feat(tests): auto-merge all model list responses and unify recordings

This commit is contained in:
Ashwin Bharambe 2025-09-03 10:27:44 -07:00
parent faf891b40c
commit 34f5da6cdc
121 changed files with 17457 additions and 16126 deletions

2
.gitignore vendored
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@ -26,5 +26,7 @@ venv/
pytest-report.xml
.coverage
.python-version
AGENTS.md
server.log
CLAUDE.md
.claude/

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@ -40,18 +40,15 @@ The system patches OpenAI and Ollama client methods to intercept calls before th
### Storage Architecture
Recordings use a two-tier storage system optimized for both speed and debuggability:
Recordings are stored as JSON files in the recording directory. They are looked up by their request hash.
```
recordings/
├── index.sqlite # Fast lookup by request hash
└── responses/
├── abc123def456.json # Individual response files
└── def789ghi012.json
```
**SQLite index** enables O(log n) hash lookups and metadata queries without loading response bodies.
**JSON files** store complete request/response pairs in human-readable format for debugging.
## Recording Modes
@ -166,8 +163,8 @@ This preserves type safety - when replayed, you get the same Pydantic objects wi
Control recording behavior globally:
```bash
export LLAMA_STACK_TEST_INFERENCE_MODE=replay
export LLAMA_STACK_TEST_RECORDING_DIR=/path/to/recordings
export LLAMA_STACK_TEST_INFERENCE_MODE=replay # this is the default
export LLAMA_STACK_TEST_RECORDING_DIR=/path/to/recordings # default is tests/integration/recordings
pytest tests/integration/
```

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@ -118,10 +118,10 @@ class OllamaInferenceAdapter(
async def initialize(self) -> None:
logger.info(f"checking connectivity to Ollama at `{self.config.url}`...")
health_response = await self.health()
if health_response["status"] == HealthStatus.ERROR:
r = await self.health()
if r["status"] == HealthStatus.ERROR:
logger.warning(
"Ollama Server is not running, make sure to start it using `ollama serve` in a separate terminal"
f"Ollama Server is not running (message: {r['message']}). Make sure to start it using `ollama serve` in a separate terminal"
)
async def should_refresh_models(self) -> bool:
@ -156,7 +156,7 @@ class OllamaInferenceAdapter(
),
Model(
identifier="nomic-embed-text",
provider_resource_id="nomic-embed-text",
provider_resource_id="nomic-embed-text:latest",
provider_id=provider_id,
metadata={
"embedding_dimension": 768,

View file

@ -30,6 +30,9 @@ from openai.types.completion_choice import CompletionChoice
CompletionChoice.model_fields["finish_reason"].annotation = Literal["stop", "length", "content_filter"] | None
CompletionChoice.model_rebuild()
REPO_ROOT = Path(__file__).parent.parent.parent
DEFAULT_STORAGE_DIR = REPO_ROOT / "tests/integration/recordings"
class InferenceMode(StrEnum):
LIVE = "live"
@ -51,7 +54,7 @@ def normalize_request(method: str, url: str, headers: dict[str, Any], body: dict
def get_inference_mode() -> InferenceMode:
return InferenceMode(os.environ.get("LLAMA_STACK_TEST_INFERENCE_MODE", "live").lower())
return InferenceMode(os.environ.get("LLAMA_STACK_TEST_INFERENCE_MODE", "replay").lower())
def setup_inference_recording():
@ -60,28 +63,18 @@ def setup_inference_recording():
to increase their reliability and reduce reliance on expensive, external services.
Currently, this is only supported for OpenAI and Ollama clients. These should cover the vast majority of use cases.
Calls to the /models endpoint are not currently trapped. We probably need to add support for this.
Two environment variables are required:
- LLAMA_STACK_TEST_INFERENCE_MODE: The mode to run in. Must be 'live', 'record', or 'replay'.
- LLAMA_STACK_TEST_RECORDING_DIR: The directory to store the recordings in.
Two environment variables are supported:
- LLAMA_STACK_TEST_INFERENCE_MODE: The mode to run in. Must be 'live', 'record', or 'replay'. Default is 'replay'.
- LLAMA_STACK_TEST_RECORDING_DIR: The directory to store the recordings in. Default is 'tests/integration/recordings'.
The recordings are stored in a SQLite database and a JSON file for each request. The SQLite database is used to
quickly find the correct recording for a given request. The JSON files are used to store the request and response
bodies.
The recordings are stored as JSON files.
"""
mode = get_inference_mode()
if mode not in InferenceMode:
raise ValueError(f"Invalid LLAMA_STACK_TEST_INFERENCE_MODE: {mode}. Must be 'live', 'record', or 'replay'")
if mode == InferenceMode.LIVE:
return None
if "LLAMA_STACK_TEST_RECORDING_DIR" not in os.environ:
raise ValueError("LLAMA_STACK_TEST_RECORDING_DIR must be set for recording or replaying")
storage_dir = os.environ["LLAMA_STACK_TEST_RECORDING_DIR"]
storage_dir = os.environ.get("LLAMA_STACK_TEST_RECORDING_DIR", DEFAULT_STORAGE_DIR)
return inference_recording(mode=mode, storage_dir=storage_dir)
@ -134,8 +127,8 @@ class ResponseStorage:
def store_recording(self, request_hash: str, request: dict[str, Any], response: dict[str, Any]):
"""Store a request/response pair."""
# Generate unique response filename
response_file = f"{request_hash[:12]}.json"
response_path = self.responses_dir / response_file
short_hash = request_hash[:12]
response_file = f"{short_hash}.json"
# Serialize response body if needed
serialized_response = dict(response)
@ -147,6 +140,14 @@ class ResponseStorage:
# Handle single response
serialized_response["body"] = _serialize_response(serialized_response["body"])
# If this is an Ollama /api/tags recording, include models digest in filename to distinguish variants
endpoint = request.get("endpoint")
if endpoint in ("/api/tags", "/v1/models"):
digest = _model_identifiers_digest(endpoint, response)
response_file = f"models-{short_hash}-{digest}.json"
response_path = self.responses_dir / response_file
# Save response to JSON file
with open(response_path, "w") as f:
json.dump({"request": request, "response": serialized_response}, f, indent=2)
@ -161,19 +162,85 @@ class ResponseStorage:
if not response_path.exists():
return None
with open(response_path) as f:
data = json.load(f)
return _recording_from_file(response_path)
# Deserialize response body if needed
if "response" in data and "body" in data["response"]:
if isinstance(data["response"]["body"], list):
# Handle streaming responses
data["response"]["body"] = [_deserialize_response(chunk) for chunk in data["response"]["body"]]
def _model_list_responses(self, short_hash: str) -> list[dict[str, Any]]:
results: list[dict[str, Any]] = []
for path in self.responses_dir.glob(f"models-{short_hash}-*.json"):
data = _recording_from_file(path)
results.append(data)
return results
def _recording_from_file(response_path) -> dict[str, Any]:
with open(response_path) as f:
data = json.load(f)
# Deserialize response body if needed
if "response" in data and "body" in data["response"]:
if isinstance(data["response"]["body"], list):
# Handle streaming responses
data["response"]["body"] = [_deserialize_response(chunk) for chunk in data["response"]["body"]]
else:
# Handle single response
data["response"]["body"] = _deserialize_response(data["response"]["body"])
return cast(dict[str, Any], data)
def _model_identifiers_digest(endpoint: str, response: dict[str, Any]) -> str:
def _extract_model_identifiers():
"""Extract a stable set of identifiers for model-list endpoints.
Supported endpoints:
- '/api/tags' (Ollama): response body has 'models': [ { name/model/digest/id/... }, ... ]
- '/v1/models' (OpenAI): response body has 'data': [ { id: ... }, ... ]
Returns a list of unique identifiers or None if structure doesn't match.
"""
body = response["body"]
if endpoint == "/api/tags":
items = body.get("models")
idents = [m.model for m in items]
else:
items = body.get("data")
idents = [m.id for m in items]
return sorted(set(idents))
identifiers = _extract_model_identifiers()
return hashlib.sha1(("|".join(identifiers)).encode("utf-8")).hexdigest()[:8]
def _combine_model_list_responses(endpoint: str, records: list[dict[str, Any]]) -> dict[str, Any] | None:
"""Return a single, unioned recording for supported model-list endpoints."""
seen: dict[str, dict[str, Any]] = {}
for rec in records:
body = rec["response"]["body"]
if endpoint == "/api/tags":
items = body.models
elif endpoint == "/v1/models":
items = body.data
else:
items = []
for m in items:
if endpoint == "/v1/models":
key = m.id
else:
# Handle single response
data["response"]["body"] = _deserialize_response(data["response"]["body"])
key = m.model
seen[key] = m
return cast(dict[str, Any], data)
ordered = [seen[k] for k in sorted(seen.keys())]
canonical = records[0]
canonical_req = canonical.get("request", {})
if isinstance(canonical_req, dict):
canonical_req["endpoint"] = endpoint
if endpoint == "/v1/models":
body = {"data": ordered, "object": "list"}
else:
from ollama import ListResponse
body = ListResponse(models=ordered)
return {"request": canonical_req, "response": {"body": body, "is_streaming": False}}
async def _patched_inference_method(original_method, self, client_type, endpoint, *args, **kwargs):
@ -195,8 +262,6 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
raise ValueError(f"Unknown client type: {client_type}")
url = base_url.rstrip("/") + endpoint
# Normalize request for matching
method = "POST"
headers = {}
body = kwargs
@ -204,7 +269,12 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
request_hash = normalize_request(method, url, headers, body)
if _current_mode == InferenceMode.REPLAY:
recording = _current_storage.find_recording(request_hash)
# Special handling for model-list endpoints: return union of all responses
if endpoint in ("/api/tags", "/v1/models"):
records = _current_storage._model_list_responses(request_hash[:12])
recording = _combine_model_list_responses(endpoint, records)
else:
recording = _current_storage.find_recording(request_hash)
if recording:
response_body = recording["response"]["body"]
@ -274,12 +344,14 @@ def patch_inference_clients():
from openai.resources.chat.completions import AsyncCompletions as AsyncChatCompletions
from openai.resources.completions import AsyncCompletions
from openai.resources.embeddings import AsyncEmbeddings
from openai.resources.models import AsyncModels
# Store original methods for both OpenAI and Ollama clients
_original_methods = {
"chat_completions_create": AsyncChatCompletions.create,
"completions_create": AsyncCompletions.create,
"embeddings_create": AsyncEmbeddings.create,
"models_list": AsyncModels.list,
"ollama_generate": OllamaAsyncClient.generate,
"ollama_chat": OllamaAsyncClient.chat,
"ollama_embed": OllamaAsyncClient.embed,
@ -304,10 +376,16 @@ def patch_inference_clients():
_original_methods["embeddings_create"], self, "openai", "/v1/embeddings", *args, **kwargs
)
async def patched_models_list(self, *args, **kwargs):
return await _patched_inference_method(
_original_methods["models_list"], self, "openai", "/v1/models", *args, **kwargs
)
# Apply OpenAI patches
AsyncChatCompletions.create = patched_chat_completions_create
AsyncCompletions.create = patched_completions_create
AsyncEmbeddings.create = patched_embeddings_create
AsyncModels.list = patched_models_list
# Create patched methods for Ollama client
async def patched_ollama_generate(self, *args, **kwargs):
@ -361,11 +439,13 @@ def unpatch_inference_clients():
from openai.resources.chat.completions import AsyncCompletions as AsyncChatCompletions
from openai.resources.completions import AsyncCompletions
from openai.resources.embeddings import AsyncEmbeddings
from openai.resources.models import AsyncModels
# Restore OpenAI client methods
AsyncChatCompletions.create = _original_methods["chat_completions_create"]
AsyncCompletions.create = _original_methods["completions_create"]
AsyncEmbeddings.create = _original_methods["embeddings_create"]
AsyncModels.list = _original_methods["openai_models_list"]
# Restore Ollama client methods if they were patched
OllamaAsyncClient.generate = _original_methods["ollama_generate"]
@ -379,15 +459,11 @@ def unpatch_inference_clients():
@contextmanager
def inference_recording(mode: str = "live", storage_dir: str | Path | None = None) -> Generator[None, None, None]:
def inference_recording(mode: str, storage_dir: str | Path) -> Generator[None, None, None]:
"""Context manager for inference recording/replaying."""
global _current_mode, _current_storage
# Set defaults
if storage_dir is None:
storage_dir_path = Path.home() / ".llama" / "recordings"
else:
storage_dir_path = Path(storage_dir)
storage_dir_path = Path(storage_dir)
# Store previous state
prev_mode = _current_mode

View file

@ -140,13 +140,6 @@ THIS_DIR=$(dirname "$0")
ROOT_DIR="$THIS_DIR/.."
cd $ROOT_DIR
# Set recording directory
if [[ "$RUN_VISION_TESTS" == "true" ]]; then
export LLAMA_STACK_TEST_RECORDING_DIR="tests/integration/recordings/vision"
else
export LLAMA_STACK_TEST_RECORDING_DIR="tests/integration/recordings"
fi
# check if "llama" and "pytest" are available. this script does not use `uv run` given
# it can be used in a pre-release environment where we have not been able to tell
# uv about pre-release dependencies properly (yet).
@ -298,5 +291,12 @@ echo "=== System Resources After Tests ==="
free -h 2>/dev/null || echo "free command not available"
df -h
# stop server
if [[ "$STACK_CONFIG" == *"server:"* ]]; then
echo "Stopping Llama Stack Server..."
kill $(lsof -i :8321 | awk 'NR>1 {print $2}')
echo "Llama Stack Server stopped"
fi
echo ""
echo "=== Integration Tests Complete ==="

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@ -38,26 +38,15 @@ For running integration tests, you must provide a few things:
- a distribution name (e.g., `starter`) or a path to a `run.yaml` file
- a comma-separated list of api=provider pairs, e.g. `inference=fireworks,safety=llama-guard,agents=meta-reference`. This is most useful for testing a single API surface.
- Whether you are using replay or live mode for inference. This is specified with the LLAMA_STACK_TEST_INFERENCE_MODE environment variable. The default mode currently is "live" -- that is certainly surprising, but we will fix this soon.
- Any API keys you need to use should be set in the environment, or can be passed in with the --env option.
You can run the integration tests in replay mode with:
```bash
# Run all tests with existing recordings
LLAMA_STACK_TEST_INFERENCE_MODE=replay \
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
uv run --group test \
pytest -sv tests/integration/ --stack-config=starter
```
If you don't specify LLAMA_STACK_TEST_INFERENCE_MODE, by default it will be in "live" mode -- that is, it will make real API calls.
```bash
# Test against live APIs
FIREWORKS_API_KEY=your_key pytest -sv tests/integration/inference --stack-config=starter
```
### Re-recording tests
#### Local Re-recording (Manual Setup Required)
@ -66,7 +55,6 @@ If you want to re-record tests locally, you can do so with:
```bash
LLAMA_STACK_TEST_INFERENCE_MODE=record \
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
uv run --group test \
pytest -sv tests/integration/ --stack-config=starter -k "<appropriate test name>"
```

View file

@ -98,29 +98,25 @@ pytest -s -v tests/integration/vector_io/ \
The testing system supports three modes controlled by environment variables:
### LIVE Mode (Default)
Tests make real API calls:
### REPLAY Mode (Default)
Uses cached responses instead of making API calls:
```bash
LLAMA_STACK_TEST_INFERENCE_MODE=live pytest tests/integration/
pytest tests/integration/
```
### RECORD Mode
Captures API interactions for later replay:
```bash
LLAMA_STACK_TEST_INFERENCE_MODE=record \
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
pytest tests/integration/inference/test_new_feature.py
```
### REPLAY Mode
Uses cached responses instead of making API calls:
### LIVE Mode
Tests make real API calls (but not recorded):
```bash
LLAMA_STACK_TEST_INFERENCE_MODE=replay \
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
pytest tests/integration/
LLAMA_STACK_TEST_INFERENCE_MODE=live pytest tests/integration/
```
Note that right now you must specify the recording directory. This is because different tests use different recording directories and we don't (yet) have a fool-proof way to map a test to a recording directory. We are working on this.
By default, the recording directory is `tests/integration/recordings`. You can override this by setting the `LLAMA_STACK_TEST_RECORDING_DIR` environment variable.
## Managing Recordings
@ -146,7 +142,6 @@ See the [main testing guide](../README.md#remote-re-recording-recommended) for f
```bash
# Re-record specific tests
LLAMA_STACK_TEST_INFERENCE_MODE=record \
LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
pytest -s -v --stack-config=server:starter tests/integration/inference/test_modified.py
```

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@ -20,15 +20,15 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama-guard3:1b",
"created_at": "2025-08-01T23:12:53.860911Z",
"created_at": "2025-09-03T17:37:35.23084Z",
"done": true,
"done_reason": "stop",
"total_duration": 249137667,
"load_duration": 152509542,
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"load_duration": 110522917,
"prompt_eval_count": 216,
"prompt_eval_duration": 71000000,
"prompt_eval_duration": 72393958,
"eval_count": 2,
"eval_duration": 24000000,
"eval_duration": 11843000,
"response": "safe",
"thinking": null,
"context": null

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@ -21,7 +21,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.033900164Z",
"created_at": "2025-09-03T17:41:43.950283Z",
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@ -39,7 +39,7 @@
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@ -57,7 +57,7 @@
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@ -75,7 +75,7 @@
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@ -93,7 +93,7 @@
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@ -111,7 +111,7 @@
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@ -129,7 +129,7 @@
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@ -147,7 +147,7 @@
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@ -165,7 +165,7 @@
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@ -183,7 +183,7 @@
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@ -219,7 +219,7 @@
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@ -237,7 +237,7 @@
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@ -255,7 +255,7 @@
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@ -273,7 +273,7 @@
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View file

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"content": "I'd be happy to help you test the OpenAI 2 architecture!\n\nOpenAI 2 is a neural network model developed by OpenAI, and it's not exactly possible for me to directly \"test\" it. However, I can guide you through a simplified example of how to verify if OpenAI 2 has been implemented correctly in a specific codebase.\n\nHere's an outline of the steps:\n\n1. **Understand the basics**: Before we dive into testing, make sure you understand the architectural and functional details of OpenAI 2.\n2. **Get access to the model**: You'll need to obtain a trained OpenAI 2 model or implement it from scratch using a language like PyTorch or TensorFlow.\n3. **Implement a validation framework**: Create a simple validation framework that uses common tasks, such as classification on the GLUE benchmark, to evaluate the performance of your OpenAI 2 model.\n\nHere's a simplified code example in PyTorch:\n```python\nimport torch\nfrom transformers import AutoModelForSequenceClassification, AutoTokenizer\n\n# Load pre-trained OpenAI 2 Model(s)\nmodel_name = \"github/openai/OpenAIAccelerated-Text-To-Speech\"\nmodel_class = AutoModelForSequenceClassification\ntokenizer = AutoTokenizer.from_pretrained(model_name)\n\n# Initialize the model and tokenizer\nmodel = model_class(pretrained=True, num_labels=8) # adjust label number according to your task\ntokenizer = tokenizer\n\ndef evaluate_model():\n batch_size = 100\n device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\n # Create a validation dataset from the GLUE benchmark\n glue_datasets = [ datasets[\"glue\"][\"sst2\"], datasets[\"glue\"][\"mnli\"] ]\n val_dataset = []\n for i, gds in enumerate(glue_datasets):\n data = gds[:10000] # take only first few examples to speed up evaluation\n input_ids = tokenizer encodings(data[\"sentence1\"], \n attention_mask=data[\"attention_mask\"],\n max_length=512,\n padding=\"max_length\",\n truncation=True,\n return_tensors=\"pt\")\n\n for example in data:\n for sentence in [example['sentence1'], example['sentence2']]:\n input_ids = input_ids.to(device)\n outputs = model(input_ids, labels=None) # adjust label to empty\n \n\n # Compute evaluation metrics\n predictions = []\n labels = []\n accuracy = torch.zeros(8).to(device)\n\n for sentence in data.values():\n sentenceids = [input_ids[\"input_ids\"].flatten()]\n _, pred_labels = model(sentenceids)\n if len(predictions) == 0:\n labels.extend([1, 2])\n else:\n assert len(labels)==len(sentences), 'error'\n labels.append(preds[-1]) \n\n # Append the prediction to the list\n predictions.append(pred)\n\n return accuracy\n\naccuracy = evaluate_model()\nprint(\"Accuracy:\", accuracy)\n```\n\nAfter running this code, you should get an estimate of the model's performance on the GLUE benchmark. Keep in mind that this is a simplified example and real-world openai 2 testing may require more involved validation processes.\n\nI hope this helps! Let me know if you have any further questions or if there are any specific areas where you'd like more information.",
"content": "I'd be happy to help you test the Transformer-XL (denoted as \"Test Trace OpenAI 2\") model, but first I need to clarify a few things:\n\n1. **Transformer-XL** is not an official name from OpenAI. It's actually a variant of the Transformer model proposed in the paper \"Long-Short Term Memory Are General: A Study on The Curvature of Time\" (2017) by Jinyu Chen, et al.\n2. **Trace OpenAI 2** sounds like a specific version or configuration of the Transformer-XL model, possibly developed by OpenAI.\n\nGiven these clarifications, I'll provide you with a general idea of how to test the Transformer-XL (or \"Test Trace OpenAI 2\") model using popular frameworks and libraries. Please note that this is not an exhaustive or definitive guide.\n\nTo test the Transformer-XL model, you can follow these steps:\n\n1. **Install the necessary dependencies**: You'll need a deep learning framework like TensorFlow or PyTorch, as well as a library for natural language processing (NLP) like Hugging Face's transformers.\n2. **Load the pre-trained weights**: You can use a pre-trained model checkpoint from Hugging Face's Transformers library or load your own weights trained on a specific task or dataset.\n3. **Prepare your data**: Load your text data into tokens, such as words or characters, and preprocess it according to the specific requirements of the Transformer-XL architecture (e.g., tokenization, padding, etc.).\n4. **Configure the model**: Adjust the hyperparameters to suit your specific test case, including the model's configuration, batch size, learning rate, etc.\n5. **Run the inference**: Use the loaded pre-trained weights to perform inference on your test data.\n\nHere's some sample Python code using PyTorch and Hugging Face's Transformers library to get you started:\n```python\nimport torch\nfrom transformers import LongformerForSequenceClassification, LongformerTokenizer\n\n# Load pre-trained weights\nmodel = LongformerForSequenceClassification.from_pretrained('test-trace-openai-2')\n\n# Prepare data\ntokenizer = model.tokenizer\ntext = \"This is a test sentence\"\ninputs = tokenizer(text, return_tensors='pt')\noutput = model(inputs['input_ids'], attention_mask=inputs['attention_mask'])\n\n# Print the results\nprint(output.logits)\n```\nPlease note that this code snippet is just an example and may not work as-is. You'll need to adapt it to your specific requirements and test data.\n\nKeep in mind that testing a model's performance on a specific task or dataset requires careful consideration of factors like:\n\n* **Test data quality**: Your test data should accurately represent the underlying distribution of your target dataset.\n* **Model evaluation metrics**: Choose relevant evaluation metrics that measure the model's performance on your specific task, such as accuracy, precision, recall, F1-score, etc.\n\nFeel free to ask if you have any further questions or need more guidance!",
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"content": "I'm not capable of directly testing the functionality of external systems like Telemetry. However, I can provide you with some general information about creating telemetry data and offer suggestions on how to set up a basic telemetry system.\r\n\r\nTelemetry is the automatic measurement, reporting, and transmission of data from sensors or other devices. In the context of OpenAI, telemetry refers to the collection and analysis of data related to the company's products and services.\r\n\r\nTo create telemetry creation using the OpenAI APIs you would need to follow these steps:\r\n\r\n1. Register for an OpenAI account and get an access token.\r\n2. Choose the OpenAI API that you want to use (e.g., GPT-3).\r\n3. Create a new file or project in your preferred programming language or framework.\r\n4. Import the necessary libraries and modules to interact with the OpenAI API.\r\n5. Use the OpenAI API to create and send telemetry data.\r\n\r\nHere is an example of how you might create a basic telemetry system using Python and the OpenAI GPT-3 API:\r\n\r\n```python\r\nimport os\r\nimport json\r\n\r\n# Set your OpenAI access token\r\naccess_token = \"YOUR_OPENAI_ACCESS_TOKEN\"\r\n\r\n# Define the telemetry data\r\ntelemetry_data = {\r\n \"name\": \"example-telemetry\",\r\n \"description\": \"Example telemetry data.\r\n\r\n # Define the telemetry metrics\r\n \"metrics\": [\r\n {\"key\": \"users\", \"value\": 100},\r\n {\"key\": \" engagement\", \"value\": 20}\r\n ]\r\n}\r\n\r\n# Convert the telemetry data to JSON\r\ntelemetry_json = json.dumps(telemetry_data)\r\n\r\n# Set the OpenAI API endpoint and headers\r\napi_endpoint = \"https://api.openai.com/v1/telemetry\"\r\nheaders = {\r\n \"Authorization\": f\"Bearer {access_token}\",\r\n \"Content-Type\": \"application/json\"\r\n}\r\n\r\n# Send the telemetry data to the OpenAI API\r\nimport requests\r\n\r\nresponse = requests.post(api_endpoint, headers=headers, data=telemetry_json)\r\n\r\n# Check if the request was successful\r\nif response.status_code == 200:\r\n print(\"Telemetry data sent successfully\")\r\nelse:\r\n print(\"Error sending telemetry data\")\r\n```\n\nPlease note that this is a basic example and you should adjust it according to your needs. Also, the specific implementation details may vary depending on the OpenAI API you're using and the programming language or framework you're working with.\r\n\r\nI hope this helps! Let me know if you have any further questions.",
"content": "# OpenAI Telemetry Creation Testing\n\nThis guide provides a test environment for creating and analyzing telemetries using the OpenAI API.\n\n## Prerequisites\n\n- Python 3.8 or higher\n- `requests` library\n- An OpenAI API key (create an account on the [OpenAI website](https://openai.com/))\n\n## Step 1: Install Required Libraries\n\nFirst, install the required libraries by running the following command in your terminal:\n\n```bash\npip install requests\n```\n\n## Step 2: Create a Telemetry Object\n\nCreate a new Python file (e.g., `telemetry.py`) and import the required library. Define a telemetry object with the relevant data:\n\n```python\n# Import the requests library\nimport requests\n\nclass Telemetry:\n def __init__(self, api_key):\n \"\"\"\n Initialize the telemetry object.\n\n Args:\n api_key (str): The OpenAI API key.\n \"\"\"\n\n self.api_key = api_key\n\n def create_telemetry(self, id, data):\n \"\"\"\n Create a new telemetry entry using the OpenAI API.\n\n Args:\n id (str): The ID of the model or dataset.\n data (dict): The telemetry data to be created.\n\n Returns:\n dict: The response from the OpenAI API.\n\n Raises:\n ValueError: If the request fails.\n \"\"\"\n\n url = f\"https://api.openai.com/v1/models/{id}/telemetry\"\n\n headers = {\n \"Authorization\": self.api_key,\n \"Content-Type\": \"application/json\",\n }\n\n telemetry_data = {\"events\": data}\n\n response = requests.post(url, json=telemetry_data, headers=headers)\n\n if not response.ok:\n raise ValueError(\"Failed to create telemetry\")\n\n return response.json()\n```\n\n## Step 3: Usage Example\n\nHere's an example usage of the `Telemetry` class:\n\n```python\n# Create a new Telemetry object with your OpenAI API key\ntelemetry = Telemetry(\n \"YOUR_OPENAI_API_KEY_HERE\"\n)\n\n# Define the telemetry data\ndata = {\"event\": \"example_event\"}\n\n# Create a new telemetry entry\nid = \"my_model_id\" # Replace with your model or dataset ID\n\ntry:\n result = telemetry.create_telemetry(id, data)\n print(result)\nexcept ValueError as e:\n print(e)\n```\n\nThis code creates a new `Telemetry` object, defines some sample telemetry data, and uses the `create_telemetry` method to create a new telemetry entry. The response from the OpenAI API is printed out.\n\nNote: Replace `\"YOUR_OPENAI_API_KEY_HERE\"` with your actual OpenAI API key.\n\n## Conclusion\n\nThis guide provides a basic example of how to create telemetries using the OpenAI API. You can modify the code and implement additional features as needed for your project.\n\nStay updated on our latest tutorials and guides:\n\n* [Check out our Discord channel](link): https://discord.gg/openai-exists\n\nHappy coding!",
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"body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion",
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"id": "chatcmpl-494",
"id": "chatcmpl-662",
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{
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"content": "To test the OpenAI API with a temperature of 1, you can use the following Python code:\n\n```python\nimport requests\n\ndef generate_text(model_name, prompt, temperature=1):\n # Set the API endpoint and parameters\n url = \"https://api.openai.com/v1/models/\" + model_name + \"/generate\"\n params = {\n \"prompt\": prompt,\n \"temperature\": temperature\n }\n\n # Send a GET request to the API\n response =",
"content": "To test the prompt understanding of OpenAI's text generation capabilities, I'll simulate a conversation. \n\nYou mentioned testing the model with a temperature setting of 1. The temperature parameter in OpenAI's text models controls the diversity and coherence of generated text.\n\nA temperature of 1 is considered \"colder\" than usual, meaning the model will generate more coherent but potentially less diverse text compared to higher temperatures (e.g., 0.5 or 0.7).\n\nPlease provide a prompt for",
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@ -39,7 +39,7 @@
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"service_tier": null,

View file

@ -20,15 +20,15 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama-guard3:1b",
"created_at": "2025-08-01T23:12:51.421145Z",
"created_at": "2025-09-03T17:37:33.16899Z",
"done": true,
"done_reason": "stop",
"total_duration": 201670125,
"load_duration": 70275459,
"total_duration": 300698625,
"load_duration": 179823875,
"prompt_eval_count": 207,
"prompt_eval_duration": 71000000,
"prompt_eval_duration": 65083666,
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"eval_duration": 58000000,
"eval_duration": 55216084,
"response": "unsafe\nS2",
"thinking": null,
"context": null

View file

@ -1,7 +1,7 @@
{
"request": {
"method": "POST",
"url": "http://localhost:11434/v1/v1/chat/completions",
"url": "http://0.0.0.0:11434/v1/v1/chat/completions",
"headers": {},
"body": {
"model": "llama3.2:3b-instruct-fp16",
@ -20,14 +20,14 @@
"body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion",
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"id": "chatcmpl-57",
"id": "chatcmpl-957",
"choices": [
{
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"message": {
"content": "Humans live on Earth. It is the third planet from the Sun and is the only known planet in the universe that currently supports human life.",
"content": "Humans live on Earth. It's a terrestrial planet in the Solar System, located in the outer reaches of the Sun's gravitational pull.",
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@ -37,15 +37,15 @@
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}

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