **Calculate your self-employment tax**: Multiply your net earnings from self-employment by the self-employment tax rate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m15.3%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to calculate your self-employment tax.\\n6. **Optional: Calculate the self-employment tax deduction**: If you're eligible, you may be able to deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This can help reduce your taxable income and lower your overall tax liability.\\n\\nExample:\\n\\nLet's say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $10,000, which includes home office expenses, travel expenses, equipment, and supplies.\\n\\n1. Net earnings from self-employment: $50,000 - $10,000 = $40,000\\n2. Self-employment tax rate: 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security + 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. Self-employment tax: $40,000 x 15.3% = $6,120\\n4. Optional self-employment tax deduction: John may be able to deduct half of the self-employment tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$6,120 / 2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m as a business expense on Schedule C.\\n\\nKeep in mind that this is just an example and actual calculations may vary depending on individual circumstances. It's always best to consult with a tax professional or accountant to ensure accurate calculations and maximize your deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business expenses related to their home office. This is known as the Home Office Deduction.\\n\\nThe IRS allows self-employed individuals to deduct a portion of their rent or mortgage interest and utilities as a business expense if they use a dedicated space in their home regularly and exclusively for business purposes. The amount of the deduction depends on the square footage of the home office used for business, which can be calculated using one of two methods:\\n\\n1. **Simplified Option**: This method allows self-employed individuals to deduct $5 per square foot of home office space, up to a maximum of $1,500.\\n2. **Actual Expenses Method**: This method requires calculating the actual expenses related to the home office, such as rent or mortgage interest, utilities, insurance, and maintenance costs.\\n\\nTo qualify for the Home Office Deduction, the following conditions must be met:\\n\\n* The space used for business must be a regular and exclusive use of the home.\\n* The space must be used regularly and exclusively for business purposes \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., no personal activities\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* The space must be used in connection with the conduct of a trade or business.\\n\\nSome examples of eligible expenses that can be deducted as part of the Home Office Deduction include:\\n\\n* Rent or mortgage interest\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Insurance premiums\\n* Maintenance and repairs\\n* Depreciation on home office equipment\\n\\nHowever, some expenses are not eligible for deduction, such as:\\n\\n* Personal use of the space \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., a home office that is also used for personal activities like reading or watching TV\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Improvements made to the home that benefit both business and personal use \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., installing a new kitchen sink\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to keep accurate records of your home office expenses, including:\\n\\n* A log or calendar showing the dates and hours spent working from home\\n* Photos or measurements of the dedicated workspace\\n* Invoices and receipts for rent, utilities, insurance, and other expenses\\n\\nConsult with a tax professional, like myself, to ensure you're taking advantage of this valuable deduction and following the correct procedures.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can calculate the business use percentage of their home.\\n\\nThe IRS allows self-employed individuals to deduct a portion of their rent or mortgage interest and utilities as a business expense if they use a dedicated space in their home regularly and exclusively for business. To calculate this deduction, you'll need to determine the business use percentage of your home.\\n\\nHere's a step-by-step process:\\n\\n1. **Determine the total square footage of your home**: Measure the total square footage of your home, including any additional living areas that are used for business.\\n2. **Measure the dedicated business space**: Measure the square footage of the area you use regularly and exclusively for business. This could be a home office, studio, or any other space where you conduct business activities.\\n3. **Calculate the total square footage ratio**: Divide the business space by the total home square footage to get the percentage of your home used for business.\\n\\nFor example:\\n\\n* Total home square footage: 1,500 sqft\\n* Business space \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: 200 sqft\\n\\nBusiness use percentage = \u001b[0m\u001b[32m(\u001b[0m\u001b[32m200 sqft / 1,500 sqft\u001b[0m\u001b[32m)\u001b[0m\u001b[32m x 100% = 13.33%\\n\\nThis means that 13.33% of your home is used for business.\\n\\n4. **Determine the actual expenses**: Calculate the total rent or mortgage interest and utilities you pay on your home, including any additional expenses like property taxes, insurance, and maintenance.\\n5. **Calculate the business use percentage of expenses**: Multiply the total expenses by the business use percentage calculated in step 3.\\n\\nFor example:\\n\\n* Total rent/mortgage interest: $1,500 per month\\n* Business use percentage: 13.33%\\n\\nBusiness use percentage of expenses = $1,500 x 0.1333 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m13.33%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = $200\\n\\nThis means that you can deduct $200 from your business income as a home office expense.\\n\\n**Important notes:**\\n\\n* You must have a dedicated space for business and use it regularly and exclusively for business.\\n* The business use percentage should be reasonable and not excessive, as the IRS may scrutinize claims with high percentages.\\n* Keep accurate records of your expenses, including receipts, invoices, and photos of your home office, to support your calculation.\\n\\nRemember to consult with a tax professional or accountant if you're unsure about how to calculate the business use percentage of your home. They can help ensure you're taking advantage of all eligible deductions and following IRS guidelines.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m made significant changes to the home office deduction, which was previously known as the home office expense deduction or the business use percentage method. Here are some key impacts of the TCJA on the home office deduction:\\n\\n1. **Simplified Option**: The TCJA introduced a simplified option for self-employed individuals and sole proprietors to deduct a fixed amount of $5 per square foot of home office space, up to a maximum of $1,500 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$30,000 total\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This is a flat rate that doesn't require tracking expenses or calculating the business use percentage.\\n2. **Elimination of the Business Use Percentage Method**: The TCJA eliminated the business use percentage method, which allowed self-employed individuals and sole proprietors to calculate their home office deduction based on the square footage of the space used for business. This method was phased out over a three-year period from 2018 to 2025.\\n3. **No Deduction Limitations**: The TCJA eliminated the $25,000 limitation on the home office deduction that applied to self-employed individuals and sole proprietors who were not in the active conduct of a trade or business. This means that more self-employed individuals can now deduct their home office expenses without being subject to this limit.\\n4. **No Carryover**: The TCJA eliminated the ability to carry over unused home office deductions from 2018 to 2025, which was previously allowed under the previous law.\\n\\nOverall, the simplified option provides a more straightforward and easier-to-use method for self-employed individuals and sole proprietors to deduct their home office expenses. However, it's essential to note that this new method is only available to those who are not in the active conduct of a trade or business, such as freelancers, consultants, or independent contractors.\\n\\nIt's always recommended to consult with a tax professional to determine which option is best for your specific situation and to ensure you're taking advantage of all eligible deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business meals on their tax return, but there are some rules and limitations to be aware of.\\n\\nThe IRS allows self-employed individuals to deduct the cost of business meals as a miscellaneous itemized deduction on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used for sole proprietorships and single-member limited liability companies \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLCs\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nTo qualify for this deduction, the meal must meet certain requirements:\\n\\n1. The meal must be for business or business purposes.\\n2. The meal must be with a client, customer, or prospective client.\\n3. The meal cannot be primarily for entertainment or recreation.\\n\\nHere are some examples of eligible meals:\\n\\n* Business lunches with clients or customers\\n* Breakfast meetings with potential clients\\n* Traveling to and from a meeting or conference\\n* Meals at conferences or trade shows\\n\\nHowever, the following types of meals are not eligible for deduction:\\n\\n* Social gatherings, such as birthday parties or holiday celebrations\\n* Meals that are primarily for entertainment or recreation\\n* Meals that are not related to business activities\\n\\nTo deduct business meals, you'll need to keep accurate records, including:\\n\\n1. Receipts and invoices from the restaurant or catering service\\n2. A log of the date, time, location, and purpose of each meal\\n3. The names and titles of the individuals present \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThe IRS allows a standard deduction of $5 per meal for meals with clients or customers, but this can be adjusted based on the cost of the meal.\\n\\nIt's also worth noting that the Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m suspended the 50% limit on business meal deductions from 2018 to 2025. However, after 2025, the 50% limit will return.\\n\\nAs a tax preparer, I always recommend keeping accurate records and consulting with a tax professional to ensure you're taking advantage of all eligible deductions and following the correct procedures for claiming business meals on your tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report 1099 income from a partnership.\\n\\nWhen you're a partner in a partnership, you receive a Form 1099-K from the partnership at the end of each year. This form shows the total amount of money you received from the partnership during the tax year. However, as a self-employed individual, you need to report this income on your personal tax return.\\n\\nHere's how to report 1099 income from a partnership:\\n\\n1. **Report the income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: You'll report the 1099-K income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used for self-employment income and expenses.\\n2. **Complete Form 1065**: As a partner, you're also required to file a partnership return with the IRS using Form 1065. This form reports the partnership's income, deductions, and credits. You'll need to attach this form to your personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. **Report business use of home**: If you used a dedicated space in your home for business purposes, you may be able to deduct a portion of your rent or mortgage interest as a business expense on Schedule C.\\n4. **Business expenses**: You can also report business-related expenses on Schedule C, such as travel expenses, equipment purchases, and supplies.\\n5. **Self-employment tax**: As a self-employed individual, you're responsible for paying self-employment tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSE tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m on your net earnings from self-employment. This is reported on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n6. **Estimated tax payments**: If you expect to owe more than $1,000 in taxes for the year, you may need to make estimated tax payments throughout the year using Form 1040-ES.\\n\\nSome important notes:\\n\\n* You'll need to keep accurate records of your partnership income and expenses, as well as any business-related documents, such as invoices, receipts, and bank statements.\\n* If you're a partner in a limited liability company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, you may be able to report the income on Schedule C or Form 1040, depending on how the LLC is structured.\\n* It's always a good idea to consult with a tax professional or accountant to ensure you're meeting all the necessary reporting requirements and taking advantage of available deductions.\\n\\nI hope this helps! Let me know if you have any other questions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The penalty for not reporting 1099 income on a tax return can vary depending on several factors, including the amount of unreported income, the taxpayer's intent, and whether they have made an honest effort to comply with their tax obligations.\\n\\n Generally, the IRS imposes penalties for failing to report 1099 income on Form 1040. The penalty is calculated as follows:\\n\\n1. The first $500 of unreported 1099 income is not subject to penalty.\\n2. For amounts between $500 and $5,000, the penalty is 20% of the amount of unreported income.\\n3. For amounts over $5,000, the penalty is 40% of the amount of unreported income.\\n\\nIn addition to the penalty, you may also be subject to interest on the unreported income from the date it was due.\\n\\nIt's worth noting that there are some exceptions and mitigating factors that can affect the penalty, such as:\\n\\n* If you have an honest effort to comply with your tax obligations, but made a reasonable mistake or error.\\n* If you have filed Form 2210, which is used to request abatement of penalties for failure to report income.\\n* If you are a first-time filer and meet certain requirements.\\n\\nIt's always best to consult with a tax professional or the IRS directly to determine the specific penalty and any potential relief options.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to help clarify this for you.\\n\\nSelf-employed individuals can indeed deduct self-employment tax on their tax return, but there are some important nuances to understand.\\n\\nThe Self-Employment Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a type of payroll tax that covers Social Security and Medicare taxes. As a self-employed individual, you\\'re responsible for paying both the employer and employee portions of these taxes, which is why it\\'s called \"self-employment tax.\"\\n\\nTo deduct self-employment tax on your tax return, you\\'ll need to calculate the net earnings from self-employment and then subtract any qualified retirement plan contributions. Here are the steps:\\n\\n1. Calculate your net earnings from self-employment: This includes income from your business or freelance work, minus any business expenses.\\n2. Determine your self-employment tax liability: You can use Form 1040 to calculate this amount using Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSelf-Employment Tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. Subtract qualified retirement plan contributions: If you made contributions to a SEP-IRA, solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, or other qualified plans, you can subtract these contributions from your net earnings from self-employment.\\n4. Calculate the self-employment tax deduction: This is the amount of self-employment tax you paid during the year.\\n\\nThe standard rate for self-employment tax is 15.3% of your net earnings from self-employment, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nHowever, you may be able to deduct half of this amount as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which can help reduce your taxable income.\\n\\nIt\\'s essential to note that the self-employment tax deduction is subject to certain limits and phase-outs. For example:\\n\\n* The net earnings from self-employment limit: If your net earnings from self-employment exceed $400, you\\'re required to make estimated tax payments throughout the year.\\n* Phase-out of self-employment tax deduction: If your adjusted gross income exceeds a certain threshold \u001b[0m\u001b[32m(\u001b[0m\u001b[32mcurrently $160,200 for single filers and $320,400 for joint filers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employment tax deduction may be phased out.\\n\\nTo ensure accurate calculations and compliance with IRS regulations, it\\'s always best to consult with a tax professional or use tax preparation software that can guide you through the process.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I've seen my fair share of missing or incorrect 1099 forms from self-employed individuals. Here's how they typically handle these situations:\\n\\n**Missing 1099 Form:**\\n\\nIf a self-employed individual receives a missing 1099 form, they should follow these steps:\\n\\n1. **Contact the payer**: Reach out to the payer \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., client, contractor, or freelancer\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and ask for a replacement copy of the 1099 form.\\n2. **Request an amended 1099**: If the payer is unable to provide a replacement copy, request that they file an amended 1099 with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n3. **File Form 4852**: The self-employed individual may need to complete Form 4852, Substitute for Form W-2, Wage and Tax Statement, if they don't receive a 1099 form from their payer.\\n4. **Report income on Schedule C**: On their tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employed individual will report the missing income on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the business income and expenses schedule.\\n\\n**Incorrect 1099 Form:**\\n\\nIf a self-employed individual receives an incorrect 1099 form, they should:\\n\\n1. **Review the form carefully**: Check for any errors or discrepancies in the information reported.\\n2. **Contact the payer**: Reach out to the payer and request that they correct the error\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m on the 1099 form.\\n3. **Request a corrected 1099**: If the payer is unable to correct the error, ask them to file an amended 1099 with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n4. **Report income correctly on Schedule C**: On their tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, the self-employed individual will report the corrected income on Schedule C.\\n\\n**Additional Tips:**\\n\\n* Self-employed individuals should keep a record of all correspondence with their payer, including dates and details of conversations or emails.\\n* If the error is significant \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., incorrect amount or type of income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, it may be beneficial to seek professional help from a tax preparer or accountant to ensure accurate reporting on their tax return.\\n* In some cases, self-employed individuals may need to file Form 1040X \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAmended U.S. Individual Income Tax Return\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if they discover errors or discrepancies after filing their original tax return.\\n\\nBy following these steps, self-employed individuals can minimize the impact of a missing or incorrect 1099 form and ensure accurate reporting on their tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can amend their tax return if they receive a corrected 1099 form.\\n\\nIf a self-employed individual receives a corrected 1099 form from an employer or client, it's essential to file an amended tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040X\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to reflect the corrected income. Here are some scenarios where amending is necessary:\\n\\n1. **Corrected income**: If the corrected 1099 form shows that you received more or less income than initially reported on your original tax return, you'll need to amend your return to reflect the correct amount.\\n2. **Incorrect income reporting**: If the corrected 1099 form indicates an error in the amount of income reported, such as a miscalculation or incorrect payment, you should file an amended return to correct this discrepancy.\\n3. **Missing income**: If the corrected 1099 form reveals that you missed reporting any income on your original tax return, you'll need to amend your return to include this additional income.\\n\\nTo amend your tax return, follow these steps:\\n\\n1. Gather all relevant documents, including the corrected 1099 form and any other supporting documentation.\\n2. Complete Form 1040X, which is the amended U.S. Individual Income Tax Return.\\n3. Attach a copy of the corrected 1099 form to the amended return.\\n4. File the amended return with the IRS by the original filing deadline \u001b[0m\u001b[32m(\u001b[0m\u001b[32musually April 15th for individual tax returns\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or within three years from the original filing date, whichever is later.\\n\\nKeep in mind that you'll need to provide documentation to support your amended return, such as:\\n\\n* The corrected 1099 form\\n* Any other relevant financial records, like bank statements or cancelled checks\\n* A written explanation of the error and how it was corrected\\n\\nIt's essential to note that amending a tax return can be complex, so if you're unsure about the process or need help with the amended return, consider consulting a tax professional, such as myself!\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that the deadline for receiving a 1099 form varies depending on the type of income and the payer.\\n\\nFor most types of income, such as freelance work, independent contracting, or self-employment income, the deadline for receiving a 1099-MISC \u001b[0m\u001b[32m(\u001b[0m\u001b[32mMiscellaneous Income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m form is January 31st of each year. This means that by January 31st, you should receive a copy of your 1099-MISC from any payer who paid you $600 or more in a calendar year.\\n\\nHowever, there are some exceptions to this deadline:\\n\\n* For payments made through a third-party payment service, such as PayPal or Venmo, the deadline is February 1st.\\n* For payments made by a corporation, the deadline is January 31st for corporations that file Form 1099-K \u001b[0m\u001b[32m(\u001b[0m\u001b[32mPayment Card and Third-Party Network Transactions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m with the IRS.\\n* For payments made to non-resident aliens, the deadline is March 15th.\\n\\nIt's also worth noting that some states may have different deadlines for receiving 1099 forms. As a tax preparer, I would recommend checking with your state's tax authority to confirm their specific deadline.\\n\\nAs a general rule of thumb, it's always best to receive your 1099 form by January 31st to ensure you can accurately report your income on your tax return and avoid any potential penalties or interest.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report 1099 income on their tax return.\\n\\nSelf-employment income is reported on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used for sole proprietorships and single-member limited liability companies \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLCs\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Here's a step-by-step guide:\\n\\n1. **Gather all 1099 forms**: Collect all 1099-MISC forms from clients, customers, or vendors who paid you $600 or more in a calendar year. These forms will show the amount of money you earned from each client.\\n2. **Calculate business income**: Add up the total amount of 1099 income received throughout the year. This includes income from freelance work, consulting, selling products or services, and any other self-employment activities.\\n3. **Complete Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: On Schedule C, report your business income on Line 1. You'll also need to calculate your business expenses on this form, which will be discussed later.\\n4. **Calculate net profit or loss**: Subtract your business expenses from your business income on Line 2 of Schedule C. This will give you your net profit or loss for the year.\\n5. **Complete Form 1040**: Report your net profit or loss from Schedule C on Line 31 of Form 1040. If you have a net profit, this amount will be reported as ordinary income on your tax return.\\n\\n**Business Expenses:**\\n\\nAs a self-employed individual, you can deduct business expenses on Schedule C to reduce your taxable income. Common business expenses include:\\n\\n* Home office expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, equipment\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Travel expenses\\n* Business use of your car or other vehicles\\n* Meals and entertainment expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32msubject to certain limits\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Business-related travel expenses\\n* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n**Self-Employment Tax:**\\n\\nAs a self-employed individual, you're responsible for paying self-employment tax on your net earnings from self-employment. This tax is used to fund Social Security and Medicare. The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nYou'll report this tax on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is attached to Form 1040.\\n\\n**Estimated Tax Payments:**\\n\\nAs a self-employed individual, you're required to make estimated tax payments throughout the year if you expect to owe $1,000 or more in taxes. You can use Form 1040-ES to make these payments.\\n\\nThat's a general overview of how self-employed individuals report 1099 income on their tax return. If you have any specific questions or concerns, it's always best to consult with a tax professional like myself for personalized guidance!\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to help clarify this for you.\\n\\nYes, self-employed individuals can deduct business expenses on their 1099 income. In fact, one of the benefits of being self-employed is that you can deduct business expenses related to your trade or business as an expense on your tax return.\\n\\nThe IRS allows self-employed individuals to deduct business expenses on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to report business income and expenses. This includes:\\n\\n1. Business use of your home: If you use a dedicated space in your home for business, you can deduct the business use percentage of your rent or mortgage interest, utilities, and other expenses.\\n2. Business travel expenses: You can deduct expenses related to business travel, such as transportation, meals, lodging, and entertainment.\\n3. Equipment and supplies: You can deduct the cost of equipment, software, and supplies used for your business.\\n4. Advertising and marketing expenses: You can deduct expenses related to promoting your business, such as website development, advertising, and promotional materials.\\n5. Business use of your car: If you use your car for business purposes, you can deduct the business use percentage of your car expenses, including gas, maintenance, and insurance.\\n6. Professional fees: You can deduct fees paid to professionals, such as lawyers, accountants, and consultants, who provide services related to your business.\\n7. Business education and training: You can deduct expenses related to courses or workshops that improve your skills or knowledge in your trade or business.\\n\\nTo qualify for these deductions, you must have records to support the expense, including receipts, invoices, and bank statements. It's also important to keep accurate records of your business income and expenses throughout the year, as this will help you complete your tax return accurately and avoid any potential audits.\\n\\nSome important notes:\\n\\n* You can only deduct expenses that are directly related to your business.\\n* You cannot deduct personal expenses, such as charitable donations or medical expenses, unless they are also business-related.\\n* The IRS has specific rules for deducting home office expenses, including the 5% rule, which allows you to deduct a portion of your rent or mortgage interest based on the square footage used for business.\\n\\nIt's always a good idea to consult with a tax professional, like myself, to ensure you're taking advantage of all the deductions available to you and following the IRS guidelines.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals calculate their self-employment tax.\\n\\nSelf-employment tax is used to fund Social Security and Medicare, just like payroll taxes for employees. However, self-employed individuals are responsible for paying both the employee and employer portions of these taxes, which can add up quickly.\\n\\nHere's a step-by-step guide on how self-employed individuals calculate their self-employment tax:\\n\\n1. **Calculate your net earnings from self-employment**: Start by calculating your total income from all sources related to your business or freelance work. This includes:\\n\\t* Business income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., cash, checks, credit card payments\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Freelance income\\n\\t* Rent or royalty income\\n\\t* Any other income related to your business\\n2. **Deduct business expenses**: Subtract business expenses from your total income to determine your net earnings from self-employment. This will help reduce your taxable income.\\n3. **Calculate the self-employment tax rate**: The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes:\\n\\t* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n4. **Calculate the self-employment tax**: Multiply your net earnings from self-employment by the self-employment tax rate \u001b[0m\u001b[32m(\u001b[0m\u001b[32m15.3%\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This will give you the total amount of self-employment tax due.\\n5. **Add half of your Social Security tax to your income**: Since self-employed individuals pay both the employee and employer portions of payroll taxes, you'll need to add half of your Social Security tax to your income. This is calculated as:\\n\\t* 6.2% of your net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhalf of the 12.4% rate\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n6. **Calculate your total self-employment tax**: Add the self-employment tax and the additional Social Security tax to get your total self-employment tax liability.\\n\\nExample:\\n\\nLet's say you have a net income from self-employment of $50,000 and business expenses of $20,000, leaving you with $30,000 in taxable income. Your self-employment tax rate is 15.3%.\\n\\n1. Calculate the self-employment tax: $30,000 x 15.3% = $4,590\\n2. Add half of your Social Security tax: $30,000 x 6.2% = $1,860\\n3. Calculate your total self-employment tax: $4,590 + $1,860 = $6,450\\n\\nIn this example, the self-employed individual would need to pay a total of $6,450 in self-employment tax.\\n\\nKeep in mind that you can deduct half of your self-employment tax as a business expense on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which can help reduce your taxable income. It's always a good idea to consult with a tax professional or accountant to ensure accurate calculations and to take advantage of any available deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can tell you that self-employment tax applies to income from various sources, including:\\n\\n1. **Business income**: Income earned from running your own business, such as freelancing, consulting, or starting a side hustle.\\n2. **Self-employment income**: Income earned from working for yourself, such as:\\n\\t* Independent contractor work\\n\\t* Freelance writing, designing, or other creative services\\n\\t* Renting out a room on Airbnb\\n\\t* Selling products online through an e-commerce platform\\n3. **Unemployment benefits**: Some states tax unemployment benefits as self-employment income.\\n4. **Alimony paid to ex-spouses**: Alimony payments made by one spouse to the other are considered self-employment income and subject to self-employment tax.\\n5. **Royalties**: Income from intellectual property, such as book royalties or music royalties, is also subject to self-employment tax.\\n\\nSelf-employment tax applies because you\\'re considered self-employed and must report this income on your tax return. As a self-employed individual, you\\'re responsible for paying both the employee and employer portions of payroll taxes, which includes:\\n\\n* 12.4% for Social Security \u001b[0m\u001b[32m(\u001b[0m\u001b[32mold-age, survivors, and disability insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* 2.9% for Medicare \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhospital insurance\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThis total is often referred to as your \"self-employment tax rate.\" You\\'ll need to pay this amount on a quarterly basis using Form 1040-ES.\\n\\nKeep in mind that some states may have different rules or exemptions from self-employment tax, so it\\'s always best to consult with a tax professional or check with your state\\'s tax authority for specific guidance.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report their business income and expenses.\\n\\nSelf-employed individuals who have a business or freelance work must report their income and expenses on their personal tax return. Here's a step-by-step guide:\\n\\n**Reporting Business Income:**\\n\\n1. **Business Income:** Self-employed individuals must report all business income, including:\\n\\t* Cash payments from clients\\n\\t* Accounts receivable \u001b[0m\u001b[32m(\u001b[0m\u001b[32mamounts owed to them by customers\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Interest income from business-related investments\\n\\t* Royalties or other passive income\\n2. **Self-Employment Tax:** If you're self-employed, you'll need to pay self-employment tax on your net earnings from self-employment. This includes:\\n\\t* Net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mbusiness income minus business expenses\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Half of your net earnings from self-employment \u001b[0m\u001b[32m(\u001b[0m\u001b[32mfor Social Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\n**Reporting Business Expenses:**\\n\\n1. **Business Expense Records:** Keep accurate records of all business-related expenses, including:\\n\\t* Receipts\\n\\t* Invoices\\n\\t* Bank statements\\n\\t* Credit card statements\\n2. **Business Expense Categories:** Categorize your expenses into the following categories:\\n\\t* Operating expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., rent, utilities, supplies\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif you work from home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Business Expense Deductions:** Claim deductions for business expenses that are ordinary and necessary for the operation of your business.\\n\\n**Common Business Expense Deductions:**\\n\\n1. Home office deduction \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif you work from home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Business use of your car\\n3. Travel expenses \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmileage, meals, lodging\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n4. Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n5. Advertising and marketing expenses\\n\\n**Reporting Business Expenses on the Tax Return:**\\n\\n1. **Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:** Complete Schedule C to report business income and expenses.\\n2. **Business Use of Your Home:** If you work from home, complete Form 8829 to calculate your home office deduction.\\n3. **Business Expense Deductions:** Report business expense deductions on Schedule A \u001b[0m\u001b[32m(\u001b[0m\u001b[32mItemized Deductions\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or on a separate form \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., Form 2106 for car expenses\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\n**Important Notes:**\\n\\n1. Keep accurate records of all business income and expenses throughout the year, as these will be used to complete your tax return.\\n2. Consult with a tax professional if you're unsure about any aspect of reporting business income and expenses.\\n3. Self-employed individuals may need to file additional forms, such as Form 1040-ES \u001b[0m\u001b[32m(\u001b[0m\u001b[32mEstimated Tax for Individuals\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSelf-Employment Tax\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nRemember, accurate and timely reporting of business income and expenses is crucial to avoid penalties and interest on underreported income or unclaimed deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The self-employment tax rate for net earnings from self-employment is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nThis rate consists of two parts:\\n\\n1. The employee portion: 12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m6.2% for Social Security and 6.2% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. The employer portion: 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m1.45% for Social Security and 1.45% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nSince you are self-employed, you are both the employee and the employer, so you pay both parts of the tax.\\n\\nTo calculate your self-employment tax, you'll need to add the employee portion and the employer portion together:\\n\\n12.4% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployee portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m + 2.9% \u001b[0m\u001b[32m(\u001b[0m\u001b[32memployer portion\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = 15.3%\\n\\nSo, for every dollar you earn from self-employment, you pay 15.3% in self-employment tax.\\n\\nKeep in mind that this rate applies to your net earnings from self-employment, which is your total income minus any business expenses and deductions.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct business use of their home as a business expense, but there are some requirements and limitations to be aware of.\\n\\nTo qualify for the home office deduction, the space used for business must meet certain criteria:\\n\\n1. **Business use percentage**: The space must be used regularly and exclusively for business purposes. This means that you can't simply convert a spare room into a home office just to claim a deduction.\\n2. **Business use of at least 5%**: The space must be used by the self-employed individual for business purposes for at least 5% of the total square footage of the home.\\n3. **Home office is used as a regular and necessary business expense**: The home office must be used regularly and be necessary for the conduct of your trade or business.\\n\\nTo calculate the deduction, you'll need to determine the business use percentage of your home. You can do this by:\\n\\n1. Measuring the square footage of the space used for business.\\n2. Calculating the total square footage of your home.\\n3. Dividing the business use square footage by the total square footage.\\n\\nFor example, if your home office is 100 square feet and your total home size is 1,500 square feet, you can calculate the business use percentage as follows:\\n\\nBusiness use percentage = \u001b[0m\u001b[32m(\u001b[0m\u001b[32m100 sq ft / 1,500 sq ft\u001b[0m\u001b[32m)\u001b[0m\u001b[32m x 100% = 6.67%\\n\\nOnce you have the business use percentage, you can deduct a portion of your rent or mortgage interest and utilities as a business expense.\\n\\n**Types of expenses that can be deducted:**\\n\\n* Rent or mortgage interest\\n* Property taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif not included in the mortgage\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, internet, etc.\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Home maintenance and repairs\\n\\n**Record-keeping is key:**\\n\\nTo support your home office deduction, keep accurate records of:\\n\\n1. Business use percentage calculations\\n2. Square footage measurements\\n3. Rent or mortgage statements\\n4. Utility bills\\n5. Maintenance and repair receipts\\n\\nIt's essential to maintain these records for at least 3 years in case of an audit.\\n\\n**Important notes:**\\n\\n* The home office deduction is subject to the $25,000 limit per year \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpre-2018\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or $10,000 limit per year \u001b[0m\u001b[32m(\u001b[0m\u001b[32mpost-2017\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n* If you're married and file jointly, you can deduct half of the business use percentage.\\n* You may need to complete Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m to claim the deduction.\\n\\nAs a tax preparer, I recommend consulting with me or a qualified tax professional to ensure you meet all the requirements and follow the correct procedures for claiming the home office deduction.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals calculate their net earnings from self-employment for self-employment tax purposes.\\n\\nSelf-employment income is subject to both the employee and employer portions of payroll taxes, which includes Social Security and Medicare taxes. As a self-employed individual, you are responsible for paying both the employee and employer portions of these taxes, which can be a bit more complicated than just taking the standard deduction.\\n\\nTo calculate net earnings from self-employment, follow these steps:\\n\\n1. **Calculate your total gross income**: Start by calculating your total gross income from all sources, including:\\n\\t* Business income \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., freelance work, consulting, or running a business\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Rent or royalty income\\n\\t* Interest, dividends, and capital gains\\n2. **Deduct business expenses**: Subtract business expenses related to your self-employment income, such as:\\n\\t* Business use of your home \u001b[0m\u001b[32m(\u001b[0m\u001b[32mhome office deduction\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* Travel expenses\\n\\t* Equipment, supplies, and materials\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n\\t* Insurance premiums\\n\\t* Advertising and marketing expenses\\n\\t* Professional fees \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., lawyer, accountant, or consultant fees\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n3. **Calculate net earnings from self-employment**: Subtract your business expenses from your total gross income to get your net earnings from self-employment.\\n4. **Calculate the self-employment tax**: Calculate the self-employment tax by using Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and the following formula:\\n\\nSelf-Employment Tax = Net Earnings from Self-Employment x 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security + 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nThis rate is applied to your net earnings from self-employment, but you can deduct half of this amount as a credit on Schedule SE.\\n\\n5. **Calculate the self-employment tax deduction**: You can deduct half of your self-employment tax as an above-the-line deduction on Form 1040, which reduces your taxable income.\\n6. **Report net earnings from self-employment on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: Report your net earnings from self-employment on Schedule C, which is the business income and expense schedule.\\n\\nExample:\\n\\nLet's say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $15,000, including home office expenses, travel expenses, and equipment purchases. His net earnings from self-employment would be:\\n\\nNet Earnings from Self-Employment = Gross Income - Business Expenses\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $50,000 - $15,000\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $35,000\\n\\nTo calculate the self-employment tax:\\n\\nSelf-Employment Tax = Net Earnings from Self-Employment x 15.3%\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $35,000 x 0.153\\\u001b[0m\u001b[32mn\u001b[0m\u001b[32m= $5,405\\n\\nJohn would report his net earnings from self-employment on Schedule C and pay self-employment tax of $5,405. He can deduct half of this amount as a credit on Schedule SE.\\n\\nKeep in mind that this is just an example, and your specific situation may be more complex. It's always best to consult with a tax professional or accountant to ensure you're accurately calculating your net earnings from self-employment and taking advantage of all the deductions available to you.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can tell you that yes, self-employed individuals can deduct their health insurance premiums as a business expense on their tax return.\\n\\nThe IRS allows self-employed individuals to deduct the cost of health insurance premiums for themselves and their family members as a business expense if they are required to pay these premiums because of their self-employment income. This is known as the \"self-employment health plan deduction.\"\\n\\nTo qualify for this deduction, you must meet certain requirements:\\n\\n1. You must be self-employed and have net earnings from self-employment of $100 or more.\\n2. You must purchase a qualified health insurance policy that covers you and your family members.\\n3. The policy must be purchased through the Health Insurance Marketplace \u001b[0m\u001b[32m(\u001b[0m\u001b[32malso known as an \"individual shared responsibility payment\"\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or through a group plan offered by an employer.\\n\\nThe deduction is calculated based on the amount of premiums paid for yourself, your spouse, and any dependents who are covered under the policy. You can deduct the full premium amount, but you may need to adjust it if you have other sources of income that reduce your self-employment net earnings from self-employment.\\n\\nHere\\'s an example:\\n\\nLet\\'s say John is a sole proprietor with $50,000 in net earnings from self-employment and he pays $1,500 per month for health insurance premiums. He can deduct the full $1,500 as a business expense on his tax return.\\n\\nHowever, if John has other sources of income that reduce his net earnings from self-employment to $40,000, he can only deduct the amount of the premium that reduces his net earnings by $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m$50,000 - $40,000 = $10,000\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. In this case, John would deduct $1,500 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe full premium\u001b[0m\u001b[32m)\u001b[0m\u001b[32m minus $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mthe reduced net earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is $900.\\n\\nIt\\'s always a good idea to keep accurate records of your health insurance premiums and other business expenses to ensure you can accurately calculate the deduction on your tax return.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain the differences between a sole proprietorship and a single-member Limited Liability Company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m for tax purposes.\\n\\n**Sole Proprietorship:**\\n\\nA sole proprietorship is a business owned and operated by one individual. The owner reports their business income on their personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. As a sole proprietor, the business income is reported as \"net earnings from self-employment\" on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is attached to the personal tax return.\\n\\nThe key characteristics of a sole proprietorship for tax purposes are:\\n\\n* The owner reports all business income and expenses on their personal tax return.\\n* Business losses can be used to offset other income, but not carried over to future years.\\n* Self-employment taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSocial Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m are calculated based on net earnings from self-employment.\\n\\n**Single-Member LLC:**\\n\\nA single-member Limited Liability Company \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLLC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, also known as a \"disregarded entity,\" is a business owned by one individual. For tax purposes, the single-member LLC is treated as a sole proprietorship. The owner reports all business income and expenses on their personal tax return \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n\\nHowever, there are some key differences:\\n\\n* A single-member LLC can elect to be taxed as a pass-through entity, meaning that the business income is passed through to the individual\\'s personal tax return, just like a sole proprietorship.\\n* Business losses can be carried over to future years and used to offset other income.\\n* Self-employment taxes are calculated based on net earnings from self-employment.\\n\\n**Key differences:**\\n\\nThe main difference between a single-member LLC and a sole proprietorship is the level of liability protection. As a sole proprietor, the owner\\'s personal assets are at risk in case of business debts or lawsuits. In contrast, a single-member LLC provides some level of liability protection, as the business is separate from the individual.\\n\\nHowever, for tax purposes, a single-member LLC and a sole proprietorship are treated similarly. The business income is reported on the same tax return, and self-employment taxes are calculated in the same way.\\n\\n**When to choose an LLC:**\\n\\nWhile a single-member LLC may not provide significant tax benefits over a sole proprietorship, there are situations where it might be beneficial:\\n\\n* Liability protection: If you want to protect your personal assets from business debts or lawsuits.\\n* Flexibility: An LLC can elect to be taxed as a pass-through entity, which allows for more control over taxes and flexibility in the future.\\n\\nIn summary, while both sole proprietorships and single-member LLCs are treated similarly for tax purposes, an LLC provides some level of liability protection that may be attractive to business owners. However, the tax benefits are relatively minor, and the decision ultimately depends on your individual circumstances and goals.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I'd be happy to explain how self-employed individuals can report self-employment income from a partnership.\\n\\nWhen it comes to reporting self-employment income from a partnership, there are some specific rules and requirements that need to be followed. Here's a step-by-step guide:\\n\\n1. **Form 1065**: The partnership must file Form 1065, U.S. Return of Partnership Income \u001b[0m\u001b[32m(\u001b[0m\u001b[32mInformation\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, with the IRS by March 15th of each year. This form reports the partnership's income, deductions, and credits.\\n2. **K-1 Forms**: Each partner receives a Schedule K-1 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1065\u001b[0m\u001b[32m)\u001b[0m\u001b[32m from the partnership, which shows their share of the partnership's income, deductions, and credits for the tax year. The K-1 forms are used by each partner to report their individual tax return.\\n3. **Self-Employment Income**: Self-employment income from a partnership is reported on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is the form used to report business income and expenses. The self-employment income includes:\\n\\t* Business income from the partnership\\n\\t* Any other self-employment income, such as freelance work or consulting fees\\n4. **Business Expenses**: Self-employed individuals can deduct business expenses related to their partnership activities on Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. These expenses may include:\\n\\t* Business use of a home or car\\n\\t* Travel expenses\\n\\t* Equipment and supplies\\n\\t* Rent or mortgage interest\\n\\t* Utilities\\n5. **Self-Employment Tax**: Self-employed individuals must pay self-employment tax, which includes both the employee and employer portions of payroll taxes \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSocial Security and Medicare taxes\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. This is reported on Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n6. **Estimated Taxes**: Self-employed individuals are required to make estimated tax payments throughout the year if they expect to owe $1,000 or more in taxes for the year. These payments are made using Form 1040-ES.\\n7. **Quarterly Estimated Tax Payments**: The due dates for quarterly estimated tax payments are:\\n\\t* April 15th for Q1 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJanuary 1 - March 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* June 15th for Q2 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mApril 1 - May 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* September 15th for Q3 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mJune 1 - August 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\t* January 15th of the following year for Q4 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSeptember 1 - December 31\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to note that self-employed individuals may need to file additional forms, such as Form 8829 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mExpenses for Business Use of Your Home\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if they use a home office for business purposes.\\n\\nAs a tax preparer, I would work with the partnership and each partner to ensure accurate reporting of self-employment income from the partnership on their individual tax returns.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"As a tax preparer, I can tell you that yes, self-employed individuals can deduct their retirement plan contributions as a business expense on their tax return.\\n\\nSelf-employment income is subject to self-employment taxes, which include both the employee and employer portions of payroll taxes. However, self-employed individuals can deduct half of their net earnings from self-employment, including retirement plan contributions, as a business expense.\\n\\nThere are several types of retirement plans that qualify for deduction as a business expense:\\n\\n1. SEP-IRA \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSimplified Employee Pension Individual Retirement Account\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: Contributions to a SEP-IRA are deductible as a business expense.\\n2. Solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Individual 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m: Contributions to a solo 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or individual 401\u001b[0m\u001b[32m(\u001b[0m\u001b[32mk\u001b[0m\u001b[32m)\u001b[0m\u001b[32m plan are deductible as a business expense.\\n3. Traditional IRA: Contributions to a traditional IRA may be deductible as a business expense, but only if the self-employed individual is not covered by another retirement plan at work.\\n4. Solo 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or Thrift Savings Plan: Contributions to a solo 403\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or thrift savings plan are deductible as a business expense.\\n\\nTo qualify for this deduction, you must meet certain requirements, such as:\\n\\n* Being self-employed and having net earnings from self-employment\\n* Making contributions to the retirement plan within the plan's contribution limits\\n* Having a valid business purpose for making the contributions \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., to save for retirement\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nIt's essential to keep accurate records of your retirement plan contributions, including receipts, bank statements, and any other documentation that supports your deductions. You should also consult with a tax professional or financial advisor to ensure you're meeting all the requirements and taking advantage of the deductions available to you.\\n\\nKeep in mind that deducting retirement plan contributions as a business expense can impact your self-employment taxes, so it's crucial to understand how this affects your overall tax situation.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to explain how self-employed individuals can calculate their self-employment tax on a net loss from self-employment.\\n\\nSelf-employment tax is used to fund Social Security and Medicare. As a self-employed individual, you are responsible for paying both the employee and employer portions of these taxes, which is why it\\'s called \"self-employment tax.\" The self-employment tax rate is 15.3% of your net earnings from self-employment, which includes income from freelance work, consulting, or running a business.\\n\\nTo calculate self-employment tax on a net loss from self-employment, you\\'ll need to follow these steps:\\n\\n1. Calculate your net profit or loss from self-employment: Start by calculating your total gross income from self-employment and subtract any business expenses, deductions, and credits that reduce your taxable income.\\n2. Determine your net earnings from self-employment: This is the amount of money you have left after deducting all eligible business expenses and other deductions from your gross income.\\n3. Calculate the self-employment tax: Multiply your net earnings from self-employment by 15.3% \u001b[0m\u001b[32m(\u001b[0m\u001b[32m12.4% for Social Security and 2.9% for Medicare\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.\\n4. Consider any adjustments to the self-employment tax rate: If you\\'re eligible for certain deductions or credits that reduce your taxable income, such as the home office deduction or business use of your car, these may affect your self-employment tax rate.\\n\\nHere\\'s an example:\\n\\nLet\\'s say John is a freelancer who earns $50,000 in gross income from his freelance work. He has business expenses of $20,000 and other deductions that reduce his taxable income to $30,000. His net earnings from self-employment are $30,000.\\n\\nTo calculate the self-employment tax:\\n\\n1. Calculate net earnings: $30,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnet earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - $0 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mno business use of home or car expenses in this example\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Calculate self-employment tax: 15.3% of $30,000 = $4,590\\n\\nIn this example, John\\'s self-employment tax would be $4,590.\\n\\nHowever, if John has a net loss from self-employment, he can deduct the loss on his tax return and reduce his taxable income. If John has a net loss of $10,000, his new net earnings from self-employment would be:\\n\\n$30,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mprevious net earnings\u001b[0m\u001b[32m)\u001b[0m\u001b[32m - $10,000 \u001b[0m\u001b[32m(\u001b[0m\u001b[32mnet loss\u001b[0m\u001b[32m)\u001b[0m\u001b[32m = $20,000\\n\\nTo calculate the self-employment tax on this reduced amount:\\n\\n1. Calculate net earnings: $20,000\\n2. Calculate self-employment tax: 15.3% of $20,000 = $3,060\\n\\nIn this example, John\\'s self-employment tax would be $3,060.\\n\\nKeep in mind that these are simplified examples and actual calculations may vary depending on individual circumstances. It\\'s always a good idea to consult with a tax professional or accountant to ensure accurate calculations and take advantage of all eligible deductions and credits.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I can provide guidance on this topic.\\n\\nSelf-employed individuals can indeed deduct business expenses related to the production of income that is exempt from self-employment tax. However, there are some important nuances to consider:\\n\\n1. **Business income must be subject to self-employment tax**: Self-employment tax applies to net earnings from self-employment, which includes income from a trade or business. If you have income that is not subject to self-employment tax, such as interest, dividends, or capital gains, you cannot deduct business expenses related to that income.\\n2. **Business use percentage**: To qualify for the deduction, the business expense must be directly related to the production of income that is subject to self-employment tax. You can only deduct a portion of your total business expenses based on the amount of time spent working in the trade or business. This is known as the \"business use percentage.\"\\n3. **Business use percentage calculation**: To calculate the business use percentage, you\\'ll need to keep accurate records of your business and personal activities. You can use methods such as:\\n\\t* Time tracking: Record the number of hours worked on business versus personal activities.\\n\\t* Logbook or journal: Keep a log of business-related activities, including dates, times, and purposes.\\n\\t* Mileage log: If you drive for business, keep track of miles driven for business purposes.\\n4. **Deduction limits**: The IRS allows self-employed individuals to deduct business expenses up to the amount of their net earnings from self-employment. This means that if your net earnings are $100,000, and you have $50,000 in business expenses, you can only deduct up to $50,000.\\n\\nExamples of business expenses that may be deductible for income exempt from self-employment tax include:\\n\\n* Rent or mortgage interest \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif used for a home office\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Utilities \u001b[0m\u001b[32m(\u001b[0m\u001b[32melectricity, gas, water, internet\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Office supplies\\n* Travel expenses related to business activities\\n* Meals and entertainment \u001b[0m\u001b[32m(\u001b[0m\u001b[32msubject to certain limits\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n\\nHowever, some expenses are not deductible, such as:\\n\\n* Personal use of your car \u001b[0m\u001b[32m(\u001b[0m\u001b[32munless you have a dedicated business vehicle\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n* Home improvements or renovations\\n* Business use of personal phone or computer\\n\\nIt\\'s essential to keep accurate records and consult with a tax professional to ensure you\\'re taking advantage of the deductions you\\'re eligible for.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'As a tax preparer, I\\'d be happy to help clarify how self-employed individuals can report their income from a business with both self-employment income and income that is exempt from self-employment tax.\\n\\nSelf-employment income includes earnings from a trade or business, such as freelancing, consulting, or running a small business. However, not all self-employment income is subject to self-employment tax. Some types of income are exempt from self-employment tax, such as:\\n\\n1. Income earned by employees who are considered employees for tax purposes \u001b[0m\u001b[32m(\u001b[0m\u001b[32me.g., W-2 income\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n2. Income earned by individuals with disabilities or certain medical conditions that prevent them from working\\n3. Income earned by individuals who are retired or disabled and receiving Social Security benefits\\n\\nTo report self-employment income, the individual must complete Form 1040 and Schedule C \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to report business income and expenses. The self-employed individual will report their total net earnings from self-employment on Line 1 of Schedule C.\\n\\nHowever, if some of the self-employment income is exempt from self-employment tax, it\\'s essential to report that income separately. Here are a few scenarios:\\n\\nScenario 1: Exempt income is not subject to self-employment tax\\n\\nIf the business has both self-employment income and exempt income, the individual should report the exempt income on their tax return as ordinary income on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nScenario 2: Exempt income is subject to self-employment tax\\n\\nIf the business has both self-employment income and exempt income that is subject to self-employment tax, the individual should report the exempt income as \"Other Income\" on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nScenario 3: Exempt income is not subject to self-employment tax, but it\\'s also not ordinary income\\n\\nIf the business has both self-employment income and exempt income that are not subject to self-employment tax, the individual should report the exempt income as \"Other Income\" on Line 21 of Form 1040. The self-employment income will still be reported on Schedule C.\\n\\nIn all cases, the individual must also complete Schedule SE \u001b[0m\u001b[32m(\u001b[0m\u001b[32mForm 1040\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, which is used to calculate and pay self-employment tax. However, if some of the exempt income is not subject to self-employment tax, the individual may not need to pay self-employment tax on that amount.\\n\\nIt\\'s essential for self-employed individuals to keep accurate records of their business income and expenses to ensure they accurately report their income and claim any applicable deductions. It\\'s also recommended that they consult with a tax professional or accountant to ensure compliance with all tax laws and regulations.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[32m'braintrust::answer-similarity'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1;36m0.4899263859389534\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5540326316427405\u001b[0m, \u001b[32m'metadata'\u001b[0m: 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"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6707352238393781\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5844465262881663\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6193049787006669\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.19265334618395002\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.3475911229721721\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.37030823883470115\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.25236308267577573\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5402693248940148\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5971543063171332\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ 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\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.4140458125149959\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "eval_rows = client.datasetio.get_rows_paginated(\n", + " dataset_id=\"eval_dataset\",\n", + " limit=-1,\n", + ")\n", + "\n", + "from tqdm import tqdm\n", + "\n", + "client.benchmarks.register(\n", + " benchmark_id=\"llama3.2-3B-instruct:tax_eval\",\n", + " dataset_id=\"eval_dataset\",\n", + " scoring_functions=[\"braintrust::answer-similarity\"]\n", + ")\n", + "\n", + "response = client.eval.evaluate_rows(\n", + " benchmark_id=\"llama3.2-3B-instruct:tax_eval\",\n", + " input_rows=eval_rows.data,\n", + " scoring_functions=[\"braintrust::answer-similarity\"],\n", + " benchmark_config={\n", + " \"type\": \"benchmark\",\n", + " \"eval_candidate\": {\n", + " \"type\": \"model\",\n", + " \"model\": \"meta-llama/Llama-3.2-3B-Instruct\",\n", + " \"sampling_params\": {\n", + " \"temperature\": 0.0,\n", + " \"max_tokens\": 4096,\n", + " \"top_p\": 0.9,\n", + " \"repeat_penalty\": 1.0,\n", + " },\n", + " }\n", + " }\n", + ")\n", + "pprint(response)" ] }, { "cell_type": "markdown", - "source": [ - "Now we have the results show that the native Llama3.2 3B instruct model got the avg score of 0.4899 on the tax Q&A eval dataset. Let's see if we can boost the LLM performance with post training." - ], "metadata": { "id": "YWUpjf83Eoy-" - } + }, + "source": [ + "Now we have the results show that the native Llama3.2 3B instruct model got the avg score of 0.4899 on the tax Q&A eval dataset. Let's see if we can boost the LLM performance with post training." + ] }, { "cell_type": "markdown", + "metadata": { + "id": "RWa220T5sjbR" + }, "source": [ "# 2. Start Post Training\n", "Currenty, Llama stack post training APIs support [Supervised Fine-tune](https://cameronrwolfe.substack.com/p/understanding-and-using-supervised) which is a straightfoard and effective way to boost model performance on specific tasks.\n", @@ -4264,16 +4253,11 @@ "\n", "\n", "\n" - ], - "metadata": { - "id": "RWa220T5sjbR" - } + ] }, { "cell_type": "code", - "source": [ - "!llama download --source huggingface --model-id Llama3.2-3B-Instruct --hf-token \"HF_TOKEN\"" - ], + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -4282,11 +4266,10 @@ "id": "yF50MtwcsogU", "outputId": "92ba3b3a-63a0-4ab8-c8cd-5437365128fc" }, - "execution_count": null, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ ".gitattributes: 100% 1.52k/1.52k [00:00<00:00, 12.1MB/s]\n", "LICENSE.txt: 100% 7.71k/7.71k [00:00<00:00, 33.3MB/s]\n", @@ -4306,10 +4289,16 @@ "Successfully downloaded model to /root/.llama/checkpoints/Llama3.2-3B-Instruct\n" ] } + ], + "source": [ + "!llama download --source huggingface --model-id Llama3.2-3B-Instruct --hf-token \"HF_TOKEN\"" ] }, { "cell_type": "markdown", + "metadata": { + "id": "V-Qa34Cfs62p" + }, "source": [ "#### 2.1. Prepare post training dataset\n", "Llama stack supports 2 post training dataset formats (instruct and dialog), you can select which dataset format to use in step 2.1.\n", @@ -4336,13 +4325,16 @@ "Since the tax Q&A dataset is single round Q&A, we use intruct dataset format for the post training.\n", "\n", "> **Note:** if you hit the input schema issue, you probably need to restart the runtime to apply your fix" - ], - "metadata": { - "id": "V-Qa34Cfs62p" - } + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "LfodcomxE8L0" + }, + "outputs": [], "source": [ "import requests\n", "\n", @@ -4356,16 +4348,28 @@ "# from google.colab import files\n", "\n", "# uploaded = files.upload()" - ], - "metadata": { - "id": "LfodcomxE8L0", - "collapsed": true - }, - "execution_count": null, - "outputs": [] + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "u57t43GVvRxp", + "outputId": "ae119422-b7f8-473f-b6a7-049a0d0e5e22" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[2m00:42:16.035\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasets\u001b[0m\n" + ] + } + ], "source": [ "import os\n", "import mimetypes\n", @@ -4391,15 +4395,15 @@ "# register post training dataset\n", "# use the below commented out version for dialog dataset\n", "response = client.datasets.register(\n", - " dataset_id=\"post_training_dataset\",\n", - " provider_id=\"localfs\",\n", - " url={\"uri\": data_url},\n", - " dataset_schema={\n", - " \"chat_completion_input\": {\"type\": \"chat_completion_input\"},\n", - " \"expected_answer\": {\"type\": \"string\"},\n", + " purpose=\"post-training/messages\",\n", + " source={\n", + " \"type\": \"uri\",\n", + " \"uri\": data_url,\n", " },\n", + " dataset_id=\"post_training_dataset\",\n", ")\n", "\n", + "\n", "# response = client.datasets.register(\n", "# dataset_id=\"post_training_dataset\",\n", "# provider_id=\"localfs\",\n", @@ -4408,38 +4412,20 @@ "# \"dialog\": {\"type\": \"dialog\"},\n", "# },\n", "# )" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "collapsed": true, - "id": "u57t43GVvRxp", - "outputId": "ae119422-b7f8-473f-b6a7-049a0d0e5e22" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2m00:42:16.035\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasets\u001b[0m\n" - ] - } ] }, { "cell_type": "markdown", + "metadata": { + "id": "TodEWXXfMgg8" + }, "source": [ "#### 2.2. Kick-off Post Training Job\n", "\n", "You can find the definition of post-training configs and APIs [here for server side](https://github.com/meta-llama/llama-stack/blob/main/llama_stack/apis/post_training/post_training.py) and [here for client side](https://github.com/meta-llama/llama-stack-client-python/blob/d6f3ef24b740c996b29c0540bc6b4e996de0a168/src/llama_stack_client/types/post_training_supervised_fine_tune_params.py).\n", "\n", "> **Noet**: If you meet 'Job xxx already exists' error, you may also want to check the error logging above it. Since we have retry logic, the 'Job xxx already exists' may not be the root cause of the job failure" - ], - "metadata": { - "id": "TodEWXXfMgg8" - } + ] }, { "cell_type": "code", @@ -4449,29 +4435,29 @@ "base_uri": "https://localhost:8080/", "height": 1000 }, + "collapsed": true, "id": "S_VcSOR3Cng6", - "outputId": "cbd6e62a-3dd1-4423-a11b-b06fd990e357", - "collapsed": true + "outputId": "cbd6e62a-3dd1-4423-a11b-b06fd990e357" }, "outputs": [ { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "DEBUG:torchtune.utils._logging:Setting manual seed to local seed 28602197. Local seed is seed + rank = 28602197 + 0\n", "INFO:torchtune.utils._logging:Identified model_type = Llama3_2. Ignoring output.weight in checkpoint in favor of the tok_embedding.weight tied weights.\n" ] }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:43:22.604\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/post-training/supervised-fine-tune\u001b[0m\n" ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "INFO:torchtune.utils._logging:Memory stats after model init:\n", "\tGPU peak memory allocation: 6.07 GiB\n", @@ -4486,15 +4472,15 @@ ] }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Writing logs to /root/.llama/checkpoints/meta-llama/Llama-3.2-3B-Instruct-sft-0/log/log_1740530605.txt\n" ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "1|1|Loss: 1.389875888824463: 1%| | 1/153 [00:02<06:02, 2.38s/it]INFO:torchtune.utils._logging:Memory stats after model init:\n", "\tGPU peak memory allocation: 6.30 GiB\n", @@ -5141,17 +5127,17 @@ ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "\u001b[1;35mPostTrainingJob\u001b[0m\u001b[1m(\u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m\u001b[1m)\u001b[0m\n" - ], "text/html": [ "
PostTrainingJob(job_uuid='1234')\n", "\n" + ], + "text/plain": [ + "\u001b[1;35mPostTrainingJob\u001b[0m\u001b[1m(\u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m\u001b[1m)\u001b[0m\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -5250,12 +5236,12 @@ }, { "cell_type": "markdown", - "source": [ - "#### 2.3. list all the post training jobs" - ], "metadata": { "id": "odNNDN9OMBOQ" - } + }, + "source": [ + "#### 2.3. list all the post training jobs" + ] }, { "cell_type": "code", @@ -5265,30 +5251,30 @@ "base_uri": "https://localhost:8080/", "height": 51 }, + "collapsed": true, "id": "wRFLJMEWu-eD", - "outputId": "427d86bb-0acd-451f-ba51-80f7e3c5241b", - "collapsed": true + "outputId": "427d86bb-0acd-451f-ba51-80f7e3c5241b" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:48:43.629\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/post-training/jobs\u001b[0m\n" ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "\u001b[1m[\u001b[0m\u001b[1;35mData\u001b[0m\u001b[1m(\u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m\n" - ], "text/html": [ "
[Data(job_uuid='1234')]\n", "\n" + ], + "text/plain": [ + "\u001b[1m[\u001b[0m\u001b[1;35mData\u001b[0m\u001b[1m(\u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m\u001b[1m)\u001b[0m\u001b[1m]\u001b[0m\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -5298,13 +5284,13 @@ }, { "cell_type": "markdown", + "metadata": { + "id": "3url0GUVMLo8" + }, "source": [ "#### 2.4. query the job status of a given post training job\n", "finetuned checkpoint metadata (validation metrics are included if available) and job metadata are provided in the status" - ], - "metadata": { - "id": "3url0GUVMLo8" - } + ] }, { "cell_type": "code", @@ -5314,46 +5300,20 @@ "base_uri": "https://localhost:8080/", "height": 414 }, + "collapsed": true, "id": "-1sQe6QUzl_N", - "outputId": "79145591-fbb4-425f-9bda-34e8eb6e356b", - "collapsed": true + "outputId": "79145591-fbb4-425f-9bda-34e8eb6e356b" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:49:06.134\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/post-training/job/status\u001b[0m\n" ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "\u001b[1;35mJobStatusResponse\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mcheckpoints\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'identifier'\u001b[0m: \u001b[32m'meta-llama/Llama-3.2-3B-Instruct-sft-0'\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[32m'2025-02-26T00:46:58.602464'\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'epoch'\u001b[0m: \u001b[1;36m0\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'post_training_job_id'\u001b[0m: \u001b[32m'1234'\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'path'\u001b[0m: \u001b[32m'/root/.llama/checkpoints/meta-llama/Llama-3.2-3B-Instruct-sft-0'\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'training_metrics'\u001b[0m: \u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'epoch'\u001b[0m: \u001b[1;36m0\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'train_loss'\u001b[0m: \u001b[1;36m0.7165011167526245\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'validation_loss'\u001b[0m: \u001b[1;36m0.3558155596256256\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[32m'perplexity'\u001b[0m: \u001b[1;36m1.4273443222045898\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mstatus\u001b[0m=\u001b[32m'completed'\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m47\u001b[0m, \u001b[1;36m4\u001b[0m, \u001b[1;36m901605\u001b[0m\u001b[1m)\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mresources_allocated\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mscheduled_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m43\u001b[0m, \u001b[1;36m22\u001b[0m, \u001b[1;36m601407\u001b[0m\u001b[1m)\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mstarted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m43\u001b[0m, \u001b[1;36m22\u001b[0m, \u001b[1;36m777928\u001b[0m\u001b[1m)\u001b[0m\n", - "\u001b[1m)\u001b[0m\n" - ], "text/html": [ "
JobStatusResponse(\n", "│ checkpoints=[\n", @@ -5379,50 +5339,9 @@ "│ started_at=datetime.datetime(2025, 2, 26, 0, 43, 22, 777928)\n", ")\n", "\n" - ] - }, - "metadata": {} - } - ], - "source": [ - "job_status = client.post_training.job.status(job_uuid='1234')\n", - "pprint(job_status)" - ] - }, - { - "cell_type": "markdown", - "source": [ - "#### 2.5. get list of post training job artifacts (finetuned checkpoints)" - ], - "metadata": { - "id": "5ARZ8cu-MgGf" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 331 - }, - "id": "upIi2lebzuvL", - "outputId": "479ca867-7660-4c51-edca-87bb472f1ccf", - "collapsed": true - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2m00:49:12.609\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/post-training/job/artifacts\u001b[0m\n" - ] - }, - { - "output_type": "display_data", - "data": { + ], "text/plain": [ - "\u001b[1;35mJobArtifactsResponse\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[1;35mJobStatusResponse\u001b[0m\u001b[1m(\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[33mcheckpoints\u001b[0m=\u001b[1m[\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'identifier'\u001b[0m: \u001b[32m'meta-llama/Llama-3.2-3B-Instruct-sft-0'\u001b[0m,\n", @@ -5438,9 +5357,55 @@ "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mjob_uuid\u001b[0m=\u001b[32m'1234'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mstatus\u001b[0m=\u001b[32m'completed'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mcompleted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m47\u001b[0m, \u001b[1;36m4\u001b[0m, \u001b[1;36m901605\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mresources_allocated\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mscheduled_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m43\u001b[0m, \u001b[1;36m22\u001b[0m, \u001b[1;36m601407\u001b[0m\u001b[1m)\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mstarted_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2025\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[1;36m26\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m43\u001b[0m, \u001b[1;36m22\u001b[0m, \u001b[1;36m777928\u001b[0m\u001b[1m)\u001b[0m\n", "\u001b[1m)\u001b[0m\n" - ], + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "job_status = client.post_training.job.status(job_uuid='1234')\n", + "pprint(job_status)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5ARZ8cu-MgGf" + }, + "source": [ + "#### 2.5. get list of post training job artifacts (finetuned checkpoints)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 331 + }, + "collapsed": true, + "id": "upIi2lebzuvL", + "outputId": "479ca867-7660-4c51-edca-87bb472f1ccf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[2m00:49:12.609\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/post-training/job/artifacts\u001b[0m\n" + ] + }, + { + "data": { "text/html": [ "
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All rights reserved.\n * Copyright (c) 2012-2013, Christopher Jeffrey (MIT License)\n * https://github.com/chjj/term.js\n * @license MIT\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the "Software"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n * THE SOFTWARE.\n *\n * Originally forked from (with the author\'s permission):\n *   Fabrice Bellard\'s javascript vt100 for jslinux:\n *   http://bellard.org/jslinux/\n *   Copyright (c) 2011 Fabrice Bellard\n *   The original design remains. 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i._onBoundaryFocus(e,1)},i._rowElements[0].addEventListener("focus",i._topBoundaryFocusListener),i._rowElements[i._rowElements.length-1].addEventListener("focus",i._bottomBoundaryFocusListener),i._refreshRowsDimensions(),i._accessibilityTreeRoot.appendChild(i._rowContainer),i._renderRowsDebouncer=new a.TimeBasedDebouncer(i._renderRows.bind(i)),i._refreshRows(),i._liveRegion=document.createElement("div"),i._liveRegion.classList.add("live-region"),i._liveRegion.setAttribute("aria-live","assertive"),i._accessibilityTreeRoot.appendChild(i._liveRegion),!i._terminal.element)throw new Error("Cannot enable accessibility before Terminal.open");return i._terminal.element.insertAdjacentElement("afterbegin",i._accessibilityTreeRoot),i.register(i._renderRowsDebouncer),i.register(i._terminal.onResize((function(e){return i._onResize(e.rows)}))),i.register(i._terminal.onRender((function(e){return i._refreshRows(e.start,e.end)}))),i.register(i._terminal.onScroll((function(){return i._refreshRows()}))),i.register(i._terminal.onA11yChar((function(e){return i._onChar(e)}))),i.register(i._terminal.onLineFeed((function(){return i._onChar("\n")}))),i.register(i._terminal.onA11yTab((function(e){return i._onTab(e)}))),i.register(i._terminal.onKey((function(e){return i._onKey(e.key)}))),i.register(i._terminal.onBlur((function(){return i._clearLiveRegion()}))),i.register(i._renderService.onDimensionsChange((function(){return i._refreshRowsDimensions()}))),i._screenDprMonitor=new u.ScreenDprMonitor,i.register(i._screenDprMonitor),i._screenDprMonitor.setListener((function(){return i._refreshRowsDimensions()})),i.register((0,c.addDisposableDomListener)(window,"resize",(function(){return i._refreshRowsDimensions()}))),i}return n(t,e),t.prototype.dispose=function(){e.prototype.dispose.call(this),(0,h.removeElementFromParent)(this._accessibilityTreeRoot),this._rowElements.length=0},t.prototype._onBoundaryFocus=function(e,t){var r=e.target,i=this._rowElements[0===t?1:this._rowElements.length-2];if(r.getAttribute("aria-posinset")!==(0===t?"1":""+this._terminal.buffer.lines.length)&&e.relatedTarget===i){var n,o;if(0===t?(n=r,o=this._rowElements.pop(),this._rowContainer.removeChild(o)):(n=this._rowElements.shift(),o=r,this._rowContainer.removeChild(n)),n.removeEventListener("focus",this._topBoundaryFocusListener),o.removeEventListener("focus",this._bottomBoundaryFocusListener),0===t){var s=this._createAccessibilityTreeNode();this._rowElements.unshift(s),this._rowContainer.insertAdjacentElement("afterbegin",s)}else s=this._createAccessibilityTreeNode(),this._rowElements.push(s),this._rowContainer.appendChild(s);this._rowElements[0].addEventListener("focus",this._topBoundaryFocusListener),this._rowElements[this._rowElements.length-1].addEventListener("focus",this._bottomBoundaryFocusListener),this._terminal.scrollLines(0===t?-1:1),this._rowElements[0===t?1:this._rowElements.length-2].focus(),e.preventDefault(),e.stopImmediatePropagation()}},t.prototype._onResize=function(e){this._rowElements[this._rowElements.length-1].removeEventListener("focus",this._bottomBoundaryFocusListener);for(var t=this._rowContainer.children.length;t<this._terminal.rows;t++)this._rowElements[t]=this._createAccessibilityTreeNode(),this._rowContainer.appendChild(this._rowElements[t]);for(;this._rowElements.length>e;)this._rowContainer.removeChild(this._rowElements.pop());this._rowElements[this._rowElements.length-1].addEventListener("focus",this._bottomBoundaryFocusListener),this._refreshRowsDimensions()},t.prototype._createAccessibilityTreeNode=function(){var e=document.createElement("div");return e.setAttribute("role","listitem"),e.tabIndex=-1,this._refreshRowDimensions(e),e},t.prototype._onTab=function(e){for(var t=0;t<e;t++)this._onChar(" ")},t.prototype._onChar=function(e){var t=this;this._liveRegionLineCount<21&&(this._charsToConsume.length>0?this._charsToConsume.shift()!==e&&(this._charsToAnnounce+=e):this._charsToAnnounce+=e,"\n"===e&&(this._liveRegionLineCount++,21===this._liveRegionLineCount&&(this._liveRegion.textContent+=o.tooMuchOutput)),s.isMac&&this._liveRegion.textContent&&this._liveRegion.textContent.length>0&&!this._liveRegion.parentNode&&setTimeout((function(){t._accessibilityTreeRoot.appendChild(t._liveRegion)}),0))},t.prototype._clearLiveRegion=function(){this._liveRegion.textContent="",this._liveRegionLineCount=0,s.isMac&&(0,h.removeElementFromParent)(this._liveRegion)},t.prototype._onKey=function(e){this._clearLiveRegion(),this._charsToConsume.push(e)},t.prototype._refreshRows=function(e,t){this._renderRowsDebouncer.refresh(e,t,this._terminal.rows)},t.prototype._renderRows=function(e,t){for(var r=this._terminal.buffer,i=r.lines.length.toString(),n=e;n<=t;n++){var 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0===e&&(e={}),this.colors.foreground=this._parseColor(e.foreground,s),this.colors.background=this._parseColor(e.background,a),this.colors.cursor=this._parseColor(e.cursor,c,!0),this.colors.cursorAccent=this._parseColor(e.cursorAccent,l,!0),this.colors.selectionTransparent=this._parseColor(e.selection,u,!0),this.colors.selectionOpaque=n.color.blend(this.colors.background,this.colors.selectionTransparent),n.color.isOpaque(this.colors.selectionTransparent)&&(this.colors.selectionTransparent=n.color.opacity(this.colors.selectionTransparent,.3)),this.colors.ansi[0]=this._parseColor(e.black,t.DEFAULT_ANSI_COLORS[0]),this.colors.ansi[1]=this._parseColor(e.red,t.DEFAULT_ANSI_COLORS[1]),this.colors.ansi[2]=this._parseColor(e.green,t.DEFAULT_ANSI_COLORS[2]),this.colors.ansi[3]=this._parseColor(e.yellow,t.DEFAULT_ANSI_COLORS[3]),this.colors.ansi[4]=this._parseColor(e.blue,t.DEFAULT_ANSI_COLORS[4]),this.colors.ansi[5]=this._parseColor(e.magenta,t.DEFAULT_ANSI_COLORS[5]),this.colors.ansi[6]=this._parseColor(e.cyan,t.DEFAULT_ANSI_COLORS[6]),this.colors.ansi[7]=this._parseColor(e.white,t.DEFAULT_ANSI_COLORS[7]),this.colors.ansi[8]=this._parseColor(e.brightBlack,t.DEFAULT_ANSI_COLORS[8]),this.colors.ansi[9]=this._parseColor(e.brightRed,t.DEFAULT_ANSI_COLORS[9]),this.colors.ansi[10]=this._parseColor(e.brightGreen,t.DEFAULT_ANSI_COLORS[10]),this.colors.ansi[11]=this._parseColor(e.brightYellow,t.DEFAULT_ANSI_COLORS[11]),this.colors.ansi[12]=this._parseColor(e.brightBlue,t.DEFAULT_ANSI_COLORS[12]),this.colors.ansi[13]=this._parseColor(e.brightMagenta,t.DEFAULT_ANSI_COLORS[13]),this.colors.ansi[14]=this._parseColor(e.brightCyan,t.DEFAULT_ANSI_COLORS[14]),this.colors.ansi[15]=this._parseColor(e.brightWhite,t.DEFAULT_ANSI_COLORS[15]),this._contrastCache.clear(),this._updateRestoreColors()},e.prototype.restoreColor=function(e){if(void 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n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.MouseZone=t.Linkifier=void 0;var o=r(8460),s=r(2585),a=function(){function e(e,t,r){this._bufferService=e,this._logService=t,this._unicodeService=r,this._linkMatchers=[],this._nextLinkMatcherId=0,this._onShowLinkUnderline=new o.EventEmitter,this._onHideLinkUnderline=new o.EventEmitter,this._onLinkTooltip=new o.EventEmitter,this._rowsToLinkify={start:void 0,end:void 0}}return Object.defineProperty(e.prototype,"onShowLinkUnderline",{get:function(){return this._onShowLinkUnderline.event},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"onHideLinkUnderline",{get:function(){return this._onHideLinkUnderline.event},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"onLinkTooltip",{get:function(){return this._onLinkTooltip.event},enumerable:!1,configurable:!0}),e.prototype.attachToDom=function(e,t){this._element=e,this._mouseZoneManager=t},e.prototype.linkifyRows=function(t,r){var i=this;this._mouseZoneManager&&(void 0===this._rowsToLinkify.start||void 0===this._rowsToLinkify.end?(this._rowsToLinkify.start=t,this._rowsToLinkify.end=r):(this._rowsToLinkify.start=Math.min(this._rowsToLinkify.start,t),this._rowsToLinkify.end=Math.max(this._rowsToLinkify.end,r)),this._mouseZoneManager.clearAll(t,r),this._rowsTimeoutId&&clearTimeout(this._rowsTimeoutId),this._rowsTimeoutId=setTimeout((function(){return i._linkifyRows()}),e._timeBeforeLatency))},e.prototype._linkifyRows=function(){this._rowsTimeoutId=void 0;var e=this._bufferService.buffer;if(void 0!==this._rowsToLinkify.start&&void 0!==this._rowsToLinkify.end){var t=e.ydisp+this._rowsToLinkify.start;if(!(t>=e.lines.length)){for(var r=e.ydisp+Math.min(this._rowsToLinkify.end,this._bufferService.rows)+1,i=Math.ceil(2e3/this._bufferService.cols),n=this._bufferService.buffer.iterator(!1,t,r,i,i);n.hasNext();)for(var o=n.next(),s=0;s<this._linkMatchers.length;s++)this._doLinkifyRow(o.range.first,o.content,this._linkMatchers[s]);this._rowsToLinkify.start=void 0,this._rowsToLinkify.end=void 0}}else this._logService.debug("_rowToLinkify was unset before _linkifyRows was called")},e.prototype.registerLinkMatcher=function(e,t,r){if(void 0===r&&(r={}),!t)throw new Error("handler must be defined");var i={id:this._nextLinkMatcherId++,regex:e,handler:t,matchIndex:r.matchIndex,validationCallback:r.validationCallback,hoverTooltipCallback:r.tooltipCallback,hoverLeaveCallback:r.leaveCallback,willLinkActivate:r.willLinkActivate,priority:r.priority||0};return this._addLinkMatcherToList(i),i.id},e.prototype._addLinkMatcherToList=function(e){if(0!==this._linkMatchers.length){for(var t=this._linkMatchers.length-1;t>=0;t--)if(e.priority<=this._linkMatchers[t].priority)return void this._linkMatchers.splice(t+1,0,e);this._linkMatchers.splice(0,0,e)}else this._linkMatchers.push(e)},e.prototype.deregisterLinkMatcher=function(e){for(var t=0;t<this._linkMatchers.length;t++)if(this._linkMatchers[t].id===e)return this._linkMatchers.splice(t,1),!0;return!1},e.prototype._doLinkifyRow=function(e,t,r){for(var i,n=this,o=new RegExp(r.regex.source,(r.regex.flags||"")+"g"),s=-1,a=function(){var a=i["number"!=typeof r.matchIndex?0:r.matchIndex];if(!a)return c._logService.debug("match found without corresponding matchIndex",i,r),"break";if(s=t.indexOf(a,s+1),o.lastIndex=s+a.length,s<0)return"break";var l=c._bufferService.buffer.stringIndexToBufferIndex(e,s);if(l[0]<0)return"break";var u=c._bufferService.buffer.lines.get(l[0]);if(!u)return"break";var h=u.getFg(l[1]),f=h?h>>9&511:void 0;r.validationCallback?r.validationCallback(a,(function(e){n._rowsTimeoutId||e&&n._addLink(l[1],l[0]-n._bufferService.buffer.ydisp,a,r,f)})):c._addLink(l[1],l[0]-c._bufferService.buffer.ydisp,a,r,f)},c=this;null!==(i=o.exec(t))&&"break"!==a(););},e.prototype._addLink=function(e,t,r,i,n){var o=this;if(this._mouseZoneManager&&this._element){var s=this._unicodeService.getStringCellWidth(r),a=e%this._bufferService.cols,l=t+Math.floor(e/this._bufferService.cols),u=(a+s)%this._bufferService.cols,h=l+Math.floor((a+s)/this._bufferService.cols);0===u&&(u=this._bufferService.cols,h--),this._mouseZoneManager.add(new c(a+1,l+1,u+1,h+1,(function(e){if(i.handler)return i.handler(e,r);var t=window.open();t?(t.opener=null,t.location.href=r):console.warn("Opening link blocked as opener could not be cleared")}),(function(){o._onShowLinkUnderline.fire(o._createLinkHoverEvent(a,l,u,h,n)),o._element.classList.add("xterm-cursor-pointer")}),(function(e){o._onLinkTooltip.fire(o._createLinkHoverEvent(a,l,u,h,n)),i.hoverTooltipCallback&&i.hoverTooltipCallback(e,r,{start:{x:a,y:l},end:{x:u,y:h}})}),(function(){o._onHideLinkUnderline.fire(o._createLinkHoverEvent(a,l,u,h,n)),o._element.classList.remove("xterm-cursor-pointer"),i.hoverLeaveCallback&&i.hoverLeaveCallback()}),(function(e){return!i.willLinkActivate||i.willLinkActivate(e,r)})))}},e.prototype._createLinkHoverEvent=function(e,t,r,i,n){return{x1:e,y1:t,x2:r,y2:i,cols:this._bufferService.cols,fg:n}},e._timeBeforeLatency=200,e=i([n(0,s.IBufferService),n(1,s.ILogService),n(2,s.IUnicodeService)],e)}();t.Linkifier=a;var c=function(e,t,r,i,n,o,s,a,c){this.x1=e,this.y1=t,this.x2=r,this.y2=i,this.clickCallback=n,this.hoverCallback=o,this.tooltipCallback=s,this.leaveCallback=a,this.willLinkActivate=c};t.MouseZone=c},6465:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)}),o=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},s=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.Linkifier2=void 0;var a=r(2585),c=r(8460),l=r(844),u=r(3656),h=function(e){function t(t){var r=e.call(this)||this;return r._bufferService=t,r._linkProviders=[],r._linkCacheDisposables=[],r._isMouseOut=!0,r._activeLine=-1,r._onShowLinkUnderline=r.register(new c.EventEmitter),r._onHideLinkUnderline=r.register(new c.EventEmitter),r.register((0,l.getDisposeArrayDisposable)(r._linkCacheDisposables)),r}return n(t,e),Object.defineProperty(t.prototype,"currentLink",{get:function(){return this._currentLink},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onShowLinkUnderline",{get:function(){return this._onShowLinkUnderline.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onHideLinkUnderline",{get:function(){return this._onHideLinkUnderline.event},enumerable:!1,configurable:!0}),t.prototype.registerLinkProvider=function(e){var t=this;return this._linkProviders.push(e),{dispose:function(){var r=t._linkProviders.indexOf(e);-1!==r&&t._linkProviders.splice(r,1)}}},t.prototype.attachToDom=function(e,t,r){var i=this;this._element=e,this._mouseService=t,this._renderService=r,this.register((0,u.addDisposableDomListener)(this._element,"mouseleave",(function(){i._isMouseOut=!0,i._clearCurrentLink()}))),this.register((0,u.addDisposableDomListener)(this._element,"mousemove",this._onMouseMove.bind(this))),this.register((0,u.addDisposableDomListener)(this._element,"click",this._onClick.bind(this)))},t.prototype._onMouseMove=function(e){if(this._lastMouseEvent=e,this._element&&this._mouseService){var t=this._positionFromMouseEvent(e,this._element,this._mouseService);if(t){this._isMouseOut=!1;for(var r=e.composedPath(),i=0;i<r.length;i++){var n=r[i];if(n.classList.contains("xterm"))break;if(n.classList.contains("xterm-hover"))return}this._lastBufferCell&&t.x===this._lastBufferCell.x&&t.y===this._lastBufferCell.y||(this._onHover(t),this._lastBufferCell=t)}}},t.prototype._onHover=function(e){if(this._activeLine!==e.y)return this._clearCurrentLink(),void this._askForLink(e,!1);this._currentLink&&this._linkAtPosition(this._currentLink.link,e)||(this._clearCurrentLink(),this._askForLink(e,!0))},t.prototype._askForLink=function(e,t){var r,i=this;this._activeProviderReplies&&t||(null===(r=this._activeProviderReplies)||void 0===r||r.forEach((function(e){null==e||e.forEach((function(e){e.link.dispose&&e.link.dispose()}))})),this._activeProviderReplies=new Map,this._activeLine=e.y);var n=!1;this._linkProviders.forEach((function(r,o){var s;t?(null===(s=i._activeProviderReplies)||void 0===s?void 0:s.get(o))&&(n=i._checkLinkProviderResult(o,e,n)):r.provideLinks(e.y,(function(t){var r,s;if(!i._isMouseOut){var a=null==t?void 0:t.map((function(e){return{link:e}}));null===(r=i._activeProviderReplies)||void 0===r||r.set(o,a),n=i._checkLinkProviderResult(o,e,n),(null===(s=i._activeProviderReplies)||void 0===s?void 0:s.size)===i._linkProviders.length&&i._removeIntersectingLinks(e.y,i._activeProviderReplies)}}))}))},t.prototype._removeIntersectingLinks=function(e,t){for(var r=new Set,i=0;i<t.size;i++){var n=t.get(i);if(n)for(var o=0;o<n.length;o++)for(var s=n[o],a=s.link.range.start.y<e?0:s.link.range.start.x,c=s.link.range.end.y>e?this._bufferService.cols:s.link.range.end.x,l=a;l<=c;l++){if(r.has(l)){n.splice(o--,1);break}r.add(l)}}},t.prototype._checkLinkProviderResult=function(e,t,r){var i,n=this;if(!this._activeProviderReplies)return r;for(var o=this._activeProviderReplies.get(e),s=!1,a=0;a<e;a++)this._activeProviderReplies.has(a)&&!this._activeProviderReplies.get(a)||(s=!0);if(!s&&o){var c=o.find((function(e){return n._linkAtPosition(e.link,t)}));c&&(r=!0,this._handleNewLink(c))}if(this._activeProviderReplies.size===this._linkProviders.length&&!r)for(a=0;a<this._activeProviderReplies.size;a++){var l=null===(i=this._activeProviderReplies.get(a))||void 0===i?void 0:i.find((function(e){return n._linkAtPosition(e.link,t)}));if(l){r=!0,this._handleNewLink(l);break}}return r},t.prototype._onClick=function(e){if(this._element&&this._mouseService&&this._currentLink){var t=this._positionFromMouseEvent(e,this._element,this._mouseService);t&&this._linkAtPosition(this._currentLink.link,t)&&this._currentLink.link.activate(e,this._currentLink.link.text)}},t.prototype._clearCurrentLink=function(e,t){this._element&&this._currentLink&&this._lastMouseEvent&&(!e||!t||this._currentLink.link.range.start.y>=e&&this._currentLink.link.range.end.y<=t)&&(this._linkLeave(this._element,this._currentLink.link,this._lastMouseEvent),this._currentLink=void 0,(0,l.disposeArray)(this._linkCacheDisposables))},t.prototype._handleNewLink=function(e){var t=this;if(this._element&&this._lastMouseEvent&&this._mouseService){var r=this._positionFromMouseEvent(this._lastMouseEvent,this._element,this._mouseService);r&&this._linkAtPosition(e.link,r)&&(this._currentLink=e,this._currentLink.state={decorations:{underline:void 0===e.link.decorations||e.link.decorations.underline,pointerCursor:void 0===e.link.decorations||e.link.decorations.pointerCursor},isHovered:!0},this._linkHover(this._element,e.link,this._lastMouseEvent),e.link.decorations={},Object.defineProperties(e.link.decorations,{pointerCursor:{get:function(){var e,r;return null===(r=null===(e=t._currentLink)||void 0===e?void 0:e.state)||void 0===r?void 0:r.decorations.pointerCursor},set:function(e){var r,i;(null===(r=t._currentLink)||void 0===r?void 0:r.state)&&t._currentLink.state.decorations.pointerCursor!==e&&(t._currentLink.state.decorations.pointerCursor=e,t._currentLink.state.isHovered&&(null===(i=t._element)||void 0===i||i.classList.toggle("xterm-cursor-pointer",e)))}},underline:{get:function(){var e,r;return null===(r=null===(e=t._currentLink)||void 0===e?void 0:e.state)||void 0===r?void 0:r.decorations.underline},set:function(r){var i,n,o;(null===(i=t._currentLink)||void 0===i?void 0:i.state)&&(null===(o=null===(n=t._currentLink)||void 0===n?void 0:n.state)||void 0===o?void 0:o.decorations.underline)!==r&&(t._currentLink.state.decorations.underline=r,t._currentLink.state.isHovered&&t._fireUnderlineEvent(e.link,r))}}}),this._renderService&&this._linkCacheDisposables.push(this._renderService.onRenderedBufferChange((function(e){var r=0===e.start?0:e.start+1+t._bufferService.buffer.ydisp;t._clearCurrentLink(r,e.end+1+t._bufferService.buffer.ydisp)}))))}},t.prototype._linkHover=function(e,t,r){var i;(null===(i=this._currentLink)||void 0===i?void 0:i.state)&&(this._currentLink.state.isHovered=!0,this._currentLink.state.decorations.underline&&this._fireUnderlineEvent(t,!0),this._currentLink.state.decorations.pointerCursor&&e.classList.add("xterm-cursor-pointer")),t.hover&&t.hover(r,t.text)},t.prototype._fireUnderlineEvent=function(e,t){var r=e.range,i=this._bufferService.buffer.ydisp,n=this._createLinkUnderlineEvent(r.start.x-1,r.start.y-i-1,r.end.x,r.end.y-i-1,void 0);(t?this._onShowLinkUnderline:this._onHideLinkUnderline).fire(n)},t.prototype._linkLeave=function(e,t,r){var i;(null===(i=this._currentLink)||void 0===i?void 0:i.state)&&(this._currentLink.state.isHovered=!1,this._currentLink.state.decorations.underline&&this._fireUnderlineEvent(t,!1),this._currentLink.state.decorations.pointerCursor&&e.classList.remove("xterm-cursor-pointer")),t.leave&&t.leave(r,t.text)},t.prototype._linkAtPosition=function(e,t){var r=e.range.start.y===e.range.end.y,i=e.range.start.y<t.y,n=e.range.end.y>t.y;return(r&&e.range.start.x<=t.x&&e.range.end.x>=t.x||i&&e.range.end.x>=t.x||n&&e.range.start.x<=t.x||i&&n)&&e.range.start.y<=t.y&&e.range.end.y>=t.y},t.prototype._positionFromMouseEvent=function(e,t,r){var i=r.getCoords(e,t,this._bufferService.cols,this._bufferService.rows);if(i)return{x:i[0],y:i[1]+this._bufferService.buffer.ydisp}},t.prototype._createLinkUnderlineEvent=function(e,t,r,i,n){return{x1:e,y1:t,x2:r,y2:i,cols:this._bufferService.cols,fg:n}},o([s(0,a.IBufferService)],t)}(l.Disposable);t.Linkifier2=h},9042:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.tooMuchOutput=t.promptLabel=void 0,t.promptLabel="Terminal input",t.tooMuchOutput="Too much output to announce, navigate to rows manually to read"},6954:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)}),o=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},s=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.MouseZoneManager=void 0;var a=r(844),c=r(3656),l=r(4725),u=r(2585),h=function(e){function t(t,r,i,n,o,s){var a=e.call(this)||this;return a._element=t,a._screenElement=r,a._bufferService=i,a._mouseService=n,a._selectionService=o,a._optionsService=s,a._zones=[],a._areZonesActive=!1,a._lastHoverCoords=[void 0,void 0],a._initialSelectionLength=0,a.register((0,c.addDisposableDomListener)(a._element,"mousedown",(function(e){return a._onMouseDown(e)}))),a._mouseMoveListener=function(e){return a._onMouseMove(e)},a._mouseLeaveListener=function(e){return a._onMouseLeave(e)},a._clickListener=function(e){return a._onClick(e)},a}return n(t,e),t.prototype.dispose=function(){e.prototype.dispose.call(this),this._deactivate()},t.prototype.add=function(e){this._zones.push(e),1===this._zones.length&&this._activate()},t.prototype.clearAll=function(e,t){if(0!==this._zones.length){e&&t||(e=0,t=this._bufferService.rows-1);for(var r=0;r<this._zones.length;r++){var i=this._zones[r];(i.y1>e&&i.y1<=t+1||i.y2>e&&i.y2<=t+1||i.y1<e&&i.y2>t+1)&&(this._currentZone&&this._currentZone===i&&(this._currentZone.leaveCallback(),this._currentZone=void 0),this._zones.splice(r--,1))}0===this._zones.length&&this._deactivate()}},t.prototype._activate=function(){this._areZonesActive||(this._areZonesActive=!0,this._element.addEventListener("mousemove",this._mouseMoveListener),this._element.addEventListener("mouseleave",this._mouseLeaveListener),this._element.addEventListener("click",this._clickListener))},t.prototype._deactivate=function(){this._areZonesActive&&(this._areZonesActive=!1,this._element.removeEventListener("mousemove",this._mouseMoveListener),this._element.removeEventListener("mouseleave",this._mouseLeaveListener),this._element.removeEventListener("click",this._clickListener))},t.prototype._onMouseMove=function(e){this._lastHoverCoords[0]===e.pageX&&this._lastHoverCoords[1]===e.pageY||(this._onHover(e),this._lastHoverCoords=[e.pageX,e.pageY])},t.prototype._onHover=function(e){var t=this,r=this._findZoneEventAt(e);r!==this._currentZone&&(this._currentZone&&(this._currentZone.leaveCallback(),this._currentZone=void 0,this._tooltipTimeout&&clearTimeout(this._tooltipTimeout)),r&&(this._currentZone=r,r.hoverCallback&&r.hoverCallback(e),this._tooltipTimeout=window.setTimeout((function(){return t._onTooltip(e)}),this._optionsService.options.linkTooltipHoverDuration)))},t.prototype._onTooltip=function(e){this._tooltipTimeout=void 0;var t=this._findZoneEventAt(e);null==t||t.tooltipCallback(e)},t.prototype._onMouseDown=function(e){if(this._initialSelectionLength=this._getSelectionLength(),this._areZonesActive){var t=this._findZoneEventAt(e);(null==t?void 0:t.willLinkActivate(e))&&(e.preventDefault(),e.stopImmediatePropagation())}},t.prototype._onMouseLeave=function(e){this._currentZone&&(this._currentZone.leaveCallback(),this._currentZone=void 0,this._tooltipTimeout&&clearTimeout(this._tooltipTimeout))},t.prototype._onClick=function(e){var t=this._findZoneEventAt(e),r=this._getSelectionLength();t&&r===this._initialSelectionLength&&(t.clickCallback(e),e.preventDefault(),e.stopImmediatePropagation())},t.prototype._getSelectionLength=function(){var e=this._selectionService.selectionText;return e?e.length:0},t.prototype._findZoneEventAt=function(e){var t=this._mouseService.getCoords(e,this._screenElement,this._bufferService.cols,this._bufferService.rows);if(t)for(var r=t[0],i=t[1],n=0;n<this._zones.length;n++){var o=this._zones[n];if(o.y1===o.y2){if(i===o.y1&&r>=o.x1&&r<o.x2)return o}else if(i===o.y1&&r>=o.x1||i===o.y2&&r<o.x2||i>o.y1&&i<o.y2)return o}},o([s(2,u.IBufferService),s(3,l.IMouseService),s(4,l.ISelectionService),s(5,u.IOptionsService)],t)}(a.Disposable);t.MouseZoneManager=h},6193:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.RenderDebouncer=void 0;var r=function(){function e(e){this._renderCallback=e}return e.prototype.dispose=function(){this._animationFrame&&(window.cancelAnimationFrame(this._animationFrame),this._animationFrame=void 0)},e.prototype.refresh=function(e,t,r){var i=this;this._rowCount=r,e=void 0!==e?e:0,t=void 0!==t?t:this._rowCount-1,this._rowStart=void 0!==this._rowStart?Math.min(this._rowStart,e):e,this._rowEnd=void 0!==this._rowEnd?Math.max(this._rowEnd,t):t,this._animationFrame||(this._animationFrame=window.requestAnimationFrame((function(){return i._innerRefresh()})))},e.prototype._innerRefresh=function(){if(void 0!==this._rowStart&&void 0!==this._rowEnd&&void 0!==this._rowCount){var e=Math.max(this._rowStart,0),t=Math.min(this._rowEnd,this._rowCount-1);this._rowStart=void 0,this._rowEnd=void 0,this._animationFrame=void 0,this._renderCallback(e,t)}},e}();t.RenderDebouncer=r},5596:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)});Object.defineProperty(t,"__esModule",{value:!0}),t.ScreenDprMonitor=void 0;var o=function(e){function t(){var t=null!==e&&e.apply(this,arguments)||this;return t._currentDevicePixelRatio=window.devicePixelRatio,t}return n(t,e),t.prototype.setListener=function(e){var t=this;this._listener&&this.clearListener(),this._listener=e,this._outerListener=function(){t._listener&&(t._listener(window.devicePixelRatio,t._currentDevicePixelRatio),t._updateDpr())},this._updateDpr()},t.prototype.dispose=function(){e.prototype.dispose.call(this),this.clearListener()},t.prototype._updateDpr=function(){var e;this._outerListener&&(null===(e=this._resolutionMediaMatchList)||void 0===e||e.removeListener(this._outerListener),this._currentDevicePixelRatio=window.devicePixelRatio,this._resolutionMediaMatchList=window.matchMedia("screen and (resolution: "+window.devicePixelRatio+"dppx)"),this._resolutionMediaMatchList.addListener(this._outerListener))},t.prototype.clearListener=function(){this._resolutionMediaMatchList&&this._listener&&this._outerListener&&(this._resolutionMediaMatchList.removeListener(this._outerListener),this._resolutionMediaMatchList=void 0,this._listener=void 0,this._outerListener=void 0)},t}(r(844).Disposable);t.ScreenDprMonitor=o},3236:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)});Object.defineProperty(t,"__esModule",{value:!0}),t.Terminal=void 0;var o=r(2950),s=r(1680),a=r(3614),c=r(2584),l=r(5435),u=r(3525),h=r(3551),f=r(9312),_=r(6114),d=r(3656),p=r(9042),v=r(357),g=r(6954),y=r(4567),m=r(1296),b=r(7399),S=r(8460),C=r(8437),w=r(5680),L=r(3230),E=r(4725),x=r(428),A=r(8934),k=r(6465),M=r(5114),R=r(8969),T=r(4774),O=r(4269),B=r(5941),D="undefined"!=typeof window?window.document:null,P=function(e){function t(t){void 0===t&&(t={});var r=e.call(this,t)||this;return r.browser=_,r._keyDownHandled=!1,r._keyPressHandled=!1,r._unprocessedDeadKey=!1,r._onCursorMove=new S.EventEmitter,r._onKey=new S.EventEmitter,r._onRender=new S.EventEmitter,r._onSelectionChange=new S.EventEmitter,r._onTitleChange=new S.EventEmitter,r._onBell=new S.EventEmitter,r._onFocus=new S.EventEmitter,r._onBlur=new S.EventEmitter,r._onA11yCharEmitter=new S.EventEmitter,r._onA11yTabEmitter=new S.EventEmitter,r._setup(),r.linkifier=r._instantiationService.createInstance(h.Linkifier),r.linkifier2=r.register(r._instantiationService.createInstance(k.Linkifier2)),r.register(r._inputHandler.onRequestBell((function(){return r.bell()}))),r.register(r._inputHandler.onRequestRefreshRows((function(e,t){return r.refresh(e,t)}))),r.register(r._inputHandler.onRequestSendFocus((function(){return r._reportFocus()}))),r.register(r._inputHandler.onRequestReset((function(){return r.reset()}))),r.register(r._inputHandler.onRequestWindowsOptionsReport((function(e){return r._reportWindowsOptions(e)}))),r.register(r._inputHandler.onColor((function(e){return r._handleColorEvent(e)}))),r.register((0,S.forwardEvent)(r._inputHandler.onCursorMove,r._onCursorMove)),r.register((0,S.forwardEvent)(r._inputHandler.onTitleChange,r._onTitleChange)),r.register((0,S.forwardEvent)(r._inputHandler.onA11yChar,r._onA11yCharEmitter)),r.register((0,S.forwardEvent)(r._inputHandler.onA11yTab,r._onA11yTabEmitter)),r.register(r._bufferService.onResize((function(e){return r._afterResize(e.cols,e.rows)}))),r}return n(t,e),Object.defineProperty(t.prototype,"onCursorMove",{get:function(){return this._onCursorMove.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onKey",{get:function(){return this._onKey.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRender",{get:function(){return this._onRender.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onSelectionChange",{get:function(){return this._onSelectionChange.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onTitleChange",{get:function(){return this._onTitleChange.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onBell",{get:function(){return this._onBell.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onFocus",{get:function(){return this._onFocus.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onBlur",{get:function(){return this._onBlur.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onA11yChar",{get:function(){return this._onA11yCharEmitter.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onA11yTab",{get:function(){return this._onA11yTabEmitter.event},enumerable:!1,configurable:!0}),t.prototype._handleColorEvent=function(e){var t,r;if(this._colorManager){for(var i=0,n=e;i<n.length;i++){var o=n[i],s=void 0,a="";switch(o.index){case 256:s="foreground",a="10";break;case 257:s="background",a="11";break;case 258:s="cursor",a="12";break;default:s="ansi",a="4;"+o.index}if(s)switch(o.type){case 0:var l=T.color.toColorRGB("ansi"===s?this._colorManager.colors.ansi[o.index]:this._colorManager.colors[s]);this.coreService.triggerDataEvent(c.C0.ESC+"]"+a+";"+(0,B.toRgbString)(l)+c.C0.BEL);break;case 1:"ansi"===s?this._colorManager.colors.ansi[o.index]=T.rgba.toColor.apply(T.rgba,o.color):this._colorManager.colors[s]=T.rgba.toColor.apply(T.rgba,o.color);break;case 2:this._colorManager.restoreColor(o.index)}}null===(t=this._renderService)||void 0===t||t.setColors(this._colorManager.colors),null===(r=this.viewport)||void 0===r||r.onThemeChange(this._colorManager.colors)}},t.prototype.dispose=function(){var t,r,i;this._isDisposed||(e.prototype.dispose.call(this),null===(t=this._renderService)||void 0===t||t.dispose(),this._customKeyEventHandler=void 0,this.write=function(){},null===(i=null===(r=this.element)||void 0===r?void 0:r.parentNode)||void 0===i||i.removeChild(this.element))},t.prototype._setup=function(){e.prototype._setup.call(this),this._customKeyEventHandler=void 0},Object.defineProperty(t.prototype,"buffer",{get:function(){return this.buffers.active},enumerable:!1,configurable:!0}),t.prototype.focus=function(){this.textarea&&this.textarea.focus({preventScroll:!0})},t.prototype._updateOptions=function(t){var r,i,n,o;switch(e.prototype._updateOptions.call(this,t),t){case"fontFamily":case"fontSize":null===(r=this._renderService)||void 0===r||r.clear(),null===(i=this._charSizeService)||void 0===i||i.measure();break;case"cursorBlink":case"cursorStyle":this.refresh(this.buffer.y,this.buffer.y);break;case"customGlyphs":case"drawBoldTextInBrightColors":case"letterSpacing":case"lineHeight":case"fontWeight":case"fontWeightBold":case"minimumContrastRatio":this._renderService&&(this._renderService.clear(),this._renderService.onResize(this.cols,this.rows),this.refresh(0,this.rows-1));break;case"rendererType":this._renderService&&(this._renderService.setRenderer(this._createRenderer()),this._renderService.onResize(this.cols,this.rows));break;case"scrollback":null===(n=this.viewport)||void 0===n||n.syncScrollArea();break;case"screenReaderMode":this.optionsService.options.screenReaderMode?!this._accessibilityManager&&this._renderService&&(this._accessibilityManager=new y.AccessibilityManager(this,this._renderService)):(null===(o=this._accessibilityManager)||void 0===o||o.dispose(),this._accessibilityManager=void 0);break;case"tabStopWidth":this.buffers.setupTabStops();break;case"theme":this._setTheme(this.optionsService.options.theme)}},t.prototype._onTextAreaFocus=function(e){this.coreService.decPrivateModes.sendFocus&&this.coreService.triggerDataEvent(c.C0.ESC+"[I"),this.updateCursorStyle(e),this.element.classList.add("focus"),this._showCursor(),this._onFocus.fire()},t.prototype.blur=function(){var e;return null===(e=this.textarea)||void 0===e?void 0:e.blur()},t.prototype._onTextAreaBlur=function(){this.textarea.value="",this.refresh(this.buffer.y,this.buffer.y),this.coreService.decPrivateModes.sendFocus&&this.coreService.triggerDataEvent(c.C0.ESC+"[O"),this.element.classList.remove("focus"),this._onBlur.fire()},t.prototype._syncTextArea=function(){if(this.textarea&&this.buffer.isCursorInViewport&&!this._compositionHelper.isComposing&&this._renderService){var e=this.buffer.ybase+this.buffer.y,t=this.buffer.lines.get(e);if(t){var r=Math.min(this.buffer.x,this.cols-1),i=this._renderService.dimensions.actualCellHeight,n=t.getWidth(r),o=this._renderService.dimensions.actualCellWidth*n,s=this.buffer.y*this._renderService.dimensions.actualCellHeight,a=r*this._renderService.dimensions.actualCellWidth;this.textarea.style.left=a+"px",this.textarea.style.top=s+"px",this.textarea.style.width=o+"px",this.textarea.style.height=i+"px",this.textarea.style.lineHeight=i+"px",this.textarea.style.zIndex="-5"}}},t.prototype._initGlobal=function(){var e=this;this._bindKeys(),this.register((0,d.addDisposableDomListener)(this.element,"copy",(function(t){e.hasSelection()&&(0,a.copyHandler)(t,e._selectionService)})));var t=function(t){return(0,a.handlePasteEvent)(t,e.textarea,e.coreService)};this.register((0,d.addDisposableDomListener)(this.textarea,"paste",t)),this.register((0,d.addDisposableDomListener)(this.element,"paste",t)),_.isFirefox?this.register((0,d.addDisposableDomListener)(this.element,"mousedown",(function(t){2===t.button&&(0,a.rightClickHandler)(t,e.textarea,e.screenElement,e._selectionService,e.options.rightClickSelectsWord)}))):this.register((0,d.addDisposableDomListener)(this.element,"contextmenu",(function(t){(0,a.rightClickHandler)(t,e.textarea,e.screenElement,e._selectionService,e.options.rightClickSelectsWord)}))),_.isLinux&&this.register((0,d.addDisposableDomListener)(this.element,"auxclick",(function(t){1===t.button&&(0,a.moveTextAreaUnderMouseCursor)(t,e.textarea,e.screenElement)})))},t.prototype._bindKeys=function(){var e=this;this.register((0,d.addDisposableDomListener)(this.textarea,"keyup",(function(t){return e._keyUp(t)}),!0)),this.register((0,d.addDisposableDomListener)(this.textarea,"keydown",(function(t){return e._keyDown(t)}),!0)),this.register((0,d.addDisposableDomListener)(this.textarea,"keypress",(function(t){return e._keyPress(t)}),!0)),this.register((0,d.addDisposableDomListener)(this.textarea,"compositionstart",(function(){return e._compositionHelper.compositionstart()}))),this.register((0,d.addDisposableDomListener)(this.textarea,"compositionupdate",(function(t){return e._compositionHelper.compositionupdate(t)}))),this.register((0,d.addDisposableDomListener)(this.textarea,"compositionend",(function(){return e._compositionHelper.compositionend()}))),this.register((0,d.addDisposableDomListener)(this.textarea,"input",(function(t){return e._inputEvent(t)}),!0)),this.register(this.onRender((function(){return e._compositionHelper.updateCompositionElements()}))),this.register(this.onRender((function(t){return e._queueLinkification(t.start,t.end)})))},t.prototype.open=function(e){var t=this;if(!e)throw new Error("Terminal requires a parent element.");e.isConnected||this._logService.debug("Terminal.open was called on an element that was not attached to the DOM"),this._document=e.ownerDocument,this.element=this._document.createElement("div"),this.element.dir="ltr",this.element.classList.add("terminal"),this.element.classList.add("xterm"),this.element.setAttribute("tabindex","0"),e.appendChild(this.element);var r=D.createDocumentFragment();this._viewportElement=D.createElement("div"),this._viewportElement.classList.add("xterm-viewport"),r.appendChild(this._viewportElement),this._viewportScrollArea=D.createElement("div"),this._viewportScrollArea.classList.add("xterm-scroll-area"),this._viewportElement.appendChild(this._viewportScrollArea),this.screenElement=D.createElement("div"),this.screenElement.classList.add("xterm-screen"),this._helperContainer=D.createElement("div"),this._helperContainer.classList.add("xterm-helpers"),this.screenElement.appendChild(this._helperContainer),r.appendChild(this.screenElement),this.textarea=D.createElement("textarea"),this.textarea.classList.add("xterm-helper-textarea"),this.textarea.setAttribute("aria-label",p.promptLabel),this.textarea.setAttribute("aria-multiline","false"),this.textarea.setAttribute("autocorrect","off"),this.textarea.setAttribute("autocapitalize","off"),this.textarea.setAttribute("spellcheck","false"),this.textarea.tabIndex=0,this.register((0,d.addDisposableDomListener)(this.textarea,"focus",(function(e){return t._onTextAreaFocus(e)}))),this.register((0,d.addDisposableDomListener)(this.textarea,"blur",(function(){return t._onTextAreaBlur()}))),this._helperContainer.appendChild(this.textarea);var i=this._instantiationService.createInstance(M.CoreBrowserService,this.textarea);this._instantiationService.setService(E.ICoreBrowserService,i),this._charSizeService=this._instantiationService.createInstance(x.CharSizeService,this._document,this._helperContainer),this._instantiationService.setService(E.ICharSizeService,this._charSizeService),this._theme=this.options.theme||this._theme,this._colorManager=new w.ColorManager(D,this.options.allowTransparency),this.register(this.optionsService.onOptionChange((function(e){return t._colorManager.onOptionsChange(e)}))),this._colorManager.setTheme(this._theme),this._characterJoinerService=this._instantiationService.createInstance(O.CharacterJoinerService),this._instantiationService.setService(E.ICharacterJoinerService,this._characterJoinerService);var n=this._createRenderer();this._renderService=this.register(this._instantiationService.createInstance(L.RenderService,n,this.rows,this.screenElement)),this._instantiationService.setService(E.IRenderService,this._renderService),this.register(this._renderService.onRenderedBufferChange((function(e){return t._onRender.fire(e)}))),this.onResize((function(e){return t._renderService.resize(e.cols,e.rows)})),this._compositionView=D.createElement("div"),this._compositionView.classList.add("composition-view"),this._compositionHelper=this._instantiationService.createInstance(o.CompositionHelper,this.textarea,this._compositionView),this._helperContainer.appendChild(this._compositionView),this.element.appendChild(r),this._soundService=this._instantiationService.createInstance(v.SoundService),this._instantiationService.setService(E.ISoundService,this._soundService),this._mouseService=this._instantiationService.createInstance(A.MouseService),this._instantiationService.setService(E.IMouseService,this._mouseService),this.viewport=this._instantiationService.createInstance(s.Viewport,(function(e){return t.scrollLines(e,!0,1)}),this._viewportElement,this._viewportScrollArea,this.element),this.viewport.onThemeChange(this._colorManager.colors),this.register(this._inputHandler.onRequestSyncScrollBar((function(){return t.viewport.syncScrollArea()}))),this.register(this.viewport),this.register(this.onCursorMove((function(){t._renderService.onCursorMove(),t._syncTextArea()}))),this.register(this.onResize((function(){return t._renderService.onResize(t.cols,t.rows)}))),this.register(this.onBlur((function(){return t._renderService.onBlur()}))),this.register(this.onFocus((function(){return t._renderService.onFocus()}))),this.register(this._renderService.onDimensionsChange((function(){return t.viewport.syncScrollArea()}))),this._selectionService=this.register(this._instantiationService.createInstance(f.SelectionService,this.element,this.screenElement,this.linkifier2)),this._instantiationService.setService(E.ISelectionService,this._selectionService),this.register(this._selectionService.onRequestScrollLines((function(e){return t.scrollLines(e.amount,e.suppressScrollEvent)}))),this.register(this._selectionService.onSelectionChange((function(){return t._onSelectionChange.fire()}))),this.register(this._selectionService.onRequestRedraw((function(e){return t._renderService.onSelectionChanged(e.start,e.end,e.columnSelectMode)}))),this.register(this._selectionService.onLinuxMouseSelection((function(e){t.textarea.value=e,t.textarea.focus(),t.textarea.select()}))),this.register(this._onScroll.event((function(e){t.viewport.syncScrollArea(),t._selectionService.refresh()}))),this.register((0,d.addDisposableDomListener)(this._viewportElement,"scroll",(function(){return t._selectionService.refresh()}))),this._mouseZoneManager=this._instantiationService.createInstance(g.MouseZoneManager,this.element,this.screenElement),this.register(this._mouseZoneManager),this.register(this.onScroll((function(){return t._mouseZoneManager.clearAll()}))),this.linkifier.attachToDom(this.element,this._mouseZoneManager),this.linkifier2.attachToDom(this.screenElement,this._mouseService,this._renderService),this.register((0,d.addDisposableDomListener)(this.element,"mousedown",(function(e){return t._selectionService.onMouseDown(e)}))),this.coreMouseService.areMouseEventsActive?(this._selectionService.disable(),this.element.classList.add("enable-mouse-events")):this._selectionService.enable(),this.options.screenReaderMode&&(this._accessibilityManager=new y.AccessibilityManager(this,this._renderService)),this._charSizeService.measure(),this.refresh(0,this.rows-1),this._initGlobal(),this.bindMouse()},t.prototype._createRenderer=function(){switch(this.options.rendererType){case"canvas":return this._instantiationService.createInstance(u.Renderer,this._colorManager.colors,this.screenElement,this.linkifier,this.linkifier2);case"dom":return this._instantiationService.createInstance(m.DomRenderer,this._colorManager.colors,this.element,this.screenElement,this._viewportElement,this.linkifier,this.linkifier2);default:throw new Error('Unrecognized rendererType "'+this.options.rendererType+'"')}},t.prototype._setTheme=function(e){var t,r,i;this._theme=e,null===(t=this._colorManager)||void 0===t||t.setTheme(e),null===(r=this._renderService)||void 0===r||r.setColors(this._colorManager.colors),null===(i=this.viewport)||void 0===i||i.onThemeChange(this._colorManager.colors)},t.prototype.bindMouse=function(){var e=this,t=this,r=this.element;function i(e){var r,i,n=t._mouseService.getRawByteCoords(e,t.screenElement,t.cols,t.rows);if(!n)return!1;switch(e.overrideType||e.type){case"mousemove":i=32,void 0===e.buttons?(r=3,void 0!==e.button&&(r=e.button<3?e.button:3)):r=1&e.buttons?0:4&e.buttons?1:2&e.buttons?2:3;break;case"mouseup":i=0,r=e.button<3?e.button:3;break;case"mousedown":i=1,r=e.button<3?e.button:3;break;case"wheel":0!==e.deltaY&&(i=e.deltaY<0?0:1),r=4;break;default:return!1}return!(void 0===i||void 0===r||r>4)&&t.coreMouseService.triggerMouseEvent({col:n.x-33,row:n.y-33,button:r,action:i,ctrl:e.ctrlKey,alt:e.altKey,shift:e.shiftKey})}var n={mouseup:null,wheel:null,mousedrag:null,mousemove:null},o=function(t){return i(t),t.buttons||(e._document.removeEventListener("mouseup",n.mouseup),n.mousedrag&&e._document.removeEventListener("mousemove",n.mousedrag)),e.cancel(t)},s=function(t){return i(t),e.cancel(t,!0)},a=function(e){e.buttons&&i(e)},l=function(e){e.buttons||i(e)};this.register(this.coreMouseService.onProtocolChange((function(t){t?("debug"===e.optionsService.options.logLevel&&e._logService.debug("Binding to mouse events:",e.coreMouseService.explainEvents(t)),e.element.classList.add("enable-mouse-events"),e._selectionService.disable()):(e._logService.debug("Unbinding from mouse events."),e.element.classList.remove("enable-mouse-events"),e._selectionService.enable()),8&t?n.mousemove||(r.addEventListener("mousemove",l),n.mousemove=l):(r.removeEventListener("mousemove",n.mousemove),n.mousemove=null),16&t?n.wheel||(r.addEventListener("wheel",s,{passive:!1}),n.wheel=s):(r.removeEventListener("wheel",n.wheel),n.wheel=null),2&t?n.mouseup||(n.mouseup=o):(e._document.removeEventListener("mouseup",n.mouseup),n.mouseup=null),4&t?n.mousedrag||(n.mousedrag=a):(e._document.removeEventListener("mousemove",n.mousedrag),n.mousedrag=null)}))),this.coreMouseService.activeProtocol=this.coreMouseService.activeProtocol,this.register((0,d.addDisposableDomListener)(r,"mousedown",(function(t){if(t.preventDefault(),e.focus(),e.coreMouseService.areMouseEventsActive&&!e._selectionService.shouldForceSelection(t))return i(t),n.mouseup&&e._document.addEventListener("mouseup",n.mouseup),n.mousedrag&&e._document.addEventListener("mousemove",n.mousedrag),e.cancel(t)}))),this.register((0,d.addDisposableDomListener)(r,"wheel",(function(t){if(!n.wheel){if(!e.buffer.hasScrollback){var r=e.viewport.getLinesScrolled(t);if(0===r)return;for(var i=c.C0.ESC+(e.coreService.decPrivateModes.applicationCursorKeys?"O":"[")+(t.deltaY<0?"A":"B"),o="",s=0;s<Math.abs(r);s++)o+=i;return e.coreService.triggerDataEvent(o,!0),e.cancel(t,!0)}return e.viewport.onWheel(t)?e.cancel(t):void 0}}),{passive:!1})),this.register((0,d.addDisposableDomListener)(r,"touchstart",(function(t){if(!e.coreMouseService.areMouseEventsActive)return e.viewport.onTouchStart(t),e.cancel(t)}),{passive:!0})),this.register((0,d.addDisposableDomListener)(r,"touchmove",(function(t){if(!e.coreMouseService.areMouseEventsActive)return e.viewport.onTouchMove(t)?void 0:e.cancel(t)}),{passive:!1}))},t.prototype.refresh=function(e,t){var r;null===(r=this._renderService)||void 0===r||r.refreshRows(e,t)},t.prototype._queueLinkification=function(e,t){var r;null===(r=this.linkifier)||void 0===r||r.linkifyRows(e,t)},t.prototype.updateCursorStyle=function(e){var t;(null===(t=this._selectionService)||void 0===t?void 0:t.shouldColumnSelect(e))?this.element.classList.add("column-select"):this.element.classList.remove("column-select")},t.prototype._showCursor=function(){this.coreService.isCursorInitialized||(this.coreService.isCursorInitialized=!0,this.refresh(this.buffer.y,this.buffer.y))},t.prototype.scrollLines=function(t,r,i){void 0===i&&(i=0),e.prototype.scrollLines.call(this,t,r,i),this.refresh(0,this.rows-1)},t.prototype.paste=function(e){(0,a.paste)(e,this.textarea,this.coreService)},t.prototype.attachCustomKeyEventHandler=function(e){this._customKeyEventHandler=e},t.prototype.registerLinkMatcher=function(e,t,r){var i=this.linkifier.registerLinkMatcher(e,t,r);return this.refresh(0,this.rows-1),i},t.prototype.deregisterLinkMatcher=function(e){this.linkifier.deregisterLinkMatcher(e)&&this.refresh(0,this.rows-1)},t.prototype.registerLinkProvider=function(e){return this.linkifier2.registerLinkProvider(e)},t.prototype.registerCharacterJoiner=function(e){if(!this._characterJoinerService)throw new Error("Terminal must be opened first");var t=this._characterJoinerService.register(e);return this.refresh(0,this.rows-1),t},t.prototype.deregisterCharacterJoiner=function(e){if(!this._characterJoinerService)throw new Error("Terminal must be opened first");this._characterJoinerService.deregister(e)&&this.refresh(0,this.rows-1)},Object.defineProperty(t.prototype,"markers",{get:function(){return this.buffer.markers},enumerable:!1,configurable:!0}),t.prototype.addMarker=function(e){if(this.buffer===this.buffers.normal)return this.buffer.addMarker(this.buffer.ybase+this.buffer.y+e)},t.prototype.hasSelection=function(){return!!this._selectionService&&this._selectionService.hasSelection},t.prototype.select=function(e,t,r){this._selectionService.setSelection(e,t,r)},t.prototype.getSelection=function(){return this._selectionService?this._selectionService.selectionText:""},t.prototype.getSelectionPosition=function(){if(this._selectionService&&this._selectionService.hasSelection)return{startColumn:this._selectionService.selectionStart[0],startRow:this._selectionService.selectionStart[1],endColumn:this._selectionService.selectionEnd[0],endRow:this._selectionService.selectionEnd[1]}},t.prototype.clearSelection=function(){var e;null===(e=this._selectionService)||void 0===e||e.clearSelection()},t.prototype.selectAll=function(){var e;null===(e=this._selectionService)||void 0===e||e.selectAll()},t.prototype.selectLines=function(e,t){var r;null===(r=this._selectionService)||void 0===r||r.selectLines(e,t)},t.prototype._keyDown=function(e){if(this._keyDownHandled=!1,this._customKeyEventHandler&&!1===this._customKeyEventHandler(e))return!1;if(!this._compositionHelper.keydown(e))return this.buffer.ybase!==this.buffer.ydisp&&this._bufferService.scrollToBottom(),!1;"Dead"!==e.key&&"AltGraph"!==e.key||(this._unprocessedDeadKey=!0);var t=(0,b.evaluateKeyboardEvent)(e,this.coreService.decPrivateModes.applicationCursorKeys,this.browser.isMac,this.options.macOptionIsMeta);if(this.updateCursorStyle(e),3===t.type||2===t.type){var r=this.rows-1;return this.scrollLines(2===t.type?-r:r),this.cancel(e,!0)}return 1===t.type&&this.selectAll(),!!this._isThirdLevelShift(this.browser,e)||(t.cancel&&this.cancel(e,!0),!t.key||(this._unprocessedDeadKey?(this._unprocessedDeadKey=!1,!0):(t.key!==c.C0.ETX&&t.key!==c.C0.CR||(this.textarea.value=""),this._onKey.fire({key:t.key,domEvent:e}),this._showCursor(),this.coreService.triggerDataEvent(t.key,!0),this.optionsService.options.screenReaderMode?void(this._keyDownHandled=!0):this.cancel(e,!0))))},t.prototype._isThirdLevelShift=function(e,t){var r=e.isMac&&!this.options.macOptionIsMeta&&t.altKey&&!t.ctrlKey&&!t.metaKey||e.isWindows&&t.altKey&&t.ctrlKey&&!t.metaKey||e.isWindows&&t.getModifierState("AltGraph");return"keypress"===t.type?r:r&&(!t.keyCode||t.keyCode>47)},t.prototype._keyUp=function(e){this._customKeyEventHandler&&!1===this._customKeyEventHandler(e)||(function(e){return 16===e.keyCode||17===e.keyCode||18===e.keyCode}(e)||this.focus(),this.updateCursorStyle(e),this._keyPressHandled=!1)},t.prototype._keyPress=function(e){var t;if(this._keyPressHandled=!1,this._keyDownHandled)return!1;if(this._customKeyEventHandler&&!1===this._customKeyEventHandler(e))return!1;if(this.cancel(e),e.charCode)t=e.charCode;else if(null===e.which||void 0===e.which)t=e.keyCode;else{if(0===e.which||0===e.charCode)return!1;t=e.which}return!(!t||(e.altKey||e.ctrlKey||e.metaKey)&&!this._isThirdLevelShift(this.browser,e)||(t=String.fromCharCode(t),this._onKey.fire({key:t,domEvent:e}),this._showCursor(),this.coreService.triggerDataEvent(t,!0),this._keyPressHandled=!0,this._unprocessedDeadKey=!1,0))},t.prototype._inputEvent=function(e){if(e.data&&"insertText"===e.inputType&&!e.composed&&!this.optionsService.options.screenReaderMode){if(this._keyPressHandled)return!1;this._unprocessedDeadKey=!1;var t=e.data;return this.coreService.triggerDataEvent(t,!0),this.cancel(e),!0}return!1},t.prototype.bell=function(){var e;this._soundBell()&&(null===(e=this._soundService)||void 0===e||e.playBellSound()),this._onBell.fire()},t.prototype.resize=function(t,r){t!==this.cols||r!==this.rows?e.prototype.resize.call(this,t,r):this._charSizeService&&!this._charSizeService.hasValidSize&&this._charSizeService.measure()},t.prototype._afterResize=function(e,t){var r,i;null===(r=this._charSizeService)||void 0===r||r.measure(),null===(i=this.viewport)||void 0===i||i.syncScrollArea(!0)},t.prototype.clear=function(){if(0!==this.buffer.ybase||0!==this.buffer.y){this.buffer.lines.set(0,this.buffer.lines.get(this.buffer.ybase+this.buffer.y)),this.buffer.lines.length=1,this.buffer.ydisp=0,this.buffer.ybase=0,this.buffer.y=0;for(var e=1;e<this.rows;e++)this.buffer.lines.push(this.buffer.getBlankLine(C.DEFAULT_ATTR_DATA));this.refresh(0,this.rows-1),this._onScroll.fire({position:this.buffer.ydisp,source:0})}},t.prototype.reset=function(){var t,r;this.options.rows=this.rows,this.options.cols=this.cols;var i=this._customKeyEventHandler;this._setup(),e.prototype.reset.call(this),null===(t=this._selectionService)||void 0===t||t.reset(),this._customKeyEventHandler=i,this.refresh(0,this.rows-1),null===(r=this.viewport)||void 0===r||r.syncScrollArea()},t.prototype.clearTextureAtlas=function(){var e;null===(e=this._renderService)||void 0===e||e.clearTextureAtlas()},t.prototype._reportFocus=function(){var e;(null===(e=this.element)||void 0===e?void 0:e.classList.contains("focus"))?this.coreService.triggerDataEvent(c.C0.ESC+"[I"):this.coreService.triggerDataEvent(c.C0.ESC+"[O")},t.prototype._reportWindowsOptions=function(e){if(this._renderService)switch(e){case l.WindowsOptionsReportType.GET_WIN_SIZE_PIXELS:var t=this._renderService.dimensions.scaledCanvasWidth.toFixed(0),r=this._renderService.dimensions.scaledCanvasHeight.toFixed(0);this.coreService.triggerDataEvent(c.C0.ESC+"[4;"+r+";"+t+"t");break;case l.WindowsOptionsReportType.GET_CELL_SIZE_PIXELS:var i=this._renderService.dimensions.scaledCellWidth.toFixed(0),n=this._renderService.dimensions.scaledCellHeight.toFixed(0);this.coreService.triggerDataEvent(c.C0.ESC+"[6;"+n+";"+i+"t")}},t.prototype.cancel=function(e,t){if(this.options.cancelEvents||t)return e.preventDefault(),e.stopPropagation(),!1},t.prototype._visualBell=function(){return!1},t.prototype._soundBell=function(){return"sound"===this.options.bellStyle},t}(R.CoreTerminal);t.Terminal=P},9924:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.TimeBasedDebouncer=void 0;var r=function(){function e(e,t){void 0===t&&(t=1e3),this._renderCallback=e,this._debounceThresholdMS=t,this._lastRefreshMs=0,this._additionalRefreshRequested=!1}return e.prototype.dispose=function(){this._refreshTimeoutID&&clearTimeout(this._refreshTimeoutID)},e.prototype.refresh=function(e,t,r){var i=this;this._rowCount=r,e=void 0!==e?e:0,t=void 0!==t?t:this._rowCount-1,this._rowStart=void 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n(t,e),t.prototype.onThemeChange=function(e){this._viewportElement.style.backgroundColor=e.background.css},t.prototype._refresh=function(e){var t=this;if(e)return this._innerRefresh(),void(null!==this._refreshAnimationFrame&&cancelAnimationFrame(this._refreshAnimationFrame));null===this._refreshAnimationFrame&&(this._refreshAnimationFrame=requestAnimationFrame((function(){return t._innerRefresh()})))},t.prototype._innerRefresh=function(){if(this._charSizeService.height>0){this._currentRowHeight=this._renderService.dimensions.scaledCellHeight/window.devicePixelRatio,this._currentScaledCellHeight=this._renderService.dimensions.scaledCellHeight,this._lastRecordedViewportHeight=this._viewportElement.offsetHeight;var e=Math.round(this._currentRowHeight*this._lastRecordedBufferLength)+(this._lastRecordedViewportHeight-this._renderService.dimensions.canvasHeight);this._lastRecordedBufferHeight!==e&&(this._lastRecordedBufferHeight=e,this._scrollArea.style.height=this._lastRecordedBufferHeight+"px")}var t=this._bufferService.buffer.ydisp*this._currentRowHeight;this._viewportElement.scrollTop!==t&&(this._ignoreNextScrollEvent=!0,this._viewportElement.scrollTop=t),0===this._optionsService.options.scrollback?this.scrollBarWidth=0:this.scrollBarWidth=this._viewportElement.offsetWidth-this._scrollArea.offsetWidth||15,this._lastHadScrollBar=this.scrollBarWidth>0;var r=window.getComputedStyle(this._element),i=parseInt(r.paddingLeft)+parseInt(r.paddingRight);this._viewportElement.style.width=(this._renderService.dimensions.actualCellWidth*this._bufferService.cols+this.scrollBarWidth+(this._lastHadScrollBar?i:0)).toString()+"px",this._refreshAnimationFrame=null},t.prototype.syncScrollArea=function(e){if(void 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this._lastTouchY=e.touches[0].pageY,0!==t&&(this._viewportElement.scrollTop+=t,this._bubbleScroll(e,t))},o([s(4,u.IBufferService),s(5,u.IOptionsService),s(6,l.ICharSizeService),s(7,l.IRenderService)],t)}(a.Disposable);t.Viewport=h},2950:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.CompositionHelper=void 0;var o=r(4725),s=r(2585),a=function(){function 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c;return c=n(r,i,s,a).length>0?i-o(s,i):t,e<r&&c<=i||e>=r&&c<i?"C":"D"}(e,t,r,i,s,u);return l(a(e,h,r,f,"C"===_,s).length,c(_,u))}(u,h,e,t,r,i);if(h===t)return s=u>e?"D":"C",l(Math.abs(u-e),c(s,i));s=h>t?"D":"C";var f=Math.abs(h-t);return l(function(e,t){return t.cols-e}(h>t?e:u,r)+(f-1)*r.cols+1+((h>t?u:e)-1),c(s,i))}},1546:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.BaseRenderLayer=void 0;var i=r(643),n=r(8803),o=r(1420),s=r(3734),a=r(1752),c=r(4774),l=r(9631),u=r(8978),h=function(){function e(e,t,r,i,n,o,s,a){this._container=e,this._alpha=i,this._colors=n,this._rendererId=o,this._bufferService=s,this._optionsService=a,this._scaledCharWidth=0,this._scaledCharHeight=0,this._scaledCellWidth=0,this._scaledCellHeight=0,this._scaledCharLeft=0,this._scaledCharTop=0,this._currentGlyphIdentifier={chars:"",code:0,bg:0,fg:0,bold:!1,dim:!1,italic:!1},this._canvas=document.createElement("canvas"),this._canvas.classList.add("xterm-"+t+"-layer"),this._canvas.style.zIndex=r.toString(),this._initCanvas(),this._container.appendChild(this._canvas)}return e.prototype.dispose=function(){var e;(0,l.removeElementFromParent)(this._canvas),null===(e=this._charAtlas)||void 0===e||e.dispose()},e.prototype._initCanvas=function(){this._ctx=(0,a.throwIfFalsy)(this._canvas.getContext("2d",{alpha:this._alpha})),this._alpha||this._clearAll()},e.prototype.onOptionsChanged=function(){},e.prototype.onBlur=function(){},e.prototype.onFocus=function(){},e.prototype.onCursorMove=function(){},e.prototype.onGridChanged=function(e,t){},e.prototype.onSelectionChanged=function(e,t,r){void 0===r&&(r=!1)},e.prototype.setColors=function(e){this._refreshCharAtlas(e)},e.prototype._setTransparency=function(e){if(e!==this._alpha){var t=this._canvas;this._alpha=e,this._canvas=this._canvas.cloneNode(),this._initCanvas(),this._container.replaceChild(this._canvas,t),this._refreshCharAtlas(this._colors),this.onGridChanged(0,this._bufferService.rows-1)}},e.prototype._refreshCharAtlas=function(e){this._scaledCharWidth<=0&&this._scaledCharHeight<=0||(this._charAtlas=(0,o.acquireCharAtlas)(this._optionsService.options,this._rendererId,e,this._scaledCharWidth,this._scaledCharHeight),this._charAtlas.warmUp())},e.prototype.resize=function(e){this._scaledCellWidth=e.scaledCellWidth,this._scaledCellHeight=e.scaledCellHeight,this._scaledCharWidth=e.scaledCharWidth,this._scaledCharHeight=e.scaledCharHeight,this._scaledCharLeft=e.scaledCharLeft,this._scaledCharTop=e.scaledCharTop,this._canvas.width=e.scaledCanvasWidth,this._canvas.height=e.scaledCanvasHeight,this._canvas.style.width=e.canvasWidth+"px",this._canvas.style.height=e.canvasHeight+"px",this._alpha||this._clearAll(),this._refreshCharAtlas(this._colors)},e.prototype.clearTextureAtlas=function(){var e;null===(e=this._charAtlas)||void 0===e||e.clear()},e.prototype._fillCells=function(e,t,r,i){this._ctx.fillRect(e*this._scaledCellWidth,t*this._scaledCellHeight,r*this._scaledCellWidth,i*this._scaledCellHeight)},e.prototype._fillMiddleLineAtCells=function(e,t,r){void 0===r&&(r=1);var i=Math.ceil(.5*this._scaledCellHeight);this._ctx.fillRect(e*this._scaledCellWidth,(t+1)*this._scaledCellHeight-i-window.devicePixelRatio,r*this._scaledCellWidth,window.devicePixelRatio)},e.prototype._fillBottomLineAtCells=function(e,t,r){void 0===r&&(r=1),this._ctx.fillRect(e*this._scaledCellWidth,(t+1)*this._scaledCellHeight-window.devicePixelRatio-1,r*this._scaledCellWidth,window.devicePixelRatio)},e.prototype._fillLeftLineAtCell=function(e,t,r){this._ctx.fillRect(e*this._scaledCellWidth,t*this._scaledCellHeight,window.devicePixelRatio*r,this._scaledCellHeight)},e.prototype._strokeRectAtCell=function(e,t,r,i){this._ctx.lineWidth=window.devicePixelRatio,this._ctx.strokeRect(e*this._scaledCellWidth+window.devicePixelRatio/2,t*this._scaledCellHeight+window.devicePixelRatio/2,r*this._scaledCellWidth-window.devicePixelRatio,i*this._scaledCellHeight-window.devicePixelRatio)},e.prototype._clearAll=function(){this._alpha?this._ctx.clearRect(0,0,this._canvas.width,this._canvas.height):(this._ctx.fillStyle=this._colors.background.css,this._ctx.fillRect(0,0,this._canvas.width,this._canvas.height))},e.prototype._clearCells=function(e,t,r,i){this._alpha?this._ctx.clearRect(e*this._scaledCellWidth,t*this._scaledCellHeight,r*this._scaledCellWidth,i*this._scaledCellHeight):(this._ctx.fillStyle=this._colors.background.css,this._ctx.fillRect(e*this._scaledCellWidth,t*this._scaledCellHeight,r*this._scaledCellWidth,i*this._scaledCellHeight))},e.prototype._fillCharTrueColor=function(e,t,r){this._ctx.font=this._getFont(!1,!1),this._ctx.textBaseline=n.TEXT_BASELINE,this._clipRow(r);var i=!1;!1!==this._optionsService.options.customGlyphs&&(i=(0,u.tryDrawCustomChar)(this._ctx,e.getChars(),t*this._scaledCellWidth,r*this._scaledCellHeight,this._scaledCellWidth,this._scaledCellHeight)),i||this._ctx.fillText(e.getChars(),t*this._scaledCellWidth+this._scaledCharLeft,r*this._scaledCellHeight+this._scaledCharTop+this._scaledCharHeight)},e.prototype._drawChars=function(e,t,r){var o,s,a,c=this._getContrastColor(e);c||e.isFgRGB()||e.isBgRGB()?this._drawUncachedChars(e,t,r,c):(e.isInverse()?(s=e.isBgDefault()?n.INVERTED_DEFAULT_COLOR:e.getBgColor(),a=e.isFgDefault()?n.INVERTED_DEFAULT_COLOR:e.getFgColor()):(a=e.isBgDefault()?i.DEFAULT_COLOR:e.getBgColor(),s=e.isFgDefault()?i.DEFAULT_COLOR:e.getFgColor()),s+=this._optionsService.options.drawBoldTextInBrightColors&&e.isBold()&&s<8?8:0,this._currentGlyphIdentifier.chars=e.getChars()||i.WHITESPACE_CELL_CHAR,this._currentGlyphIdentifier.code=e.getCode()||i.WHITESPACE_CELL_CODE,this._currentGlyphIdentifier.bg=a,this._currentGlyphIdentifier.fg=s,this._currentGlyphIdentifier.bold=!!e.isBold(),this._currentGlyphIdentifier.dim=!!e.isDim(),this._currentGlyphIdentifier.italic=!!e.isItalic(),(null===(o=this._charAtlas)||void 0===o?void 0:o.draw(this._ctx,this._currentGlyphIdentifier,t*this._scaledCellWidth+this._scaledCharLeft,r*this._scaledCellHeight+this._scaledCharTop))||this._drawUncachedChars(e,t,r))},e.prototype._drawUncachedChars=function(e,t,r,i){if(this._ctx.save(),this._ctx.font=this._getFont(!!e.isBold(),!!e.isItalic()),this._ctx.textBaseline=n.TEXT_BASELINE,e.isInverse())if(i)this._ctx.fillStyle=i.css;else if(e.isBgDefault())this._ctx.fillStyle=c.color.opaque(this._colors.background).css;else if(e.isBgRGB())this._ctx.fillStyle="rgb("+s.AttributeData.toColorRGB(e.getBgColor()).join(",")+")";else{var o=e.getBgColor();this._optionsService.options.drawBoldTextInBrightColors&&e.isBold()&&o<8&&(o+=8),this._ctx.fillStyle=this._colors.ansi[o].css}else if(i)this._ctx.fillStyle=i.css;else if(e.isFgDefault())this._ctx.fillStyle=this._colors.foreground.css;else if(e.isFgRGB())this._ctx.fillStyle="rgb("+s.AttributeData.toColorRGB(e.getFgColor()).join(",")+")";else{var a=e.getFgColor();this._optionsService.options.drawBoldTextInBrightColors&&e.isBold()&&a<8&&(a+=8),this._ctx.fillStyle=this._colors.ansi[a].css}this._clipRow(r),e.isDim()&&(this._ctx.globalAlpha=n.DIM_OPACITY);var l=!1;!1!==this._optionsService.options.customGlyphs&&(l=(0,u.tryDrawCustomChar)(this._ctx,e.getChars(),t*this._scaledCellWidth,r*this._scaledCellHeight,this._scaledCellWidth,this._scaledCellHeight)),l||this._ctx.fillText(e.getChars(),t*this._scaledCellWidth+this._scaledCharLeft,r*this._scaledCellHeight+this._scaledCharTop+this._scaledCharHeight),this._ctx.restore()},e.prototype._clipRow=function(e){this._ctx.beginPath(),this._ctx.rect(0,e*this._scaledCellHeight,this._bufferService.cols*this._scaledCellWidth,this._scaledCellHeight),this._ctx.clip()},e.prototype._getFont=function(e,t){return(t?"italic":"")+" "+(e?this._optionsService.options.fontWeightBold:this._optionsService.options.fontWeight)+" "+this._optionsService.options.fontSize*window.devicePixelRatio+"px 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r?this._colors.foreground.rgba:this._colors.background.rgba}},e.prototype._resolveForegroundRgba=function(e,t,r,i){switch(e){case 16777216:case 33554432:return this._optionsService.options.drawBoldTextInBrightColors&&i&&t<8&&(t+=8),this._colors.ansi[t].rgba;case 50331648:return t<<8;default:return r?this._colors.background.rgba:this._colors.foreground.rgba}},e}();t.BaseRenderLayer=h},2512:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)}),o=this&&this.__decorate||function(e,t,r,i){var 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n(t,e),t.prototype.dispose=function(){this._cursorBlinkStateManager&&(this._cursorBlinkStateManager.dispose(),this._cursorBlinkStateManager=void 0),e.prototype.dispose.call(this)},t.prototype.resize=function(t){e.prototype.resize.call(this,t),this._state={x:0,y:0,isFocused:!1,style:"",width:0}},t.prototype.reset=function(){var e;this._clearCursor(),null===(e=this._cursorBlinkStateManager)||void 0===e||e.restartBlinkAnimation(),this.onOptionsChanged()},t.prototype.onBlur=function(){var e;null===(e=this._cursorBlinkStateManager)||void 0===e||e.pause(),this._onRequestRedraw.fire({start:this._bufferService.buffer.y,end:this._bufferService.buffer.y})},t.prototype.onFocus=function(){var e;null===(e=this._cursorBlinkStateManager)||void 0===e||e.resume(),this._onRequestRedraw.fire({start:this._bufferService.buffer.y,end:this._bufferService.buffer.y})},t.prototype.onOptionsChanged=function(){var e,t=this;this._optionsService.options.cursorBlink?this._cursorBlinkStateManager||(this._cursorBlinkStateManager=new _(this._coreBrowserService.isFocused,(function(){t._render(!0)}))):(null===(e=this._cursorBlinkStateManager)||void 0===e||e.dispose(),this._cursorBlinkStateManager=void 0),this._onRequestRedraw.fire({start:this._bufferService.buffer.y,end:this._bufferService.buffer.y})},t.prototype.onCursorMove=function(){var e;null===(e=this._cursorBlinkStateManager)||void 0===e||e.restartBlinkAnimation()},t.prototype.onGridChanged=function(e,t){!this._cursorBlinkStateManager||this._cursorBlinkStateManager.isPaused?this._render(!1):this._cursorBlinkStateManager.restartBlinkAnimation()},t.prototype._render=function(e){if(this._coreService.isCursorInitialized&&!this._coreService.isCursorHidden){var t=this._bufferService.buffer.ybase+this._bufferService.buffer.y,r=t-this._bufferService.buffer.ydisp;if(r<0||r>=this._bufferService.rows)this._clearCursor();else{var i=Math.min(this._bufferService.buffer.x,this._bufferService.cols-1);if(this._bufferService.buffer.lines.get(t).loadCell(i,this._cell),void 0!==this._cell.content){if(!this._coreBrowserService.isFocused){this._clearCursor(),this._ctx.save(),this._ctx.fillStyle=this._colors.cursor.css;var n=this._optionsService.options.cursorStyle;return n&&"block"!==n?this._cursorRenderers[n](i,r,this._cell):this._renderBlurCursor(i,r,this._cell),this._ctx.restore(),this._state.x=i,this._state.y=r,this._state.isFocused=!1,this._state.style=n,void(this._state.width=this._cell.getWidth())}if(!this._cursorBlinkStateManager||this._cursorBlinkStateManager.isCursorVisible){if(this._state){if(this._state.x===i&&this._state.y===r&&this._state.isFocused===this._coreBrowserService.isFocused&&this._state.style===this._optionsService.options.cursorStyle&&this._state.width===this._cell.getWidth())return;this._clearCursor()}this._ctx.save(),this._cursorRenderers[this._optionsService.options.cursorStyle||"block"](i,r,this._cell),this._ctx.restore(),this._state.x=i,this._state.y=r,this._state.isFocused=!1,this._state.style=this._optionsService.options.cursorStyle,this._state.width=this._cell.getWidth()}else this._clearCursor()}}}else this._clearCursor()},t.prototype._clearCursor=function(){this._state&&(window.devicePixelRatio<1?this._clearAll():this._clearCells(this._state.x,this._state.y,this._state.width,1),this._state={x:0,y:0,isFocused:!1,style:"",width:0})},t.prototype._renderBarCursor=function(e,t,r){this._ctx.save(),this._ctx.fillStyle=this._colors.cursor.css,this._fillLeftLineAtCell(e,t,this._optionsService.options.cursorWidth),this._ctx.restore()},t.prototype._renderBlockCursor=function(e,t,r){this._ctx.save(),this._ctx.fillStyle=this._colors.cursor.css,this._fillCells(e,t,r.getWidth(),1),this._ctx.fillStyle=this._colors.cursorAccent.css,this._fillCharTrueColor(r,e,t),this._ctx.restore()},t.prototype._renderUnderlineCursor=function(e,t,r){this._ctx.save(),this._ctx.fillStyle=this._colors.cursor.css,this._fillBottomLineAtCells(e,t),this._ctx.restore()},t.prototype._renderBlurCursor=function(e,t,r){this._ctx.save(),this._ctx.strokeStyle=this._colors.cursor.css,this._strokeRectAtCell(e,t,r.getWidth(),1),this._ctx.restore()},o([s(5,l.IBufferService),s(6,l.IOptionsService),s(7,l.ICoreService),s(8,u.ICoreBrowserService)],t)}(a.BaseRenderLayer);t.CursorRenderLayer=f;var 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f._colors=t,f._element=r,f._screenElement=i,f._viewportElement=n,f._linkifier=o,f._linkifier2=s,f._charSizeService=l,f._optionsService=u,f._bufferService=h,f._terminalClass=m++,f._rowElements=[],f._rowContainer=document.createElement("div"),f._rowContainer.classList.add("xterm-rows"),f._rowContainer.style.lineHeight="normal",f._rowContainer.setAttribute("aria-hidden","true"),f._refreshRowElements(f._bufferService.cols,f._bufferService.rows),f._selectionContainer=document.createElement("div"),f._selectionContainer.classList.add("xterm-selection"),f._selectionContainer.setAttribute("aria-hidden","true"),f.dimensions={scaledCharWidth:0,scaledCharHeight:0,scaledCellWidth:0,scaledCellHeight:0,scaledCharLeft:0,scaledCharTop:0,scaledCanvasWidth:0,scaledCanvasHeight:0,canvasWidth:0,canvasHeight:0,actualCellWidth:0,actualCellHeight:0},f._updateDimensions(),f._injectCss(),f._rowFactory=c.createInstance(a.DomRendererRowFactory,document,f._colors),f._element.classList.add(p+f._terminalClass),f._screenElement.appendChild(f._rowContainer),f._screenElement.appendChild(f._selectionContainer),f._linkifier.onShowLinkUnderline((function(e){return f._onLinkHover(e)})),f._linkifier.onHideLinkUnderline((function(e){return f._onLinkLeave(e)})),f._linkifier2.onShowLinkUnderline((function(e){return f._onLinkHover(e)})),f._linkifier2.onHideLinkUnderline((function(e){return f._onLinkLeave(e)})),f}return n(t,e),Object.defineProperty(t.prototype,"onRequestRedraw",{get:function(){return(new f.EventEmitter).event},enumerable:!1,configurable:!0}),t.prototype.dispose=function(){this._element.classList.remove(p+this._terminalClass),(0,d.removeElementFromParent)(this._rowContainer,this._selectionContainer,this._themeStyleElement,this._dimensionsStyleElement),e.prototype.dispose.call(this)},t.prototype._updateDimensions=function(){this.dimensions.scaledCharWidth=this._charSizeService.width*window.devicePixelRatio,this.dimensions.scaledCharHeight=Math.ceil(this._charSizeService.height*window.devicePixelRatio),this.dimensions.scaledCellWidth=this.dimensions.scaledCharWidth+Math.round(this._optionsService.options.letterSpacing),this.dimensions.scaledCellHeight=Math.floor(this.dimensions.scaledCharHeight*this._optionsService.options.lineHeight),this.dimensions.scaledCharLeft=0,this.dimensions.scaledCharTop=0,this.dimensions.scaledCanvasWidth=this.dimensions.scaledCellWidth*this._bufferService.cols,this.dimensions.scaledCanvasHeight=this.dimensions.scaledCellHeight*this._bufferService.rows,this.dimensions.canvasWidth=Math.round(this.dimensions.scaledCanvasWidth/window.devicePixelRatio),this.dimensions.canvasHeight=Math.round(this.dimensions.scaledCanvasHeight/window.devicePixelRatio),this.dimensions.actualCellWidth=this.dimensions.canvasWidth/this._bufferService.cols,this.dimensions.actualCellHeight=this.dimensions.canvasHeight/this._bufferService.rows;for(var e=0,t=this._rowElements;e<t.length;e++){var r=t[e];r.style.width=this.dimensions.canvasWidth+"px",r.style.height=this.dimensions.actualCellHeight+"px",r.style.lineHeight=this.dimensions.actualCellHeight+"px",r.style.overflow="hidden"}this._dimensionsStyleElement||(this._dimensionsStyleElement=document.createElement("style"),this._screenElement.appendChild(this._dimensionsStyleElement));var i=this._terminalSelector+" .xterm-rows span { display: inline-block; height: 100%; vertical-align: top; width: "+this.dimensions.actualCellWidth+"px}";this._dimensionsStyleElement.textContent=i,this._selectionContainer.style.height=this._viewportElement.style.height,this._screenElement.style.width=this.dimensions.canvasWidth+"px",this._screenElement.style.height=this.dimensions.canvasHeight+"px"},t.prototype.setColors=function(e){this._colors=e,this._injectCss()},t.prototype._injectCss=function(){var e=this;this._themeStyleElement||(this._themeStyleElement=document.createElement("style"),this._screenElement.appendChild(this._themeStyleElement));var t=this._terminalSelector+" .xterm-rows { color: "+this._colors.foreground.css+"; font-family: "+this._optionsService.options.fontFamily+"; font-size: "+this._optionsService.options.fontSize+"px;}";t+=this._terminalSelector+" span:not(."+a.BOLD_CLASS+") { font-weight: "+this._optionsService.options.fontWeight+";}"+this._terminalSelector+" span."+a.BOLD_CLASS+" { font-weight: "+this._optionsService.options.fontWeightBold+";}"+this._terminalSelector+" span."+a.ITALIC_CLASS+" { font-style: italic;}",t+="@keyframes blink_box_shadow_"+this._terminalClass+" { 50% {  box-shadow: none; }}",t+="@keyframes blink_block_"+this._terminalClass+" { 0% {  background-color: "+this._colors.cursor.css+";  color: "+this._colors.cursorAccent.css+"; } 50% {  background-color: "+this._colors.cursorAccent.css+";  color: "+this._colors.cursor.css+"; }}",t+=this._terminalSelector+" .xterm-rows:not(.xterm-focus) ."+a.CURSOR_CLASS+"."+a.CURSOR_STYLE_BLOCK_CLASS+" { outline: 1px solid "+this._colors.cursor.css+"; outline-offset: -1px;}"+this._terminalSelector+" .xterm-rows.xterm-focus ."+a.CURSOR_CLASS+"."+a.CURSOR_BLINK_CLASS+":not(."+a.CURSOR_STYLE_BLOCK_CLASS+") { animation: blink_box_shadow_"+this._terminalClass+" 1s step-end infinite;}"+this._terminalSelector+" .xterm-rows.xterm-focus ."+a.CURSOR_CLASS+"."+a.CURSOR_BLINK_CLASS+"."+a.CURSOR_STYLE_BLOCK_CLASS+" { animation: blink_block_"+this._terminalClass+" 1s step-end infinite;}"+this._terminalSelector+" .xterm-rows.xterm-focus ."+a.CURSOR_CLASS+"."+a.CURSOR_STYLE_BLOCK_CLASS+" { background-color: "+this._colors.cursor.css+"; color: "+this._colors.cursorAccent.css+";}"+this._terminalSelector+" .xterm-rows ."+a.CURSOR_CLASS+"."+a.CURSOR_STYLE_BAR_CLASS+" { box-shadow: "+this._optionsService.options.cursorWidth+"px 0 0 "+this._colors.cursor.css+" inset;}"+this._terminalSelector+" .xterm-rows ."+a.CURSOR_CLASS+"."+a.CURSOR_STYLE_UNDERLINE_CLASS+" { box-shadow: 0 -1px 0 "+this._colors.cursor.css+" inset;}",t+=this._terminalSelector+" .xterm-selection { position: absolute; top: 0; left: 0; z-index: 1; pointer-events: none;}"+this._terminalSelector+" .xterm-selection div { position: absolute; background-color: "+this._colors.selectionTransparent.css+";}",this._colors.ansi.forEach((function(r,i){t+=e._terminalSelector+" ."+v+i+" { color: "+r.css+"; }"+e._terminalSelector+" ."+g+i+" { background-color: "+r.css+"; }"})),t+=this._terminalSelector+" ."+v+c.INVERTED_DEFAULT_COLOR+" { color: "+_.color.opaque(this._colors.background).css+"; }"+this._terminalSelector+" ."+g+c.INVERTED_DEFAULT_COLOR+" { background-color: "+this._colors.foreground.css+"; }",this._themeStyleElement.textContent=t},t.prototype.onDevicePixelRatioChange=function(){this._updateDimensions()},t.prototype._refreshRowElements=function(e,t){for(var r=this._rowElements.length;r<=t;r++){var i=document.createElement("div");this._rowContainer.appendChild(i),this._rowElements.push(i)}for(;this._rowElements.length>t;)this._rowContainer.removeChild(this._rowElements.pop())},t.prototype.onResize=function(e,t){this._refreshRowElements(e,t),this._updateDimensions()},t.prototype.onCharSizeChanged=function(){this._updateDimensions()},t.prototype.onBlur=function(){this._rowContainer.classList.remove(y)},t.prototype.onFocus=function(){this._rowContainer.classList.add(y)},t.prototype.onSelectionChanged=function(e,t,r){for(;this._selectionContainer.children.length;)this._selectionContainer.removeChild(this._selectionContainer.children[0]);if(e&&t){var i=e[1]-this._bufferService.buffer.ydisp,n=t[1]-this._bufferService.buffer.ydisp,o=Math.max(i,0),s=Math.min(n,this._bufferService.rows-1);if(!(o>=this._bufferService.rows||s<0)){var a=document.createDocumentFragment();if(r)a.appendChild(this._createSelectionElement(o,e[0],t[0],s-o+1));else{var c=i===o?e[0]:0,l=o===n?t[0]:this._bufferService.cols;a.appendChild(this._createSelectionElement(o,c,l));var u=s-o-1;if(a.appendChild(this._createSelectionElement(o+1,0,this._bufferService.cols,u)),o!==s){var h=n===s?t[0]:this._bufferService.cols;a.appendChild(this._createSelectionElement(s,0,h))}}this._selectionContainer.appendChild(a)}}},t.prototype._createSelectionElement=function(e,t,r,i){void 0===i&&(i=1);var n=document.createElement("div");return n.style.height=i*this.dimensions.actualCellHeight+"px",n.style.top=e*this.dimensions.actualCellHeight+"px",n.style.left=t*this.dimensions.actualCellWidth+"px",n.style.width=this.dimensions.actualCellWidth*(r-t)+"px",n},t.prototype.onCursorMove=function(){},t.prototype.onOptionsChanged=function(){this._updateDimensions(),this._injectCss()},t.prototype.clear=function(){for(var e=0,t=this._rowElements;e<t.length;e++)t[e].innerText=""},t.prototype.renderRows=function(e,t){for(var r=this._bufferService.buffer.ybase+this._bufferService.buffer.y,i=Math.min(this._bufferService.buffer.x,this._bufferService.cols-1),n=this._optionsService.options.cursorBlink,o=e;o<=t;o++){var s=this._rowElements[o];s.innerText="";var a=o+this._bufferService.buffer.ydisp,c=this._bufferService.buffer.lines.get(a),l=this._optionsService.options.cursorStyle;s.appendChild(this._rowFactory.createRow(c,a,a===r,l,i,n,this.dimensions.actualCellWidth,this._bufferService.cols))}},Object.defineProperty(t.prototype,"_terminalSelector",{get:function(){return"."+p+this._terminalClass},enumerable:!1,configurable:!0}),t.prototype._onLinkHover=function(e){this._setCellUnderline(e.x1,e.x2,e.y1,e.y2,e.cols,!0)},t.prototype._onLinkLeave=function(e){this._setCellUnderline(e.x1,e.x2,e.y1,e.y2,e.cols,!1)},t.prototype._setCellUnderline=function(e,t,r,i,n,o){for(;e!==t||r!==i;){var s=this._rowElements[r];if(!s)return;var a=s.children[e];a&&(a.style.textDecoration=o?"underline":"none"),++e>=n&&(e=0,r++)}},o([s(6,h.IInstantiationService),s(7,u.ICharSizeService),s(8,h.IOptionsService),s(9,h.IBufferService)],t)}(l.Disposable);t.DomRenderer=b},3787:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.DomRendererRowFactory=t.CURSOR_STYLE_UNDERLINE_CLASS=t.CURSOR_STYLE_BAR_CLASS=t.CURSOR_STYLE_BLOCK_CLASS=t.CURSOR_BLINK_CLASS=t.CURSOR_CLASS=t.STRIKETHROUGH_CLASS=t.UNDERLINE_CLASS=t.ITALIC_CLASS=t.DIM_CLASS=t.BOLD_CLASS=void 0;var o=r(8803),s=r(643),a=r(511),c=r(2585),l=r(4774),u=r(4725),h=r(4269);t.BOLD_CLASS="xterm-bold",t.DIM_CLASS="xterm-dim",t.ITALIC_CLASS="xterm-italic",t.UNDERLINE_CLASS="xterm-underline",t.STRIKETHROUGH_CLASS="xterm-strikethrough",t.CURSOR_CLASS="xterm-cursor",t.CURSOR_BLINK_CLASS="xterm-cursor-blink",t.CURSOR_STYLE_BLOCK_CLASS="xterm-cursor-block",t.CURSOR_STYLE_BAR_CLASS="xterm-cursor-bar",t.CURSOR_STYLE_UNDERLINE_CLASS="xterm-cursor-underline";var f=function(){function e(e,t,r,i,n){this._document=e,this._colors=t,this._characterJoinerService=r,this._optionsService=i,this._coreService=n,this._workCell=new a.CellData}return e.prototype.setColors=function(e){this._colors=e},e.prototype.createRow=function(e,r,i,n,a,c,u,f){for(var d=this._document.createDocumentFragment(),p=this._characterJoinerService.getJoinedCharacters(r),v=0,g=Math.min(e.length,f)-1;g>=0;g--)if(e.loadCell(g,this._workCell).getCode()!==s.NULL_CELL_CODE||i&&g===a){v=g+1;break}for(g=0;g<v;g++){e.loadCell(g,this._workCell);var y=this._workCell.getWidth();if(0!==y){var m=!1,b=g,S=this._workCell;if(p.length>0&&g===p[0][0]){m=!0;var C=p.shift();S=new h.JoinedCellData(this._workCell,e.translateToString(!0,C[0],C[1]),C[1]-C[0]),b=C[1]-1,y=S.getWidth()}var w=this._document.createElement("span");if(y>1&&(w.style.width=u*y+"px"),m&&(w.style.display="inline",a>=g&&a<=b&&(a=g)),!this._coreService.isCursorHidden&&i&&g===a)switch(w.classList.add(t.CURSOR_CLASS),c&&w.classList.add(t.CURSOR_BLINK_CLASS),n){case"bar":w.classList.add(t.CURSOR_STYLE_BAR_CLASS);break;case"underline":w.classList.add(t.CURSOR_STYLE_UNDERLINE_CLASS);break;default:w.classList.add(t.CURSOR_STYLE_BLOCK_CLASS)}S.isBold()&&w.classList.add(t.BOLD_CLASS),S.isItalic()&&w.classList.add(t.ITALIC_CLASS),S.isDim()&&w.classList.add(t.DIM_CLASS),S.isUnderline()&&w.classList.add(t.UNDERLINE_CLASS),S.isInvisible()?w.textContent=s.WHITESPACE_CELL_CHAR:w.textContent=S.getChars()||s.WHITESPACE_CELL_CHAR,S.isStrikethrough()&&w.classList.add(t.STRIKETHROUGH_CLASS);var L=S.getFgColor(),E=S.getFgColorMode(),x=S.getBgColor(),A=S.getBgColorMode(),k=!!S.isInverse();if(k){var M=L;L=x,x=M;var R=E;E=A,A=R}switch(E){case 16777216:case 33554432:S.isBold()&&L<8&&this._optionsService.options.drawBoldTextInBrightColors&&(L+=8),this._applyMinimumContrast(w,this._colors.background,this._colors.ansi[L])||w.classList.add("xterm-fg-"+L);break;case 50331648:var T=l.rgba.toColor(L>>16&255,L>>8&255,255&L);this._applyMinimumContrast(w,this._colors.background,T)||this._addStyle(w,"color:#"+_(L.toString(16),"0",6));break;default:this._applyMinimumContrast(w,this._colors.background,this._colors.foreground)||k&&w.classList.add("xterm-fg-"+o.INVERTED_DEFAULT_COLOR)}switch(A){case 16777216:case 33554432:w.classList.add("xterm-bg-"+x);break;case 50331648:this._addStyle(w,"background-color:#"+_(x.toString(16),"0",6));break;default:k&&w.classList.add("xterm-bg-"+o.INVERTED_DEFAULT_COLOR)}d.appendChild(w),g=b}}return d},e.prototype._applyMinimumContrast=function(e,t,r){if(1===this._optionsService.options.minimumContrastRatio)return!1;var i=this._colors.contrastCache.getColor(this._workCell.bg,this._workCell.fg);return void 0===i&&(i=l.color.ensureContrastRatio(t,r,this._optionsService.options.minimumContrastRatio),this._colors.contrastCache.setColor(this._workCell.bg,this._workCell.fg,null!=i?i:null)),!!i&&(this._addStyle(e,"color:"+i.css),!0)},e.prototype._addStyle=function(e,t){e.setAttribute("style",""+(e.getAttribute("style")||"")+t+";")},i([n(2,u.ICharacterJoinerService),n(3,c.IOptionsService),n(4,c.ICoreService)],e)}();function _(e,t,r){for(;e.length<r;)e=t+e;return e}t.DomRendererRowFactory=f},456:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.SelectionModel=void 0;var r=function(){function e(e){this._bufferService=e,this.isSelectAllActive=!1,this.selectionStartLength=0}return e.prototype.clearSelection=function(){this.selectionStart=void 0,this.selectionEnd=void 0,this.isSelectAllActive=!1,this.selectionStartLength=0},Object.defineProperty(e.prototype,"finalSelectionStart",{get:function(){return this.isSelectAllActive?[0,0]:this.selectionEnd&&this.selectionStart&&this.areSelectionValuesReversed()?this.selectionEnd:this.selectionStart},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"finalSelectionEnd",{get:function(){if(this.isSelectAllActive)return[this._bufferService.cols,this._bufferService.buffer.ybase+this._bufferService.rows-1];if(this.selectionStart){if(!this.selectionEnd||this.areSelectionValuesReversed()){var e=this.selectionStart[0]+this.selectionStartLength;return e>this._bufferService.cols?e%this._bufferService.cols==0?[this._bufferService.cols,this.selectionStart[1]+Math.floor(e/this._bufferService.cols)-1]:[e%this._bufferService.cols,this.selectionStart[1]+Math.floor(e/this._bufferService.cols)]:[e,this.selectionStart[1]]}return this.selectionStartLength&&this.selectionEnd[1]===this.selectionStart[1]?[Math.max(this.selectionStart[0]+this.selectionStartLength,this.selectionEnd[0]),this.selectionEnd[1]]:this.selectionEnd}},enumerable:!1,configurable:!0}),e.prototype.areSelectionValuesReversed=function(){var e=this.selectionStart,t=this.selectionEnd;return!(!e||!t)&&(e[1]>t[1]||e[1]===t[1]&&e[0]>t[0])},e.prototype.onTrim=function(e){return this.selectionStart&&(this.selectionStart[1]-=e),this.selectionEnd&&(this.selectionEnd[1]-=e),this.selectionEnd&&this.selectionEnd[1]<0?(this.clearSelection(),!0):(this.selectionStart&&this.selectionStart[1]<0&&(this.selectionStart[1]=0),!1)},e}();t.SelectionModel=r},428:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.CharSizeService=void 0;var o=r(2585),s=r(8460),a=function(){function e(e,t,r){this._optionsService=r,this.width=0,this.height=0,this._onCharSizeChange=new s.EventEmitter,this._measureStrategy=new c(e,t,this._optionsService)}return Object.defineProperty(e.prototype,"hasValidSize",{get:function(){return this.width>0&&this.height>0},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"onCharSizeChange",{get:function(){return this._onCharSizeChange.event},enumerable:!1,configurable:!0}),e.prototype.measure=function(){var e=this._measureStrategy.measure();e.width===this.width&&e.height===this.height||(this.width=e.width,this.height=e.height,this._onCharSizeChange.fire())},i([n(2,o.IOptionsService)],e)}();t.CharSizeService=a;var c=function(){function e(e,t,r){this._document=e,this._parentElement=t,this._optionsService=r,this._result={width:0,height:0},this._measureElement=this._document.createElement("span"),this._measureElement.classList.add("xterm-char-measure-element"),this._measureElement.textContent="W",this._measureElement.setAttribute("aria-hidden","true"),this._parentElement.appendChild(this._measureElement)}return e.prototype.measure=function(){this._measureElement.style.fontFamily=this._optionsService.options.fontFamily,this._measureElement.style.fontSize=this._optionsService.options.fontSize+"px";var e=this._measureElement.getBoundingClientRect();return 0!==e.width&&0!==e.height&&(this._result.width=e.width,this._result.height=Math.ceil(e.height)),this._result},e}()},4269:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)}),o=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},s=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.CharacterJoinerService=t.JoinedCellData=void 0;var a=r(3734),c=r(643),l=r(511),u=r(2585),h=function(e){function t(t,r,i){var n=e.call(this)||this;return n.content=0,n.combinedData="",n.fg=t.fg,n.bg=t.bg,n.combinedData=r,n._width=i,n}return n(t,e),t.prototype.isCombined=function(){return 2097152},t.prototype.getWidth=function(){return this._width},t.prototype.getChars=function(){return this.combinedData},t.prototype.getCode=function(){return 2097151},t.prototype.setFromCharData=function(e){throw new Error("not implemented")},t.prototype.getAsCharData=function(){return[this.fg,this.getChars(),this.getWidth(),this.getCode()]},t}(a.AttributeData);t.JoinedCellData=h;var f=function(){function e(e){this._bufferService=e,this._characterJoiners=[],this._nextCharacterJoinerId=0,this._workCell=new l.CellData}return e.prototype.register=function(e){var t={id:this._nextCharacterJoinerId++,handler:e};return this._characterJoiners.push(t),t.id},e.prototype.deregister=function(e){for(var t=0;t<this._characterJoiners.length;t++)if(this._characterJoiners[t].id===e)return this._characterJoiners.splice(t,1),!0;return!1},e.prototype.getJoinedCharacters=function(e){if(0===this._characterJoiners.length)return[];var t=this._bufferService.buffer.lines.get(e);if(!t||0===t.length)return[];for(var r=[],i=t.translateToString(!0),n=0,o=0,s=0,a=t.getFg(0),l=t.getBg(0),u=0;u<t.getTrimmedLength();u++)if(t.loadCell(u,this._workCell),0!==this._workCell.getWidth()){if(this._workCell.fg!==a||this._workCell.bg!==l){if(u-n>1)for(var h=this._getJoinedRanges(i,s,o,t,n),f=0;f<h.length;f++)r.push(h[f]);n=u,s=o,a=this._workCell.fg,l=this._workCell.bg}o+=this._workCell.getChars().length||c.WHITESPACE_CELL_CHAR.length}if(this._bufferService.cols-n>1)for(h=this._getJoinedRanges(i,s,o,t,n),f=0;f<h.length;f++)r.push(h[f]);return r},e.prototype._getJoinedRanges=function(t,r,i,n,o){var s=t.substring(r,i),a=[];try{a=this._characterJoiners[0].handler(s)}catch(e){console.error(e)}for(var c=1;c<this._characterJoiners.length;c++)try{for(var l=this._characterJoiners[c].handler(s),u=0;u<l.length;u++)e._mergeRanges(a,l[u])}catch(e){console.error(e)}return this._stringRangesToCellRanges(a,n,o),a},e.prototype._stringRangesToCellRanges=function(e,t,r){var i=0,n=!1,o=0,s=e[i];if(s){for(var a=r;a<this._bufferService.cols;a++){var l=t.getWidth(a),u=t.getString(a).length||c.WHITESPACE_CELL_CHAR.length;if(0!==l){if(!n&&s[0]<=o&&(s[0]=a,n=!0),s[1]<=o){if(s[1]=a,!(s=e[++i]))break;s[0]<=o?(s[0]=a,n=!0):n=!1}o+=u}}s&&(s[1]=this._bufferService.cols)}},e._mergeRanges=function(e,t){for(var r=!1,i=0;i<e.length;i++){var n=e[i];if(r){if(t[1]<=n[0])return e[i-1][1]=t[1],e;if(t[1]<=n[1])return e[i-1][1]=Math.max(t[1],n[1]),e.splice(i,1),e;e.splice(i,1),i--}else{if(t[1]<=n[0])return e.splice(i,0,t),e;if(t[1]<=n[1])return n[0]=Math.min(t[0],n[0]),e;t[0]<n[1]&&(n[0]=Math.min(t[0],n[0]),r=!0)}}return r?e[e.length-1][1]=t[1]:e.push(t),e},e=o([s(0,u.IBufferService)],e)}();t.CharacterJoinerService=f},5114:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.CoreBrowserService=void 0;var r=function(){function e(e){this._textarea=e}return Object.defineProperty(e.prototype,"isFocused",{get:function(){return(this._textarea.getRootNode?this._textarea.getRootNode():document).activeElement===this._textarea&&document.hasFocus()},enumerable:!1,configurable:!0}),e}();t.CoreBrowserService=r},8934:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return 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l._onIntersectionChange(e[e.length-1])}),{threshold:0});f.observe(i),l.register({dispose:function(){return f.disconnect()}})}return l}return n(t,e),Object.defineProperty(t.prototype,"onDimensionsChange",{get:function(){return this._onDimensionsChange.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRenderedBufferChange",{get:function(){return this._onRender.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRefreshRequest",{get:function(){return this._onRefreshRequest.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"dimensions",{get:function(){return this._renderer.dimensions},enumerable:!1,configurable:!0}),t.prototype._onIntersectionChange=function(e){this._isPaused=void 0===e.isIntersecting?0===e.intersectionRatio:!e.isIntersecting,this._isPaused||this._charSizeService.hasValidSize||this._charSizeService.measure(),!this._isPaused&&this._needsFullRefresh&&(this.refreshRows(0,this._rowCount-1),this._needsFullRefresh=!1)},t.prototype.refreshRows=function(e,t,r){void 0===r&&(r=!1),this._isPaused?this._needsFullRefresh=!0:(r||(this._isNextRenderRedrawOnly=!1),this._renderDebouncer.refresh(e,t,this._rowCount))},t.prototype._renderRows=function(e,t){this._renderer.renderRows(e,t),this._needsSelectionRefresh&&(this._renderer.onSelectionChanged(this._selectionState.start,this._selectionState.end,this._selectionState.columnSelectMode),this._needsSelectionRefresh=!1),this._isNextRenderRedrawOnly||this._onRender.fire({start:e,end:t}),this._isNextRenderRedrawOnly=!0},t.prototype.resize=function(e,t){this._rowCount=t,this._fireOnCanvasResize()},t.prototype.changeOptions=function(){this._renderer.onOptionsChanged(),this.refreshRows(0,this._rowCount-1),this._fireOnCanvasResize()},t.prototype._fireOnCanvasResize=function(){this._renderer.dimensions.canvasWidth===this._canvasWidth&&this._renderer.dimensions.canvasHeight===this._canvasHeight||this._onDimensionsChange.fire(this._renderer.dimensions)},t.prototype.dispose=function(){e.prototype.dispose.call(this)},t.prototype.setRenderer=function(e){var t=this;this._renderer.dispose(),this._renderer=e,this._renderer.onRequestRedraw((function(e){return t.refreshRows(e.start,e.end,!0)})),this._needsSelectionRefresh=!0,this._fullRefresh()},t.prototype._fullRefresh=function(){this._isPaused?this._needsFullRefresh=!0:this.refreshRows(0,this._rowCount-1)},t.prototype.clearTextureAtlas=function(){var e,t;null===(t=null===(e=this._renderer)||void 0===e?void 0:e.clearTextureAtlas)||void 0===t||t.call(e),this._fullRefresh()},t.prototype.setColors=function(e){this._renderer.setColors(e),this._fullRefresh()},t.prototype.onDevicePixelRatioChange=function(){this._charSizeService.measure(),this._renderer.onDevicePixelRatioChange(),this.refreshRows(0,this._rowCount-1)},t.prototype.onResize=function(e,t){this._renderer.onResize(e,t),this._fullRefresh()},t.prototype.onCharSizeChanged=function(){this._renderer.onCharSizeChanged()},t.prototype.onBlur=function(){this._renderer.onBlur()},t.prototype.onFocus=function(){this._renderer.onFocus()},t.prototype.onSelectionChanged=function(e,t,r){this._selectionState.start=e,this._selectionState.end=t,this._selectionState.columnSelectMode=r,this._renderer.onSelectionChanged(e,t,r)},t.prototype.onCursorMove=function(){this._renderer.onCursorMove()},t.prototype.clear=function(){this._renderer.clear()},o([s(3,f.IOptionsService),s(4,_.ICharSizeService),s(5,f.IBufferService)],t)}(l.Disposable);t.RenderService=d},9312:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)}),o=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},s=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.SelectionService=void 0;var a=r(6114),c=r(456),l=r(511),u=r(8460),h=r(4725),f=r(2585),_=r(9806),d=r(9504),p=r(844),v=r(4841),g=String.fromCharCode(160),y=new RegExp(g,"g"),m=function(e){function t(t,r,i,n,o,s,a,h){var f=e.call(this)||this;return f._element=t,f._screenElement=r,f._linkifier=i,f._bufferService=n,f._coreService=o,f._mouseService=s,f._optionsService=a,f._renderService=h,f._dragScrollAmount=0,f._enabled=!0,f._workCell=new l.CellData,f._mouseDownTimeStamp=0,f._oldHasSelection=!1,f._oldSelectionStart=void 0,f._oldSelectionEnd=void 0,f._onLinuxMouseSelection=f.register(new u.EventEmitter),f._onRedrawRequest=f.register(new u.EventEmitter),f._onSelectionChange=f.register(new u.EventEmitter),f._onRequestScrollLines=f.register(new u.EventEmitter),f._mouseMoveListener=function(e){return f._onMouseMove(e)},f._mouseUpListener=function(e){return f._onMouseUp(e)},f._coreService.onUserInput((function(){f.hasSelection&&f.clearSelection()})),f._trimListener=f._bufferService.buffer.lines.onTrim((function(e){return f._onTrim(e)})),f.register(f._bufferService.buffers.onBufferActivate((function(e){return f._onBufferActivate(e)}))),f.enable(),f._model=new c.SelectionModel(f._bufferService),f._activeSelectionMode=0,f}return n(t,e),Object.defineProperty(t.prototype,"onLinuxMouseSelection",{get:function(){return this._onLinuxMouseSelection.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestRedraw",{get:function(){return this._onRedrawRequest.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onSelectionChange",{get:function(){return this._onSelectionChange.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestScrollLines",{get:function(){return this._onRequestScrollLines.event},enumerable:!1,configurable:!0}),t.prototype.dispose=function(){this._removeMouseDownListeners()},t.prototype.reset=function(){this.clearSelection()},t.prototype.disable=function(){this.clearSelection(),this._enabled=!1},t.prototype.enable=function(){this._enabled=!0},Object.defineProperty(t.prototype,"selectionStart",{get:function(){return this._model.finalSelectionStart},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"selectionEnd",{get:function(){return this._model.finalSelectionEnd},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"hasSelection",{get:function(){var e=this._model.finalSelectionStart,t=this._model.finalSelectionEnd;return!(!e||!t||e[0]===t[0]&&e[1]===t[1])},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"selectionText",{get:function(){var e=this._model.finalSelectionStart,t=this._model.finalSelectionEnd;if(!e||!t)return"";var r=this._bufferService.buffer,i=[];if(3===this._activeSelectionMode){if(e[0]===t[0])return"";for(var n=e[1];n<=t[1];n++){var o=r.translateBufferLineToString(n,!0,e[0],t[0]);i.push(o)}}else{var s=e[1]===t[1]?t[0]:void 0;for(i.push(r.translateBufferLineToString(e[1],!0,e[0],s)),n=e[1]+1;n<=t[1]-1;n++){var c=r.lines.get(n);o=r.translateBufferLineToString(n,!0),(null==c?void 0:c.isWrapped)?i[i.length-1]+=o:i.push(o)}e[1]!==t[1]&&(c=r.lines.get(t[1]),o=r.translateBufferLineToString(t[1],!0,0,t[0]),c&&c.isWrapped?i[i.length-1]+=o:i.push(o))}return i.map((function(e){return e.replace(y," ")})).join(a.isWindows?"\r\n":"\n")},enumerable:!1,configurable:!0}),t.prototype.clearSelection=function(){this._model.clearSelection(),this._removeMouseDownListeners(),this.refresh(),this._onSelectionChange.fire()},t.prototype.refresh=function(e){var t=this;this._refreshAnimationFrame||(this._refreshAnimationFrame=window.requestAnimationFrame((function(){return t._refresh()}))),a.isLinux&&e&&this.selectionText.length&&this._onLinuxMouseSelection.fire(this.selectionText)},t.prototype._refresh=function(){this._refreshAnimationFrame=void 0,this._onRedrawRequest.fire({start:this._model.finalSelectionStart,end:this._model.finalSelectionEnd,columnSelectMode:3===this._activeSelectionMode})},t.prototype._isClickInSelection=function(e){var t=this._getMouseBufferCoords(e),r=this._model.finalSelectionStart,i=this._model.finalSelectionEnd;return!!(r&&i&&t)&&this._areCoordsInSelection(t,r,i)},t.prototype._areCoordsInSelection=function(e,t,r){return e[1]>t[1]&&e[1]<r[1]||t[1]===r[1]&&e[1]===t[1]&&e[0]>=t[0]&&e[0]<r[0]||t[1]<r[1]&&e[1]===r[1]&&e[0]<r[0]||t[1]<r[1]&&e[1]===t[1]&&e[0]>=t[0]},t.prototype._selectWordAtCursor=function(e,t){var r,i,n=null===(i=null===(r=this._linkifier.currentLink)||void 0===r?void 0:r.link)||void 0===i?void 0:i.range;if(n)return this._model.selectionStart=[n.start.x-1,n.start.y-1],this._model.selectionStartLength=(0,v.getRangeLength)(n,this._bufferService.cols),this._model.selectionEnd=void 0,!0;var o=this._getMouseBufferCoords(e);return!!o&&(this._selectWordAt(o,t),this._model.selectionEnd=void 0,!0)},t.prototype.selectAll=function(){this._model.isSelectAllActive=!0,this.refresh(),this._onSelectionChange.fire()},t.prototype.selectLines=function(e,t){this._model.clearSelection(),e=Math.max(e,0),t=Math.min(t,this._bufferService.buffer.lines.length-1),this._model.selectionStart=[0,e],this._model.selectionEnd=[this._bufferService.cols,t],this.refresh(),this._onSelectionChange.fire()},t.prototype._onTrim=function(e){this._model.onTrim(e)&&this.refresh()},t.prototype._getMouseBufferCoords=function(e){var t=this._mouseService.getCoords(e,this._screenElement,this._bufferService.cols,this._bufferService.rows,!0);if(t)return t[0]--,t[1]--,t[1]+=this._bufferService.buffer.ydisp,t},t.prototype._getMouseEventScrollAmount=function(e){var t=(0,_.getCoordsRelativeToElement)(e,this._screenElement)[1],r=this._renderService.dimensions.canvasHeight;return t>=0&&t<=r?0:(t>r&&(t-=r),t=Math.min(Math.max(t,-50),50),(t/=50)/Math.abs(t)+Math.round(14*t))},t.prototype.shouldForceSelection=function(e){return a.isMac?e.altKey&&this._optionsService.options.macOptionClickForcesSelection:e.shiftKey},t.prototype.onMouseDown=function(e){if(this._mouseDownTimeStamp=e.timeStamp,(2!==e.button||!this.hasSelection)&&0===e.button){if(!this._enabled){if(!this.shouldForceSelection(e))return;e.stopPropagation()}e.preventDefault(),this._dragScrollAmount=0,this._enabled&&e.shiftKey?this._onIncrementalClick(e):1===e.detail?this._onSingleClick(e):2===e.detail?this._onDoubleClick(e):3===e.detail&&this._onTripleClick(e),this._addMouseDownListeners(),this.refresh(!0)}},t.prototype._addMouseDownListeners=function(){var e=this;this._screenElement.ownerDocument&&(this._screenElement.ownerDocument.addEventListener("mousemove",this._mouseMoveListener),this._screenElement.ownerDocument.addEventListener("mouseup",this._mouseUpListener)),this._dragScrollIntervalTimer=window.setInterval((function(){return e._dragScroll()}),50)},t.prototype._removeMouseDownListeners=function(){this._screenElement.ownerDocument&&(this._screenElement.ownerDocument.removeEventListener("mousemove",this._mouseMoveListener),this._screenElement.ownerDocument.removeEventListener("mouseup",this._mouseUpListener)),clearInterval(this._dragScrollIntervalTimer),this._dragScrollIntervalTimer=void 0},t.prototype._onIncrementalClick=function(e){this._model.selectionStart&&(this._model.selectionEnd=this._getMouseBufferCoords(e))},t.prototype._onSingleClick=function(e){if(this._model.selectionStartLength=0,this._model.isSelectAllActive=!1,this._activeSelectionMode=this.shouldColumnSelect(e)?3:0,this._model.selectionStart=this._getMouseBufferCoords(e),this._model.selectionStart){this._model.selectionEnd=void 0;var t=this._bufferService.buffer.lines.get(this._model.selectionStart[1]);t&&t.length!==this._model.selectionStart[0]&&0===t.hasWidth(this._model.selectionStart[0])&&this._model.selectionStart[0]++}},t.prototype._onDoubleClick=function(e){this._selectWordAtCursor(e,!0)&&(this._activeSelectionMode=1)},t.prototype._onTripleClick=function(e){var t=this._getMouseBufferCoords(e);t&&(this._activeSelectionMode=2,this._selectLineAt(t[1]))},t.prototype.shouldColumnSelect=function(e){return e.altKey&&!(a.isMac&&this._optionsService.options.macOptionClickForcesSelection)},t.prototype._onMouseMove=function(e){if(e.stopImmediatePropagation(),this._model.selectionStart){var t=this._model.selectionEnd?[this._model.selectionEnd[0],this._model.selectionEnd[1]]:null;if(this._model.selectionEnd=this._getMouseBufferCoords(e),this._model.selectionEnd){2===this._activeSelectionMode?this._model.selectionEnd[1]<this._model.selectionStart[1]?this._model.selectionEnd[0]=0:this._model.selectionEnd[0]=this._bufferService.cols:1===this._activeSelectionMode&&this._selectToWordAt(this._model.selectionEnd),this._dragScrollAmount=this._getMouseEventScrollAmount(e),3!==this._activeSelectionMode&&(this._dragScrollAmount>0?this._model.selectionEnd[0]=this._bufferService.cols:this._dragScrollAmount<0&&(this._model.selectionEnd[0]=0));var r=this._bufferService.buffer;if(this._model.selectionEnd[1]<r.lines.length){var i=r.lines.get(this._model.selectionEnd[1]);i&&0===i.hasWidth(this._model.selectionEnd[0])&&this._model.selectionEnd[0]++}t&&t[0]===this._model.selectionEnd[0]&&t[1]===this._model.selectionEnd[1]||this.refresh(!0)}else this.refresh(!0)}},t.prototype._dragScroll=function(){if(this._model.selectionEnd&&this._model.selectionStart&&this._dragScrollAmount){this._onRequestScrollLines.fire({amount:this._dragScrollAmount,suppressScrollEvent:!1});var e=this._bufferService.buffer;this._dragScrollAmount>0?(3!==this._activeSelectionMode&&(this._model.selectionEnd[0]=this._bufferService.cols),this._model.selectionEnd[1]=Math.min(e.ydisp+this._bufferService.rows,e.lines.length-1)):(3!==this._activeSelectionMode&&(this._model.selectionEnd[0]=0),this._model.selectionEnd[1]=e.ydisp),this.refresh()}},t.prototype._onMouseUp=function(e){var t=e.timeStamp-this._mouseDownTimeStamp;if(this._removeMouseDownListeners(),this.selectionText.length<=1&&t<500&&e.altKey&&this._optionsService.getOption("altClickMovesCursor")){if(this._bufferService.buffer.ybase===this._bufferService.buffer.ydisp){var r=this._mouseService.getCoords(e,this._element,this._bufferService.cols,this._bufferService.rows,!1);if(r&&void 0!==r[0]&&void 0!==r[1]){var i=(0,d.moveToCellSequence)(r[0]-1,r[1]-1,this._bufferService,this._coreService.decPrivateModes.applicationCursorKeys);this._coreService.triggerDataEvent(i,!0)}}}else this._fireEventIfSelectionChanged()},t.prototype._fireEventIfSelectionChanged=function(){var e=this._model.finalSelectionStart,t=this._model.finalSelectionEnd,r=!(!e||!t||e[0]===t[0]&&e[1]===t[1]);r?e&&t&&(this._oldSelectionStart&&this._oldSelectionEnd&&e[0]===this._oldSelectionStart[0]&&e[1]===this._oldSelectionStart[1]&&t[0]===this._oldSelectionEnd[0]&&t[1]===this._oldSelectionEnd[1]||this._fireOnSelectionChange(e,t,r)):this._oldHasSelection&&this._fireOnSelectionChange(e,t,r)},t.prototype._fireOnSelectionChange=function(e,t,r){this._oldSelectionStart=e,this._oldSelectionEnd=t,this._oldHasSelection=r,this._onSelectionChange.fire()},t.prototype._onBufferActivate=function(e){var t=this;this.clearSelection(),this._trimListener.dispose(),this._trimListener=e.activeBuffer.lines.onTrim((function(e){return t._onTrim(e)}))},t.prototype._convertViewportColToCharacterIndex=function(e,t){for(var r=t[0],i=0;t[0]>=i;i++){var n=e.loadCell(i,this._workCell).getChars().length;0===this._workCell.getWidth()?r--:n>1&&t[0]!==i&&(r+=n-1)}return r},t.prototype.setSelection=function(e,t,r){this._model.clearSelection(),this._removeMouseDownListeners(),this._model.selectionStart=[e,t],this._model.selectionStartLength=r,this.refresh()},t.prototype.rightClickSelect=function(e){this._isClickInSelection(e)||(this._selectWordAtCursor(e,!1)&&this.refresh(!0),this._fireEventIfSelectionChanged())},t.prototype._getWordAt=function(e,t,r,i){if(void 0===r&&(r=!0),void 0===i&&(i=!0),!(e[0]>=this._bufferService.cols)){var n=this._bufferService.buffer,o=n.lines.get(e[1]);if(o){var s=n.translateBufferLineToString(e[1],!1),a=this._convertViewportColToCharacterIndex(o,e),c=a,l=e[0]-a,u=0,h=0,f=0,_=0;if(" "===s.charAt(a)){for(;a>0&&" "===s.charAt(a-1);)a--;for(;c<s.length&&" "===s.charAt(c+1);)c++}else{var d=e[0],p=e[0];0===o.getWidth(d)&&(u++,d--),2===o.getWidth(p)&&(h++,p++);var v=o.getString(p).length;for(v>1&&(_+=v-1,c+=v-1);d>0&&a>0&&!this._isCharWordSeparator(o.loadCell(d-1,this._workCell));){o.loadCell(d-1,this._workCell);var g=this._workCell.getChars().length;0===this._workCell.getWidth()?(u++,d--):g>1&&(f+=g-1,a-=g-1),a--,d--}for(;p<o.length&&c+1<s.length&&!this._isCharWordSeparator(o.loadCell(p+1,this._workCell));){o.loadCell(p+1,this._workCell);var y=this._workCell.getChars().length;2===this._workCell.getWidth()?(h++,p++):y>1&&(_+=y-1,c+=y-1),c++,p++}}c++;var m=a+l-u+f,b=Math.min(this._bufferService.cols,c-a+u+h-f-_);if(t||""!==s.slice(a,c).trim()){if(r&&0===m&&32!==o.getCodePoint(0)){var S=n.lines.get(e[1]-1);if(S&&o.isWrapped&&32!==S.getCodePoint(this._bufferService.cols-1)){var C=this._getWordAt([this._bufferService.cols-1,e[1]-1],!1,!0,!1);if(C){var w=this._bufferService.cols-C.start;m-=w,b+=w}}}if(i&&m+b===this._bufferService.cols&&32!==o.getCodePoint(this._bufferService.cols-1)){var L=n.lines.get(e[1]+1);if((null==L?void 0:L.isWrapped)&&32!==L.getCodePoint(0)){var E=this._getWordAt([0,e[1]+1],!1,!1,!0);E&&(b+=E.length)}}return{start:m,length:b}}}}},t.prototype._selectWordAt=function(e,t){var r=this._getWordAt(e,t);if(r){for(;r.start<0;)r.start+=this._bufferService.cols,e[1]--;this._model.selectionStart=[r.start,e[1]],this._model.selectionStartLength=r.length}},t.prototype._selectToWordAt=function(e){var t=this._getWordAt(e,!0);if(t){for(var r=e[1];t.start<0;)t.start+=this._bufferService.cols,r--;if(!this._model.areSelectionValuesReversed())for(;t.start+t.length>this._bufferService.cols;)t.length-=this._bufferService.cols,r++;this._model.selectionEnd=[this._model.areSelectionValuesReversed()?t.start:t.start+t.length,r]}},t.prototype._isCharWordSeparator=function(e){return 0!==e.getWidth()&&this._optionsService.options.wordSeparator.indexOf(e.getChars())>=0},t.prototype._selectLineAt=function(e){var t=this._bufferService.buffer.getWrappedRangeForLine(e);this._model.selectionStart=[0,t.first],this._model.selectionEnd=[this._bufferService.cols,t.last],this._model.selectionStartLength=0},o([s(3,f.IBufferService),s(4,f.ICoreService),s(5,h.IMouseService),s(6,f.IOptionsService),s(7,h.IRenderService)],t)}(p.Disposable);t.SelectionService=m},4725:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.ICharacterJoinerService=t.ISoundService=t.ISelectionService=t.IRenderService=t.IMouseService=t.ICoreBrowserService=t.ICharSizeService=void 0;var i=r(8343);t.ICharSizeService=(0,i.createDecorator)("CharSizeService"),t.ICoreBrowserService=(0,i.createDecorator)("CoreBrowserService"),t.IMouseService=(0,i.createDecorator)("MouseService"),t.IRenderService=(0,i.createDecorator)("RenderService"),t.ISelectionService=(0,i.createDecorator)("SelectionService"),t.ISoundService=(0,i.createDecorator)("SoundService"),t.ICharacterJoinerService=(0,i.createDecorator)("CharacterJoinerService")},357:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.SoundService=void 0;var o=r(2585),s=function(){function e(e){this._optionsService=e}return Object.defineProperty(e,"audioContext",{get:function(){if(!e._audioContext){var t=window.AudioContext||window.webkitAudioContext;if(!t)return console.warn("Web Audio API is not supported by this browser. Consider upgrading to the latest version"),null;e._audioContext=new t}return e._audioContext},enumerable:!1,configurable:!0}),e.prototype.playBellSound=function(){var t=e.audioContext;if(t){var r=t.createBufferSource();t.decodeAudioData(this._base64ToArrayBuffer(this._removeMimeType(this._optionsService.options.bellSound)),(function(e){r.buffer=e,r.connect(t.destination),r.start(0)}))}},e.prototype._base64ToArrayBuffer=function(e){for(var t=window.atob(e),r=t.length,i=new Uint8Array(r),n=0;n<r;n++)i[n]=t.charCodeAt(n);return i.buffer},e.prototype._removeMimeType=function(e){return e.split(",")[1]},e=i([n(0,o.IOptionsService)],e)}();t.SoundService=s},6349:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.CircularList=void 0;var i=r(8460),n=function(){function e(e){this._maxLength=e,this.onDeleteEmitter=new i.EventEmitter,this.onInsertEmitter=new i.EventEmitter,this.onTrimEmitter=new i.EventEmitter,this._array=new Array(this._maxLength),this._startIndex=0,this._length=0}return Object.defineProperty(e.prototype,"onDelete",{get:function(){return this.onDeleteEmitter.event},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"onInsert",{get:function(){return this.onInsertEmitter.event},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"onTrim",{get:function(){return this.onTrimEmitter.event},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"maxLength",{get:function(){return this._maxLength},set:function(e){if(this._maxLength!==e){for(var t=new Array(e),r=0;r<Math.min(e,this.length);r++)t[r]=this._array[this._getCyclicIndex(r)];this._array=t,this._maxLength=e,this._startIndex=0}},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"length",{get:function(){return this._length},set:function(e){if(e>this._length)for(var t=this._length;t<e;t++)this._array[t]=void 0;this._length=e},enumerable:!1,configurable:!0}),e.prototype.get=function(e){return this._array[this._getCyclicIndex(e)]},e.prototype.set=function(e,t){this._array[this._getCyclicIndex(e)]=t},e.prototype.push=function(e){this._array[this._getCyclicIndex(this._length)]=e,this._length===this._maxLength?(this._startIndex=++this._startIndex%this._maxLength,this.onTrimEmitter.fire(1)):this._length++},e.prototype.recycle=function(){if(this._length!==this._maxLength)throw new Error("Can only recycle when the buffer is full");return this._startIndex=++this._startIndex%this._maxLength,this.onTrimEmitter.fire(1),this._array[this._getCyclicIndex(this._length-1)]},Object.defineProperty(e.prototype,"isFull",{get:function(){return this._length===this._maxLength},enumerable:!1,configurable:!0}),e.prototype.pop=function(){return this._array[this._getCyclicIndex(this._length---1)]},e.prototype.splice=function(e,t){for(var r=[],i=2;i<arguments.length;i++)r[i-2]=arguments[i];if(t){for(var n=e;n<this._length-t;n++)this._array[this._getCyclicIndex(n)]=this._array[this._getCyclicIndex(n+t)];this._length-=t,this.onDeleteEmitter.fire({index:e,amount:t})}for(n=this._length-1;n>=e;n--)this._array[this._getCyclicIndex(n+r.length)]=this._array[this._getCyclicIndex(n)];for(n=0;n<r.length;n++)this._array[this._getCyclicIndex(e+n)]=r[n];if(r.length&&this.onInsertEmitter.fire({index:e,amount:r.length}),this._length+r.length>this._maxLength){var o=this._length+r.length-this._maxLength;this._startIndex+=o,this._length=this._maxLength,this.onTrimEmitter.fire(o)}else this._length+=r.length},e.prototype.trimStart=function(e){e>this._length&&(e=this._length),this._startIndex+=e,this._length-=e,this.onTrimEmitter.fire(e)},e.prototype.shiftElements=function(e,t,r){if(!(t<=0)){if(e<0||e>=this._length)throw new Error("start argument out of range");if(e+r<0)throw new Error("Cannot shift elements in list beyond index 0");if(r>0){for(var i=t-1;i>=0;i--)this.set(e+i+r,this.get(e+i));var n=e+t+r-this._length;if(n>0)for(this._length+=n;this._length>this._maxLength;)this._length--,this._startIndex++,this.onTrimEmitter.fire(1)}else for(i=0;i<t;i++)this.set(e+i+r,this.get(e+i))}},e.prototype._getCyclicIndex=function(e){return(this._startIndex+e)%this._maxLength},e}();t.CircularList=n},1439:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.clone=void 0,t.clone=function e(t,r){if(void 0===r&&(r=5),"object"!=typeof t)return t;var i=Array.isArray(t)?[]:{};for(var n in t)i[n]=r<=1?t[n]:t[n]&&e(t[n],r-1);return i}},8969:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)});Object.defineProperty(t,"__esModule",{value:!0}),t.CoreTerminal=void 0;var o=r(844),s=r(2585),a=r(4348),c=r(7866),l=r(744),u=r(7302),h=r(6975),f=r(8460),_=r(1753),d=r(3730),p=r(1480),v=r(7994),g=r(9282),y=r(5435),m=r(5981),b=!1,S=function(e){function t(t){var r=e.call(this)||this;return r._onBinary=new f.EventEmitter,r._onData=new f.EventEmitter,r._onLineFeed=new f.EventEmitter,r._onResize=new f.EventEmitter,r._onScroll=new f.EventEmitter,r._instantiationService=new a.InstantiationService,r.optionsService=new u.OptionsService(t),r._instantiationService.setService(s.IOptionsService,r.optionsService),r._bufferService=r.register(r._instantiationService.createInstance(l.BufferService)),r._instantiationService.setService(s.IBufferService,r._bufferService),r._logService=r._instantiationService.createInstance(c.LogService),r._instantiationService.setService(s.ILogService,r._logService),r.coreService=r.register(r._instantiationService.createInstance(h.CoreService,(function(){return r.scrollToBottom()}))),r._instantiationService.setService(s.ICoreService,r.coreService),r.coreMouseService=r._instantiationService.createInstance(_.CoreMouseService),r._instantiationService.setService(s.ICoreMouseService,r.coreMouseService),r._dirtyRowService=r._instantiationService.createInstance(d.DirtyRowService),r._instantiationService.setService(s.IDirtyRowService,r._dirtyRowService),r.unicodeService=r._instantiationService.createInstance(p.UnicodeService),r._instantiationService.setService(s.IUnicodeService,r.unicodeService),r._charsetService=r._instantiationService.createInstance(v.CharsetService),r._instantiationService.setService(s.ICharsetService,r._charsetService),r._inputHandler=new y.InputHandler(r._bufferService,r._charsetService,r.coreService,r._dirtyRowService,r._logService,r.optionsService,r.coreMouseService,r.unicodeService),r.register((0,f.forwardEvent)(r._inputHandler.onLineFeed,r._onLineFeed)),r.register(r._inputHandler),r.register((0,f.forwardEvent)(r._bufferService.onResize,r._onResize)),r.register((0,f.forwardEvent)(r.coreService.onData,r._onData)),r.register((0,f.forwardEvent)(r.coreService.onBinary,r._onBinary)),r.register(r.optionsService.onOptionChange((function(e){return r._updateOptions(e)}))),r.register(r._bufferService.onScroll((function(e){r._onScroll.fire({position:r._bufferService.buffer.ydisp,source:0}),r._dirtyRowService.markRangeDirty(r._bufferService.buffer.scrollTop,r._bufferService.buffer.scrollBottom)}))),r.register(r._inputHandler.onScroll((function(e){r._onScroll.fire({position:r._bufferService.buffer.ydisp,source:0}),r._dirtyRowService.markRangeDirty(r._bufferService.buffer.scrollTop,r._bufferService.buffer.scrollBottom)}))),r._writeBuffer=new m.WriteBuffer((function(e,t){return r._inputHandler.parse(e,t)})),r}return n(t,e),Object.defineProperty(t.prototype,"onBinary",{get:function(){return this._onBinary.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onData",{get:function(){return this._onData.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onLineFeed",{get:function(){return this._onLineFeed.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onResize",{get:function(){return this._onResize.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onScroll",{get:function(){var e=this;return this._onScrollApi||(this._onScrollApi=new f.EventEmitter,this.register(this._onScroll.event((function(t){var r;null===(r=e._onScrollApi)||void 0===r||r.fire(t.position)})))),this._onScrollApi.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"cols",{get:function(){return this._bufferService.cols},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"rows",{get:function(){return this._bufferService.rows},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"buffers",{get:function(){return this._bufferService.buffers},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"options",{get:function(){return this.optionsService.options},set:function(e){for(var t in e)this.optionsService.options[t]=e[t]},enumerable:!1,configurable:!0}),t.prototype.dispose=function(){var t;this._isDisposed||(e.prototype.dispose.call(this),null===(t=this._windowsMode)||void 0===t||t.dispose(),this._windowsMode=void 0)},t.prototype.write=function(e,t){this._writeBuffer.write(e,t)},t.prototype.writeSync=function(e,t){this._logService.logLevel<=s.LogLevelEnum.WARN&&!b&&(this._logService.warn("writeSync is unreliable and will be removed soon."),b=!0),this._writeBuffer.writeSync(e,t)},t.prototype.resize=function(e,t){isNaN(e)||isNaN(t)||(e=Math.max(e,l.MINIMUM_COLS),t=Math.max(t,l.MINIMUM_ROWS),this._bufferService.resize(e,t))},t.prototype.scroll=function(e,t){void 0===t&&(t=!1),this._bufferService.scroll(e,t)},t.prototype.scrollLines=function(e,t,r){this._bufferService.scrollLines(e,t,r)},t.prototype.scrollPages=function(e){this._bufferService.scrollPages(e)},t.prototype.scrollToTop=function(){this._bufferService.scrollToTop()},t.prototype.scrollToBottom=function(){this._bufferService.scrollToBottom()},t.prototype.scrollToLine=function(e){this._bufferService.scrollToLine(e)},t.prototype.registerEscHandler=function(e,t){return this._inputHandler.registerEscHandler(e,t)},t.prototype.registerDcsHandler=function(e,t){return this._inputHandler.registerDcsHandler(e,t)},t.prototype.registerCsiHandler=function(e,t){return this._inputHandler.registerCsiHandler(e,t)},t.prototype.registerOscHandler=function(e,t){return this._inputHandler.registerOscHandler(e,t)},t.prototype._setup=function(){this.optionsService.options.windowsMode&&this._enableWindowsMode()},t.prototype.reset=function(){this._inputHandler.reset(),this._bufferService.reset(),this._charsetService.reset(),this.coreService.reset(),this.coreMouseService.reset()},t.prototype._updateOptions=function(e){var t;switch(e){case"scrollback":this.buffers.resize(this.cols,this.rows);break;case"windowsMode":this.optionsService.options.windowsMode?this._enableWindowsMode():(null===(t=this._windowsMode)||void 0===t||t.dispose(),this._windowsMode=void 0)}},t.prototype._enableWindowsMode=function(){var e=this;if(!this._windowsMode){var t=[];t.push(this.onLineFeed(g.updateWindowsModeWrappedState.bind(null,this._bufferService))),t.push(this.registerCsiHandler({final:"H"},(function(){return(0,g.updateWindowsModeWrappedState)(e._bufferService),!1}))),this._windowsMode={dispose:function(){for(var e=0,r=t;e<r.length;e++)r[e].dispose()}}}},t}(o.Disposable);t.CoreTerminal=S},8460:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.forwardEvent=t.EventEmitter=void 0;var r=function(){function e(){this._listeners=[],this._disposed=!1}return Object.defineProperty(e.prototype,"event",{get:function(){var e=this;return this._event||(this._event=function(t){return e._listeners.push(t),{dispose:function(){if(!e._disposed)for(var r=0;r<e._listeners.length;r++)if(e._listeners[r]===t)return void e._listeners.splice(r,1)}}}),this._event},enumerable:!1,configurable:!0}),e.prototype.fire=function(e,t){for(var r=[],i=0;i<this._listeners.length;i++)r.push(this._listeners[i]);for(i=0;i<r.length;i++)r[i].call(void 0,e,t)},e.prototype.dispose=function(){this._listeners&&(this._listeners.length=0),this._disposed=!0},e}();t.EventEmitter=r,t.forwardEvent=function(e,t){return e((function(e){return t.fire(e)}))}},5435:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)});Object.defineProperty(t,"__esModule",{value:!0}),t.InputHandler=t.WindowsOptionsReportType=void 0;var o,s=r(2584),a=r(7116),c=r(2015),l=r(844),u=r(8273),h=r(482),f=r(8437),_=r(8460),d=r(643),p=r(511),v=r(3734),g=r(2585),y=r(6242),m=r(6351),b=r(5941),S={"(":0,")":1,"*":2,"+":3,"-":1,".":2},C=131072;function w(e,t){if(e>24)return t.setWinLines||!1;switch(e){case 1:return!!t.restoreWin;case 2:return!!t.minimizeWin;case 3:return!!t.setWinPosition;case 4:return!!t.setWinSizePixels;case 5:return!!t.raiseWin;case 6:return!!t.lowerWin;case 7:return!!t.refreshWin;case 8:return!!t.setWinSizeChars;case 9:return!!t.maximizeWin;case 10:return!!t.fullscreenWin;case 11:return!!t.getWinState;case 13:return!!t.getWinPosition;case 14:return!!t.getWinSizePixels;case 15:return!!t.getScreenSizePixels;case 16:return!!t.getCellSizePixels;case 18:return!!t.getWinSizeChars;case 19:return!!t.getScreenSizeChars;case 20:return!!t.getIconTitle;case 21:return!!t.getWinTitle;case 22:return!!t.pushTitle;case 23:return!!t.popTitle;case 24:return!!t.setWinLines}return!1}!function(e){e[e.GET_WIN_SIZE_PIXELS=0]="GET_WIN_SIZE_PIXELS",e[e.GET_CELL_SIZE_PIXELS=1]="GET_CELL_SIZE_PIXELS"}(o=t.WindowsOptionsReportType||(t.WindowsOptionsReportType={}));var L=function(){function e(e,t,r,i){this._bufferService=e,this._coreService=t,this._logService=r,this._optionsService=i,this._data=new Uint32Array(0)}return e.prototype.hook=function(e){this._data=new Uint32Array(0)},e.prototype.put=function(e,t,r){this._data=(0,u.concat)(this._data,e.subarray(t,r))},e.prototype.unhook=function(e){if(!e)return this._data=new Uint32Array(0),!0;var t=(0,h.utf32ToString)(this._data);switch(this._data=new Uint32Array(0),t){case'"q':this._coreService.triggerDataEvent(s.C0.ESC+'P1$r0"q'+s.C0.ESC+"\\");break;case'"p':this._coreService.triggerDataEvent(s.C0.ESC+'P1$r61;1"p'+s.C0.ESC+"\\");break;case"r":var r=this._bufferService.buffer.scrollTop+1+";"+(this._bufferService.buffer.scrollBottom+1)+"r";this._coreService.triggerDataEvent(s.C0.ESC+"P1$r"+r+s.C0.ESC+"\\");break;case"m":this._coreService.triggerDataEvent(s.C0.ESC+"P1$r0m"+s.C0.ESC+"\\");break;case" q":var i={block:2,underline:4,bar:6}[this._optionsService.options.cursorStyle];i-=this._optionsService.options.cursorBlink?1:0,this._coreService.triggerDataEvent(s.C0.ESC+"P1$r"+i+" q"+s.C0.ESC+"\\");break;default:this._logService.debug("Unknown DCS $q %s",t),this._coreService.triggerDataEvent(s.C0.ESC+"P0$r"+s.C0.ESC+"\\")}return!0},e}(),E=function(e){function t(t,r,i,n,o,l,u,d,v){void 0===v&&(v=new c.EscapeSequenceParser);var g=e.call(this)||this;g._bufferService=t,g._charsetService=r,g._coreService=i,g._dirtyRowService=n,g._logService=o,g._optionsService=l,g._coreMouseService=u,g._unicodeService=d,g._parser=v,g._parseBuffer=new Uint32Array(4096),g._stringDecoder=new h.StringToUtf32,g._utf8Decoder=new h.Utf8ToUtf32,g._workCell=new p.CellData,g._windowTitle="",g._iconName="",g._windowTitleStack=[],g._iconNameStack=[],g._curAttrData=f.DEFAULT_ATTR_DATA.clone(),g._eraseAttrDataInternal=f.DEFAULT_ATTR_DATA.clone(),g._onRequestBell=new _.EventEmitter,g._onRequestRefreshRows=new _.EventEmitter,g._onRequestReset=new _.EventEmitter,g._onRequestSendFocus=new _.EventEmitter,g._onRequestSyncScrollBar=new _.EventEmitter,g._onRequestWindowsOptionsReport=new _.EventEmitter,g._onA11yChar=new _.EventEmitter,g._onA11yTab=new _.EventEmitter,g._onCursorMove=new _.EventEmitter,g._onLineFeed=new _.EventEmitter,g._onScroll=new _.EventEmitter,g._onTitleChange=new _.EventEmitter,g._onColor=new _.EventEmitter,g._parseStack={paused:!1,cursorStartX:0,cursorStartY:0,decodedLength:0,position:0},g._specialColors=[256,257,258],g.register(g._parser),g._activeBuffer=g._bufferService.buffer,g.register(g._bufferService.buffers.onBufferActivate((function(e){return g._activeBuffer=e.activeBuffer}))),g._parser.setCsiHandlerFallback((function(e,t){g._logService.debug("Unknown CSI code: ",{identifier:g._parser.identToString(e),params:t.toArray()})})),g._parser.setEscHandlerFallback((function(e){g._logService.debug("Unknown ESC code: ",{identifier:g._parser.identToString(e)})})),g._parser.setExecuteHandlerFallback((function(e){g._logService.debug("Unknown EXECUTE code: ",{code:e})})),g._parser.setOscHandlerFallback((function(e,t,r){g._logService.debug("Unknown OSC code: ",{identifier:e,action:t,data:r})})),g._parser.setDcsHandlerFallback((function(e,t,r){"HOOK"===t&&(r=r.toArray()),g._logService.debug("Unknown DCS code: ",{identifier:g._parser.identToString(e),action:t,payload:r})})),g._parser.setPrintHandler((function(e,t,r){return g.print(e,t,r)})),g._parser.registerCsiHandler({final:"@"},(function(e){return g.insertChars(e)})),g._parser.registerCsiHandler({intermediates:" ",final:"@"},(function(e){return g.scrollLeft(e)})),g._parser.registerCsiHandler({final:"A"},(function(e){return g.cursorUp(e)})),g._parser.registerCsiHandler({intermediates:" ",final:"A"},(function(e){return g.scrollRight(e)})),g._parser.registerCsiHandler({final:"B"},(function(e){return g.cursorDown(e)})),g._parser.registerCsiHandler({final:"C"},(function(e){return g.cursorForward(e)})),g._parser.registerCsiHandler({final:"D"},(function(e){return g.cursorBackward(e)})),g._parser.registerCsiHandler({final:"E"},(function(e){return g.cursorNextLine(e)})),g._parser.registerCsiHandler({final:"F"},(function(e){return g.cursorPrecedingLine(e)})),g._parser.registerCsiHandler({final:"G"},(function(e){return g.cursorCharAbsolute(e)})),g._parser.registerCsiHandler({final:"H"},(function(e){return g.cursorPosition(e)})),g._parser.registerCsiHandler({final:"I"},(function(e){return g.cursorForwardTab(e)})),g._parser.registerCsiHandler({final:"J"},(function(e){return g.eraseInDisplay(e)})),g._parser.registerCsiHandler({prefix:"?",final:"J"},(function(e){return g.eraseInDisplay(e)})),g._parser.registerCsiHandler({final:"K"},(function(e){return g.eraseInLine(e)})),g._parser.registerCsiHandler({prefix:"?",final:"K"},(function(e){return g.eraseInLine(e)})),g._parser.registerCsiHandler({final:"L"},(function(e){return g.insertLines(e)})),g._parser.registerCsiHandler({final:"M"},(function(e){return g.deleteLines(e)})),g._parser.registerCsiHandler({final:"P"},(function(e){return g.deleteChars(e)})),g._parser.registerCsiHandler({final:"S"},(function(e){return g.scrollUp(e)})),g._parser.registerCsiHandler({final:"T"},(function(e){return g.scrollDown(e)})),g._parser.registerCsiHandler({final:"X"},(function(e){return g.eraseChars(e)})),g._parser.registerCsiHandler({final:"Z"},(function(e){return g.cursorBackwardTab(e)})),g._parser.registerCsiHandler({final:"`"},(function(e){return g.charPosAbsolute(e)})),g._parser.registerCsiHandler({final:"a"},(function(e){return g.hPositionRelative(e)})),g._parser.registerCsiHandler({final:"b"},(function(e){return g.repeatPrecedingCharacter(e)})),g._parser.registerCsiHandler({final:"c"},(function(e){return g.sendDeviceAttributesPrimary(e)})),g._parser.registerCsiHandler({prefix:">",final:"c"},(function(e){return g.sendDeviceAttributesSecondary(e)})),g._parser.registerCsiHandler({final:"d"},(function(e){return g.linePosAbsolute(e)})),g._parser.registerCsiHandler({final:"e"},(function(e){return g.vPositionRelative(e)})),g._parser.registerCsiHandler({final:"f"},(function(e){return g.hVPosition(e)})),g._parser.registerCsiHandler({final:"g"},(function(e){return g.tabClear(e)})),g._parser.registerCsiHandler({final:"h"},(function(e){return g.setMode(e)})),g._parser.registerCsiHandler({prefix:"?",final:"h"},(function(e){return g.setModePrivate(e)})),g._parser.registerCsiHandler({final:"l"},(function(e){return g.resetMode(e)})),g._parser.registerCsiHandler({prefix:"?",final:"l"},(function(e){return g.resetModePrivate(e)})),g._parser.registerCsiHandler({final:"m"},(function(e){return g.charAttributes(e)})),g._parser.registerCsiHandler({final:"n"},(function(e){return g.deviceStatus(e)})),g._parser.registerCsiHandler({prefix:"?",final:"n"},(function(e){return g.deviceStatusPrivate(e)})),g._parser.registerCsiHandler({intermediates:"!",final:"p"},(function(e){return g.softReset(e)})),g._parser.registerCsiHandler({intermediates:" ",final:"q"},(function(e){return g.setCursorStyle(e)})),g._parser.registerCsiHandler({final:"r"},(function(e){return g.setScrollRegion(e)})),g._parser.registerCsiHandler({final:"s"},(function(e){return g.saveCursor(e)})),g._parser.registerCsiHandler({final:"t"},(function(e){return g.windowOptions(e)})),g._parser.registerCsiHandler({final:"u"},(function(e){return g.restoreCursor(e)})),g._parser.registerCsiHandler({intermediates:"'",final:"}"},(function(e){return g.insertColumns(e)})),g._parser.registerCsiHandler({intermediates:"'",final:"~"},(function(e){return g.deleteColumns(e)})),g._parser.setExecuteHandler(s.C0.BEL,(function(){return g.bell()})),g._parser.setExecuteHandler(s.C0.LF,(function(){return g.lineFeed()})),g._parser.setExecuteHandler(s.C0.VT,(function(){return g.lineFeed()})),g._parser.setExecuteHandler(s.C0.FF,(function(){return g.lineFeed()})),g._parser.setExecuteHandler(s.C0.CR,(function(){return g.carriageReturn()})),g._parser.setExecuteHandler(s.C0.BS,(function(){return g.backspace()})),g._parser.setExecuteHandler(s.C0.HT,(function(){return g.tab()})),g._parser.setExecuteHandler(s.C0.SO,(function(){return g.shiftOut()})),g._parser.setExecuteHandler(s.C0.SI,(function(){return g.shiftIn()})),g._parser.setExecuteHandler(s.C1.IND,(function(){return g.index()})),g._parser.setExecuteHandler(s.C1.NEL,(function(){return g.nextLine()})),g._parser.setExecuteHandler(s.C1.HTS,(function(){return g.tabSet()})),g._parser.registerOscHandler(0,new y.OscHandler((function(e){return g.setTitle(e),g.setIconName(e),!0}))),g._parser.registerOscHandler(1,new y.OscHandler((function(e){return g.setIconName(e)}))),g._parser.registerOscHandler(2,new y.OscHandler((function(e){return g.setTitle(e)}))),g._parser.registerOscHandler(4,new y.OscHandler((function(e){return g.setOrReportIndexedColor(e)}))),g._parser.registerOscHandler(10,new y.OscHandler((function(e){return g.setOrReportFgColor(e)}))),g._parser.registerOscHandler(11,new y.OscHandler((function(e){return g.setOrReportBgColor(e)}))),g._parser.registerOscHandler(12,new y.OscHandler((function(e){return g.setOrReportCursorColor(e)}))),g._parser.registerOscHandler(104,new y.OscHandler((function(e){return g.restoreIndexedColor(e)}))),g._parser.registerOscHandler(110,new y.OscHandler((function(e){return g.restoreFgColor(e)}))),g._parser.registerOscHandler(111,new y.OscHandler((function(e){return g.restoreBgColor(e)}))),g._parser.registerOscHandler(112,new y.OscHandler((function(e){return g.restoreCursorColor(e)}))),g._parser.registerEscHandler({final:"7"},(function(){return g.saveCursor()})),g._parser.registerEscHandler({final:"8"},(function(){return g.restoreCursor()})),g._parser.registerEscHandler({final:"D"},(function(){return g.index()})),g._parser.registerEscHandler({final:"E"},(function(){return g.nextLine()})),g._parser.registerEscHandler({final:"H"},(function(){return g.tabSet()})),g._parser.registerEscHandler({final:"M"},(function(){return g.reverseIndex()})),g._parser.registerEscHandler({final:"="},(function(){return g.keypadApplicationMode()})),g._parser.registerEscHandler({final:">"},(function(){return g.keypadNumericMode()})),g._parser.registerEscHandler({final:"c"},(function(){return g.fullReset()})),g._parser.registerEscHandler({final:"n"},(function(){return g.setgLevel(2)})),g._parser.registerEscHandler({final:"o"},(function(){return g.setgLevel(3)})),g._parser.registerEscHandler({final:"|"},(function(){return g.setgLevel(3)})),g._parser.registerEscHandler({final:"}"},(function(){return g.setgLevel(2)})),g._parser.registerEscHandler({final:"~"},(function(){return g.setgLevel(1)})),g._parser.registerEscHandler({intermediates:"%",final:"@"},(function(){return g.selectDefaultCharset()})),g._parser.registerEscHandler({intermediates:"%",final:"G"},(function(){return g.selectDefaultCharset()}));var m=function(e){b._parser.registerEscHandler({intermediates:"(",final:e},(function(){return g.selectCharset("("+e)})),b._parser.registerEscHandler({intermediates:")",final:e},(function(){return g.selectCharset(")"+e)})),b._parser.registerEscHandler({intermediates:"*",final:e},(function(){return g.selectCharset("*"+e)})),b._parser.registerEscHandler({intermediates:"+",final:e},(function(){return g.selectCharset("+"+e)})),b._parser.registerEscHandler({intermediates:"-",final:e},(function(){return g.selectCharset("-"+e)})),b._parser.registerEscHandler({intermediates:".",final:e},(function(){return g.selectCharset("."+e)})),b._parser.registerEscHandler({intermediates:"/",final:e},(function(){return g.selectCharset("/"+e)}))},b=this;for(var S in a.CHARSETS)m(S);return g._parser.registerEscHandler({intermediates:"#",final:"8"},(function(){return g.screenAlignmentPattern()})),g._parser.setErrorHandler((function(e){return g._logService.error("Parsing error: ",e),e})),g._parser.registerDcsHandler({intermediates:"$",final:"q"},new L(g._bufferService,g._coreService,g._logService,g._optionsService)),g}return n(t,e),Object.defineProperty(t.prototype,"onRequestBell",{get:function(){return this._onRequestBell.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestRefreshRows",{get:function(){return this._onRequestRefreshRows.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestReset",{get:function(){return this._onRequestReset.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestSendFocus",{get:function(){return this._onRequestSendFocus.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestSyncScrollBar",{get:function(){return this._onRequestSyncScrollBar.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onRequestWindowsOptionsReport",{get:function(){return this._onRequestWindowsOptionsReport.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onA11yChar",{get:function(){return this._onA11yChar.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onA11yTab",{get:function(){return this._onA11yTab.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onCursorMove",{get:function(){return this._onCursorMove.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onLineFeed",{get:function(){return this._onLineFeed.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onScroll",{get:function(){return this._onScroll.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onTitleChange",{get:function(){return this._onTitleChange.event},enumerable:!1,configurable:!0}),Object.defineProperty(t.prototype,"onColor",{get:function(){return this._onColor.event},enumerable:!1,configurable:!0}),t.prototype.dispose=function(){e.prototype.dispose.call(this)},t.prototype._preserveStack=function(e,t,r,i){this._parseStack.paused=!0,this._parseStack.cursorStartX=e,this._parseStack.cursorStartY=t,this._parseStack.decodedLength=r,this._parseStack.position=i},t.prototype._logSlowResolvingAsync=function(e){this._logService.logLevel<=g.LogLevelEnum.WARN&&Promise.race([e,new Promise((function(e,t){return setTimeout((function(){return t("#SLOW_TIMEOUT")}),5e3)}))]).catch((function(e){if("#SLOW_TIMEOUT"!==e)throw e;console.warn("async parser handler taking longer than 5000 ms")}))},t.prototype.parse=function(e,t){var r,i=this._activeBuffer.x,n=this._activeBuffer.y,o=0,s=this._parseStack.paused;if(s){if(r=this._parser.parse(this._parseBuffer,this._parseStack.decodedLength,t))return this._logSlowResolvingAsync(r),r;i=this._parseStack.cursorStartX,n=this._parseStack.cursorStartY,this._parseStack.paused=!1,e.length>C&&(o=this._parseStack.position+C)}if(this._logService.logLevel<=g.LogLevelEnum.DEBUG&&this._logService.debug("parsing data"+("string"==typeof e?' "'+e+'"':""),"string"==typeof e?e.split("").map((function(e){return e.charCodeAt(0)})):e),this._parseBuffer.length<e.length&&this._parseBuffer.length<C&&(this._parseBuffer=new Uint32Array(Math.min(e.length,C))),s||this._dirtyRowService.clearRange(),e.length>C)for(var a=o;a<e.length;a+=C){var c=a+C<e.length?a+C:e.length,l="string"==typeof e?this._stringDecoder.decode(e.substring(a,c),this._parseBuffer):this._utf8Decoder.decode(e.subarray(a,c),this._parseBuffer);if(r=this._parser.parse(this._parseBuffer,l))return this._preserveStack(i,n,l,a),this._logSlowResolvingAsync(r),r}else if(!s&&(l="string"==typeof e?this._stringDecoder.decode(e,this._parseBuffer):this._utf8Decoder.decode(e,this._parseBuffer),r=this._parser.parse(this._parseBuffer,l)))return this._preserveStack(i,n,l,0),this._logSlowResolvingAsync(r),r;this._activeBuffer.x===i&&this._activeBuffer.y===n||this._onCursorMove.fire(),this._onRequestRefreshRows.fire(this._dirtyRowService.start,this._dirtyRowService.end)},t.prototype.print=function(e,t,r){var i,n,o=this._charsetService.charset,s=this._optionsService.options.screenReaderMode,a=this._bufferService.cols,c=this._coreService.decPrivateModes.wraparound,l=this._coreService.modes.insertMode,u=this._curAttrData,f=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y);this._dirtyRowService.markDirty(this._activeBuffer.y),this._activeBuffer.x&&r-t>0&&2===f.getWidth(this._activeBuffer.x-1)&&f.setCellFromCodePoint(this._activeBuffer.x-1,0,1,u.fg,u.bg,u.extended);for(var _=t;_<r;++_){if(i=e[_],n=this._unicodeService.wcwidth(i),i<127&&o){var p=o[String.fromCharCode(i)];p&&(i=p.charCodeAt(0))}if(s&&this._onA11yChar.fire((0,h.stringFromCodePoint)(i)),n||!this._activeBuffer.x){if(this._activeBuffer.x+n-1>=a)if(c){for(;this._activeBuffer.x<a;)f.setCellFromCodePoint(this._activeBuffer.x++,0,1,u.fg,u.bg,u.extended);this._activeBuffer.x=0,this._activeBuffer.y++,this._activeBuffer.y===this._activeBuffer.scrollBottom+1?(this._activeBuffer.y--,this._bufferService.scroll(this._eraseAttrData(),!0)):(this._activeBuffer.y>=this._bufferService.rows&&(this._activeBuffer.y=this._bufferService.rows-1),this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y).isWrapped=!0),f=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y)}else if(this._activeBuffer.x=a-1,2===n)continue;if(l&&(f.insertCells(this._activeBuffer.x,n,this._activeBuffer.getNullCell(u),u),2===f.getWidth(a-1)&&f.setCellFromCodePoint(a-1,d.NULL_CELL_CODE,d.NULL_CELL_WIDTH,u.fg,u.bg,u.extended)),f.setCellFromCodePoint(this._activeBuffer.x++,i,n,u.fg,u.bg,u.extended),n>0)for(;--n;)f.setCellFromCodePoint(this._activeBuffer.x++,0,0,u.fg,u.bg,u.extended)}else f.getWidth(this._activeBuffer.x-1)?f.addCodepointToCell(this._activeBuffer.x-1,i):f.addCodepointToCell(this._activeBuffer.x-2,i)}r-t>0&&(f.loadCell(this._activeBuffer.x-1,this._workCell),2===this._workCell.getWidth()||this._workCell.getCode()>65535?this._parser.precedingCodepoint=0:this._workCell.isCombined()?this._parser.precedingCodepoint=this._workCell.getChars().charCodeAt(0):this._parser.precedingCodepoint=this._workCell.content),this._activeBuffer.x<a&&r-t>0&&0===f.getWidth(this._activeBuffer.x)&&!f.hasContent(this._activeBuffer.x)&&f.setCellFromCodePoint(this._activeBuffer.x,0,1,u.fg,u.bg,u.extended),this._dirtyRowService.markDirty(this._activeBuffer.y)},t.prototype.registerCsiHandler=function(e,t){var r=this;return"t"!==e.final||e.prefix||e.intermediates?this._parser.registerCsiHandler(e,t):this._parser.registerCsiHandler(e,(function(e){return!w(e.params[0],r._optionsService.options.windowOptions)||t(e)}))},t.prototype.registerDcsHandler=function(e,t){return this._parser.registerDcsHandler(e,new m.DcsHandler(t))},t.prototype.registerEscHandler=function(e,t){return this._parser.registerEscHandler(e,t)},t.prototype.registerOscHandler=function(e,t){return this._parser.registerOscHandler(e,new y.OscHandler(t))},t.prototype.bell=function(){return this._onRequestBell.fire(),!0},t.prototype.lineFeed=function(){return this._dirtyRowService.markDirty(this._activeBuffer.y),this._optionsService.options.convertEol&&(this._activeBuffer.x=0),this._activeBuffer.y++,this._activeBuffer.y===this._activeBuffer.scrollBottom+1?(this._activeBuffer.y--,this._bufferService.scroll(this._eraseAttrData())):this._activeBuffer.y>=this._bufferService.rows&&(this._activeBuffer.y=this._bufferService.rows-1),this._activeBuffer.x>=this._bufferService.cols&&this._activeBuffer.x--,this._dirtyRowService.markDirty(this._activeBuffer.y),this._onLineFeed.fire(),!0},t.prototype.carriageReturn=function(){return this._activeBuffer.x=0,!0},t.prototype.backspace=function(){var e;if(!this._coreService.decPrivateModes.reverseWraparound)return this._restrictCursor(),this._activeBuffer.x>0&&this._activeBuffer.x--,!0;if(this._restrictCursor(this._bufferService.cols),this._activeBuffer.x>0)this._activeBuffer.x--;else if(0===this._activeBuffer.x&&this._activeBuffer.y>this._activeBuffer.scrollTop&&this._activeBuffer.y<=this._activeBuffer.scrollBottom&&(null===(e=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y))||void 0===e?void 0:e.isWrapped)){this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y).isWrapped=!1,this._activeBuffer.y--,this._activeBuffer.x=this._bufferService.cols-1;var t=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y);t.hasWidth(this._activeBuffer.x)&&!t.hasContent(this._activeBuffer.x)&&this._activeBuffer.x--}return this._restrictCursor(),!0},t.prototype.tab=function(){if(this._activeBuffer.x>=this._bufferService.cols)return!0;var e=this._activeBuffer.x;return this._activeBuffer.x=this._activeBuffer.nextStop(),this._optionsService.options.screenReaderMode&&this._onA11yTab.fire(this._activeBuffer.x-e),!0},t.prototype.shiftOut=function(){return this._charsetService.setgLevel(1),!0},t.prototype.shiftIn=function(){return this._charsetService.setgLevel(0),!0},t.prototype._restrictCursor=function(e){void 0===e&&(e=this._bufferService.cols-1),this._activeBuffer.x=Math.min(e,Math.max(0,this._activeBuffer.x)),this._activeBuffer.y=this._coreService.decPrivateModes.origin?Math.min(this._activeBuffer.scrollBottom,Math.max(this._activeBuffer.scrollTop,this._activeBuffer.y)):Math.min(this._bufferService.rows-1,Math.max(0,this._activeBuffer.y)),this._dirtyRowService.markDirty(this._activeBuffer.y)},t.prototype._setCursor=function(e,t){this._dirtyRowService.markDirty(this._activeBuffer.y),this._coreService.decPrivateModes.origin?(this._activeBuffer.x=e,this._activeBuffer.y=this._activeBuffer.scrollTop+t):(this._activeBuffer.x=e,this._activeBuffer.y=t),this._restrictCursor(),this._dirtyRowService.markDirty(this._activeBuffer.y)},t.prototype._moveCursor=function(e,t){this._restrictCursor(),this._setCursor(this._activeBuffer.x+e,this._activeBuffer.y+t)},t.prototype.cursorUp=function(e){var t=this._activeBuffer.y-this._activeBuffer.scrollTop;return t>=0?this._moveCursor(0,-Math.min(t,e.params[0]||1)):this._moveCursor(0,-(e.params[0]||1)),!0},t.prototype.cursorDown=function(e){var t=this._activeBuffer.scrollBottom-this._activeBuffer.y;return t>=0?this._moveCursor(0,Math.min(t,e.params[0]||1)):this._moveCursor(0,e.params[0]||1),!0},t.prototype.cursorForward=function(e){return this._moveCursor(e.params[0]||1,0),!0},t.prototype.cursorBackward=function(e){return this._moveCursor(-(e.params[0]||1),0),!0},t.prototype.cursorNextLine=function(e){return this.cursorDown(e),this._activeBuffer.x=0,!0},t.prototype.cursorPrecedingLine=function(e){return this.cursorUp(e),this._activeBuffer.x=0,!0},t.prototype.cursorCharAbsolute=function(e){return this._setCursor((e.params[0]||1)-1,this._activeBuffer.y),!0},t.prototype.cursorPosition=function(e){return this._setCursor(e.length>=2?(e.params[1]||1)-1:0,(e.params[0]||1)-1),!0},t.prototype.charPosAbsolute=function(e){return this._setCursor((e.params[0]||1)-1,this._activeBuffer.y),!0},t.prototype.hPositionRelative=function(e){return this._moveCursor(e.params[0]||1,0),!0},t.prototype.linePosAbsolute=function(e){return this._setCursor(this._activeBuffer.x,(e.params[0]||1)-1),!0},t.prototype.vPositionRelative=function(e){return this._moveCursor(0,e.params[0]||1),!0},t.prototype.hVPosition=function(e){return this.cursorPosition(e),!0},t.prototype.tabClear=function(e){var t=e.params[0];return 0===t?delete this._activeBuffer.tabs[this._activeBuffer.x]:3===t&&(this._activeBuffer.tabs={}),!0},t.prototype.cursorForwardTab=function(e){if(this._activeBuffer.x>=this._bufferService.cols)return!0;for(var t=e.params[0]||1;t--;)this._activeBuffer.x=this._activeBuffer.nextStop();return!0},t.prototype.cursorBackwardTab=function(e){if(this._activeBuffer.x>=this._bufferService.cols)return!0;for(var t=e.params[0]||1;t--;)this._activeBuffer.x=this._activeBuffer.prevStop();return!0},t.prototype._eraseInBufferLine=function(e,t,r,i){void 0===i&&(i=!1);var n=this._activeBuffer.lines.get(this._activeBuffer.ybase+e);n.replaceCells(t,r,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),i&&(n.isWrapped=!1)},t.prototype._resetBufferLine=function(e){var t=this._activeBuffer.lines.get(this._activeBuffer.ybase+e);t.fill(this._activeBuffer.getNullCell(this._eraseAttrData())),t.isWrapped=!1},t.prototype.eraseInDisplay=function(e){var t;switch(this._restrictCursor(this._bufferService.cols),e.params[0]){case 0:for(t=this._activeBuffer.y,this._dirtyRowService.markDirty(t),this._eraseInBufferLine(t++,this._activeBuffer.x,this._bufferService.cols,0===this._activeBuffer.x);t<this._bufferService.rows;t++)this._resetBufferLine(t);this._dirtyRowService.markDirty(t);break;case 1:for(t=this._activeBuffer.y,this._dirtyRowService.markDirty(t),this._eraseInBufferLine(t,0,this._activeBuffer.x+1,!0),this._activeBuffer.x+1>=this._bufferService.cols&&(this._activeBuffer.lines.get(t+1).isWrapped=!1);t--;)this._resetBufferLine(t);this._dirtyRowService.markDirty(0);break;case 2:for(t=this._bufferService.rows,this._dirtyRowService.markDirty(t-1);t--;)this._resetBufferLine(t);this._dirtyRowService.markDirty(0);break;case 3:var r=this._activeBuffer.lines.length-this._bufferService.rows;r>0&&(this._activeBuffer.lines.trimStart(r),this._activeBuffer.ybase=Math.max(this._activeBuffer.ybase-r,0),this._activeBuffer.ydisp=Math.max(this._activeBuffer.ydisp-r,0),this._onScroll.fire(0))}return!0},t.prototype.eraseInLine=function(e){switch(this._restrictCursor(this._bufferService.cols),e.params[0]){case 0:this._eraseInBufferLine(this._activeBuffer.y,this._activeBuffer.x,this._bufferService.cols,0===this._activeBuffer.x);break;case 1:this._eraseInBufferLine(this._activeBuffer.y,0,this._activeBuffer.x+1,!1);break;case 2:this._eraseInBufferLine(this._activeBuffer.y,0,this._bufferService.cols,!0)}return this._dirtyRowService.markDirty(this._activeBuffer.y),!0},t.prototype.insertLines=function(e){this._restrictCursor();var t=e.params[0]||1;if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;for(var r=this._activeBuffer.ybase+this._activeBuffer.y,i=this._bufferService.rows-1-this._activeBuffer.scrollBottom,n=this._bufferService.rows-1+this._activeBuffer.ybase-i+1;t--;)this._activeBuffer.lines.splice(n-1,1),this._activeBuffer.lines.splice(r,0,this._activeBuffer.getBlankLine(this._eraseAttrData()));return this._dirtyRowService.markRangeDirty(this._activeBuffer.y,this._activeBuffer.scrollBottom),this._activeBuffer.x=0,!0},t.prototype.deleteLines=function(e){this._restrictCursor();var t=e.params[0]||1;if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;var r,i=this._activeBuffer.ybase+this._activeBuffer.y;for(r=this._bufferService.rows-1-this._activeBuffer.scrollBottom,r=this._bufferService.rows-1+this._activeBuffer.ybase-r;t--;)this._activeBuffer.lines.splice(i,1),this._activeBuffer.lines.splice(r,0,this._activeBuffer.getBlankLine(this._eraseAttrData()));return this._dirtyRowService.markRangeDirty(this._activeBuffer.y,this._activeBuffer.scrollBottom),this._activeBuffer.x=0,!0},t.prototype.insertChars=function(e){this._restrictCursor();var t=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y);return t&&(t.insertCells(this._activeBuffer.x,e.params[0]||1,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),this._dirtyRowService.markDirty(this._activeBuffer.y)),!0},t.prototype.deleteChars=function(e){this._restrictCursor();var t=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y);return t&&(t.deleteCells(this._activeBuffer.x,e.params[0]||1,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),this._dirtyRowService.markDirty(this._activeBuffer.y)),!0},t.prototype.scrollUp=function(e){for(var t=e.params[0]||1;t--;)this._activeBuffer.lines.splice(this._activeBuffer.ybase+this._activeBuffer.scrollTop,1),this._activeBuffer.lines.splice(this._activeBuffer.ybase+this._activeBuffer.scrollBottom,0,this._activeBuffer.getBlankLine(this._eraseAttrData()));return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.scrollDown=function(e){for(var t=e.params[0]||1;t--;)this._activeBuffer.lines.splice(this._activeBuffer.ybase+this._activeBuffer.scrollBottom,1),this._activeBuffer.lines.splice(this._activeBuffer.ybase+this._activeBuffer.scrollTop,0,this._activeBuffer.getBlankLine(f.DEFAULT_ATTR_DATA));return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.scrollLeft=function(e){if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;for(var t=e.params[0]||1,r=this._activeBuffer.scrollTop;r<=this._activeBuffer.scrollBottom;++r){var i=this._activeBuffer.lines.get(this._activeBuffer.ybase+r);i.deleteCells(0,t,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),i.isWrapped=!1}return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.scrollRight=function(e){if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;for(var t=e.params[0]||1,r=this._activeBuffer.scrollTop;r<=this._activeBuffer.scrollBottom;++r){var i=this._activeBuffer.lines.get(this._activeBuffer.ybase+r);i.insertCells(0,t,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),i.isWrapped=!1}return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.insertColumns=function(e){if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;for(var t=e.params[0]||1,r=this._activeBuffer.scrollTop;r<=this._activeBuffer.scrollBottom;++r){var i=this._activeBuffer.lines.get(this._activeBuffer.ybase+r);i.insertCells(this._activeBuffer.x,t,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),i.isWrapped=!1}return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.deleteColumns=function(e){if(this._activeBuffer.y>this._activeBuffer.scrollBottom||this._activeBuffer.y<this._activeBuffer.scrollTop)return!0;for(var t=e.params[0]||1,r=this._activeBuffer.scrollTop;r<=this._activeBuffer.scrollBottom;++r){var i=this._activeBuffer.lines.get(this._activeBuffer.ybase+r);i.deleteCells(this._activeBuffer.x,t,this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),i.isWrapped=!1}return this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom),!0},t.prototype.eraseChars=function(e){this._restrictCursor();var t=this._activeBuffer.lines.get(this._activeBuffer.ybase+this._activeBuffer.y);return t&&(t.replaceCells(this._activeBuffer.x,this._activeBuffer.x+(e.params[0]||1),this._activeBuffer.getNullCell(this._eraseAttrData()),this._eraseAttrData()),this._dirtyRowService.markDirty(this._activeBuffer.y)),!0},t.prototype.repeatPrecedingCharacter=function(e){if(!this._parser.precedingCodepoint)return!0;for(var t=e.params[0]||1,r=new Uint32Array(t),i=0;i<t;++i)r[i]=this._parser.precedingCodepoint;return this.print(r,0,r.length),!0},t.prototype.sendDeviceAttributesPrimary=function(e){return e.params[0]>0||(this._is("xterm")||this._is("rxvt-unicode")||this._is("screen")?this._coreService.triggerDataEvent(s.C0.ESC+"[?1;2c"):this._is("linux")&&this._coreService.triggerDataEvent(s.C0.ESC+"[?6c")),!0},t.prototype.sendDeviceAttributesSecondary=function(e){return e.params[0]>0||(this._is("xterm")?this._coreService.triggerDataEvent(s.C0.ESC+"[>0;276;0c"):this._is("rxvt-unicode")?this._coreService.triggerDataEvent(s.C0.ESC+"[>85;95;0c"):this._is("linux")?this._coreService.triggerDataEvent(e.params[0]+"c"):this._is("screen")&&this._coreService.triggerDataEvent(s.C0.ESC+"[>83;40003;0c")),!0},t.prototype._is=function(e){return 0===(this._optionsService.options.termName+"").indexOf(e)},t.prototype.setMode=function(e){for(var t=0;t<e.length;t++)4===e.params[t]&&(this._coreService.modes.insertMode=!0);return!0},t.prototype.setModePrivate=function(e){for(var t=0;t<e.length;t++)switch(e.params[t]){case 1:this._coreService.decPrivateModes.applicationCursorKeys=!0;break;case 2:this._charsetService.setgCharset(0,a.DEFAULT_CHARSET),this._charsetService.setgCharset(1,a.DEFAULT_CHARSET),this._charsetService.setgCharset(2,a.DEFAULT_CHARSET),this._charsetService.setgCharset(3,a.DEFAULT_CHARSET);break;case 3:this._optionsService.options.windowOptions.setWinLines&&(this._bufferService.resize(132,this._bufferService.rows),this._onRequestReset.fire());break;case 6:this._coreService.decPrivateModes.origin=!0,this._setCursor(0,0);break;case 7:this._coreService.decPrivateModes.wraparound=!0;break;case 12:break;case 45:this._coreService.decPrivateModes.reverseWraparound=!0;break;case 66:this._logService.debug("Serial port requested application keypad."),this._coreService.decPrivateModes.applicationKeypad=!0,this._onRequestSyncScrollBar.fire();break;case 9:this._coreMouseService.activeProtocol="X10";break;case 1e3:this._coreMouseService.activeProtocol="VT200";break;case 1002:this._coreMouseService.activeProtocol="DRAG";break;case 1003:this._coreMouseService.activeProtocol="ANY";break;case 1004:this._coreService.decPrivateModes.sendFocus=!0,this._onRequestSendFocus.fire();break;case 1005:this._logService.debug("DECSET 1005 not supported (see #2507)");break;case 1006:this._coreMouseService.activeEncoding="SGR";break;case 1015:this._logService.debug("DECSET 1015 not supported (see #2507)");break;case 25:this._coreService.isCursorHidden=!1;break;case 1048:this.saveCursor();break;case 1049:this.saveCursor();case 47:case 1047:this._bufferService.buffers.activateAltBuffer(this._eraseAttrData()),this._coreService.isCursorInitialized=!0,this._onRequestRefreshRows.fire(0,this._bufferService.rows-1),this._onRequestSyncScrollBar.fire();break;case 2004:this._coreService.decPrivateModes.bracketedPasteMode=!0}return!0},t.prototype.resetMode=function(e){for(var t=0;t<e.length;t++)4===e.params[t]&&(this._coreService.modes.insertMode=!1);return!0},t.prototype.resetModePrivate=function(e){for(var t=0;t<e.length;t++)switch(e.params[t]){case 1:this._coreService.decPrivateModes.applicationCursorKeys=!1;break;case 3:this._optionsService.options.windowOptions.setWinLines&&(this._bufferService.resize(80,this._bufferService.rows),this._onRequestReset.fire());break;case 6:this._coreService.decPrivateModes.origin=!1,this._setCursor(0,0);break;case 7:this._coreService.decPrivateModes.wraparound=!1;break;case 12:break;case 45:this._coreService.decPrivateModes.reverseWraparound=!1;break;case 66:this._logService.debug("Switching back to normal keypad."),this._coreService.decPrivateModes.applicationKeypad=!1,this._onRequestSyncScrollBar.fire();break;case 9:case 1e3:case 1002:case 1003:this._coreMouseService.activeProtocol="NONE";break;case 1004:this._coreService.decPrivateModes.sendFocus=!1;break;case 1005:this._logService.debug("DECRST 1005 not supported (see #2507)");break;case 1006:this._coreMouseService.activeEncoding="DEFAULT";break;case 1015:this._logService.debug("DECRST 1015 not supported (see #2507)");break;case 25:this._coreService.isCursorHidden=!0;break;case 1048:this.restoreCursor();break;case 1049:case 47:case 1047:this._bufferService.buffers.activateNormalBuffer(),1049===e.params[t]&&this.restoreCursor(),this._coreService.isCursorInitialized=!0,this._onRequestRefreshRows.fire(0,this._bufferService.rows-1),this._onRequestSyncScrollBar.fire();break;case 2004:this._coreService.decPrivateModes.bracketedPasteMode=!1}return!0},t.prototype._updateAttrColor=function(e,t,r,i,n){return 2===t?(e|=50331648,e&=-16777216,e|=v.AttributeData.fromColorRGB([r,i,n])):5===t&&(e&=-50331904,e|=33554432|255&r),e},t.prototype._extractColor=function(e,t,r){var i=[0,0,-1,0,0,0],n=0,o=0;do{if(i[o+n]=e.params[t+o],e.hasSubParams(t+o)){var s=e.getSubParams(t+o),a=0;do{5===i[1]&&(n=1),i[o+a+1+n]=s[a]}while(++a<s.length&&a+o+1+n<i.length);break}if(5===i[1]&&o+n>=2||2===i[1]&&o+n>=5)break;i[1]&&(n=1)}while(++o+t<e.length&&o+n<i.length);for(a=2;a<i.length;++a)-1===i[a]&&(i[a]=0);switch(i[0]){case 38:r.fg=this._updateAttrColor(r.fg,i[1],i[3],i[4],i[5]);break;case 48:r.bg=this._updateAttrColor(r.bg,i[1],i[3],i[4],i[5]);break;case 58:r.extended=r.extended.clone(),r.extended.underlineColor=this._updateAttrColor(r.extended.underlineColor,i[1],i[3],i[4],i[5])}return o},t.prototype._processUnderline=function(e,t){t.extended=t.extended.clone(),(!~e||e>5)&&(e=1),t.extended.underlineStyle=e,t.fg|=268435456,0===e&&(t.fg&=-268435457),t.updateExtended()},t.prototype.charAttributes=function(e){if(1===e.length&&0===e.params[0])return this._curAttrData.fg=f.DEFAULT_ATTR_DATA.fg,this._curAttrData.bg=f.DEFAULT_ATTR_DATA.bg,!0;for(var t,r=e.length,i=this._curAttrData,n=0;n<r;n++)(t=e.params[n])>=30&&t<=37?(i.fg&=-50331904,i.fg|=16777216|t-30):t>=40&&t<=47?(i.bg&=-50331904,i.bg|=16777216|t-40):t>=90&&t<=97?(i.fg&=-50331904,i.fg|=16777224|t-90):t>=100&&t<=107?(i.bg&=-50331904,i.bg|=16777224|t-100):0===t?(i.fg=f.DEFAULT_ATTR_DATA.fg,i.bg=f.DEFAULT_ATTR_DATA.bg):1===t?i.fg|=134217728:3===t?i.bg|=67108864:4===t?(i.fg|=268435456,this._processUnderline(e.hasSubParams(n)?e.getSubParams(n)[0]:1,i)):5===t?i.fg|=536870912:7===t?i.fg|=67108864:8===t?i.fg|=1073741824:9===t?i.fg|=2147483648:2===t?i.bg|=134217728:21===t?this._processUnderline(2,i):22===t?(i.fg&=-134217729,i.bg&=-134217729):23===t?i.bg&=-67108865:24===t?i.fg&=-268435457:25===t?i.fg&=-536870913:27===t?i.fg&=-67108865:28===t?i.fg&=-1073741825:29===t?i.fg&=2147483647:39===t?(i.fg&=-67108864,i.fg|=16777215&f.DEFAULT_ATTR_DATA.fg):49===t?(i.bg&=-67108864,i.bg|=16777215&f.DEFAULT_ATTR_DATA.bg):38===t||48===t||58===t?n+=this._extractColor(e,n,i):59===t?(i.extended=i.extended.clone(),i.extended.underlineColor=-1,i.updateExtended()):100===t?(i.fg&=-67108864,i.fg|=16777215&f.DEFAULT_ATTR_DATA.fg,i.bg&=-67108864,i.bg|=16777215&f.DEFAULT_ATTR_DATA.bg):this._logService.debug("Unknown SGR attribute: %d.",t);return!0},t.prototype.deviceStatus=function(e){switch(e.params[0]){case 5:this._coreService.triggerDataEvent(s.C0.ESC+"[0n");break;case 6:var t=this._activeBuffer.y+1,r=this._activeBuffer.x+1;this._coreService.triggerDataEvent(s.C0.ESC+"["+t+";"+r+"R")}return!0},t.prototype.deviceStatusPrivate=function(e){if(6===e.params[0]){var t=this._activeBuffer.y+1,r=this._activeBuffer.x+1;this._coreService.triggerDataEvent(s.C0.ESC+"[?"+t+";"+r+"R")}return!0},t.prototype.softReset=function(e){return this._coreService.isCursorHidden=!1,this._onRequestSyncScrollBar.fire(),this._activeBuffer.scrollTop=0,this._activeBuffer.scrollBottom=this._bufferService.rows-1,this._curAttrData=f.DEFAULT_ATTR_DATA.clone(),this._coreService.reset(),this._charsetService.reset(),this._activeBuffer.savedX=0,this._activeBuffer.savedY=this._activeBuffer.ybase,this._activeBuffer.savedCurAttrData.fg=this._curAttrData.fg,this._activeBuffer.savedCurAttrData.bg=this._curAttrData.bg,this._activeBuffer.savedCharset=this._charsetService.charset,this._coreService.decPrivateModes.origin=!1,!0},t.prototype.setCursorStyle=function(e){var t=e.params[0]||1;switch(t){case 1:case 2:this._optionsService.options.cursorStyle="block";break;case 3:case 4:this._optionsService.options.cursorStyle="underline";break;case 5:case 6:this._optionsService.options.cursorStyle="bar"}var r=t%2==1;return this._optionsService.options.cursorBlink=r,!0},t.prototype.setScrollRegion=function(e){var t,r=e.params[0]||1;return(e.length<2||(t=e.params[1])>this._bufferService.rows||0===t)&&(t=this._bufferService.rows),t>r&&(this._activeBuffer.scrollTop=r-1,this._activeBuffer.scrollBottom=t-1,this._setCursor(0,0)),!0},t.prototype.windowOptions=function(e){if(!w(e.params[0],this._optionsService.options.windowOptions))return!0;var t=e.length>1?e.params[1]:0;switch(e.params[0]){case 14:2!==t&&this._onRequestWindowsOptionsReport.fire(o.GET_WIN_SIZE_PIXELS);break;case 16:this._onRequestWindowsOptionsReport.fire(o.GET_CELL_SIZE_PIXELS);break;case 18:this._bufferService&&this._coreService.triggerDataEvent(s.C0.ESC+"[8;"+this._bufferService.rows+";"+this._bufferService.cols+"t");break;case 22:0!==t&&2!==t||(this._windowTitleStack.push(this._windowTitle),this._windowTitleStack.length>10&&this._windowTitleStack.shift()),0!==t&&1!==t||(this._iconNameStack.push(this._iconName),this._iconNameStack.length>10&&this._iconNameStack.shift());break;case 23:0!==t&&2!==t||this._windowTitleStack.length&&this.setTitle(this._windowTitleStack.pop()),0!==t&&1!==t||this._iconNameStack.length&&this.setIconName(this._iconNameStack.pop())}return!0},t.prototype.saveCursor=function(e){return this._activeBuffer.savedX=this._activeBuffer.x,this._activeBuffer.savedY=this._activeBuffer.ybase+this._activeBuffer.y,this._activeBuffer.savedCurAttrData.fg=this._curAttrData.fg,this._activeBuffer.savedCurAttrData.bg=this._curAttrData.bg,this._activeBuffer.savedCharset=this._charsetService.charset,!0},t.prototype.restoreCursor=function(e){return this._activeBuffer.x=this._activeBuffer.savedX||0,this._activeBuffer.y=Math.max(this._activeBuffer.savedY-this._activeBuffer.ybase,0),this._curAttrData.fg=this._activeBuffer.savedCurAttrData.fg,this._curAttrData.bg=this._activeBuffer.savedCurAttrData.bg,this._charsetService.charset=this._savedCharset,this._activeBuffer.savedCharset&&(this._charsetService.charset=this._activeBuffer.savedCharset),this._restrictCursor(),!0},t.prototype.setTitle=function(e){return this._windowTitle=e,this._onTitleChange.fire(e),!0},t.prototype.setIconName=function(e){return this._iconName=e,!0},t.prototype.setOrReportIndexedColor=function(e){for(var t=[],r=e.split(";");r.length>1;){var i=r.shift(),n=r.shift();if(/^\d+$/.exec(i)){var o=parseInt(i);if(0<=o&&o<256)if("?"===n)t.push({type:0,index:o});else{var s=(0,b.parseColor)(n);s&&t.push({type:1,index:o,color:s})}}}return t.length&&this._onColor.fire(t),!0},t.prototype._setOrReportSpecialColor=function(e,t){for(var r=e.split(";"),i=0;i<r.length&&!(t>=this._specialColors.length);++i,++t)if("?"===r[i])this._onColor.fire([{type:0,index:this._specialColors[t]}]);else{var n=(0,b.parseColor)(r[i]);n&&this._onColor.fire([{type:1,index:this._specialColors[t],color:n}])}return!0},t.prototype.setOrReportFgColor=function(e){return this._setOrReportSpecialColor(e,0)},t.prototype.setOrReportBgColor=function(e){return this._setOrReportSpecialColor(e,1)},t.prototype.setOrReportCursorColor=function(e){return this._setOrReportSpecialColor(e,2)},t.prototype.restoreIndexedColor=function(e){if(!e)return this._onColor.fire([{type:2}]),!0;for(var t=[],r=e.split(";"),i=0;i<r.length;++i)if(/^\d+$/.exec(r[i])){var n=parseInt(r[i]);0<=n&&n<256&&t.push({type:2,index:n})}return t.length&&this._onColor.fire(t),!0},t.prototype.restoreFgColor=function(e){return this._onColor.fire([{type:2,index:256}]),!0},t.prototype.restoreBgColor=function(e){return this._onColor.fire([{type:2,index:257}]),!0},t.prototype.restoreCursorColor=function(e){return this._onColor.fire([{type:2,index:258}]),!0},t.prototype.nextLine=function(){return this._activeBuffer.x=0,this.index(),!0},t.prototype.keypadApplicationMode=function(){return this._logService.debug("Serial port requested application keypad."),this._coreService.decPrivateModes.applicationKeypad=!0,this._onRequestSyncScrollBar.fire(),!0},t.prototype.keypadNumericMode=function(){return this._logService.debug("Switching back to normal keypad."),this._coreService.decPrivateModes.applicationKeypad=!1,this._onRequestSyncScrollBar.fire(),!0},t.prototype.selectDefaultCharset=function(){return this._charsetService.setgLevel(0),this._charsetService.setgCharset(0,a.DEFAULT_CHARSET),!0},t.prototype.selectCharset=function(e){return 2!==e.length?(this.selectDefaultCharset(),!0):("/"===e[0]||this._charsetService.setgCharset(S[e[0]],a.CHARSETS[e[1]]||a.DEFAULT_CHARSET),!0)},t.prototype.index=function(){return this._restrictCursor(),this._activeBuffer.y++,this._activeBuffer.y===this._activeBuffer.scrollBottom+1?(this._activeBuffer.y--,this._bufferService.scroll(this._eraseAttrData())):this._activeBuffer.y>=this._bufferService.rows&&(this._activeBuffer.y=this._bufferService.rows-1),this._restrictCursor(),!0},t.prototype.tabSet=function(){return this._activeBuffer.tabs[this._activeBuffer.x]=!0,!0},t.prototype.reverseIndex=function(){if(this._restrictCursor(),this._activeBuffer.y===this._activeBuffer.scrollTop){var e=this._activeBuffer.scrollBottom-this._activeBuffer.scrollTop;this._activeBuffer.lines.shiftElements(this._activeBuffer.ybase+this._activeBuffer.y,e,1),this._activeBuffer.lines.set(this._activeBuffer.ybase+this._activeBuffer.y,this._activeBuffer.getBlankLine(this._eraseAttrData())),this._dirtyRowService.markRangeDirty(this._activeBuffer.scrollTop,this._activeBuffer.scrollBottom)}else this._activeBuffer.y--,this._restrictCursor();return!0},t.prototype.fullReset=function(){return this._parser.reset(),this._onRequestReset.fire(),!0},t.prototype.reset=function(){this._curAttrData=f.DEFAULT_ATTR_DATA.clone(),this._eraseAttrDataInternal=f.DEFAULT_ATTR_DATA.clone()},t.prototype._eraseAttrData=function(){return this._eraseAttrDataInternal.bg&=-67108864,this._eraseAttrDataInternal.bg|=67108863&this._curAttrData.bg,this._eraseAttrDataInternal},t.prototype.setgLevel=function(e){return this._charsetService.setgLevel(e),!0},t.prototype.screenAlignmentPattern=function(){var e=new p.CellData;e.content=1<<22|"E".charCodeAt(0),e.fg=this._curAttrData.fg,e.bg=this._curAttrData.bg,this._setCursor(0,0);for(var t=0;t<this._bufferService.rows;++t){var r=this._activeBuffer.ybase+this._activeBuffer.y+t,i=this._activeBuffer.lines.get(r);i&&(i.fill(e),i.isWrapped=!1)}return this._dirtyRowService.markAllDirty(),this._setCursor(0,0),!0},t}(l.Disposable);t.InputHandler=E},844:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.getDisposeArrayDisposable=t.disposeArray=t.Disposable=void 0;var r=function(){function e(){this._disposables=[],this._isDisposed=!1}return e.prototype.dispose=function(){this._isDisposed=!0;for(var e=0,t=this._disposables;e<t.length;e++)t[e].dispose();this._disposables.length=0},e.prototype.register=function(e){return this._disposables.push(e),e},e.prototype.unregister=function(e){var t=this._disposables.indexOf(e);-1!==t&&this._disposables.splice(t,1)},e}();function i(e){for(var t=0,r=e;t<r.length;t++)r[t].dispose();e.length=0}t.Disposable=r,t.disposeArray=i,t.getDisposeArrayDisposable=function(e){return{dispose:function(){return i(e)}}}},6114:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.isLinux=t.isWindows=t.isIphone=t.isIpad=t.isMac=t.isSafari=t.isFirefox=void 0;var r="undefined"==typeof navigator,i=r?"node":navigator.userAgent,n=r?"node":navigator.platform;t.isFirefox=i.includes("Firefox"),t.isSafari=/^((?!chrome|android).)*safari/i.test(i),t.isMac=["Macintosh","MacIntel","MacPPC","Mac68K"].includes(n),t.isIpad="iPad"===n,t.isIphone="iPhone"===n,t.isWindows=["Windows","Win16","Win32","WinCE"].includes(n),t.isLinux=n.indexOf("Linux")>=0},8273:(e,t)=>{function r(e,t,r,i){if(void 0===r&&(r=0),void 0===i&&(i=e.length),r>=e.length)return e;r=(e.length+r)%e.length,i=i>=e.length?e.length:(e.length+i)%e.length;for(var n=r;n<i;++n)e[n]=t;return e}Object.defineProperty(t,"__esModule",{value:!0}),t.concat=t.fillFallback=t.fill=void 0,t.fill=function(e,t,i,n){return e.fill?e.fill(t,i,n):r(e,t,i,n)},t.fillFallback=r,t.concat=function(e,t){var r=new e.constructor(e.length+t.length);return r.set(e),r.set(t,e.length),r}},9282:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.updateWindowsModeWrappedState=void 0;var i=r(643);t.updateWindowsModeWrappedState=function(e){var t=e.buffer.lines.get(e.buffer.ybase+e.buffer.y-1),r=null==t?void 0:t.get(e.cols-1),n=e.buffer.lines.get(e.buffer.ybase+e.buffer.y);n&&r&&(n.isWrapped=r[i.CHAR_DATA_CODE_INDEX]!==i.NULL_CELL_CODE&&r[i.CHAR_DATA_CODE_INDEX]!==i.WHITESPACE_CELL_CODE)}},3734:(e,t)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.ExtendedAttrs=t.AttributeData=void 0;var r=function(){function e(){this.fg=0,this.bg=0,this.extended=new i}return e.toColorRGB=function(e){return[e>>>16&255,e>>>8&255,255&e]},e.fromColorRGB=function(e){return(255&e[0])<<16|(255&e[1])<<8|255&e[2]},e.prototype.clone=function(){var t=new e;return t.fg=this.fg,t.bg=this.bg,t.extended=this.extended.clone(),t},e.prototype.isInverse=function(){return 67108864&this.fg},e.prototype.isBold=function(){return 134217728&this.fg},e.prototype.isUnderline=function(){return 268435456&this.fg},e.prototype.isBlink=function(){return 536870912&this.fg},e.prototype.isInvisible=function(){return 1073741824&this.fg},e.prototype.isItalic=function(){return 67108864&this.bg},e.prototype.isDim=function(){return 134217728&this.bg},e.prototype.isStrikethrough=function(){return 2147483648&this.fg},e.prototype.getFgColorMode=function(){return 50331648&this.fg},e.prototype.getBgColorMode=function(){return 50331648&this.bg},e.prototype.isFgRGB=function(){return 50331648==(50331648&this.fg)},e.prototype.isBgRGB=function(){return 50331648==(50331648&this.bg)},e.prototype.isFgPalette=function(){return 16777216==(50331648&this.fg)||33554432==(50331648&this.fg)},e.prototype.isBgPalette=function(){return 16777216==(50331648&this.bg)||33554432==(50331648&this.bg)},e.prototype.isFgDefault=function(){return 0==(50331648&this.fg)},e.prototype.isBgDefault=function(){return 0==(50331648&this.bg)},e.prototype.isAttributeDefault=function(){return 0===this.fg&&0===this.bg},e.prototype.getFgColor=function(){switch(50331648&this.fg){case 16777216:case 33554432:return 255&this.fg;case 50331648:return 16777215&this.fg;default:return-1}},e.prototype.getBgColor=function(){switch(50331648&this.bg){case 16777216:case 33554432:return 255&this.bg;case 50331648:return 16777215&this.bg;default:return-1}},e.prototype.hasExtendedAttrs=function(){return 268435456&this.bg},e.prototype.updateExtended=function(){this.extended.isEmpty()?this.bg&=-268435457:this.bg|=268435456},e.prototype.getUnderlineColor=function(){if(268435456&this.bg&&~this.extended.underlineColor)switch(50331648&this.extended.underlineColor){case 16777216:case 33554432:return 255&this.extended.underlineColor;case 50331648:return 16777215&this.extended.underlineColor;default:return this.getFgColor()}return this.getFgColor()},e.prototype.getUnderlineColorMode=function(){return 268435456&this.bg&&~this.extended.underlineColor?50331648&this.extended.underlineColor:this.getFgColorMode()},e.prototype.isUnderlineColorRGB=function(){return 268435456&this.bg&&~this.extended.underlineColor?50331648==(50331648&this.extended.underlineColor):this.isFgRGB()},e.prototype.isUnderlineColorPalette=function(){return 268435456&this.bg&&~this.extended.underlineColor?16777216==(50331648&this.extended.underlineColor)||33554432==(50331648&this.extended.underlineColor):this.isFgPalette()},e.prototype.isUnderlineColorDefault=function(){return 268435456&this.bg&&~this.extended.underlineColor?0==(50331648&this.extended.underlineColor):this.isFgDefault()},e.prototype.getUnderlineStyle=function(){return 268435456&this.fg?268435456&this.bg?this.extended.underlineStyle:1:0},e}();t.AttributeData=r;var i=function(){function e(e,t){void 0===e&&(e=0),void 0===t&&(t=-1),this.underlineStyle=e,this.underlineColor=t}return e.prototype.clone=function(){return new e(this.underlineStyle,this.underlineColor)},e.prototype.isEmpty=function(){return 0===this.underlineStyle},e}();t.ExtendedAttrs=i},9092:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.BufferStringIterator=t.Buffer=t.MAX_BUFFER_SIZE=void 0;var i=r(6349),n=r(8437),o=r(511),s=r(643),a=r(4634),c=r(4863),l=r(7116),u=r(3734);t.MAX_BUFFER_SIZE=4294967295;var h=function(){function e(e,t,r){this._hasScrollback=e,this._optionsService=t,this._bufferService=r,this.ydisp=0,this.ybase=0,this.y=0,this.x=0,this.savedY=0,this.savedX=0,this.savedCurAttrData=n.DEFAULT_ATTR_DATA.clone(),this.savedCharset=l.DEFAULT_CHARSET,this.markers=[],this._nullCell=o.CellData.fromCharData([0,s.NULL_CELL_CHAR,s.NULL_CELL_WIDTH,s.NULL_CELL_CODE]),this._whitespaceCell=o.CellData.fromCharData([0,s.WHITESPACE_CELL_CHAR,s.WHITESPACE_CELL_WIDTH,s.WHITESPACE_CELL_CODE]),this._cols=this._bufferService.cols,this._rows=this._bufferService.rows,this.lines=new i.CircularList(this._getCorrectBufferLength(this._rows)),this.scrollTop=0,this.scrollBottom=this._rows-1,this.setupTabStops()}return e.prototype.getNullCell=function(e){return e?(this._nullCell.fg=e.fg,this._nullCell.bg=e.bg,this._nullCell.extended=e.extended):(this._nullCell.fg=0,this._nullCell.bg=0,this._nullCell.extended=new u.ExtendedAttrs),this._nullCell},e.prototype.getWhitespaceCell=function(e){return e?(this._whitespaceCell.fg=e.fg,this._whitespaceCell.bg=e.bg,this._whitespaceCell.extended=e.extended):(this._whitespaceCell.fg=0,this._whitespaceCell.bg=0,this._whitespaceCell.extended=new u.ExtendedAttrs),this._whitespaceCell},e.prototype.getBlankLine=function(e,t){return new n.BufferLine(this._bufferService.cols,this.getNullCell(e),t)},Object.defineProperty(e.prototype,"hasScrollback",{get:function(){return this._hasScrollback&&this.lines.maxLength>this._rows},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"isCursorInViewport",{get:function(){var e=this.ybase+this.y-this.ydisp;return e>=0&&e<this._rows},enumerable:!1,configurable:!0}),e.prototype._getCorrectBufferLength=function(e){if(!this._hasScrollback)return e;var r=e+this._optionsService.options.scrollback;return r>t.MAX_BUFFER_SIZE?t.MAX_BUFFER_SIZE:r},e.prototype.fillViewportRows=function(e){if(0===this.lines.length){void 0===e&&(e=n.DEFAULT_ATTR_DATA);for(var t=this._rows;t--;)this.lines.push(this.getBlankLine(e))}},e.prototype.clear=function(){this.ydisp=0,this.ybase=0,this.y=0,this.x=0,this.lines=new i.CircularList(this._getCorrectBufferLength(this._rows)),this.scrollTop=0,this.scrollBottom=this._rows-1,this.setupTabStops()},e.prototype.resize=function(e,t){var r=this.getNullCell(n.DEFAULT_ATTR_DATA),i=this._getCorrectBufferLength(t);if(i>this.lines.maxLength&&(this.lines.maxLength=i),this.lines.length>0){if(this._cols<e)for(var o=0;o<this.lines.length;o++)this.lines.get(o).resize(e,r);var s=0;if(this._rows<t)for(var a=this._rows;a<t;a++)this.lines.length<t+this.ybase&&(this._optionsService.options.windowsMode?this.lines.push(new n.BufferLine(e,r)):this.ybase>0&&this.lines.length<=this.ybase+this.y+s+1?(this.ybase--,s++,this.ydisp>0&&this.ydisp--):this.lines.push(new n.BufferLine(e,r)));else for(a=this._rows;a>t;a--)this.lines.length>t+this.ybase&&(this.lines.length>this.ybase+this.y+1?this.lines.pop():(this.ybase++,this.ydisp++));if(i<this.lines.maxLength){var c=this.lines.length-i;c>0&&(this.lines.trimStart(c),this.ybase=Math.max(this.ybase-c,0),this.ydisp=Math.max(this.ydisp-c,0),this.savedY=Math.max(this.savedY-c,0)),this.lines.maxLength=i}this.x=Math.min(this.x,e-1),this.y=Math.min(this.y,t-1),s&&(this.y+=s),this.savedX=Math.min(this.savedX,e-1),this.scrollTop=0}if(this.scrollBottom=t-1,this._isReflowEnabled&&(this._reflow(e,t),this._cols>e))for(o=0;o<this.lines.length;o++)this.lines.get(o).resize(e,r);this._cols=e,this._rows=t},Object.defineProperty(e.prototype,"_isReflowEnabled",{get:function(){return this._hasScrollback&&!this._optionsService.options.windowsMode},enumerable:!1,configurable:!0}),e.prototype._reflow=function(e,t){this._cols!==e&&(e>this._cols?this._reflowLarger(e,t):this._reflowSmaller(e,t))},e.prototype._reflowLarger=function(e,t){var r=(0,a.reflowLargerGetLinesToRemove)(this.lines,this._cols,e,this.ybase+this.y,this.getNullCell(n.DEFAULT_ATTR_DATA));if(r.length>0){var i=(0,a.reflowLargerCreateNewLayout)(this.lines,r);(0,a.reflowLargerApplyNewLayout)(this.lines,i.layout),this._reflowLargerAdjustViewport(e,t,i.countRemoved)}},e.prototype._reflowLargerAdjustViewport=function(e,t,r){for(var i=this.getNullCell(n.DEFAULT_ATTR_DATA),o=r;o-- >0;)0===this.ybase?(this.y>0&&this.y--,this.lines.length<t&&this.lines.push(new n.BufferLine(e,i))):(this.ydisp===this.ybase&&this.ydisp--,this.ybase--);this.savedY=Math.max(this.savedY-r,0)},e.prototype._reflowSmaller=function(e,t){for(var r=this.getNullCell(n.DEFAULT_ATTR_DATA),i=[],o=0,s=this.lines.length-1;s>=0;s--){var c=this.lines.get(s);if(!(!c||!c.isWrapped&&c.getTrimmedLength()<=e)){for(var l=[c];c.isWrapped&&s>0;)c=this.lines.get(--s),l.unshift(c);var u=this.ybase+this.y;if(!(u>=s&&u<s+l.length)){var h,f=l[l.length-1].getTrimmedLength(),_=(0,a.reflowSmallerGetNewLineLengths)(l,this._cols,e),d=_.length-l.length;h=0===this.ybase&&this.y!==this.lines.length-1?Math.max(0,this.y-this.lines.maxLength+d):Math.max(0,this.lines.length-this.lines.maxLength+d);for(var p=[],v=0;v<d;v++){var g=this.getBlankLine(n.DEFAULT_ATTR_DATA,!0);p.push(g)}p.length>0&&(i.push({start:s+l.length+o,newLines:p}),o+=p.length),l.push.apply(l,p);var y=_.length-1,m=_[y];0===m&&(m=_[--y]);for(var b=l.length-d-1,S=f;b>=0;){var C=Math.min(S,m);if(l[y].copyCellsFrom(l[b],S-C,m-C,C,!0),0==(m-=C)&&(m=_[--y]),0==(S-=C)){b--;var w=Math.max(b,0);S=(0,a.getWrappedLineTrimmedLength)(l,w,this._cols)}}for(v=0;v<l.length;v++)_[v]<e&&l[v].setCell(_[v],r);for(var L=d-h;L-- >0;)0===this.ybase?this.y<t-1?(this.y++,this.lines.pop()):(this.ybase++,this.ydisp++):this.ybase<Math.min(this.lines.maxLength,this.lines.length+o)-t&&(this.ybase===this.ydisp&&this.ydisp++,this.ybase++);this.savedY=Math.min(this.savedY+d,this.ybase+t-1)}}}if(i.length>0){var E=[],x=[];for(v=0;v<this.lines.length;v++)x.push(this.lines.get(v));var A=this.lines.length,k=A-1,M=0,R=i[M];this.lines.length=Math.min(this.lines.maxLength,this.lines.length+o);var T=0;for(v=Math.min(this.lines.maxLength-1,A+o-1);v>=0;v--)if(R&&R.start>k+T){for(var O=R.newLines.length-1;O>=0;O--)this.lines.set(v--,R.newLines[O]);v++,E.push({index:k+1,amount:R.newLines.length}),T+=R.newLines.length,R=i[++M]}else this.lines.set(v,x[k--]);var B=0;for(v=E.length-1;v>=0;v--)E[v].index+=B,this.lines.onInsertEmitter.fire(E[v]),B+=E[v].amount;var D=Math.max(0,A+o-this.lines.maxLength);D>0&&this.lines.onTrimEmitter.fire(D)}},e.prototype.stringIndexToBufferIndex=function(e,t,r){for(void 0===r&&(r=!1);t;){var i=this.lines.get(e);if(!i)return[-1,-1];for(var n=r?i.getTrimmedLength():i.length,o=0;o<n;++o)if(i.get(o)[s.CHAR_DATA_WIDTH_INDEX]&&(t-=i.get(o)[s.CHAR_DATA_CHAR_INDEX].length||1),t<0)return[e,o];e++}return[e,0]},e.prototype.translateBufferLineToString=function(e,t,r,i){void 0===r&&(r=0);var n=this.lines.get(e);return n?n.translateToString(t,r,i):""},e.prototype.getWrappedRangeForLine=function(e){for(var t=e,r=e;t>0&&this.lines.get(t).isWrapped;)t--;for(;r+1<this.lines.length&&this.lines.get(r+1).isWrapped;)r++;return{first:t,last:r}},e.prototype.setupTabStops=function(e){for(null!=e?this.tabs[e]||(e=this.prevStop(e)):(this.tabs={},e=0);e<this._cols;e+=this._optionsService.options.tabStopWidth)this.tabs[e]=!0},e.prototype.prevStop=function(e){for(null==e&&(e=this.x);!this.tabs[--e]&&e>0;);return e>=this._cols?this._cols-1:e<0?0:e},e.prototype.nextStop=function(e){for(null==e&&(e=this.x);!this.tabs[++e]&&e<this._cols;);return e>=this._cols?this._cols-1:e<0?0:e},e.prototype.addMarker=function(e){var t=this,r=new c.Marker(e);return this.markers.push(r),r.register(this.lines.onTrim((function(e){r.line-=e,r.line<0&&r.dispose()}))),r.register(this.lines.onInsert((function(e){r.line>=e.index&&(r.line+=e.amount)}))),r.register(this.lines.onDelete((function(e){r.line>=e.index&&r.line<e.index+e.amount&&r.dispose(),r.line>e.index&&(r.line-=e.amount)}))),r.register(r.onDispose((function(){return t._removeMarker(r)}))),r},e.prototype._removeMarker=function(e){this.markers.splice(this.markers.indexOf(e),1)},e.prototype.iterator=function(e,t,r,i,n){return new f(this,e,t,r,i,n)},e}();t.Buffer=h;var f=function(){function e(e,t,r,i,n,o){void 0===r&&(r=0),void 0===i&&(i=e.lines.length),void 0===n&&(n=0),void 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e=this._stack.paused?this._stack.loopPosition-1:this._active.length-1;e>=0;--e)this._active[e].unhook(!1);this._stack.paused=!1,this._active=s,this._ident=0},e.prototype.hook=function(e,t){if(this.reset(),this._ident=e,this._active=this._handlers[e]||s,this._active.length)for(var r=this._active.length-1;r>=0;r--)this._active[r].hook(t);else this._handlerFb(this._ident,"HOOK",t)},e.prototype.put=function(e,t,r){if(this._active.length)for(var n=this._active.length-1;n>=0;n--)this._active[n].put(e,t,r);else this._handlerFb(this._ident,"PUT",(0,i.utf32ToString)(e,t,r))},e.prototype.unhook=function(e,t){if(void 0===t&&(t=!0),this._active.length){var r=!1,i=this._active.length-1,n=!1;if(this._stack.paused&&(i=this._stack.loopPosition-1,r=t,n=this._stack.fallThrough,this._stack.paused=!1),!n&&!1===r){for(;i>=0&&!0!==(r=this._active[i].unhook(e));i--)if(r instanceof Promise)return this._stack.paused=!0,this._stack.loopPosition=i,this._stack.fallThrough=!1,r;i--}for(;i>=0;i--)if((r=this._active[i].unhook(!1))instanceof Promise)return this._stack.paused=!0,this._stack.loopPosition=i,this._stack.fallThrough=!0,r}else this._handlerFb(this._ident,"UNHOOK",e);this._active=s,this._ident=0},e}();t.DcsParser=a;var c=new n.Params;c.addParam(0);var l=function(){function e(e){this._handler=e,this._data="",this._params=c,this._hitLimit=!1}return e.prototype.hook=function(e){this._params=e.length>1||e.params[0]?e.clone():c,this._data="",this._hitLimit=!1},e.prototype.put=function(e,t,r){this._hitLimit||(this._data+=(0,i.utf32ToString)(e,t,r),this._data.length>o.PAYLOAD_LIMIT&&(this._data="",this._hitLimit=!0))},e.prototype.unhook=function(e){var t=this,r=!1;if(this._hitLimit)r=!1;else if(e&&(r=this._handler(this._data,this._params))instanceof Promise)return r.then((function(e){return t._params=c,t._data="",t._hitLimit=!1,e}));return this._params=c,this._data="",this._hitLimit=!1,r},e}();t.DcsHandler=l},2015:function(e,t,r){var i,n=this&&this.__extends||(i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var r in t)Object.prototype.hasOwnProperty.call(t,r)&&(e[r]=t[r])},i(e,t)},function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function r(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(r.prototype=t.prototype,new r)});Object.defineProperty(t,"__esModule",{value:!0}),t.EscapeSequenceParser=t.VT500_TRANSITION_TABLE=t.TransitionTable=void 0;var o=r(844),s=r(8273),a=r(8742),c=r(6242),l=r(6351),u=function(){function e(e){this.table=new Uint8Array(e)}return e.prototype.setDefault=function(e,t){(0,s.fill)(this.table,e<<4|t)},e.prototype.add=function(e,t,r,i){this.table[t<<8|e]=r<<4|i},e.prototype.addMany=function(e,t,r,i){for(var n=0;n<e.length;n++)this.table[t<<8|e[n]]=r<<4|i},e}();t.TransitionTable=u;var h=160;t.VT500_TRANSITION_TABLE=function(){var e=new u(4095),t=Array.apply(null,Array(256)).map((function(e,t){return t})),r=function(e,r){return t.slice(e,r)},i=r(32,127),n=r(0,24);n.push(25),n.push.apply(n,r(28,32));var o,s=r(0,14);for(o in e.setDefault(1,0),e.addMany(i,0,2,0),s)e.addMany([24,26,153,154],o,3,0),e.addMany(r(128,144),o,3,0),e.addMany(r(144,152),o,3,0),e.add(156,o,0,0),e.add(27,o,11,1),e.add(157,o,4,8),e.addMany([152,158,159],o,0,7),e.add(155,o,11,3),e.add(144,o,11,9);return e.addMany(n,0,3,0),e.addMany(n,1,3,1),e.add(127,1,0,1),e.addMany(n,8,0,8),e.addMany(n,3,3,3),e.add(127,3,0,3),e.addMany(n,4,3,4),e.add(127,4,0,4),e.addMany(n,6,3,6),e.addMany(n,5,3,5),e.add(127,5,0,5),e.addMany(n,2,3,2),e.add(127,2,0,2),e.add(93,1,4,8),e.addMany(i,8,5,8),e.add(127,8,5,8),e.addMany([156,27,24,26,7],8,6,0),e.addMany(r(28,32),8,0,8),e.addMany([88,94,95],1,0,7),e.addMany(i,7,0,7),e.addMany(n,7,0,7),e.add(156,7,0,0),e.add(127,7,0,7),e.add(91,1,11,3),e.addMany(r(64,127),3,7,0),e.addMany(r(48,60),3,8,4),e.addMany([60,61,62,63],3,9,4),e.addMany(r(48,60),4,8,4),e.addMany(r(64,127),4,7,0),e.addMany([60,61,62,63],4,0,6),e.addMany(r(32,64),6,0,6),e.add(127,6,0,6),e.addMany(r(64,127),6,0,0),e.addMany(r(32,48),3,9,5),e.addMany(r(32,48),5,9,5),e.addMany(r(48,64),5,0,6),e.addMany(r(64,127),5,7,0),e.addMany(r(32,48),4,9,5),e.addMany(r(32,48),1,9,2),e.addMany(r(32,48),2,9,2),e.addMany(r(48,127),2,10,0),e.addMany(r(48,80),1,10,0),e.addMany(r(81,88),1,10,0),e.addMany([89,90,92],1,10,0),e.addMany(r(96,127),1,10,0),e.add(80,1,11,9),e.addMany(n,9,0,9),e.add(127,9,0,9),e.addMany(r(28,32),9,0,9),e.addMany(r(32,48),9,9,12),e.addMany(r(48,60),9,8,10),e.addMany([60,61,62,63],9,9,10),e.addMany(n,11,0,11),e.addMany(r(32,128),11,0,11),e.addMany(r(28,32),11,0,11),e.addMany(n,10,0,10),e.add(127,10,0,10),e.addMany(r(28,32),10,0,10),e.addMany(r(48,60),10,8,10),e.addMany([60,61,62,63],10,0,11),e.addMany(r(32,48),10,9,12),e.addMany(n,12,0,12),e.add(127,12,0,12),e.addMany(r(28,32),12,0,12),e.addMany(r(32,48),12,9,12),e.addMany(r(48,64),12,0,11),e.addMany(r(64,127),12,12,13),e.addMany(r(64,127),10,12,13),e.addMany(r(64,127),9,12,13),e.addMany(n,13,13,13),e.addMany(i,13,13,13),e.add(127,13,0,13),e.addMany([27,156,24,26],13,14,0),e.add(h,0,2,0),e.add(h,8,5,8),e.add(h,6,0,6),e.add(h,11,0,11),e.add(h,13,13,13),e}();var f=function(e){function r(r){void 0===r&&(r=t.VT500_TRANSITION_TABLE);var i=e.call(this)||this;return i._transitions=r,i._parseStack={state:0,handlers:[],handlerPos:0,transition:0,chunkPos:0},i.initialState=0,i.currentState=i.initialState,i._params=new a.Params,i._params.addParam(0),i._collect=0,i.precedingCodepoint=0,i._printHandlerFb=function(e,t,r){},i._executeHandlerFb=function(e){},i._csiHandlerFb=function(e,t){},i._escHandlerFb=function(e){},i._errorHandlerFb=function(e){return e},i._printHandler=i._printHandlerFb,i._executeHandlers=Object.create(null),i._csiHandlers=Object.create(null),i._escHandlers=Object.create(null),i._oscParser=new c.OscParser,i._dcsParser=new l.DcsParser,i._errorHandler=i._errorHandlerFb,i.registerEscHandler({final:"\\"},(function(){return!0})),i}return n(r,e),r.prototype._identifier=function(e,t){void 0===t&&(t=[64,126]);var r=0;if(e.prefix){if(e.prefix.length>1)throw new Error("only one byte as prefix supported");if((r=e.prefix.charCodeAt(0))&&60>r||r>63)throw new Error("prefix must be in range 0x3c .. 0x3f")}if(e.intermediates){if(e.intermediates.length>2)throw new Error("only two bytes as intermediates are supported");for(var i=0;i<e.intermediates.length;++i){var n=e.intermediates.charCodeAt(i);if(32>n||n>47)throw new Error("intermediate must be in range 0x20 .. 0x2f");r<<=8,r|=n}}if(1!==e.final.length)throw new Error("final must be a single byte");var o=e.final.charCodeAt(0);if(t[0]>o||o>t[1])throw new Error("final must be in range "+t[0]+" .. "+t[1]);return(r<<=8)|o},r.prototype.identToString=function(e){for(var t=[];e;)t.push(String.fromCharCode(255&e)),e>>=8;return t.reverse().join("")},r.prototype.dispose=function(){this._csiHandlers=Object.create(null),this._executeHandlers=Object.create(null),this._escHandlers=Object.create(null),this._oscParser.dispose(),this._dcsParser.dispose()},r.prototype.setPrintHandler=function(e){this._printHandler=e},r.prototype.clearPrintHandler=function(){this._printHandler=this._printHandlerFb},r.prototype.registerEscHandler=function(e,t){var r=this._identifier(e,[48,126]);void 0===this._escHandlers[r]&&(this._escHandlers[r]=[]);var i=this._escHandlers[r];return i.push(t),{dispose:function(){var e=i.indexOf(t);-1!==e&&i.splice(e,1)}}},r.prototype.clearEscHandler=function(e){this._escHandlers[this._identifier(e,[48,126])]&&delete this._escHandlers[this._identifier(e,[48,126])]},r.prototype.setEscHandlerFallback=function(e){this._escHandlerFb=e},r.prototype.setExecuteHandler=function(e,t){this._executeHandlers[e.charCodeAt(0)]=t},r.prototype.clearExecuteHandler=function(e){this._executeHandlers[e.charCodeAt(0)]&&delete this._executeHandlers[e.charCodeAt(0)]},r.prototype.setExecuteHandlerFallback=function(e){this._executeHandlerFb=e},r.prototype.registerCsiHandler=function(e,t){var r=this._identifier(e);void 0===this._csiHandlers[r]&&(this._csiHandlers[r]=[]);var i=this._csiHandlers[r];return i.push(t),{dispose:function(){var e=i.indexOf(t);-1!==e&&i.splice(e,1)}}},r.prototype.clearCsiHandler=function(e){this._csiHandlers[this._identifier(e)]&&delete this._csiHandlers[this._identifier(e)]},r.prototype.setCsiHandlerFallback=function(e){this._csiHandlerFb=e},r.prototype.registerDcsHandler=function(e,t){return this._dcsParser.registerHandler(this._identifier(e),t)},r.prototype.clearDcsHandler=function(e){this._dcsParser.clearHandler(this._identifier(e))},r.prototype.setDcsHandlerFallback=function(e){this._dcsParser.setHandlerFallback(e)},r.prototype.registerOscHandler=function(e,t){return this._oscParser.registerHandler(e,t)},r.prototype.clearOscHandler=function(e){this._oscParser.clearHandler(e)},r.prototype.setOscHandlerFallback=function(e){this._oscParser.setHandlerFallback(e)},r.prototype.setErrorHandler=function(e){this._errorHandler=e},r.prototype.clearErrorHandler=function(){this._errorHandler=this._errorHandlerFb},r.prototype.reset=function(){this.currentState=this.initialState,this._oscParser.reset(),this._dcsParser.reset(),this._params.reset(),this._params.addParam(0),this._collect=0,this.precedingCodepoint=0,0!==this._parseStack.state&&(this._parseStack.state=2,this._parseStack.handlers=[])},r.prototype._preserveStack=function(e,t,r,i,n){this._parseStack.state=e,this._parseStack.handlers=t,this._parseStack.handlerPos=r,this._parseStack.transition=i,this._parseStack.chunkPos=n},r.prototype.parse=function(e,t,r){var i,n=0,o=0,s=0;if(this._parseStack.state)if(2===this._parseStack.state)this._parseStack.state=0,s=this._parseStack.chunkPos+1;else{if(void 0===r||1===this._parseStack.state)throw this._parseStack.state=1,new Error("improper continuation due to previous async handler, giving up parsing");var a=this._parseStack.handlers,c=this._parseStack.handlerPos-1;switch(this._parseStack.state){case 3:if(!1===r&&c>-1)for(;c>=0&&!0!==(i=a[c](this._params));c--)if(i instanceof Promise)return this._parseStack.handlerPos=c,i;this._parseStack.handlers=[];break;case 4:if(!1===r&&c>-1)for(;c>=0&&!0!==(i=a[c]());c--)if(i instanceof Promise)return this._parseStack.handlerPos=c,i;this._parseStack.handlers=[];break;case 6:if(n=e[this._parseStack.chunkPos],i=this._dcsParser.unhook(24!==n&&26!==n,r))return i;27===n&&(this._parseStack.transition|=1),this._params.reset(),this._params.addParam(0),this._collect=0;break;case 5:if(n=e[this._parseStack.chunkPos],i=this._oscParser.end(24!==n&&26!==n,r))return i;27===n&&(this._parseStack.transition|=1),this._params.reset(),this._params.addParam(0),this._collect=0}this._parseStack.state=0,s=this._parseStack.chunkPos+1,this.precedingCodepoint=0,this.currentState=15&this._parseStack.transition}for(var l=s;l<t;++l){switch(n=e[l],(o=this._transitions.table[this.currentState<<8|(n<160?n:h)])>>4){case 2:for(var u=l+1;;++u){if(u>=t||(n=e[u])<32||n>126&&n<h){this._printHandler(e,l,u),l=u-1;break}if(++u>=t||(n=e[u])<32||n>126&&n<h){this._printHandler(e,l,u),l=u-1;break}if(++u>=t||(n=e[u])<32||n>126&&n<h){this._printHandler(e,l,u),l=u-1;break}if(++u>=t||(n=e[u])<32||n>126&&n<h){this._printHandler(e,l,u),l=u-1;break}}break;case 3:this._executeHandlers[n]?this._executeHandlers[n]():this._executeHandlerFb(n),this.precedingCodepoint=0;break;case 0:break;case 1:if(this._errorHandler({position:l,code:n,currentState:this.currentState,collect:this._collect,params:this._params,abort:!1}).abort)return;break;case 7:for(var f=(a=this._csiHandlers[this._collect<<8|n])?a.length-1:-1;f>=0&&!0!==(i=a[f](this._params));f--)if(i instanceof Promise)return this._preserveStack(3,a,f,o,l),i;f<0&&this._csiHandlerFb(this._collect<<8|n,this._params),this.precedingCodepoint=0;break;case 8:do{switch(n){case 59:this._params.addParam(0);break;case 58:this._params.addSubParam(-1);break;default:this._params.addDigit(n-48)}}while(++l<t&&(n=e[l])>47&&n<60);l--;break;case 9:this._collect<<=8,this._collect|=n;break;case 10:for(var _=this._escHandlers[this._collect<<8|n],d=_?_.length-1:-1;d>=0&&!0!==(i=_[d]());d--)if(i instanceof Promise)return this._preserveStack(4,_,d,o,l),i;d<0&&this._escHandlerFb(this._collect<<8|n),this.precedingCodepoint=0;break;case 11:this._params.reset(),this._params.addParam(0),this._collect=0;break;case 12:this._dcsParser.hook(this._collect<<8|n,this._params);break;case 13:for(var p=l+1;;++p)if(p>=t||24===(n=e[p])||26===n||27===n||n>127&&n<h){this._dcsParser.put(e,l,p),l=p-1;break}break;case 14:if(i=this._dcsParser.unhook(24!==n&&26!==n))return this._preserveStack(6,[],0,o,l),i;27===n&&(o|=1),this._params.reset(),this._params.addParam(0),this._collect=0,this.precedingCodepoint=0;break;case 4:this._oscParser.start();break;case 5:for(var v=l+1;;v++)if(v>=t||(n=e[v])<32||n>127&&n<h){this._oscParser.put(e,l,v),l=v-1;break}break;case 6:if(i=this._oscParser.end(24!==n&&26!==n))return this._preserveStack(5,[],0,o,l),i;27===n&&(o|=1),this._params.reset(),this._params.addParam(0),this._collect=0,this.precedingCodepoint=0}this.currentState=15&o}},r}(o.Disposable);t.EscapeSequenceParser=f},6242:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.OscHandler=t.OscParser=void 0;var i=r(5770),n=r(482),o=[],s=function(){function e(){this._state=0,this._active=o,this._id=-1,this._handlers=Object.create(null),this._handlerFb=function(){},this._stack={paused:!1,loopPosition:0,fallThrough:!1}}return e.prototype.registerHandler=function(e,t){void 0===this._handlers[e]&&(this._handlers[e]=[]);var r=this._handlers[e];return r.push(t),{dispose:function(){var e=r.indexOf(t);-1!==e&&r.splice(e,1)}}},e.prototype.clearHandler=function(e){this._handlers[e]&&delete this._handlers[e]},e.prototype.setHandlerFallback=function(e){this._handlerFb=e},e.prototype.dispose=function(){this._handlers=Object.create(null),this._handlerFb=function(){},this._active=o},e.prototype.reset=function(){if(2===this._state)for(var e=this._stack.paused?this._stack.loopPosition-1:this._active.length-1;e>=0;--e)this._active[e].end(!1);this._stack.paused=!1,this._active=o,this._id=-1,this._state=0},e.prototype._start=function(){if(this._active=this._handlers[this._id]||o,this._active.length)for(var e=this._active.length-1;e>=0;e--)this._active[e].start();else this._handlerFb(this._id,"START")},e.prototype._put=function(e,t,r){if(this._active.length)for(var i=this._active.length-1;i>=0;i--)this._active[i].put(e,t,r);else 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e.charCodeAt(0)}))})),this._onData.fire(e)}},t.prototype.triggerBinaryEvent=function(e){this._optionsService.options.disableStdin||(this._logService.debug('sending binary "'+e+'"',(function(){return e.split("").map((function(e){return e.charCodeAt(0)}))})),this._onBinary.fire(e))},o([s(1,a.IBufferService),s(2,a.ILogService),s(3,a.IOptionsService)],t)}(u.Disposable);t.CoreService=_},3730:function(e,t,r){var i=this&&this.__decorate||function(e,t,r,i){var n,o=arguments.length,s=o<3?t:null===i?i=Object.getOwnPropertyDescriptor(t,r):i;if("object"==typeof Reflect&&"function"==typeof Reflect.decorate)s=Reflect.decorate(e,t,r,i);else for(var a=e.length-1;a>=0;a--)(n=e[a])&&(s=(o<3?n(s):o>3?n(t,r,s):n(t,r))||s);return o>3&&s&&Object.defineProperty(t,r,s),s},n=this&&this.__param||function(e,t){return function(r,i){t(r,i,e)}};Object.defineProperty(t,"__esModule",{value:!0}),t.DirtyRowService=void 0;var o=r(2585),s=function(){function e(e){this._bufferService=e,this.clearRange()}return 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n=r(8460),o=r(6114);t.DEFAULT_BELL_SOUND="data:audio/mp3;base64,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",t.DEFAULT_OPTIONS={cols:80,rows:24,cursorBlink:!1,cursorStyle:"block",cursorWidth:1,customGlyphs:!0,bellSound:t.DEFAULT_BELL_SOUND,bellStyle:"none",drawBoldTextInBrightColors:!0,fastScrollModifier:"alt",fastScrollSensitivity:5,fontFamily:"courier-new, courier, monospace",fontSize:15,fontWeight:"normal",fontWeightBold:"bold",lineHeight:1,linkTooltipHoverDuration:500,letterSpacing:0,logLevel:"info",scrollback:1e3,scrollSensitivity:1,screenReaderMode:!1,macOptionIsMeta:!1,macOptionClickForcesSelection:!1,minimumContrastRatio:1,disableStdin:!1,allowProposedApi:!0,allowTransparency:!1,tabStopWidth:8,theme:{},rightClickSelectsWord:o.isMac,rendererType:"canvas",windowOptions:{},windowsMode:!1,wordSeparator:" ()[]{}',\"`",altClickMovesCursor:!0,convertEol:!1,termName:"xterm",cancelEvents:!1};var s=["normal","bold","100","200","300","400","500","600","700","800","900"],a=function(){function e(e){for(var r in this._onOptionChange=new n.EventEmitter,this._options=i({},t.DEFAULT_OPTIONS),e)if(r in this._options)try{var o=e[r];this._options[r]=this._sanitizeAndValidateOption(r,o)}catch(e){console.error(e)}this.options=this._setupOptions(this._options)}return Object.defineProperty(e.prototype,"onOptionChange",{get:function(){return 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i,n=r(8343);t.IBufferService=(0,n.createDecorator)("BufferService"),t.ICoreMouseService=(0,n.createDecorator)("CoreMouseService"),t.ICoreService=(0,n.createDecorator)("CoreService"),t.ICharsetService=(0,n.createDecorator)("CharsetService"),t.IDirtyRowService=(0,n.createDecorator)("DirtyRowService"),t.IInstantiationService=(0,n.createDecorator)("InstantiationService"),(i=t.LogLevelEnum||(t.LogLevelEnum={}))[i.DEBUG=0]="DEBUG",i[i.INFO=1]="INFO",i[i.WARN=2]="WARN",i[i.ERROR=3]="ERROR",i[i.OFF=4]="OFF",t.ILogService=(0,n.createDecorator)("LogService"),t.IOptionsService=(0,n.createDecorator)("OptionsService"),t.IUnicodeService=(0,n.createDecorator)("UnicodeService")},1480:(e,t,r)=>{Object.defineProperty(t,"__esModule",{value:!0}),t.UnicodeService=void 0;var i=r(8460),n=r(225),o=function(){function e(){this._providers=Object.create(null),this._active="",this._onChange=new i.EventEmitter;var e=new n.UnicodeV6;this.register(e),this._active=e.version,this._activeProvider=e}return 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(async () => {\n const url = new URL(await google.colab.kernel.proxyPort(10000, {'cache': true}));\n const iframe = document.createElement('iframe');\n iframe.src = url;\n iframe.setAttribute('width', '100%');\n iframe.setAttribute('height', '800');\n iframe.setAttribute('frameborder', 0);\n document.body.appendChild(iframe);\n })();\n ", "text/plain": [ "
Model(\n", "│ identifier='meta-llama/Llama-3.2-3B-Instruct-sft-0',\n", @@ -5792,23 +5742,79 @@ "│ model_type='llm'\n", ")\n", "\n" + ], + "text/plain": [ + "\u001b[1;35mModel\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[33midentifier\u001b[0m=\u001b[32m'meta-llama/Llama-3.2-3B-Instruct-sft-0'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'llama_model'\u001b[0m: \u001b[32m'meta-llama/Llama-3.2-3B-Instruct'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mapi_model_type\u001b[0m=\u001b[32m'llm'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_id\u001b[0m=\u001b[32m'ollama'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mprovider_resource_id\u001b[0m=\u001b[32m'llama_3_2_finetuned:latest'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mtype\u001b[0m=\u001b[32m'model'\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mmodel_type\u001b[0m=\u001b[32m'llm'\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "response = client.models.register(\n", + " # the model id here needs to be the finetuned checkpoint identifier\n", + " model_id=\"meta-llama/Llama-3.2-3B-Instruct-sft-0\",\n", + " provider_id=\"ollama\",\n", + " provider_model_id=\"llama_3_2_finetuned:latest\",\n", + " # base model id\n", + " metadata={\"llama_model\": \"meta-llama/Llama-3.2-3B-Instruct\"},\n", + ")\n", + "\n", + "pprint(response)" ] }, { "cell_type": "markdown", - "source": [ - "#### 3.2 Call the Llama stack [inference APIs](https://github.com/meta-llama/llama-stack/blob/main/llama_stack/apis/inference/inference.py) to run inference" - ], "metadata": { "id": "Xz4sftAXEPQh" - } + }, + "source": [ + "#### 3.2 Call the Llama stack [inference APIs](https://github.com/meta-llama/llama-stack/blob/main/llama_stack/apis/inference/inference.py) to run inference" + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "fPSVBqfZEVr5", + "outputId": "bdf2526b-9b02-4e58-a905-42bad8c501ae" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[2m00:53:56.013\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/inference/chat-completion\u001b[0m\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "To report an employee's income and taxes withheld. My explanation: The W-2 form is used by employers to report an employee's income, taxes withheld, and other relevant information to the IRS.\n" + ] + } + ], "source": [ "response = client.inference.chat_completion(\n", " model_id=\"meta-llama/Llama-3.2-3B-Instruct-sft-0\",\n", @@ -5818,51 +5824,19 @@ ")\n", "\n", "print(response.completion_message.content)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "fPSVBqfZEVr5", - "outputId": "bdf2526b-9b02-4e58-a905-42bad8c501ae", - "collapsed": true - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2m00:53:56.013\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/inference/chat-completion\u001b[0m\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "To report an employee's income and taxes withheld. My explanation: The W-2 form is used by employers to report an employee's income, taxes withheld, and other relevant information to the IRS.\n" - ] - } ] }, { "cell_type": "markdown", + "metadata": { + "id": "yNwT7w3yM1y9" + }, "source": [ "# 4. Run evaluation on the finetuned checkpoints\n", "The finetuned checkpoint is naturally compatiable with Llama stack [eval APIs](https://github.com/meta-llama/llama-stack/blob/main/llama_stack/apis/eval/eval.py).\n", "\n", "Let's ru-run the evaluate sub-steps in step 1 to see if the post training gives us some meaningful improvments." - ], - "metadata": { - "id": "yNwT7w3yM1y9" - } + ] }, { "cell_type": "code", @@ -5872,14 +5846,14 @@ "base_uri": "https://localhost:8080/", "height": 1000 }, + "collapsed": true, "id": "I5SJ9P9f08lm", - "outputId": "b52dbec3-3635-435d-a17a-84386494cbfb", - "collapsed": true + "outputId": "b52dbec3-3635-435d-a17a-84386494cbfb" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\u001b[2m00:55:41.833\u001b[0m \u001b[35m[START]\u001b[0m \u001b[2m/v1/datasetio/rows\u001b[0m\n", "\u001b[2m00:55:41.833\u001b[0m \u001b[35m[END]\u001b[0m \u001b[2m/v1/datasetio/rows\u001b[0m\u001b[0m [StatusCode.OK]\u001b[0m (0.21ms)\n", @@ -5889,8 +5863,8 @@ ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ " 0%| | 0/43 [00:00, ?it/s]INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n", " 2%|▏ | 1/43 [00:00<00:33, 1.27it/s]INFO:httpx:HTTP Request: POST http://localhost:11434/api/generate \"HTTP/1.1 200 OK\"\n", @@ -5981,193 +5955,7 @@ ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"To report an employee's income and taxes withheld.. My explanation: A W-2 form is used by employers to report an employee's income and taxes withheld, which are then reported on the employee's tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is subject to federal and state income taxes, as well as other taxes such as Social Security and Medicare taxes.. My explanation: W-2 income is subject to various taxes, including federal and state income taxes, as well as Social Security and Medicare taxes.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, W-2 income can be adjusted for tax purposes through various means, such as filing an amended return or claiming a refund.. My explanation: W-2 income can be adjusted for tax purposes through various means, such as filing an amended return or claiming a refund.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Through the Social Security Administration and the Department of Veterans Affairs.. My explanation: The IRS verifies W-2 income through the Social Security Administration and the Department of Veterans Affairs, which can provide information on an individual's earnings history.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is reduced by pre-tax deductions, such as health insurance premiums and retirement contributions.. My explanation: Pre-tax deductions reduce W-2 income, which can impact tax liability and benefits eligibility.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, if an employee has multiple jobs or is self-employed.. My explanation: If an individual has multiple jobs or is self-employed, they may have multiple W-2 forms to report their income and taxes withheld.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Tax credits can reduce W-2 income, which in turn reduces taxable income.. My explanation: Tax credits can reduce W-2 income, which in turn reduces taxable income and lowers the amount of taxes owed.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income can trigger AMT if it exceeds certain thresholds.. My explanation: W-2 income can trigger the Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if it exceeds certain thresholds, which can result in additional tax liability.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The TCJA reduced the top marginal tax rate from 39.6% to 37%. My explanation: The TCJA made significant changes to the tax code, including reducing the top marginal tax rate from 39.6% to 37%, which affects W-2 income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is subject to NIIT, which can increase the overall tax liability.. My explanation: W-2 income is subject to NIIT, which can increase the overall tax liability.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The ACA requires employers to provide health insurance coverage to employees, which can impact W-2 income.. My explanation: The ACA has changed the way employers report W-2 income, as they must now include information about health insurance coverage.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-Employment Tax is calculated based on net earnings from self-employment, which includes W-2 income.. My explanation: Self-Employment Tax is calculated based on net earnings from self-employment, which includes W-2 income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'It is excluded from US taxable income, but may be subject to withholding and reporting requirements.. My explanation: The Foreign Earned Income Exclusion allows certain foreign earned income to be excluded from US taxable income. However, it may still be subject to withholding and reporting requirements.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-employment income, rent, and royalty income.. My explanation: Self-employment income, rent, and royalty income are typically reported on a 1099-MISC form.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Payers who have paid $600 or more in nonemployee compensation to an individual or entity.. My explanation: Payers must issue a 1099-MISC form to independent contractors if they pay $600 or more in nonemployee compensation.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, which is attached to Form 1040.. My explanation: Self-employed individuals report their business expenses on Schedule C, which is attached to Form 1040. This schedule allows them to deduct business expenses and calculate their net profit or loss from self-employment.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'15.3% of net earnings from self-employment.. My explanation: The self-employment tax rate is 12.4% for Social Security and 2.9% for Medicare, for a total of 15.3%.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Schedule C and calculating net earnings from self-employment. My explanation: Self-employed individuals calculate their self-employment tax by using Schedule C to determine their net earnings from self-employment, which is then used to calculate the self-employment tax liability.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 30% of the total expenses.. My explanation: Self-employed individuals can deduct business expenses related to their home office, but only up to 30% of the total expenses.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Form 8829 and calculating the business use percentage based on the square footage used for business vs. personal use.. My explanation: Self-employed individuals can calculate the business use percentage of their home by using Form 8829, which requires them to calculate the business use percentage based on the square footage used for business vs. personal use.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m limited the home office deduction to $5,000 per year for self-employed individuals and sole proprietors.. My explanation: The TCJA reduced the standard mileage rate from 58 cents to 58 cents per mile.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 50% of the cost.. My explanation: Self-employed individuals can deduct 50% of the cost of business meals on their tax return, subject to certain limits and requirements.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"On Schedule K-1. My explanation: Self-employed individuals report 1099 income from a partnership on Schedule K-1, which is used to report the partner's share of the partnership's income and expenses.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The IRS may impose penalties and interest on unreported income.. My explanation: The IRS may impose penalties and interest on unreported income, including 1099 income, if it is not reported on a tax return.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 15.3% of net earnings from self-employment.. My explanation: Self-employed individuals can deduct half of their self-employment tax as an adjustment to income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'They must file an amended return and provide documentation to support their income. My explanation: Self-employed individuals who receive a missing or incorrect 1099 form must file an amended return and provide documentation to support their income, such as bank records or other evidence of income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only within three years of filing their original return.. My explanation: Self-employed individuals can amend their tax return if they receive a corrected 1099 form, but they must do so within three years of filing their original return.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'January 31st of each year. My explanation: The IRS requires that employers provide employees with a 1099 form by January 31st of each year, showing the amount of money earned and taxes withheld.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, Form 1040. My explanation: Self-employed individuals report 1099 income on Schedule C, which is used to calculate net earnings from self-employment and deduct business expenses.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only for business-related expenses. My explanation: Self-employed individuals can deduct business expenses related to their business on Schedule C, but not personal expenses.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Using Schedule SE. My explanation: Self-employed individuals use Schedule SE to calculate their self-employment tax, which is used to fund Social Security and Medicare.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-employment income, including net earnings from self-employment.. My explanation: Self-employment income includes net earnings from self-employment, which can include income from a business or freelance work.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, Form 1040. My explanation: Self-employed individuals report their business income and expenses on Schedule C, which is attached to Form 1040.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'15.3% of net earnings from self-employment.. My explanation: The self-employment tax rate is 12.4% for Social Security and 2.9% for Medicare, for a total of 15.3%.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 30% of the expenses.. My explanation: Self-employed individuals can deduct business use of their home as a business expense, but only 30% of the expenses are deductible.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By subtracting business expenses and other deductions from gross income.. My explanation: Self-employed individuals must calculate their net earnings from self-employment by subtracting business expenses and other deductions from gross income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Yes, but only if they are not covered by their spouse's plan.. My explanation: Self-employed individuals can deduct health insurance premiums as a business expense, but only if they are not covered by their spouse's plan.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"A single-member LLC is taxed as a pass-through entity, while a sole proprietorship is not. My explanation: A single-member LLC is taxed as a pass-through entity, meaning that the business income is only reported on the owner's personal tax return, while a sole proprietorship is subject to self-employment taxes and is reported on the owner's personal tax return.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"On Schedule C, Form 1040. My explanation: Self-employed individuals who are partners in a business must report their share of the partnership's income on Schedule C, which is attached to Form 1040.\"\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only if they are made to a SEP-IRA or other qualified retirement plans.. My explanation: Self-employed individuals can deduct retirement plan contributions as a business expense, but only if they are made to a SEP-IRA or other qualified retirement plans.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Schedule C and calculating the net profit or loss from business activities. My explanation: Self-employed individuals can use Schedule C to calculate their net profit or loss from business activities, which is then used to determine self-employment tax liability.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only if they meet certain requirements.. My explanation: Self-employed individuals can deduct business expenses related to the production of income that is exempt from self-employment tax, such as income from a rental property or a partnership. However, these expenses must be ordinary and necessary for the production of the income.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, with the non-self-employment income reported on Form 1040. My explanation: Self-employed individuals must report all income from their business, including income that is exempt from self-employment tax, on Schedule C and then report it on Form 1040.'\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", - "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[32m'braintrust::answer-similarity'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1;36m0.5802955570078431\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6565447051087072\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7172851928136957\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7401882676556717\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6259443609703588\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7113645084925231\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7689447680897838\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7324857089526651\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7503574047565974\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6501787694446832\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5967525606780247\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.8209298935370634\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5750908327577023\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.610959594105671\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.27193564785511154\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5009250423255521\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.654372745652473\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.4049431408069166\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5120535121791207\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5796474371127261\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.531959990822166\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5838211393592547\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7210106827316267\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6475723780816662\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5347988578097088\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6956716509909102\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5482922570324981\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.563191715384755\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.4153433637836649\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6473572616262823\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6287912046599122\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.3535854496760741\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6994224687039214\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6851640716483164\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6506213667228251\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.22177374319292117\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.22375849317599947\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5513696068095729\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6748749489066432\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.49861799411654095\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.4505224368297718\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.37972468499212686\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6184272480032537\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5461318429817944\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", - "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", - "\u001b[1m)\u001b[0m\n" - ], "text/html": [ "
EvaluateResponse(\n", "│ generations=[\n", @@ -6353,16 +6141,202 @@ "│ }\n", ")\n", "\n" + ], + "text/plain": [ + "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"To report an employee's income and taxes withheld.. My explanation: A W-2 form is used by employers to report an employee's income and taxes withheld, which are then reported on the employee's tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is subject to federal and state income taxes, as well as other taxes such as Social Security and Medicare taxes.. My explanation: W-2 income is subject to various taxes, including federal and state income taxes, as well as Social Security and Medicare taxes.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, W-2 income can be adjusted for tax purposes through various means, such as filing an amended return or claiming a refund.. My explanation: W-2 income can be adjusted for tax purposes through various means, such as filing an amended return or claiming a refund.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Through the Social Security Administration and the Department of Veterans Affairs.. My explanation: The IRS verifies W-2 income through the Social Security Administration and the Department of Veterans Affairs, which can provide information on an individual's earnings history.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is reduced by pre-tax deductions, such as health insurance premiums and retirement contributions.. My explanation: Pre-tax deductions reduce W-2 income, which can impact tax liability and benefits eligibility.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, if an employee has multiple jobs or is self-employed.. My explanation: If an individual has multiple jobs or is self-employed, they may have multiple W-2 forms to report their income and taxes withheld.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Tax credits can reduce W-2 income, which in turn reduces taxable income.. My explanation: Tax credits can reduce W-2 income, which in turn reduces taxable income and lowers the amount of taxes owed.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income can trigger AMT if it exceeds certain thresholds.. My explanation: W-2 income can trigger the Alternative Minimum Tax \u001b[0m\u001b[32m(\u001b[0m\u001b[32mAMT\u001b[0m\u001b[32m)\u001b[0m\u001b[32m if it exceeds certain thresholds, which can result in additional tax liability.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The TCJA reduced the top marginal tax rate from 39.6% to 37%. My explanation: The TCJA made significant changes to the tax code, including reducing the top marginal tax rate from 39.6% to 37%, which affects W-2 income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'W-2 income is subject to NIIT, which can increase the overall tax liability.. My explanation: W-2 income is subject to NIIT, which can increase the overall tax liability.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The ACA requires employers to provide health insurance coverage to employees, which can impact W-2 income.. My explanation: The ACA has changed the way employers report W-2 income, as they must now include information about health insurance coverage.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-Employment Tax is calculated based on net earnings from self-employment, which includes W-2 income.. My explanation: Self-Employment Tax is calculated based on net earnings from self-employment, which includes W-2 income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'It is excluded from US taxable income, but may be subject to withholding and reporting requirements.. My explanation: The Foreign Earned Income Exclusion allows certain foreign earned income to be excluded from US taxable income. However, it may still be subject to withholding and reporting requirements.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-employment income, rent, and royalty income.. My explanation: Self-employment income, rent, and royalty income are typically reported on a 1099-MISC form.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Payers who have paid $600 or more in nonemployee compensation to an individual or entity.. My explanation: Payers must issue a 1099-MISC form to independent contractors if they pay $600 or more in nonemployee compensation.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, which is attached to Form 1040.. My explanation: Self-employed individuals report their business expenses on Schedule C, which is attached to Form 1040. This schedule allows them to deduct business expenses and calculate their net profit or loss from self-employment.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'15.3% of net earnings from self-employment.. My explanation: The self-employment tax rate is 12.4% for Social Security and 2.9% for Medicare, for a total of 15.3%.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Schedule C and calculating net earnings from self-employment. My explanation: Self-employed individuals calculate their self-employment tax by using Schedule C to determine their net earnings from self-employment, which is then used to calculate the self-employment tax liability.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 30% of the total expenses.. My explanation: Self-employed individuals can deduct business expenses related to their home office, but only up to 30% of the total expenses.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Form 8829 and calculating the business use percentage based on the square footage used for business vs. personal use.. My explanation: Self-employed individuals can calculate the business use percentage of their home by using Form 8829, which requires them to calculate the business use percentage based on the square footage used for business vs. personal use.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The Tax Cuts and Jobs Act \u001b[0m\u001b[32m(\u001b[0m\u001b[32mTCJA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m limited the home office deduction to $5,000 per year for self-employed individuals and sole proprietors.. My explanation: The TCJA reduced the standard mileage rate from 58 cents to 58 cents per mile.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 50% of the cost.. My explanation: Self-employed individuals can deduct 50% of the cost of business meals on their tax return, subject to certain limits and requirements.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"On Schedule K-1. My explanation: Self-employed individuals report 1099 income from a partnership on Schedule K-1, which is used to report the partner's share of the partnership's income and expenses.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The IRS may impose penalties and interest on unreported income.. My explanation: The IRS may impose penalties and interest on unreported income, including 1099 income, if it is not reported on a tax return.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 15.3% of net earnings from self-employment.. My explanation: Self-employed individuals can deduct half of their self-employment tax as an adjustment to income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'They must file an amended return and provide documentation to support their income. My explanation: Self-employed individuals who receive a missing or incorrect 1099 form must file an amended return and provide documentation to support their income, such as bank records or other evidence of income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only within three years of filing their original return.. My explanation: Self-employed individuals can amend their tax return if they receive a corrected 1099 form, but they must do so within three years of filing their original return.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'January 31st of each year. My explanation: The IRS requires that employers provide employees with a 1099 form by January 31st of each year, showing the amount of money earned and taxes withheld.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, Form 1040. My explanation: Self-employed individuals report 1099 income on Schedule C, which is used to calculate net earnings from self-employment and deduct business expenses.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only for business-related expenses. My explanation: Self-employed individuals can deduct business expenses related to their business on Schedule C, but not personal expenses.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Using Schedule SE. My explanation: Self-employed individuals use Schedule SE to calculate their self-employment tax, which is used to fund Social Security and Medicare.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Self-employment income, including net earnings from self-employment.. My explanation: Self-employment income includes net earnings from self-employment, which can include income from a business or freelance work.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, Form 1040. My explanation: Self-employed individuals report their business income and expenses on Schedule C, which is attached to Form 1040.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'15.3% of net earnings from self-employment.. My explanation: The self-employment tax rate is 12.4% for Social Security and 2.9% for Medicare, for a total of 15.3%.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only 30% of the expenses.. My explanation: Self-employed individuals can deduct business use of their home as a business expense, but only 30% of the expenses are deductible.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By subtracting business expenses and other deductions from gross income.. My explanation: Self-employed individuals must calculate their net earnings from self-employment by subtracting business expenses and other deductions from gross income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Yes, but only if they are not covered by their spouse's plan.. My explanation: Self-employed individuals can deduct health insurance premiums as a business expense, but only if they are not covered by their spouse's plan.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"A single-member LLC is taxed as a pass-through entity, while a sole proprietorship is not. My explanation: A single-member LLC is taxed as a pass-through entity, meaning that the business income is only reported on the owner's personal tax return, while a sole proprietorship is subject to self-employment taxes and is reported on the owner's personal tax return.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"On Schedule C, Form 1040. My explanation: Self-employed individuals who are partners in a business must report their share of the partnership's income on Schedule C, which is attached to Form 1040.\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only if they are made to a SEP-IRA or other qualified retirement plans.. My explanation: Self-employed individuals can deduct retirement plan contributions as a business expense, but only if they are made to a SEP-IRA or other qualified retirement plans.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'By using Schedule C and calculating the net profit or loss from business activities. My explanation: Self-employed individuals can use Schedule C to calculate their net profit or loss from business activities, which is then used to determine self-employment tax liability.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Yes, but only if they meet certain requirements.. My explanation: Self-employed individuals can deduct business expenses related to the production of income that is exempt from self-employment tax, such as income from a rental property or a partnership. However, these expenses must be ordinary and necessary for the production of the income.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'On Schedule C, with the non-self-employment income reported on Form 1040. My explanation: Self-employed individuals must report all income from their business, including income that is exempt from self-employment tax, on Schedule C and then report it on Form 1040.'\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", + "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[32m'braintrust::answer-similarity'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'average'\u001b[0m: \u001b[1;36m0.5802955570078431\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6565447051087072\u001b[0m, 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"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.531959990822166\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5838211393592547\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.7210106827316267\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.6475723780816662\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5347988578097088\u001b[0m, 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"\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[1;36m0.5461318429817944\u001b[0m, \u001b[32m'metadata'\u001b[0m: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[1m]\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m)\u001b[0m\n", + "\u001b[2;32m│ \u001b[0m\u001b[1m}\u001b[0m\n", + "\u001b[1m)\u001b[0m\n" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ "# We limit to 50 rows from the dataset to save time\n", "eval_rows = client.datasetio.get_rows_paginated(\n", " dataset_id=\"eval_dataset\",\n", - " rows_in_page=-1,\n", + " limit=-1,\n", ")\n", "\n", "from tqdm import tqdm\n", @@ -6381,7 +6355,7 @@ "\n", "response = client.eval.evaluate_rows(\n", " benchmark_id=\"Llama-3.2-3B-Instruct-sft-0:tax_eval\",\n", - " input_rows=eval_rows.rows,\n", + " input_rows=eval_rows.data,\n", " scoring_functions=[\"braintrust::answer-similarity\"],\n", " benchmark_config={\n", " \"type\": \"benchmark\",\n", @@ -6403,6 +6377,9 @@ }, { "cell_type": "markdown", + "metadata": { + "id": "XlPDvNdLWc83" + }, "source": [ "Wow, you see? we are able to improve the eval score from 0.4899 to 0.5803 (**18.5% improvement**) with a ~1000 samples dataset and a few mintutes training on a single GPU!\n", "\n", @@ -6410,18 +6387,15 @@ "It's just a start. There are several tricks on parameters tuning, training dataset processing etc. to further boost the finetune performance for you to explore.\n", "\n", "Now, it's time to enhance your own agentic application with post training. Happy tuning!" - ], - "metadata": { - "id": "XlPDvNdLWc83" - } + ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "A100", - "provenance": [], - "machine_shape": "hm" + "machine_shape": "hm", + "provenance": [] }, "kernelspec": { "display_name": "Python 3", diff --git a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb index ace9fb4c1..2102eec0d 100644 --- a/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb +++ b/docs/notebooks/Llama_Stack_Benchmark_Evals.ipynb @@ -84,16 +84,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Not in Google Colab environment\n", - "\u001b[33mWarning: `bwrap` is not available. Code interpreter tool will not work correctly.\u001b[0m\n" + "Not in Google Colab environment\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/opt/anaconda3/envs/master/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" + "Warning: `bwrap` is not available. Code interpreter tool will not work correctly.\n" ] }, { @@ -117,76 +115,146 @@ "- datasetio\n", "- eval\n", "- inference\n", - "- memory\n", "- safety\n", "- scoring\n", "- telemetry\n", "- tool_runtime\n", - "datasets: []\n", - "container_image: null\n", + "- vector_io\n", "benchmarks: []\n", + "container_image: null\n", + "datasets: []\n", "image_name: together\n", - "memory_banks: []\n", + "logging: null\n", "metadata_store:\n", " db_path: /Users/xiyan/.llama/distributions/together/registry.db\n", " namespace: null\n", " type: sqlite\n", "models:\n", "- metadata: {}\n", + " model_id: meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-8B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-70B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.1-405B-Instruct-FP8\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-3.2-3B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-3.2-3B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-3B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-3B-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-11B-Vision-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.2-90B-Vision-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.2-90B-Vision-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-3.3-70B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-3.3-70B-Instruct-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-3.3-70B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-3.3-70B-Instruct-Turbo\n", "- metadata: {}\n", + " model_id: meta-llama/Meta-Llama-Guard-3-8B\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-Guard-3-8B\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-Guard-3-8B\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-Guard-3-8B\n", "- metadata: {}\n", + " model_id: meta-llama/Llama-Guard-3-11B-Vision-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-Guard-3-11B-Vision-Turbo\n", + "- metadata: {}\n", " model_id: meta-llama/Llama-Guard-3-11B-Vision\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-3-11B-Vision-Turbo\n", "- metadata:\n", + " context_length: 8192\n", + " embedding_dimension: 768\n", + " model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + "- metadata:\n", + " context_length: 32768\n", + " embedding_dimension: 768\n", + " model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + "- metadata:\n", " embedding_dimension: 384\n", " model_id: all-MiniLM-L6-v2\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", @@ -203,14 +271,26 @@ " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " datasetio:\n", - " - config: {}\n", + " - config:\n", + " kvstore:\n", + " db_path: /Users/xiyan/.llama/distributions/together/huggingface_datasetio.db\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: huggingface\n", " provider_type: remote::huggingface\n", - " - config: {}\n", + " - config:\n", + " kvstore:\n", + " db_path: /Users/xiyan/.llama/distributions/together/localfs_datasetio.db\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: localfs\n", " provider_type: inline::localfs\n", " eval:\n", - " - config: {}\n", + " - config:\n", + " kvstore:\n", + " db_path: /Users/xiyan/.llama/distributions/together/meta_reference_eval.db\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " inference:\n", @@ -222,16 +302,9 @@ " - config: {}\n", " provider_id: sentence-transformers\n", " provider_type: inline::sentence-transformers\n", - " memory:\n", - " - config:\n", - " kvstore:\n", - " db_path: /Users/xiyan/.llama/distributions/together/faiss_store.db\n", - " namespace: null\n", - " type: sqlite\n", - " provider_id: faiss\n", - " provider_type: inline::faiss\n", " safety:\n", - " - config: {}\n", + " - config:\n", + " excluded_categories: []\n", " provider_id: llama-guard\n", " provider_type: inline::llama-guard\n", " scoring:\n", @@ -269,7 +342,26 @@ " - config: {}\n", " provider_id: rag-runtime\n", " provider_type: inline::rag-runtime\n", + " - config: {}\n", + " provider_id: model-context-protocol\n", + " provider_type: remote::model-context-protocol\n", + " - config:\n", + " api_key: '********'\n", + " provider_id: wolfram-alpha\n", + " provider_type: remote::wolfram-alpha\n", + " vector_io:\n", + " - config:\n", + " kvstore:\n", + " db_path: /Users/xiyan/.llama/distributions/together/faiss_store.db\n", + " namespace: null\n", + " type: sqlite\n", + " provider_id: faiss\n", + " provider_type: inline::faiss\n", "scoring_fns: []\n", + "server:\n", + " port: 8321\n", + " tls_certfile: null\n", + " tls_keyfile: null\n", "shields:\n", "- params: null\n", " provider_id: null\n", @@ -288,6 +380,11 @@ " mcp_endpoint: null\n", " provider_id: code-interpreter\n", " toolgroup_id: builtin::code_interpreter\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: wolfram-alpha\n", + " toolgroup_id: builtin::wolfram_alpha\n", + "vector_dbs: []\n", "version: '2'\n", "\n", "\n" @@ -298,76 +395,146 @@ "- datasetio\n", "- eval\n", "- inference\n", - "- memory\n", "- safety\n", "- scoring\n", "- telemetry\n", "- tool_runtime\n", - "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", - "container_image: null\n", + "- vector_io\n", "benchmarks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "container_image: null\n", + "datasets: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "image_name: together\n", - "memory_banks: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "logging: null\n", "metadata_store:\n", " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mregistry.db\u001b[0m\n", " namespace: null\n", " type: sqlite\n", "models:\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-8B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-70B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-FP8\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-\u001b[1;36m3.1\u001b[0m-405B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-3B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-11B-Vision-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.2\u001b[0m-90B-Vision-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-\u001b[1;36m3.3\u001b[0m-70B-Instruct-Turbo\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Meta-Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Meta-Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Meta-Llama-Guard-\u001b[1;36m3\u001b[0m-8B\n", "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision-Turbo\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - llm\n", + " provider_id: together\n", + " provider_model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision-Turbo\n", + "- metadata: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", " - llm\n", " provider_id: together\n", " provider_model_id: meta-llama/Llama-Guard-\u001b[1;36m3\u001b[0m-11B-Vision-Turbo\n", "- metadata:\n", + " context_length: \u001b[1;36m8192\u001b[0m\n", + " embedding_dimension: \u001b[1;36m768\u001b[0m\n", + " model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-8k-retrieval\n", + "- metadata:\n", + " context_length: \u001b[1;36m32768\u001b[0m\n", + " embedding_dimension: \u001b[1;36m768\u001b[0m\n", + " model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", + " - embedding\n", + " provider_id: together\n", + " provider_model_id: togethercomputer/m2-bert-80M-32k-retrieval\n", + "- metadata:\n", " embedding_dimension: \u001b[1;36m384\u001b[0m\n", " model_id: all-MiniLM-L6-v2\n", " model_type: !!python/object/apply:llama_stack.apis.models.models.ModelType\n", @@ -384,14 +551,26 @@ " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " datasetio:\n", - " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " - config:\n", + " kvstore:\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mhuggingface_datasetio.db\u001b[0m\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: huggingface\n", " provider_type: remote::huggingface\n", - " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " - config:\n", + " kvstore:\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mlocalfs_datasetio.db\u001b[0m\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: localfs\n", " provider_type: inline::localfs\n", " eval:\n", - " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " - config:\n", + " kvstore:\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mmeta_reference_eval.db\u001b[0m\n", + " namespace: null\n", + " type: sqlite\n", " provider_id: meta-reference\n", " provider_type: inline::meta-reference\n", " inference:\n", @@ -403,16 +582,9 @@ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " provider_id: sentence-transformers\n", " provider_type: inline::sentence-transformers\n", - " memory:\n", - " - config:\n", - " kvstore:\n", - " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", - " namespace: null\n", - " type: sqlite\n", - " provider_id: faiss\n", - " provider_type: inlin\u001b[1;92me::fa\u001b[0miss\n", " safety:\n", - " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " - config:\n", + " excluded_categories: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", " provider_id: llama-guard\n", " provider_type: inline::llama-guard\n", " scoring:\n", @@ -450,7 +622,26 @@ " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", " provider_id: rag-runtime\n", " provider_type: inline::rag-runtime\n", + " - config: \u001b[1m{\u001b[0m\u001b[1m}\u001b[0m\n", + " provider_id: model-context-protocol\n", + " provider_type: remote::model-context-protocol\n", + " - config:\n", + " api_key: \u001b[32m'********'\u001b[0m\n", + " provider_id: wolfram-alpha\n", + " provider_type: remote::wolfram-alpha\n", + " vector_io:\n", + " - config:\n", + " kvstore:\n", + " db_path: \u001b[35m/Users/xiyan/.llama/distributions/together/\u001b[0m\u001b[95mfaiss_store.db\u001b[0m\n", + " namespace: null\n", + " type: sqlite\n", + " provider_id: faiss\n", + " provider_type: inlin\u001b[1;92me::fa\u001b[0miss\n", "scoring_fns: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", + "server:\n", + " port: \u001b[1;36m8321\u001b[0m\n", + " tls_certfile: null\n", + " tls_keyfile: null\n", "shields:\n", "- params: null\n", " provider_id: null\n", @@ -469,6 +660,11 @@ " mcp_endpoint: null\n", " provider_id: code-interpreter\n", " toolgroup_id: builtin::code_interpreter\n", + "- args: null\n", + " mcp_endpoint: null\n", + " provider_id: wolfram-alpha\n", + " toolgroup_id: builtin::wolfram_alpha\n", + "vector_dbs: \u001b[1m[\u001b[0m\u001b[1m]\u001b[0m\n", "version: \u001b[32m'2'\u001b[0m\n", "\n" ] @@ -532,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -643,17 +839,7 @@ "id": "DJkmoG2kq1_P", "outputId": "8493ee59-c6ff-4bb6-d787-f295944db1cf" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Generating dev split: 100%|██████████| 5/5 [00:00<00:00, 139.81 examples/s]\n", - "Generating validation split: 100%|██████████| 30/30 [00:00<00:00, 258.29 examples/s]\n", - "Generating test split: 100%|██████████| 287/287 [00:01<00:00, 197.69 examples/s]\n" - ] - } - ], + "outputs": [], "source": [ "import datasets\n", "\n", @@ -676,7 +862,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -691,7 +877,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 5/5 [00:42<00:00, 8.60s/it]\n" + "100%|██████████| 5/5 [00:33<00:00, 6.71s/it]\n" ] }, { @@ -699,16 +885,18 @@ "text/html": [ "
EvaluateResponse(\n", "│ generations=[\n", - "│ │ {'generated_answer': 'Answer: D'},\n", "│ │ {\n", - "│ │ │ 'generated_answer': 'The image shows a sunflower leaf with small, dark spots and white powdery patches. The dark spots are likely caused by a fungal pathogen, such as rust or septoria leaf spot, while the white powdery patches are likely caused by a fungal pathogen, such as powdery mildew.\\n\\nSince there are two distinct types of lesions on the leaf, it is likely that there are two different pathogens infecting the leaf.\\n\\n**Answer:** B) Two pathogens'\n", + "│ │ │ 'generated_answer': '**Potato Pests**\\n\\nThe two insects depicted are:\\n\\n* **Colorado Potato Beetle (Leptinotarsa decemlineata)**: Characterized by black and yellow stripes, this beetle is a significant pest of potatoes. It feeds on the leaves and can cause substantial damage to the crop.\\n* **False Potato Beetle (Leptinotarsa juncta)**: Also known as the false Colorado beetle, this species has similar coloring but is not as harmful to potatoes as the Colorado potato beetle.'\n", "│ │ },\n", "│ │ {\n", - "│ │ │ 'generated_answer': \"The question requires the identification of the reason behind the massive gum production on the trunks of grapefruit trees in Cyprus, despite appearing healthy from a distance. The correct answer can be deduced by analyzing the symptoms and considering the possible causes.\\n\\nTo determine the correct answer, let's evaluate each option:\\n\\nA) Don't know or not sure: This option is incorrect because it does not provide a specific reason for the gum production.\\n\\nB) Physiological stress: This option is also incorrect because it is too broad and does not specifically explain the gum production.\\n\\nC) Bacterial disease: This option is incorrect because bacterial diseases typically cause different symptoms such as leaf spots, blights, or wilting.\\n\\nD) Harvesting damage when cutting with knives: This option is incorrect because harvesting damage would likely cause wounds or scars on the tree, but it would not lead to massive gum production.\\n\\nE) Fungal gummosis: This option is the most likely cause of the gum production. Fungal gummosis is a common disease in citrus trees, including grapefruit, that causes the production of gum or sap on the trunks and branches. The disease is typically caused by fungi such as Phytophthora or Diplodia, which infect the tree through wounds or natural openings. The gum production is a defense mechanism by the tree to try to seal off the infection and prevent further damage.\\n\\nTherefore, the correct answer is:\\n\\nAnswer: E\"\n", + "│ │ │ 'generated_answer': \"The image shows a sunflower leaf with a powdery mildew, which is a fungal disease caused by various species of fungi. The white powdery coating on the leaves is a characteristic symptom of this disease. The leaf also has some black spots, which could be indicative of a secondary infection or another type of disease. However, without more information or a closer examination, it's difficult to determine the exact cause of the black spots.\\n\\nBased on the image alone, we can see at least two types of symptoms: the powdery mildew and the black spots. This suggests that there may be more than one pathogen involved, but it's also possible that the black spots are a result of the same fungal infection causing the powdery mildew.\\n\\nAnswer: B) Two pathogens\"\n", + "│ │ },\n", + "│ │ {\n", + "│ │ │ 'generated_answer': 'The symptoms observed, characterized by the massive gum production on the trunks of the grapefruit trees in Cyprus, suggest a physiological or pathological response. Given the absence of visible signs of damage or pests from a higher point on a hillside, and considering the specific nature of the symptom (gum production), we can infer that the cause is more likely related to an internal process within the tree rather than external damage from harvesting. While physiological stress (B) could lead to such symptoms, the primary reason for gum production in trees, especially in citrus species, is typically linked to disease. Among the options provided, fungal gummosis (E) is a condition known to cause gumming in citrus trees, which aligns with the observed symptoms. Therefore, without direct evidence of external damage (harvesting) or confirmation of physiological stress being the primary cause, the most appropriate answer based on the information given is:\\n\\nAnswer: E'\n", "│ │ },\n", "│ │ {'generated_answer': 'Answer: D'},\n", "│ │ {\n", - "│ │ │ 'generated_answer': '**Causes of Splitting Petioles in Rhubarb**\\n\\nThe following factors can cause the petioles of rhubarb to split:\\n\\n* **Physiological Problems**: Issues such as water stress, nutrient deficiencies, or extreme temperatures can lead to splitting.\\n* **Phytoplasma Infection**: A bacterial infection caused by phytoplasma can lead to splitting of the petioles.\\n* **Animal Damage**: Pests like slugs, snails, or rodents can damage the plant and cause splitting.\\n* **Bacterial Infection**: Bacterial infections can also cause splitting.\\n\\nAs a result, the correct answer is:\\n\\n*Answer*: A) Physiological problems'\n", + "│ │ │ 'generated_answer': \"**Analysis of the Image**\\n\\nThe image provided shows a rhubarb plant with split petioles. To determine the cause of this issue, we need to consider various factors that could lead to such damage.\\n\\n**Possible Causes of Petiole Splitting**\\n\\n* **Physiological Problems**: Rhubarb plants can experience physiological stress due to environmental factors like extreme temperatures, waterlogging, or nutrient deficiencies. This stress can cause the petioles to split.\\n* **Phytoplasma Infection**: Phytoplasma is a type of bacteria that can infect plants, including rhubarb. It can cause symptoms such as yellowing leaves, stunted growth, and splitting of petioles.\\n* **Animal Damage**: Animals like rabbits, deer, or insects can damage rhubarb plants by eating the leaves or stems, which can lead to splitting of the petioles.\\n* **Bacteria**: Bacterial infections can also cause damage to rhubarb plants, including splitting of the petioles.\\n\\n**Conclusion**\\n\\nBased on the analysis, it is clear that all the options listed (A) Physiological problems, B) Phytoplasma infection, D) Animal damage, and E) Bacteria) could potentially cause the petioles of the rhubarb plant to split. Therefore, there is no single option that would not be a cause for the petioles splitting.\\n\\n**Answer**: C) I don't know and don't want to guess.\"\n", "│ │ }\n", "│ ],\n", "│ scores={\n", @@ -723,16 +911,18 @@ "text/plain": [ "\u001b[1;35mEvaluateResponse\u001b[0m\u001b[1m(\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[33mgenerations\u001b[0m=\u001b[1m[\u001b[0m\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Answer: D'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The image shows a sunflower leaf with small, dark spots and white powdery patches. The dark spots are likely caused by a fungal pathogen, such as rust or septoria leaf spot, while the white powdery patches are likely caused by a fungal pathogen, such as powdery mildew.\\n\\nSince there are two distinct types of lesions on the leaf, it is likely that there are two different pathogens infecting the leaf.\\n\\n**Answer:** B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Two pathogens'\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'**Potato Pests**\\n\\nThe two insects depicted are:\\n\\n* **Colorado Potato Beetle \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLeptinotarsa decemlineata\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: Characterized by black and yellow stripes, this beetle is a significant pest of potatoes. It feeds on the leaves and can cause substantial damage to the crop.\\n* **False Potato Beetle \u001b[0m\u001b[32m(\u001b[0m\u001b[32mLeptinotarsa juncta\u001b[0m\u001b[32m)\u001b[0m\u001b[32m**: Also known as the false Colorado beetle, this species has similar coloring but is not as harmful to potatoes as the Colorado potato beetle.'\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The question requires the identification of the reason behind the massive gum production on the trunks of grapefruit trees in Cyprus, despite appearing healthy from a distance. The correct answer can be deduced by analyzing the symptoms and considering the possible causes.\\n\\nTo determine the correct answer, let's evaluate each option:\\n\\nA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Don't know or not sure: This option is incorrect because it does not provide a specific reason for the gum production.\\n\\nB\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Physiological stress: This option is also incorrect because it is too broad and does not specifically explain the gum production.\\n\\nC\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Bacterial disease: This option is incorrect because bacterial diseases typically cause different symptoms such as leaf spots, blights, or wilting.\\n\\nD\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Harvesting damage when cutting with knives: This option is incorrect because harvesting damage would likely cause wounds or scars on the tree, but it would not lead to massive gum production.\\n\\nE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Fungal gummosis: This option is the most likely cause of the gum production. Fungal gummosis is a common disease in citrus trees, including grapefruit, that causes the production of gum or sap on the trunks and branches. The disease is typically caused by fungi such as Phytophthora or Diplodia, which infect the tree through wounds or natural openings. The gum production is a defense mechanism by the tree to try to seal off the infection and prevent further damage.\\n\\nTherefore, the correct answer is:\\n\\nAnswer: E\"\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"The image shows a sunflower leaf with a powdery mildew, which is a fungal disease caused by various species of fungi. The white powdery coating on the leaves is a characteristic symptom of this disease. The leaf also has some black spots, which could be indicative of a secondary infection or another type of disease. However, without more information or a closer examination, it's difficult to determine the exact cause of the black spots.\\n\\nBased on the image alone, we can see at least two types of symptoms: the powdery mildew and the black spots. This suggests that there may be more than one pathogen involved, but it's also possible that the black spots are a result of the same fungal infection causing the powdery mildew.\\n\\nAnswer: B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Two pathogens\"\u001b[0m\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'The symptoms observed, characterized by the massive gum production on the trunks of the grapefruit trees in Cyprus, suggest a physiological or pathological response. Given the absence of visible signs of damage or pests from a higher point on a hillside, and considering the specific nature of the symptom \u001b[0m\u001b[32m(\u001b[0m\u001b[32mgum production\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, we can infer that the cause is more likely related to an internal process within the tree rather than external damage from harvesting. While physiological stress \u001b[0m\u001b[32m(\u001b[0m\u001b[32mB\u001b[0m\u001b[32m)\u001b[0m\u001b[32m could lead to such symptoms, the primary reason for gum production in trees, especially in citrus species, is typically linked to disease. Among the options provided, fungal gummosis \u001b[0m\u001b[32m(\u001b[0m\u001b[32mE\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a condition known to cause gumming in citrus trees, which aligns with the observed symptoms. Therefore, without direct evidence of external damage \u001b[0m\u001b[32m(\u001b[0m\u001b[32mharvesting\u001b[0m\u001b[32m)\u001b[0m\u001b[32m or confirmation of physiological stress being the primary cause, the most appropriate answer based on the information given is:\\n\\nAnswer: E'\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'Answer: D'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'**Causes of Splitting Petioles in Rhubarb**\\n\\nThe following factors can cause the petioles of rhubarb to split:\\n\\n* **Physiological Problems**: Issues such as water stress, nutrient deficiencies, or extreme temperatures can lead to splitting.\\n* **Phytoplasma Infection**: A bacterial infection caused by phytoplasma can lead to splitting of the petioles.\\n* **Animal Damage**: Pests like slugs, snails, or rodents can damage the plant and cause splitting.\\n* **Bacterial Infection**: Bacterial infections can also cause splitting.\\n\\nAs a result, the correct answer is:\\n\\n*Answer*: A\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Physiological problems'\u001b[0m\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"**Analysis of the Image**\\n\\nThe image provided shows a rhubarb plant with split petioles. To determine the cause of this issue, we need to consider various factors that could lead to such damage.\\n\\n**Possible Causes of Petiole Splitting**\\n\\n* **Physiological Problems**: Rhubarb plants can experience physiological stress due to environmental factors like extreme temperatures, waterlogging, or nutrient deficiencies. This stress can cause the petioles to split.\\n* **Phytoplasma Infection**: Phytoplasma is a type of bacteria that can infect plants, including rhubarb. It can cause symptoms such as yellowing leaves, stunted growth, and splitting of petioles.\\n* **Animal Damage**: Animals like rabbits, deer, or insects can damage rhubarb plants by eating the leaves or stems, which can lead to splitting of the petioles.\\n* **Bacteria**: Bacterial infections can also cause damage to rhubarb plants, including splitting of the petioles.\\n\\n**Conclusion**\\n\\nBased on the analysis, it is clear that all the options listed \u001b[0m\u001b[32m(\u001b[0m\u001b[32mA\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Physiological problems, B\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Phytoplasma infection, D\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Animal damage, and E\u001b[0m\u001b[32m)\u001b[0m\u001b[32m Bacteria\u001b[0m\u001b[32m)\u001b[0m\u001b[32m could potentially cause the petioles of the rhubarb plant to split. Therefore, there is no single option that would not be a cause for the petioles splitting.\\n\\n**Answer**: C\u001b[0m\u001b[32m)\u001b[0m\u001b[32m I don't know and don't want to guess.\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", @@ -815,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": { "id": "HXmZf3Ymw-aX" }, @@ -823,39 +1013,33 @@ "source": [ "simpleqa_dataset_id = \"huggingface::simpleqa\"\n", "\n", - "_ = client.datasets.register(\n", + "register_dataset_response = client.datasets.register(\n", + " purpose=\"eval/messages-answer\",\n", + " source={\n", + " \"type\": \"uri\",\n", + " \"uri\": \"huggingface://datasets/llamastack/simpleqa?split=train\",\n", + " },\n", " dataset_id=simpleqa_dataset_id,\n", - " provider_id=\"huggingface\",\n", - " url={\"uri\": \"https://huggingface.co/datasets/llamastack/simpleqa\"},\n", - " metadata={\n", - " \"path\": \"llamastack/simpleqa\",\n", - " \"split\": \"train\",\n", - " },\n", - " dataset_schema={\n", - " \"input_query\": {\"type\": \"string\"},\n", - " \"expected_answer\": {\"type\": \"string\"},\n", - " \"chat_completion_input\": {\"type\": \"chat_completion_input\"},\n", - " },\n", - ")\n" + ")" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": { "id": "Gc8azb4Rxr5J" }, "outputs": [], "source": [ - "eval_rows = client.datasetio.get_rows_paginated(\n", + "eval_rows = client.datasets.iterrows(\n", " dataset_id=simpleqa_dataset_id,\n", - " rows_in_page=5,\n", - ")\n" + " limit=5,\n", + ")" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -876,7 +1060,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 5/5 [00:31<00:00, 6.38s/it]\n" + "100%|██████████| 5/5 [00:13<00:00, 2.71s/it]\n" ] }, { @@ -889,14 +1073,14 @@ "│ │ {\n", "│ │ │ 'generated_answer': \"Radcliffe College was a women's liberal arts college in Cambridge, Massachusetts. However, it merged with Harvard University in 1977 and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\n", "│ │ },\n", - "│ │ {'generated_answer': 'I do not have information on the Leipzig 1877 tournament.'},\n", + "│ │ {'generated_answer': 'I am unable to verify in whose honor the Leipzig 1877 tournament was organized.'},\n", "│ │ {\n", "│ │ │ 'generated_answer': \"I am unable to verify what Empress Elizabeth of Austria's favorite sculpture depicted at her villa Achilleion at Corfu, according to Karl Küchler.\"\n", "│ │ }\n", "│ ],\n", "│ scores={\n", "│ │ 'llm-as-judge::405b-simpleqa': ScoringResult(\n", - "│ │ │ aggregated_results={},\n", + "│ │ │ aggregated_results={'categorical_count': {'categorical_count': {'A': 1, 'C': 4}}},\n", "│ │ │ score_rows=[\n", "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'},\n", "│ │ │ │ {'score': 'C', 'judge_feedback': 'C'},\n", @@ -917,14 +1101,14 @@ "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"Radcliffe College was a women's liberal arts college in Cambridge, Massachusetts. However, it merged with Harvard University in 1977 and is now known as the Radcliffe Institute for Advanced Study at Harvard University.\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m,\n", - "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'I do not have information on the Leipzig 1877 tournament.'\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m'I am unable to verify in whose honor the Leipzig 1877 tournament was organized.'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[32m'generated_answer'\u001b[0m: \u001b[32m\"I am unable to verify what Empress Elizabeth of Austria's favorite sculpture depicted at her villa Achilleion at Corfu, according to Karl Küchler.\"\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[1m}\u001b[0m\n", "\u001b[2;32m│ \u001b[0m\u001b[1m]\u001b[0m,\n", "\u001b[2;32m│ \u001b[0m\u001b[33mscores\u001b[0m=\u001b[1m{\u001b[0m\n", "\u001b[2;32m│ │ \u001b[0m\u001b[32m'llm-as-judge::405b-simpleqa'\u001b[0m: \u001b[1;35mScoringResult\u001b[0m\u001b[1m(\u001b[0m\n", - "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n", + "\u001b[2;32m│ │ │ \u001b[0m\u001b[33maggregated_results\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'categorical_count'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'categorical_count'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'A'\u001b[0m: \u001b[1;36m1\u001b[0m, \u001b[32m'C'\u001b[0m: \u001b[1;36m4\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ \u001b[0m\u001b[33mscore_rows\u001b[0m=\u001b[1m[\u001b[0m\n", "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n", "\u001b[2;32m│ │ │ │ \u001b[0m\u001b[1m{\u001b[0m\u001b[32m'score'\u001b[0m: \u001b[32m'C'\u001b[0m, \u001b[32m'judge_feedback'\u001b[0m: \u001b[32m'C'\u001b[0m\u001b[1m}\u001b[0m,\n", @@ -957,7 +1141,7 @@ "\n", "response = client.eval.evaluate_rows_alpha(\n", " benchmark_id=\"meta-reference::simpleqa\",\n", - " input_rows=eval_rows.rows,\n", + " input_rows=eval_rows.data,\n", " scoring_functions=[\"llm-as-judge::405b-simpleqa\"],\n", " benchmark_config={\n", " \"type\": \"benchmark\",\n", @@ -1106,7 +1290,7 @@ "\n", "response = client.eval.evaluate_rows_alpha(\n", " benchmark_id=\"meta-reference::simpleqa\",\n", - " input_rows=eval_rows.rows,\n", + " input_rows=eval_rows.data,\n", " scoring_functions=[\"llm-as-judge::405b-simpleqa\"],\n", " benchmark_config={\n", " \"type\": \"benchmark\",\n", diff --git a/docs/openapi_generator/pyopenapi/generator.py b/docs/openapi_generator/pyopenapi/generator.py index 91f32e6c8..02a4776e4 100644 --- a/docs/openapi_generator/pyopenapi/generator.py +++ b/docs/openapi_generator/pyopenapi/generator.py @@ -435,7 +435,7 @@ class Generator: ) self.schema_builder = SchemaBuilder(schema_generator) self.responses = {} - + # Create standard error responses self._create_standard_error_responses() @@ -446,7 +446,7 @@ class Generator: """ # Get the Error schema error_schema = self.schema_builder.classdef_to_ref(Error) - + # Create standard error responses self.responses["BadRequest400"] = Response( description="The request was invalid or malformed", @@ -457,11 +457,11 @@ class Generator: "status": 400, "title": "Bad Request", "detail": "The request was invalid or malformed", - } + }, ) - } + }, ) - + self.responses["TooManyRequests429"] = Response( description="The client has sent too many requests in a given amount of time", content={ @@ -471,11 +471,11 @@ class Generator: "status": 429, "title": "Too Many Requests", "detail": "You have exceeded the rate limit. Please try again later.", - } + }, ) - } + }, ) - + self.responses["InternalServerError500"] = Response( description="The server encountered an unexpected error", content={ @@ -485,11 +485,11 @@ class Generator: "status": 500, "title": "Internal Server Error", "detail": "An unexpected error occurred. Our team has been notified.", - } + }, ) - } + }, ) - + # Add a default error response for any unhandled error cases self.responses["DefaultError"] = Response( description="An unexpected error occurred", @@ -500,9 +500,9 @@ class Generator: "status": 0, "title": "Error", "detail": "An unexpected error occurred", - } + }, ) - } + }, ) def _build_type_tag(self, ref: str, schema: Schema) -> Tag: @@ -547,11 +547,14 @@ class Generator: "SyntheticDataGeneration", "PostTraining", "BatchInference", - "Files", ]: op.defining_class.__name__ = f"{op.defining_class.__name__} (Coming Soon)" print(op.defining_class.__name__) + # TODO (xiyan): temporary fix for datasetio inner impl + datasets api + # if op.defining_class.__name__ in ["DatasetIO"]: + # op.defining_class.__name__ = "Datasets" + doc_string = parse_type(op.func_ref) doc_params = dict( (param.name, param.description) for param in doc_string.params.values() @@ -598,7 +601,9 @@ class Generator: # data passed in request body as raw bytes cannot have request parameters if raw_bytes_request_body and op.request_params: - raise ValueError("Cannot have both raw bytes request body and request parameters") + raise ValueError( + "Cannot have both raw bytes request body and request parameters" + ) # data passed in request body as raw bytes if raw_bytes_request_body: @@ -719,7 +724,7 @@ class Generator: responses.update(response_builder.build_response(response_options)) assert len(responses.keys()) > 0, f"No responses found for {op.name}" - + # Add standard error response references if self.options.include_standard_error_responses: if "400" not in responses: @@ -730,7 +735,7 @@ class Generator: responses["500"] = ResponseRef("InternalServerError500") if "default" not in responses: responses["default"] = ResponseRef("DefaultError") - + if op.event_type is not None: builder = ContentBuilder(self.schema_builder) callbacks = { diff --git a/docs/source/references/evals_reference/index.md b/docs/source/references/evals_reference/index.md index c10becc7d..0294d83ea 100644 --- a/docs/source/references/evals_reference/index.md +++ b/docs/source/references/evals_reference/index.md @@ -114,23 +114,17 @@ pprint(response) simpleqa_dataset_id = "huggingface::simpleqa" _ = client.datasets.register( + purpose="eval/messages-answer", + source={ + "type": "uri", + "uri": "huggingface://datasets/llamastack/simpleqa?split=train", + }, dataset_id=simpleqa_dataset_id, - provider_id="huggingface", - url={"uri": "https://huggingface.co/datasets/llamastack/simpleqa"}, - metadata={ - "path": "llamastack/simpleqa", - "split": "train", - }, - dataset_schema={ - "input_query": {"type": "string"}, - "expected_answer": {"type": "string"}, - "chat_completion_input": {"type": "chat_completion_input"}, - }, ) -eval_rows = client.datasetio.get_rows_paginated( +eval_rows = client.datasets.iterrows( dataset_id=simpleqa_dataset_id, - rows_in_page=5, + limit=5, ) ``` @@ -143,7 +137,7 @@ client.benchmarks.register( response = client.eval.evaluate_rows( benchmark_id="meta-reference::simpleqa", - input_rows=eval_rows.rows, + input_rows=eval_rows.data, scoring_functions=["llm-as-judge::405b-simpleqa"], benchmark_config={ "eval_candidate": { @@ -191,7 +185,7 @@ agent_config = { response = client.eval.evaluate_rows( benchmark_id="meta-reference::simpleqa", - input_rows=eval_rows.rows, + input_rows=eval_rows.data, scoring_functions=["llm-as-judge::405b-simpleqa"], benchmark_config={ "eval_candidate": { diff --git a/llama_stack/apis/datasetio/datasetio.py b/llama_stack/apis/datasetio/datasetio.py index 6a04a6329..d9d86fe1b 100644 --- a/llama_stack/apis/datasetio/datasetio.py +++ b/llama_stack/apis/datasetio/datasetio.py @@ -13,19 +13,16 @@ from llama_stack.schema_utils import json_schema_type, webmethod @json_schema_type -class PaginatedRowsResult(BaseModel): +class IterrowsResponse(BaseModel): """ A paginated list of rows from a dataset. - :param rows: The rows in the current page. - :param total_count: The total number of rows in the dataset. - :param next_page_token: The token to get the next page of rows. + :param data: The rows in the current page. + :param next_start_index: Index into dataset for the first row in the next page. None if there are no more rows. """ - # the rows obey the DatasetSchema for the given dataset - rows: List[Dict[str, Any]] - total_count: int - next_page_token: Optional[str] = None + data: List[Dict[str, Any]] + next_start_index: Optional[int] = None class DatasetStore(Protocol): @@ -37,22 +34,21 @@ class DatasetIO(Protocol): # keeping for aligning with inference/safety, but this is not used dataset_store: DatasetStore - @webmethod(route="/datasetio/rows", method="GET") - async def get_rows_paginated( + # TODO(xiyan): there's a flakiness here where setting route to "/datasets/" here will not result in proper routing + @webmethod(route="/datasetio/iterrows/{dataset_id:path}", method="GET") + async def iterrows( self, dataset_id: str, - rows_in_page: int, - page_token: Optional[str] = None, - filter_condition: Optional[str] = None, - ) -> PaginatedRowsResult: - """Get a paginated list of rows from a dataset. + start_index: Optional[int] = None, + limit: Optional[int] = None, + ) -> IterrowsResponse: + """Get a paginated list of rows from a dataset. Uses cursor-based pagination. :param dataset_id: The ID of the dataset to get the rows from. - :param rows_in_page: The number of rows to get per page. - :param page_token: The token to get the next page of rows. - :param filter_condition: (Optional) A condition to filter the rows by. + :param start_index: Index into dataset for the first row to get. Get all rows if None. + :param limit: The number of rows to get. """ ... - @webmethod(route="/datasetio/rows", method="POST") + @webmethod(route="/datasetio/append-rows/{dataset_id:path}", method="POST") async def append_rows(self, dataset_id: str, rows: List[Dict[str, Any]]) -> None: ... diff --git a/llama_stack/apis/datasets/datasets.py b/llama_stack/apis/datasets/datasets.py index fe9d30e2a..d033d0b70 100644 --- a/llama_stack/apis/datasets/datasets.py +++ b/llama_stack/apis/datasets/datasets.py @@ -4,19 +4,102 @@ # This source code is licensed under the terms described in the LICENSE file in # the root directory of this source tree. -from typing import Any, Dict, List, Literal, Optional, Protocol +from enum import Enum +from typing import Annotated, Any, Dict, List, Literal, Optional, Protocol, Union from pydantic import BaseModel, Field -from llama_stack.apis.common.content_types import URL -from llama_stack.apis.common.type_system import ParamType from llama_stack.apis.resource import Resource, ResourceType -from llama_stack.schema_utils import json_schema_type, webmethod +from llama_stack.schema_utils import json_schema_type, register_schema, webmethod + + +class DatasetPurpose(str, Enum): + """ + Purpose of the dataset. Each purpose has a required input data schema. + + :cvar post-training/messages: The dataset contains messages used for post-training. + { + "messages": [ + {"role": "user", "content": "Hello, world!"}, + {"role": "assistant", "content": "Hello, world!"}, + ] + } + :cvar eval/question-answer: The dataset contains a question column and an answer column. + { + "question": "What is the capital of France?", + "answer": "Paris" + } + :cvar eval/messages-answer: The dataset contains a messages column with list of messages and an answer column. + { + "messages": [ + {"role": "user", "content": "Hello, my name is John Doe."}, + {"role": "assistant", "content": "Hello, John Doe. How can I help you today?"}, + {"role": "user", "content": "What's my name?"}, + ], + "answer": "John Doe" + } + """ + + post_training_messages = "post-training/messages" + eval_question_answer = "eval/question-answer" + eval_messages_answer = "eval/messages-answer" + + # TODO: add more schemas here + + +class DatasetType(Enum): + """ + Type of the dataset source. + :cvar uri: The dataset can be obtained from a URI. + :cvar rows: The dataset is stored in rows. + """ + + uri = "uri" + rows = "rows" + + +@json_schema_type +class URIDataSource(BaseModel): + """A dataset that can be obtained from a URI. + :param uri: The dataset can be obtained from a URI. E.g. + - "https://mywebsite.com/mydata.jsonl" + - "lsfs://mydata.jsonl" + - "data:csv;base64,{base64_content}" + """ + + type: Literal["uri"] = "uri" + uri: str + + +@json_schema_type +class RowsDataSource(BaseModel): + """A dataset stored in rows. + :param rows: The dataset is stored in rows. E.g. + - [ + {"messages": [{"role": "user", "content": "Hello, world!"}, {"role": "assistant", "content": "Hello, world!"}]} + ] + """ + + type: Literal["rows"] = "rows" + rows: List[Dict[str, Any]] + + +DataSource = register_schema( + Annotated[ + Union[URIDataSource, RowsDataSource], + Field(discriminator="type"), + ], + name="DataSource", +) class CommonDatasetFields(BaseModel): - dataset_schema: Dict[str, ParamType] - url: URL + """ + Common fields for a dataset. + """ + + purpose: DatasetPurpose + source: DataSource metadata: Dict[str, Any] = Field( default_factory=dict, description="Any additional metadata for this dataset", @@ -50,13 +133,69 @@ class Datasets(Protocol): @webmethod(route="/datasets", method="POST") async def register_dataset( self, - dataset_id: str, - dataset_schema: Dict[str, ParamType], - url: URL, - provider_dataset_id: Optional[str] = None, - provider_id: Optional[str] = None, + purpose: DatasetPurpose, + source: DataSource, metadata: Optional[Dict[str, Any]] = None, - ) -> None: ... + dataset_id: Optional[str] = None, + ) -> Dataset: + """ + Register a new dataset. + + :param purpose: The purpose of the dataset. One of + - "post-training/messages": The dataset contains a messages column with list of messages for post-training. + { + "messages": [ + {"role": "user", "content": "Hello, world!"}, + {"role": "assistant", "content": "Hello, world!"}, + ] + } + - "eval/question-answer": The dataset contains a question column and an answer column for evaluation. + { + "question": "What is the capital of France?", + "answer": "Paris" + } + - "eval/messages-answer": The dataset contains a messages column with list of messages and an answer column for evaluation. + { + "messages": [ + {"role": "user", "content": "Hello, my name is John Doe."}, + {"role": "assistant", "content": "Hello, John Doe. How can I help you today?"}, + {"role": "user", "content": "What's my name?"}, + ], + "answer": "John Doe" + } + :param source: The data source of the dataset. Ensure that the data source schema is compatible with the purpose of the dataset. Examples: + - { + "type": "uri", + "uri": "https://mywebsite.com/mydata.jsonl" + } + - { + "type": "uri", + "uri": "lsfs://mydata.jsonl" + } + - { + "type": "uri", + "uri": "data:csv;base64,{base64_content}" + } + - { + "type": "uri", + "uri": "huggingface://llamastack/simpleqa?split=train" + } + - { + "type": "rows", + "rows": [ + { + "messages": [ + {"role": "user", "content": "Hello, world!"}, + {"role": "assistant", "content": "Hello, world!"}, + ] + } + ] + } + :param metadata: The metadata for the dataset. + - E.g. {"description": "My dataset"} + :param dataset_id: The ID of the dataset. If not provided, an ID will be generated. + """ + ... @webmethod(route="/datasets/{dataset_id:path}", method="GET") async def get_dataset( diff --git a/llama_stack/distribution/routers/routers.py b/llama_stack/distribution/routers/routers.py index 22a1e46f9..2cf38f544 100644 --- a/llama_stack/distribution/routers/routers.py +++ b/llama_stack/distribution/routers/routers.py @@ -12,7 +12,8 @@ from llama_stack.apis.common.content_types import ( InterleavedContent, InterleavedContentItem, ) -from llama_stack.apis.datasetio import DatasetIO, PaginatedRowsResult +from llama_stack.apis.datasetio import DatasetIO, IterrowsResponse +from llama_stack.apis.datasets import DatasetPurpose, DataSource from llama_stack.apis.eval import ( BenchmarkConfig, Eval, @@ -160,7 +161,11 @@ class InferenceRouter(Inference): await self.routing_table.register_model(model_id, provider_model_id, provider_id, metadata, model_type) def _construct_metrics( - self, prompt_tokens: int, completion_tokens: int, total_tokens: int, model: Model + self, + prompt_tokens: int, + completion_tokens: int, + total_tokens: int, + model: Model, ) -> List[MetricEvent]: """Constructs a list of MetricEvent objects containing token usage metrics. @@ -298,7 +303,12 @@ class InferenceRouter(Inference): completion_text += chunk.event.delta.text if chunk.event.event_type == ChatCompletionResponseEventType.complete: completion_tokens = await self._count_tokens( - [CompletionMessage(content=completion_text, stop_reason=StopReason.end_of_turn)], + [ + CompletionMessage( + content=completion_text, + stop_reason=StopReason.end_of_turn, + ) + ], tool_config.tool_prompt_format, ) total_tokens = (prompt_tokens or 0) + (completion_tokens or 0) @@ -471,21 +481,36 @@ class DatasetIORouter(DatasetIO): logger.debug("DatasetIORouter.shutdown") pass - async def get_rows_paginated( + async def register_dataset( + self, + purpose: DatasetPurpose, + source: DataSource, + metadata: Optional[Dict[str, Any]] = None, + dataset_id: Optional[str] = None, + ) -> None: + logger.debug( + f"DatasetIORouter.register_dataset: {purpose=} {source=} {metadata=} {dataset_id=}", + ) + await self.routing_table.register_dataset( + purpose=purpose, + source=source, + metadata=metadata, + dataset_id=dataset_id, + ) + + async def iterrows( self, dataset_id: str, - rows_in_page: int, - page_token: Optional[str] = None, - filter_condition: Optional[str] = None, - ) -> PaginatedRowsResult: + start_index: Optional[int] = None, + limit: Optional[int] = None, + ) -> IterrowsResponse: logger.debug( - f"DatasetIORouter.get_rows_paginated: {dataset_id}, rows_in_page={rows_in_page}", + f"DatasetIORouter.iterrows: {dataset_id}, {start_index=} {limit=}", ) - return await self.routing_table.get_provider_impl(dataset_id).get_rows_paginated( + return await self.routing_table.get_provider_impl(dataset_id).iterrows( dataset_id=dataset_id, - rows_in_page=rows_in_page, - page_token=page_token, - filter_condition=filter_condition, + start_index=start_index, + limit=limit, ) async def append_rows(self, dataset_id: str, rows: List[Dict[str, Any]]) -> None: diff --git a/llama_stack/distribution/routers/routing_tables.py b/llama_stack/distribution/routers/routing_tables.py index 1be43ec8b..533993421 100644 --- a/llama_stack/distribution/routers/routing_tables.py +++ b/llama_stack/distribution/routers/routing_tables.py @@ -5,6 +5,7 @@ # the root directory of this source tree. import logging +import uuid from typing import Any, Dict, List, Optional from pydantic import TypeAdapter @@ -12,7 +13,14 @@ from pydantic import TypeAdapter from llama_stack.apis.benchmarks import Benchmark, Benchmarks, ListBenchmarksResponse from llama_stack.apis.common.content_types import URL from llama_stack.apis.common.type_system import ParamType -from llama_stack.apis.datasets import Dataset, Datasets, ListDatasetsResponse +from llama_stack.apis.datasets import ( + Dataset, + DatasetPurpose, + Datasets, + DatasetType, + DataSource, + ListDatasetsResponse, +) from llama_stack.apis.models import ListModelsResponse, Model, Models, ModelType from llama_stack.apis.resource import ResourceType from llama_stack.apis.scoring_functions import ( @@ -352,34 +360,42 @@ class DatasetsRoutingTable(CommonRoutingTableImpl, Datasets): async def register_dataset( self, - dataset_id: str, - dataset_schema: Dict[str, ParamType], - url: URL, - provider_dataset_id: Optional[str] = None, - provider_id: Optional[str] = None, + purpose: DatasetPurpose, + source: DataSource, metadata: Optional[Dict[str, Any]] = None, - ) -> None: - if provider_dataset_id is None: - provider_dataset_id = dataset_id - if provider_id is None: - # If provider_id not specified, use the only provider if it supports this dataset - if len(self.impls_by_provider_id) == 1: - provider_id = list(self.impls_by_provider_id.keys())[0] + dataset_id: Optional[str] = None, + ) -> Dataset: + if not dataset_id: + dataset_id = f"dataset-{str(uuid.uuid4())}" + + provider_dataset_id = dataset_id + + # infer provider from source + if source.type == DatasetType.rows.value: + provider_id = "localfs" + elif source.type == DatasetType.uri.value: + # infer provider from uri + if source.uri.startswith("huggingface"): + provider_id = "huggingface" else: - raise ValueError( - f"No provider specified and multiple providers available. Please specify a provider_id. Available providers: {self.impls_by_provider_id.keys()}" - ) + provider_id = "localfs" + else: + raise ValueError(f"Unknown data source type: {source.type}") + if metadata is None: metadata = {} + dataset = Dataset( identifier=dataset_id, provider_resource_id=provider_dataset_id, provider_id=provider_id, - dataset_schema=dataset_schema, - url=url, + purpose=purpose, + source=source, metadata=metadata, ) + await self.register_object(dataset) + return dataset async def unregister_dataset(self, dataset_id: str) -> None: dataset = await self.get_dataset(dataset_id) diff --git a/llama_stack/distribution/ui/page/evaluations/native_eval.py b/llama_stack/distribution/ui/page/evaluations/native_eval.py index 00e949ed6..7c39adc4a 100644 --- a/llama_stack/distribution/ui/page/evaluations/native_eval.py +++ b/llama_stack/distribution/ui/page/evaluations/native_eval.py @@ -166,11 +166,10 @@ def run_evaluation_3(): eval_candidate = st.session_state["eval_candidate"] dataset_id = benchmarks[selected_benchmark].dataset_id - rows = llama_stack_api.client.datasetio.get_rows_paginated( + rows = llama_stack_api.client.datasets.iterrows( dataset_id=dataset_id, - rows_in_page=-1, ) - total_rows = len(rows.rows) + total_rows = len(rows.data) # Add number of examples control num_rows = st.number_input( "Number of Examples to Evaluate", @@ -195,7 +194,7 @@ def run_evaluation_3(): if st.button("Run Evaluation"): progress_text = "Running evaluation..." progress_bar = st.progress(0, text=progress_text) - rows = rows.rows + rows = rows.data if num_rows < total_rows: rows = rows[:num_rows] diff --git a/llama_stack/providers/inline/datasetio/localfs/datasetio.py b/llama_stack/providers/inline/datasetio/localfs/datasetio.py index c5216e026..cf4bf7fec 100644 --- a/llama_stack/providers/inline/datasetio/localfs/datasetio.py +++ b/llama_stack/providers/inline/datasetio/localfs/datasetio.py @@ -3,20 +3,14 @@ # # This source code is licensed under the terms described in the LICENSE file in # the root directory of this source tree. -import base64 -import os -from abc import ABC, abstractmethod -from dataclasses import dataclass from typing import Any, Dict, List, Optional -from urllib.parse import urlparse import pandas -from llama_stack.apis.common.content_types import URL -from llama_stack.apis.datasetio import DatasetIO, PaginatedRowsResult +from llama_stack.apis.datasetio import DatasetIO, IterrowsResponse from llama_stack.apis.datasets import Dataset from llama_stack.providers.datatypes import DatasetsProtocolPrivate -from llama_stack.providers.utils.datasetio.url_utils import get_dataframe_from_url +from llama_stack.providers.utils.datasetio.url_utils import get_dataframe_from_uri from llama_stack.providers.utils.kvstore import kvstore_impl from .config import LocalFSDatasetIOConfig @@ -24,30 +18,7 @@ from .config import LocalFSDatasetIOConfig DATASETS_PREFIX = "localfs_datasets:" -class BaseDataset(ABC): - def __init__(self, *args, **kwargs) -> None: - super().__init__(*args, **kwargs) - - @abstractmethod - def __len__(self) -> int: - raise NotImplementedError() - - @abstractmethod - def __getitem__(self, idx): - raise NotImplementedError() - - @abstractmethod - def load(self): - raise NotImplementedError() - - -@dataclass -class DatasetInfo: - dataset_def: Dataset - dataset_impl: BaseDataset - - -class PandasDataframeDataset(BaseDataset): +class PandasDataframeDataset: def __init__(self, dataset_def: Dataset, *args, **kwargs) -> None: super().__init__(*args, **kwargs) self.dataset_def = dataset_def @@ -64,23 +35,19 @@ class PandasDataframeDataset(BaseDataset): else: return self.df.iloc[idx].to_dict() - def _validate_dataset_schema(self, df) -> pandas.DataFrame: - # note that we will drop any columns in dataset that are not in the schema - df = df[self.dataset_def.dataset_schema.keys()] - # check all columns in dataset schema are present - assert len(df.columns) == len(self.dataset_def.dataset_schema) - # TODO: type checking against column types in dataset schema - return df - def load(self) -> None: if self.df is not None: return - df = get_dataframe_from_url(self.dataset_def.url) - if df is None: - raise ValueError(f"Failed to load dataset from {self.dataset_def.url}") + if self.dataset_def.source.type == "uri": + self.df = get_dataframe_from_uri(self.dataset_def.source.uri) + elif self.dataset_def.source.type == "rows": + self.df = pandas.DataFrame(self.dataset_def.source.rows) + else: + raise ValueError(f"Unsupported dataset source type: {self.dataset_def.source.type}") - self.df = self._validate_dataset_schema(df) + if self.df is None: + raise ValueError(f"Failed to load dataset from {self.dataset_def.url}") class LocalFSDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate): @@ -99,95 +66,55 @@ class LocalFSDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate): for dataset in stored_datasets: dataset = Dataset.model_validate_json(dataset) - dataset_impl = PandasDataframeDataset(dataset) - self.dataset_infos[dataset.identifier] = DatasetInfo( - dataset_def=dataset, - dataset_impl=dataset_impl, - ) + self.dataset_infos[dataset.identifier] = dataset async def shutdown(self) -> None: ... async def register_dataset( self, - dataset: Dataset, + dataset_def: Dataset, ) -> None: # Store in kvstore - key = f"{DATASETS_PREFIX}{dataset.identifier}" + key = f"{DATASETS_PREFIX}{dataset_def.identifier}" await self.kvstore.set( key=key, - value=dataset.json(), - ) - dataset_impl = PandasDataframeDataset(dataset) - self.dataset_infos[dataset.identifier] = DatasetInfo( - dataset_def=dataset, - dataset_impl=dataset_impl, + value=dataset_def.model_dump_json(), ) + self.dataset_infos[dataset_def.identifier] = dataset_def async def unregister_dataset(self, dataset_id: str) -> None: key = f"{DATASETS_PREFIX}{dataset_id}" await self.kvstore.delete(key=key) del self.dataset_infos[dataset_id] - async def get_rows_paginated( + async def iterrows( self, dataset_id: str, - rows_in_page: int, - page_token: Optional[str] = None, - filter_condition: Optional[str] = None, - ) -> PaginatedRowsResult: - dataset_info = self.dataset_infos.get(dataset_id) - dataset_info.dataset_impl.load() + start_index: Optional[int] = None, + limit: Optional[int] = None, + ) -> IterrowsResponse: + dataset_def = self.dataset_infos[dataset_id] + dataset_impl = PandasDataframeDataset(dataset_def) + dataset_impl.load() - if page_token and not page_token.isnumeric(): - raise ValueError("Invalid page_token") + start_index = start_index or 0 - if page_token is None or len(page_token) == 0: - next_page_token = 0 + if limit is None or limit == -1: + end = len(dataset_impl) else: - next_page_token = int(page_token) + end = min(start_index + limit, len(dataset_impl)) - start = next_page_token - if rows_in_page == -1: - end = len(dataset_info.dataset_impl) - else: - end = min(start + rows_in_page, len(dataset_info.dataset_impl)) + rows = dataset_impl[start_index:end] - rows = dataset_info.dataset_impl[start:end] - - return PaginatedRowsResult( - rows=rows, - total_count=len(rows), - next_page_token=str(end), + return IterrowsResponse( + data=rows, + next_start_index=end if end < len(dataset_impl) else None, ) async def append_rows(self, dataset_id: str, rows: List[Dict[str, Any]]) -> None: - dataset_info = self.dataset_infos.get(dataset_id) - if dataset_info is None: - raise ValueError(f"Dataset with id {dataset_id} not found") - - dataset_impl = dataset_info.dataset_impl + dataset_def = self.dataset_infos[dataset_id] + dataset_impl = PandasDataframeDataset(dataset_def) dataset_impl.load() new_rows_df = pandas.DataFrame(rows) - new_rows_df = dataset_impl._validate_dataset_schema(new_rows_df) dataset_impl.df = pandas.concat([dataset_impl.df, new_rows_df], ignore_index=True) - - url = str(dataset_info.dataset_def.url.uri) - parsed_url = urlparse(url) - - if parsed_url.scheme == "file" or not parsed_url.scheme: - file_path = parsed_url.path - os.makedirs(os.path.dirname(file_path), exist_ok=True) - dataset_impl.df.to_csv(file_path, index=False) - elif parsed_url.scheme == "data": - # For data URLs, we need to update the base64-encoded content - if not parsed_url.path.startswith("text/csv;base64,"): - raise ValueError("Data URL must be a base64-encoded CSV") - - csv_buffer = dataset_impl.df.to_csv(index=False) - base64_content = base64.b64encode(csv_buffer.encode("utf-8")).decode("utf-8") - dataset_info.dataset_def.url = URL(uri=f"data:text/csv;base64,{base64_content}") - else: - raise ValueError( - f"Unsupported URL scheme: {parsed_url.scheme}. Only file:// and data: URLs are supported for writing." - ) diff --git a/llama_stack/providers/inline/eval/meta_reference/eval.py b/llama_stack/providers/inline/eval/meta_reference/eval.py index 85b351262..3630d4c03 100644 --- a/llama_stack/providers/inline/eval/meta_reference/eval.py +++ b/llama_stack/providers/inline/eval/meta_reference/eval.py @@ -14,16 +14,11 @@ from llama_stack.apis.datasetio import DatasetIO from llama_stack.apis.datasets import Datasets from llama_stack.apis.inference import Inference, SystemMessage, UserMessage from llama_stack.apis.scoring import Scoring -from llama_stack.distribution.datatypes import Api from llama_stack.providers.datatypes import BenchmarksProtocolPrivate from llama_stack.providers.inline.agents.meta_reference.agent_instance import ( MEMORY_QUERY_TOOL, ) -from llama_stack.providers.utils.common.data_schema_validator import ( - ColumnName, - get_valid_schemas, - validate_dataset_schema, -) +from llama_stack.providers.utils.common.data_schema_validator import ColumnName from llama_stack.providers.utils.kvstore import kvstore_impl from .....apis.common.job_types import Job @@ -88,15 +83,17 @@ class MetaReferenceEvalImpl( task_def = self.benchmarks[benchmark_id] dataset_id = task_def.dataset_id scoring_functions = task_def.scoring_functions - dataset_def = await self.datasets_api.get_dataset(dataset_id=dataset_id) - validate_dataset_schema(dataset_def.dataset_schema, get_valid_schemas(Api.eval.value)) - all_rows = await self.datasetio_api.get_rows_paginated( + + # TODO (xiyan): validate dataset schema + # dataset_def = await self.datasets_api.get_dataset(dataset_id=dataset_id) + + all_rows = await self.datasetio_api.iterrows( dataset_id=dataset_id, - rows_in_page=(-1 if benchmark_config.num_examples is None else benchmark_config.num_examples), + limit=(-1 if benchmark_config.num_examples is None else benchmark_config.num_examples), ) res = await self.evaluate_rows( benchmark_id=benchmark_id, - input_rows=all_rows.rows, + input_rows=all_rows.data, scoring_functions=scoring_functions, benchmark_config=benchmark_config, ) diff --git a/llama_stack/providers/inline/post_training/torchtune/recipes/lora_finetuning_single_device.py b/llama_stack/providers/inline/post_training/torchtune/recipes/lora_finetuning_single_device.py index 941c629e3..0f89b4064 100644 --- a/llama_stack/providers/inline/post_training/torchtune/recipes/lora_finetuning_single_device.py +++ b/llama_stack/providers/inline/post_training/torchtune/recipes/lora_finetuning_single_device.py @@ -328,13 +328,13 @@ class LoraFinetuningSingleDevice: batch_size: int, ) -> Tuple[DistributedSampler, DataLoader]: async def fetch_rows(dataset_id: str): - return await self.datasetio_api.get_rows_paginated( + return await self.datasetio_api.iterrows( dataset_id=dataset_id, - rows_in_page=-1, + limit=-1, ) all_rows = await fetch_rows(dataset_id) - rows = all_rows.rows + rows = all_rows.data await validate_input_dataset_schema( datasets_api=self.datasets_api, diff --git a/llama_stack/providers/inline/scoring/basic/scoring.py b/llama_stack/providers/inline/scoring/basic/scoring.py index 599f5f98c..a735166e1 100644 --- a/llama_stack/providers/inline/scoring/basic/scoring.py +++ b/llama_stack/providers/inline/scoring/basic/scoring.py @@ -24,7 +24,9 @@ from llama_stack.providers.utils.common.data_schema_validator import ( from .config import BasicScoringConfig from .scoring_fn.bfcl_scoring_fn import BFCLScoringFn from .scoring_fn.equality_scoring_fn import EqualityScoringFn -from .scoring_fn.regex_parser_math_response_scoring_fn import RegexParserMathResponseScoringFn +from .scoring_fn.regex_parser_math_response_scoring_fn import ( + RegexParserMathResponseScoringFn, +) from .scoring_fn.regex_parser_scoring_fn import RegexParserScoringFn from .scoring_fn.subset_of_scoring_fn import SubsetOfScoringFn @@ -82,12 +84,12 @@ class BasicScoringImpl( dataset_def = await self.datasets_api.get_dataset(dataset_id=dataset_id) validate_dataset_schema(dataset_def.dataset_schema, get_valid_schemas(Api.scoring.value)) - all_rows = await self.datasetio_api.get_rows_paginated( + all_rows = await self.datasetio_api.iterrows( dataset_id=dataset_id, - rows_in_page=-1, + limit=-1, ) res = await self.score( - input_rows=all_rows.rows, + input_rows=all_rows.data, scoring_functions=scoring_functions, ) if save_results_dataset: diff --git a/llama_stack/providers/inline/scoring/braintrust/braintrust.py b/llama_stack/providers/inline/scoring/braintrust/braintrust.py index a48b6b58b..3fae83340 100644 --- a/llama_stack/providers/inline/scoring/braintrust/braintrust.py +++ b/llama_stack/providers/inline/scoring/braintrust/braintrust.py @@ -167,11 +167,11 @@ class BraintrustScoringImpl( dataset_def = await self.datasets_api.get_dataset(dataset_id=dataset_id) validate_dataset_schema(dataset_def.dataset_schema, get_valid_schemas(Api.scoring.value)) - all_rows = await self.datasetio_api.get_rows_paginated( + all_rows = await self.datasetio_api.iterrows( dataset_id=dataset_id, - rows_in_page=-1, + limit=-1, ) - res = await self.score(input_rows=all_rows.rows, scoring_functions=scoring_functions) + res = await self.score(input_rows=all_rows.data, scoring_functions=scoring_functions) if save_results_dataset: # TODO: persist and register dataset on to server for reading # self.datasets_api.register_dataset() diff --git a/llama_stack/providers/inline/scoring/llm_as_judge/scoring.py b/llama_stack/providers/inline/scoring/llm_as_judge/scoring.py index 5b1715d9f..7f004fbb6 100644 --- a/llama_stack/providers/inline/scoring/llm_as_judge/scoring.py +++ b/llama_stack/providers/inline/scoring/llm_as_judge/scoring.py @@ -72,12 +72,12 @@ class LlmAsJudgeScoringImpl( dataset_def = await self.datasets_api.get_dataset(dataset_id=dataset_id) validate_dataset_schema(dataset_def.dataset_schema, get_valid_schemas(Api.scoring.value)) - all_rows = await self.datasetio_api.get_rows_paginated( + all_rows = await self.datasetio_api.iterrows( dataset_id=dataset_id, - rows_in_page=-1, + limit=-1, ) res = await self.score( - input_rows=all_rows.rows, + input_rows=all_rows.data, scoring_functions=scoring_functions, ) if save_results_dataset: diff --git a/llama_stack/providers/remote/datasetio/huggingface/huggingface.py b/llama_stack/providers/remote/datasetio/huggingface/huggingface.py index cd4e7f1f1..fe3195332 100644 --- a/llama_stack/providers/remote/datasetio/huggingface/huggingface.py +++ b/llama_stack/providers/remote/datasetio/huggingface/huggingface.py @@ -4,13 +4,13 @@ # This source code is licensed under the terms described in the LICENSE file in # the root directory of this source tree. from typing import Any, Dict, List, Optional +from urllib.parse import parse_qs, urlparse import datasets as hf_datasets -from llama_stack.apis.datasetio import DatasetIO, PaginatedRowsResult +from llama_stack.apis.datasetio import DatasetIO, IterrowsResponse from llama_stack.apis.datasets import Dataset from llama_stack.providers.datatypes import DatasetsProtocolPrivate -from llama_stack.providers.utils.datasetio.url_utils import get_dataframe_from_url from llama_stack.providers.utils.kvstore import kvstore_impl from .config import HuggingfaceDatasetIOConfig @@ -18,22 +18,14 @@ from .config import HuggingfaceDatasetIOConfig DATASETS_PREFIX = "datasets:" -def load_hf_dataset(dataset_def: Dataset): - if dataset_def.metadata.get("path", None): - dataset = hf_datasets.load_dataset(**dataset_def.metadata) - else: - df = get_dataframe_from_url(dataset_def.url) +def parse_hf_params(dataset_def: Dataset): + uri = dataset_def.source.uri + parsed_uri = urlparse(uri) + params = parse_qs(parsed_uri.query) + params = {k: v[0] for k, v in params.items()} + path = parsed_uri.path.lstrip("/") - if df is None: - raise ValueError(f"Failed to load dataset from {dataset_def.url}") - - dataset = hf_datasets.Dataset.from_pandas(df) - - # drop columns not specified by schema - if dataset_def.dataset_schema: - dataset = dataset.select_columns(list(dataset_def.dataset_schema.keys())) - - return dataset + return path, params class HuggingfaceDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate): @@ -64,7 +56,7 @@ class HuggingfaceDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate): key = f"{DATASETS_PREFIX}{dataset_def.identifier}" await self.kvstore.set( key=key, - value=dataset_def.json(), + value=dataset_def.model_dump_json(), ) self.dataset_infos[dataset_def.identifier] = dataset_def @@ -73,41 +65,34 @@ class HuggingfaceDatasetIOImpl(DatasetIO, DatasetsProtocolPrivate): await self.kvstore.delete(key=key) del self.dataset_infos[dataset_id] - async def get_rows_paginated( + async def iterrows( self, dataset_id: str, - rows_in_page: int, - page_token: Optional[str] = None, - filter_condition: Optional[str] = None, - ) -> PaginatedRowsResult: + start_index: Optional[int] = None, + limit: Optional[int] = None, + ) -> IterrowsResponse: dataset_def = self.dataset_infos[dataset_id] - loaded_dataset = load_hf_dataset(dataset_def) + path, params = parse_hf_params(dataset_def) + loaded_dataset = hf_datasets.load_dataset(path, **params) - if page_token and not page_token.isnumeric(): - raise ValueError("Invalid page_token") + start_index = start_index or 0 - if page_token is None or len(page_token) == 0: - next_page_token = 0 - else: - next_page_token = int(page_token) - - start = next_page_token - if rows_in_page == -1: + if limit is None or limit == -1: end = len(loaded_dataset) else: - end = min(start + rows_in_page, len(loaded_dataset)) + end = min(start_index + limit, len(loaded_dataset)) - rows = [loaded_dataset[i] for i in range(start, end)] + rows = [loaded_dataset[i] for i in range(start_index, end)] - return PaginatedRowsResult( - rows=rows, - total_count=len(rows), - next_page_token=str(end), + return IterrowsResponse( + data=rows, + next_start_index=end if end < len(loaded_dataset) else None, ) async def append_rows(self, dataset_id: str, rows: List[Dict[str, Any]]) -> None: dataset_def = self.dataset_infos[dataset_id] - loaded_dataset = load_hf_dataset(dataset_def) + path, params = parse_hf_params(dataset_def) + loaded_dataset = hf_datasets.load_dataset(path, **params) # Convert rows to HF Dataset format new_dataset = hf_datasets.Dataset.from_list(rows) diff --git a/llama_stack/providers/utils/datasetio/url_utils.py b/llama_stack/providers/utils/datasetio/url_utils.py index f54cb55eb..6a544ea49 100644 --- a/llama_stack/providers/utils/datasetio/url_utils.py +++ b/llama_stack/providers/utils/datasetio/url_utils.py @@ -10,18 +10,17 @@ from urllib.parse import unquote import pandas -from llama_stack.apis.common.content_types import URL from llama_stack.providers.utils.memory.vector_store import parse_data_url -def get_dataframe_from_url(url: URL): +def get_dataframe_from_uri(uri: str): df = None - if url.uri.endswith(".csv"): - df = pandas.read_csv(url.uri) - elif url.uri.endswith(".xlsx"): - df = pandas.read_excel(url.uri) - elif url.uri.startswith("data:"): - parts = parse_data_url(url.uri) + if uri.endswith(".csv"): + df = pandas.read_csv(uri) + elif uri.endswith(".xlsx"): + df = pandas.read_excel(uri) + elif uri.startswith("data:"): + parts = parse_data_url(uri) data = parts["data"] if parts["is_base64"]: data = base64.b64decode(data) @@ -39,6 +38,6 @@ def get_dataframe_from_url(url: URL): else: df = pandas.read_excel(data_bytes) else: - raise ValueError(f"Unsupported file type: {url}") + raise ValueError(f"Unsupported file type: {uri}") return df diff --git a/llama_stack/templates/open-benchmark/open_benchmark.py b/llama_stack/templates/open-benchmark/open_benchmark.py index 17f5b8ee7..b339e8c80 100644 --- a/llama_stack/templates/open-benchmark/open_benchmark.py +++ b/llama_stack/templates/open-benchmark/open_benchmark.py @@ -6,7 +6,7 @@ from typing import Dict, List, Tuple -from llama_stack.apis.common.content_types import URL +from llama_stack.apis.datasets import DatasetPurpose, URIDataSource from llama_stack.apis.models.models import ModelType from llama_stack.distribution.datatypes import ( BenchmarkInput, @@ -171,76 +171,42 @@ def get_distribution_template() -> DistributionTemplate: DatasetInput( dataset_id="simpleqa", provider_id="huggingface", - url=URL(uri="https://huggingface.co/datasets/llamastack/simpleqa"), - metadata={ - "path": "llamastack/simpleqa", - "split": "train", - }, - dataset_schema={ - "input_query": {"type": "string"}, - "expected_answer": {"type": "string"}, - "chat_completion_input": {"type": "string"}, - }, + purpose=DatasetPurpose.eval_messages_answer, + source=URIDataSource( + uri="huggingface://datasets/llamastack/simpleqa?split=train", + ), ), DatasetInput( dataset_id="mmlu_cot", provider_id="huggingface", - url=URL(uri="https://huggingface.co/datasets/llamastack/mmlu_cot"), - metadata={ - "path": "llamastack/mmlu_cot", - "name": "all", - "split": "test", - }, - dataset_schema={ - "input_query": {"type": "string"}, - "expected_answer": {"type": "string"}, - "chat_completion_input": {"type": "string"}, - }, + purpose=DatasetPurpose.eval_messages_answer, + source=URIDataSource( + uri="huggingface://datasets/llamastack/mmlu_cot?split=test&name=all", + ), ), DatasetInput( dataset_id="gpqa_cot", provider_id="huggingface", - url=URL(uri="https://huggingface.co/datasets/llamastack/gpqa_0shot_cot"), - metadata={ - "path": "llamastack/gpqa_0shot_cot", - "name": "gpqa_main", - "split": "train", - }, - dataset_schema={ - "input_query": {"type": "string"}, - "expected_answer": {"type": "string"}, - "chat_completion_input": {"type": "string"}, - }, + purpose=DatasetPurpose.eval_messages_answer, + source=URIDataSource( + uri="huggingface://datasets/llamastack/gpqa_0shot_cot?split=test&name=gpqa_main", + ), ), DatasetInput( dataset_id="math_500", provider_id="huggingface", - url=URL(uri="https://huggingface.co/datasets/llamastack/math_500"), - metadata={ - "path": "llamastack/math_500", - "split": "test", - }, - dataset_schema={ - "input_query": {"type": "string"}, - "expected_answer": {"type": "string"}, - "chat_completion_input": {"type": "string"}, - }, + purpose=DatasetPurpose.eval_messages_answer, + source=URIDataSource( + uri="huggingface://datasets/llamastack/math_500?split=test", + ), ), DatasetInput( dataset_id="bfcl", provider_id="huggingface", - url=URL(uri="https://huggingface.co/datasets/llamastack/bfcl_v3"), - metadata={ - "path": "llamastack/bfcl_v3", - "split": "train", - }, - dataset_schema={ - "function": {"type": "string"}, - "language": {"type": "string"}, - "ground_truth": {"type": "string"}, - "id": {"type": "string"}, - "chat_completion_input": {"type": "string"}, - }, + purpose=DatasetPurpose.eval_messages_answer, + source=URIDataSource( + uri="huggingface://datasets/llamastack/bfcl_v3?split=train", + ), ), ] diff --git a/llama_stack/templates/open-benchmark/run.yaml b/llama_stack/templates/open-benchmark/run.yaml index 6961f8022..93f437273 100644 --- a/llama_stack/templates/open-benchmark/run.yaml +++ b/llama_stack/templates/open-benchmark/run.yaml @@ -158,80 +158,39 @@ shields: - shield_id: meta-llama/Llama-Guard-3-8B vector_dbs: [] datasets: -- dataset_schema: - input_query: - type: string - expected_answer: - type: string - chat_completion_input: - type: string - url: - uri: https://huggingface.co/datasets/llamastack/simpleqa - metadata: - path: llamastack/simpleqa - split: train +- purpose: eval/messages-answer + source: + type: uri + uri: huggingface://datasets/llamastack/simpleqa?split=train + metadata: {} dataset_id: simpleqa provider_id: huggingface -- dataset_schema: - input_query: - type: string - expected_answer: - type: string - chat_completion_input: - type: string - url: - uri: https://huggingface.co/datasets/llamastack/mmlu_cot - metadata: - path: llamastack/mmlu_cot - name: all - split: test +- purpose: eval/messages-answer + source: + type: uri + uri: huggingface://datasets/llamastack/mmlu_cot?split=test&name=all + metadata: {} dataset_id: mmlu_cot provider_id: huggingface -- dataset_schema: - input_query: - type: string - expected_answer: - type: string - chat_completion_input: - type: string - url: - uri: https://huggingface.co/datasets/llamastack/gpqa_0shot_cot - metadata: - path: llamastack/gpqa_0shot_cot - name: gpqa_main - split: train +- purpose: eval/messages-answer + source: + type: uri + uri: huggingface://datasets/llamastack/gpqa_0shot_cot?split=test&name=gpqa_main + metadata: {} dataset_id: gpqa_cot provider_id: huggingface -- dataset_schema: - input_query: - type: string - expected_answer: - type: string - chat_completion_input: - type: string - url: - uri: https://huggingface.co/datasets/llamastack/math_500 - metadata: - path: llamastack/math_500 - split: test +- purpose: eval/messages-answer + source: + type: uri + uri: huggingface://datasets/llamastack/math_500?split=test + metadata: {} dataset_id: math_500 provider_id: huggingface -- dataset_schema: - function: - type: string - language: - type: string - ground_truth: - type: string - id: - type: string - chat_completion_input: - type: string - url: - uri: https://huggingface.co/datasets/llamastack/bfcl_v3 - metadata: - path: llamastack/bfcl_v3 - split: train +- purpose: eval/messages-answer + source: + type: uri + uri: huggingface://datasets/llamastack/bfcl_v3?split=train + metadata: {} dataset_id: bfcl provider_id: huggingface scoring_fns: [] diff --git a/llama_stack/templates/template.py b/llama_stack/templates/template.py index a5c8e80bc..92b1b534d 100644 --- a/llama_stack/templates/template.py +++ b/llama_stack/templates/template.py @@ -11,6 +11,7 @@ import jinja2 import yaml from pydantic import BaseModel, Field +from llama_stack.apis.datasets import DatasetPurpose from llama_stack.apis.models.models import ModelType from llama_stack.distribution.datatypes import ( Api, @@ -214,7 +215,9 @@ class DistributionTemplate(BaseModel): # Register YAML representer for ModelType yaml.add_representer(ModelType, enum_representer) + yaml.add_representer(DatasetPurpose, enum_representer) yaml.SafeDumper.add_representer(ModelType, enum_representer) + yaml.SafeDumper.add_representer(DatasetPurpose, enum_representer) for output_dir in [yaml_output_dir, doc_output_dir]: output_dir.mkdir(parents=True, exist_ok=True) diff --git a/tests/integration/datasetio/test_datasetio.py b/tests/integration/datasetio/test_datasetio.py deleted file mode 100644 index 459589e7b..000000000 --- a/tests/integration/datasetio/test_datasetio.py +++ /dev/null @@ -1,114 +0,0 @@ -# Copyright (c) Meta Platforms, Inc. and affiliates. -# All rights reserved. -# -# This source code is licensed under the terms described in the LICENSE file in -# the root directory of this source tree. - -import base64 -import mimetypes -import os -from pathlib import Path - -import pytest - -# How to run this test: -# -# LLAMA_STACK_CONFIG="template-name" pytest -v tests/integration/datasetio - - -@pytest.fixture -def dataset_for_test(llama_stack_client): - dataset_id = "test_dataset" - register_dataset(llama_stack_client, dataset_id=dataset_id) - yield - # Teardown - this always runs, even if the test fails - try: - llama_stack_client.datasets.unregister(dataset_id) - except Exception as e: - print(f"Warning: Failed to unregister test_dataset: {e}") - - -def data_url_from_file(file_path: str) -> str: - if not os.path.exists(file_path): - raise FileNotFoundError(f"File not found: {file_path}") - - with open(file_path, "rb") as file: - file_content = file.read() - - base64_content = base64.b64encode(file_content).decode("utf-8") - mime_type, _ = mimetypes.guess_type(file_path) - - data_url = f"data:{mime_type};base64,{base64_content}" - - return data_url - - -def register_dataset(llama_stack_client, for_generation=False, for_rag=False, dataset_id="test_dataset"): - if for_rag: - test_file = Path(os.path.abspath(__file__)).parent / "test_rag_dataset.csv" - else: - test_file = Path(os.path.abspath(__file__)).parent / "test_dataset.csv" - test_url = data_url_from_file(str(test_file)) - - if for_generation: - dataset_schema = { - "expected_answer": {"type": "string"}, - "input_query": {"type": "string"}, - "chat_completion_input": {"type": "chat_completion_input"}, - } - elif for_rag: - dataset_schema = { - "expected_answer": {"type": "string"}, - "input_query": {"type": "string"}, - "generated_answer": {"type": "string"}, - "context": {"type": "string"}, - } - else: - dataset_schema = { - "expected_answer": {"type": "string"}, - "input_query": {"type": "string"}, - "generated_answer": {"type": "string"}, - } - - dataset_providers = [x for x in llama_stack_client.providers.list() if x.api == "datasetio"] - dataset_provider_id = dataset_providers[0].provider_id - - llama_stack_client.datasets.register( - dataset_id=dataset_id, - dataset_schema=dataset_schema, - url=dict(uri=test_url), - provider_id=dataset_provider_id, - ) - - -def test_register_unregister_dataset(llama_stack_client): - register_dataset(llama_stack_client) - response = llama_stack_client.datasets.list() - assert isinstance(response, list) - assert len(response) == 1 - assert response[0].identifier == "test_dataset" - - llama_stack_client.datasets.unregister("test_dataset") - response = llama_stack_client.datasets.list() - assert isinstance(response, list) - assert len(response) == 0 - - -def test_get_rows_paginated(llama_stack_client, dataset_for_test): - response = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset", - rows_in_page=3, - ) - assert isinstance(response.rows, list) - assert len(response.rows) == 3 - assert response.next_page_token == "3" - - # iterate over all rows - response = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset", - rows_in_page=2, - page_token=response.next_page_token, - ) - assert isinstance(response.rows, list) - assert len(response.rows) == 2 - assert response.next_page_token == "5" diff --git a/tests/integration/datasetio/__init__.py b/tests/integration/datasets/__init__.py similarity index 100% rename from tests/integration/datasetio/__init__.py rename to tests/integration/datasets/__init__.py diff --git a/tests/integration/datasetio/test_dataset.csv b/tests/integration/datasets/test_dataset.csv similarity index 100% rename from tests/integration/datasetio/test_dataset.csv rename to tests/integration/datasets/test_dataset.csv diff --git a/tests/integration/datasets/test_datasets.py b/tests/integration/datasets/test_datasets.py new file mode 100644 index 000000000..60db95f30 --- /dev/null +++ b/tests/integration/datasets/test_datasets.py @@ -0,0 +1,95 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the terms described in the LICENSE file in +# the root directory of this source tree. + + +import base64 +import mimetypes +import os + +import pytest + +# How to run this test: +# +# LLAMA_STACK_CONFIG="template-name" pytest -v tests/integration/datasets + + +def data_url_from_file(file_path: str) -> str: + if not os.path.exists(file_path): + raise FileNotFoundError(f"File not found: {file_path}") + + with open(file_path, "rb") as file: + file_content = file.read() + + base64_content = base64.b64encode(file_content).decode("utf-8") + mime_type, _ = mimetypes.guess_type(file_path) + + data_url = f"data:{mime_type};base64,{base64_content}" + + return data_url + + +@pytest.mark.parametrize( + "purpose, source, provider_id, limit", + [ + ( + "eval/messages-answer", + { + "type": "uri", + "uri": "huggingface://datasets/llamastack/simpleqa?split=train", + }, + "huggingface", + 10, + ), + ( + "eval/messages-answer", + { + "type": "rows", + "rows": [ + { + "messages": [{"role": "user", "content": "Hello, world!"}], + "answer": "Hello, world!", + }, + { + "messages": [ + { + "role": "user", + "content": "What is the capital of France?", + } + ], + "answer": "Paris", + }, + ], + }, + "localfs", + 2, + ), + ( + "eval/messages-answer", + { + "type": "uri", + "uri": data_url_from_file(os.path.join(os.path.dirname(__file__), "test_dataset.csv")), + }, + "localfs", + 5, + ), + ], +) +def test_register_and_iterrows(llama_stack_client, purpose, source, provider_id, limit): + dataset = llama_stack_client.datasets.register( + purpose=purpose, + source=source, + ) + assert dataset.identifier is not None + assert dataset.provider_id == provider_id + iterrow_response = llama_stack_client.datasets.iterrows(dataset.identifier, limit=limit) + assert len(iterrow_response.data) == limit + + dataset_list = llama_stack_client.datasets.list() + assert dataset.identifier in [d.identifier for d in dataset_list] + + llama_stack_client.datasets.unregister(dataset.identifier) + dataset_list = llama_stack_client.datasets.list() + assert dataset.identifier not in [d.identifier for d in dataset_list] diff --git a/tests/integration/datasetio/test_rag_dataset.csv b/tests/integration/datasets/test_rag_dataset.csv similarity index 100% rename from tests/integration/datasetio/test_rag_dataset.csv rename to tests/integration/datasets/test_rag_dataset.csv diff --git a/tests/integration/eval/test_eval.py b/tests/integration/eval/test_eval.py index ac254385a..c4aa0fa1b 100644 --- a/tests/integration/eval/test_eval.py +++ b/tests/integration/eval/test_eval.py @@ -4,10 +4,11 @@ # This source code is licensed under the terms described in the LICENSE file in # the root directory of this source tree. import uuid +from pathlib import Path import pytest -from ..datasetio.test_datasetio import register_dataset +from ..datasets.test_datasets import data_url_from_file # How to run this test: # @@ -16,15 +17,21 @@ from ..datasetio.test_datasetio import register_dataset @pytest.mark.parametrize("scoring_fn_id", ["basic::equality"]) def test_evaluate_rows(llama_stack_client, text_model_id, scoring_fn_id): - register_dataset(llama_stack_client, for_generation=True, dataset_id="test_dataset_for_eval") - response = llama_stack_client.datasets.list() - assert any(x.identifier == "test_dataset_for_eval" for x in response) - - rows = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset_for_eval", - rows_in_page=3, + dataset = llama_stack_client.datasets.register( + purpose="eval/messages-answer", + source={ + "type": "uri", + "uri": data_url_from_file(Path(__file__).parent.parent / "datasets" / "test_dataset.csv"), + }, ) - assert len(rows.rows) == 3 + response = llama_stack_client.datasets.list() + assert any(x.identifier == dataset.identifier for x in response) + + rows = llama_stack_client.datasets.iterrows( + dataset_id=dataset.identifier, + limit=3, + ) + assert len(rows.data) == 3 scoring_functions = [ scoring_fn_id, @@ -32,7 +39,7 @@ def test_evaluate_rows(llama_stack_client, text_model_id, scoring_fn_id): benchmark_id = str(uuid.uuid4()) llama_stack_client.benchmarks.register( benchmark_id=benchmark_id, - dataset_id="test_dataset_for_eval", + dataset_id=dataset.identifier, scoring_functions=scoring_functions, ) list_benchmarks = llama_stack_client.benchmarks.list() @@ -40,7 +47,7 @@ def test_evaluate_rows(llama_stack_client, text_model_id, scoring_fn_id): response = llama_stack_client.eval.evaluate_rows( benchmark_id=benchmark_id, - input_rows=rows.rows, + input_rows=rows.data, scoring_functions=scoring_functions, benchmark_config={ "eval_candidate": { @@ -59,11 +66,17 @@ def test_evaluate_rows(llama_stack_client, text_model_id, scoring_fn_id): @pytest.mark.parametrize("scoring_fn_id", ["basic::subset_of"]) def test_evaluate_benchmark(llama_stack_client, text_model_id, scoring_fn_id): - register_dataset(llama_stack_client, for_generation=True, dataset_id="test_dataset_for_eval_2") + dataset = llama_stack_client.datasets.register( + purpose="eval/messages-answer", + source={ + "type": "uri", + "uri": data_url_from_file(Path(__file__).parent.parent / "datasets" / "test_dataset.csv"), + }, + ) benchmark_id = str(uuid.uuid4()) llama_stack_client.benchmarks.register( benchmark_id=benchmark_id, - dataset_id="test_dataset_for_eval_2", + dataset_id=dataset.identifier, scoring_functions=[scoring_fn_id], ) diff --git a/tests/integration/scoring/test_scoring.py b/tests/integration/scoring/test_scoring.py index 970a96f40..315ff050c 100644 --- a/tests/integration/scoring/test_scoring.py +++ b/tests/integration/scoring/test_scoring.py @@ -5,23 +5,11 @@ # the root directory of this source tree. +from pathlib import Path + +import pandas as pd import pytest -from ..datasetio.test_datasetio import register_dataset - - -@pytest.fixture -def rag_dataset_for_test(llama_stack_client): - dataset_id = "test_dataset" - register_dataset(llama_stack_client, for_rag=True, dataset_id=dataset_id) - yield # This is where the test function will run - - # Teardown - this always runs, even if the test fails - try: - llama_stack_client.datasets.unregister(dataset_id) - except Exception as e: - print(f"Warning: Failed to unregister test_dataset: {e}") - @pytest.fixture def sample_judge_prompt_template(): @@ -92,49 +80,34 @@ def test_scoring_functions_register( # TODO: add unregister api for scoring functions -def test_scoring_score(llama_stack_client, rag_dataset_for_test): +@pytest.mark.parametrize("scoring_fn_id", ["basic::equality"]) +def test_scoring_score(llama_stack_client, scoring_fn_id): # scoring individual rows - rows = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset", - rows_in_page=3, - ) - assert len(rows.rows) == 3 + df = pd.read_csv(Path(__file__).parent.parent / "datasets" / "test_dataset.csv") + rows = df.to_dict(orient="records") - scoring_fns_list = llama_stack_client.scoring_functions.list() scoring_functions = { - scoring_fns_list[0].identifier: None, + scoring_fn_id: None, } response = llama_stack_client.scoring.score( - input_rows=rows.rows, + input_rows=rows, scoring_functions=scoring_functions, ) assert len(response.results) == len(scoring_functions) for x in scoring_functions: assert x in response.results - assert len(response.results[x].score_rows) == len(rows.rows) - - # score batch - response = llama_stack_client.scoring.score_batch( - dataset_id="test_dataset", - scoring_functions=scoring_functions, - save_results_dataset=False, - ) - assert len(response.results) == len(scoring_functions) - for x in scoring_functions: - assert x in response.results - assert len(response.results[x].score_rows) == 5 + assert len(response.results[x].score_rows) == len(rows) def test_scoring_score_with_params_llm_as_judge( - llama_stack_client, sample_judge_prompt_template, judge_model_id, rag_dataset_for_test + llama_stack_client, + sample_judge_prompt_template, + judge_model_id, ): # scoring individual rows - rows = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset", - rows_in_page=3, - ) - assert len(rows.rows) == 3 + df = pd.read_csv(Path(__file__).parent.parent / "datasets" / "test_dataset.csv") + rows = df.to_dict(orient="records") scoring_functions = { "llm-as-judge::base": dict( @@ -149,24 +122,13 @@ def test_scoring_score_with_params_llm_as_judge( } response = llama_stack_client.scoring.score( - input_rows=rows.rows, + input_rows=rows, scoring_functions=scoring_functions, ) assert len(response.results) == len(scoring_functions) for x in scoring_functions: assert x in response.results - assert len(response.results[x].score_rows) == len(rows.rows) - - # score batch - response = llama_stack_client.scoring.score_batch( - dataset_id="test_dataset", - scoring_functions=scoring_functions, - save_results_dataset=False, - ) - assert len(response.results) == len(scoring_functions) - for x in scoring_functions: - assert x in response.results - assert len(response.results[x].score_rows) == 5 + assert len(response.results[x].score_rows) == len(rows) @pytest.mark.parametrize( @@ -178,13 +140,14 @@ def test_scoring_score_with_params_llm_as_judge( ], ) def test_scoring_score_with_aggregation_functions( - llama_stack_client, sample_judge_prompt_template, judge_model_id, provider_id, rag_dataset_for_test + llama_stack_client, + sample_judge_prompt_template, + judge_model_id, + provider_id, + rag_dataset_for_test, ): - rows = llama_stack_client.datasetio.get_rows_paginated( - dataset_id="test_dataset", - rows_in_page=3, - ) - assert len(rows.rows) == 3 + df = pd.read_csv(Path(__file__).parent.parent / "datasets" / "test_dataset.csv") + rows = df.to_dict(orient="records") scoring_fns_list = [x for x in llama_stack_client.scoring_functions.list() if x.provider_id == provider_id] if len(scoring_fns_list) == 0: @@ -224,12 +187,12 @@ def test_scoring_score_with_aggregation_functions( scoring_functions[scoring_fn.identifier] = None response = llama_stack_client.scoring.score( - input_rows=rows.rows, + input_rows=rows, scoring_functions=scoring_functions, ) assert len(response.results) == len(scoring_functions) for x in scoring_functions: assert x in response.results - assert len(response.results[x].score_rows) == len(rows.rows) + assert len(response.results[x].score_rows) == len(rows) assert len(response.results[x].aggregated_results) == len(aggr_fns)