Merge branch 'main' into content-extension

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Francisco Arceo 2025-09-07 12:38:35 -06:00 committed by GitHub
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227 changed files with 21224 additions and 10798 deletions

View file

@ -42,6 +42,27 @@ Model parameters can be influenced by the following options:
Each of these are comma-separated lists and can be used to generate multiple parameter combinations. Note that tests will be skipped
if no model is specified.
### Suites (fast selection + sane defaults)
- `--suite`: comma-separated list of named suites that both narrow which tests are collected and prefill common model options (unless you pass them explicitly).
- Available suites:
- `responses`: collects tests under `tests/integration/responses`; this is a separate suite because it needs a strong tool-calling model.
- `vision`: collects only `tests/integration/inference/test_vision_inference.py`; defaults `--vision-model=ollama/llama3.2-vision:11b`, `--embedding-model=sentence-transformers/all-MiniLM-L6-v2`.
- Explicit flags always win. For example, `--suite=responses --text-model=<X>` overrides the suites text model.
Examples:
```bash
# Fast responses run with defaults
pytest -s -v tests/integration --stack-config=server:starter --suite=responses
# Fast single-file vision run with defaults
pytest -s -v tests/integration --stack-config=server:starter --suite=vision
# Combine suites and override a default
pytest -s -v tests/integration --stack-config=server:starter --suite=responses,vision --embedding-model=text-embedding-3-small
```
## Examples
### Testing against a Server
@ -98,29 +119,25 @@ sentence-transformers/all-MiniLM-L6-v2
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 +163,6 @@ 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
```

View file

@ -268,3 +268,58 @@ class TestBatchesIntegration:
deleted_error_file = openai_client.files.delete(final_batch.error_file_id)
assert deleted_error_file.deleted, f"Error file {final_batch.error_file_id} was not deleted successfully"
def test_batch_e2e_completions(self, openai_client, batch_helper, text_model_id):
"""Run an end-to-end batch with a single successful text completion request."""
request_body = {"model": text_model_id, "prompt": "Say completions", "max_tokens": 20}
batch_requests = [
{
"custom_id": "success-1",
"method": "POST",
"url": "/v1/completions",
"body": request_body,
}
]
with batch_helper.create_file(batch_requests) as uploaded_file:
batch = openai_client.batches.create(
input_file_id=uploaded_file.id,
endpoint="/v1/completions",
completion_window="24h",
metadata={"test": "e2e_completions_success"},
)
final_batch = batch_helper.wait_for(
batch.id,
max_wait_time=3 * 60,
expected_statuses={"completed"},
timeout_action="skip",
)
assert final_batch.status == "completed"
assert final_batch.request_counts is not None
assert final_batch.request_counts.total == 1
assert final_batch.request_counts.completed == 1
assert final_batch.output_file_id is not None
output_content = openai_client.files.content(final_batch.output_file_id)
if isinstance(output_content, str):
output_text = output_content
else:
output_text = output_content.content.decode("utf-8")
output_lines = output_text.strip().split("\n")
assert len(output_lines) == 1
result = json.loads(output_lines[0])
assert result["custom_id"] == "success-1"
assert "response" in result
assert result["response"]["status_code"] == 200
deleted_output_file = openai_client.files.delete(final_batch.output_file_id)
assert deleted_output_file.deleted
if final_batch.error_file_id is not None:
deleted_error_file = openai_client.files.delete(final_batch.error_file_id)
assert deleted_error_file.deleted

View file

@ -6,15 +6,17 @@
import inspect
import itertools
import os
import platform
import textwrap
import time
from pathlib import Path
import pytest
from dotenv import load_dotenv
from llama_stack.log import get_logger
from .suites import SUITE_DEFINITIONS
logger = get_logger(__name__, category="tests")
@ -30,6 +32,8 @@ def pytest_runtest_makereport(item, call):
def pytest_sessionstart(session):
# stop macOS from complaining about duplicate OpenMP libraries
os.environ["KMP_DUPLICATE_LIB_OK"] = "TRUE"
if "LLAMA_STACK_TEST_INFERENCE_MODE" not in os.environ:
os.environ["LLAMA_STACK_TEST_INFERENCE_MODE"] = "replay"
def pytest_runtest_teardown(item):
@ -59,9 +63,22 @@ def pytest_configure(config):
key, value = env_var.split("=", 1)
os.environ[key] = value
if platform.system() == "Darwin": # Darwin is the system name for macOS
os.environ["DISABLE_CODE_SANDBOX"] = "1"
logger.info("Setting DISABLE_CODE_SANDBOX=1 for macOS")
suites_raw = config.getoption("--suite")
suites: list[str] = []
if suites_raw:
suites = [p.strip() for p in str(suites_raw).split(",") if p.strip()]
unknown = [p for p in suites if p not in SUITE_DEFINITIONS]
if unknown:
raise pytest.UsageError(
f"Unknown suite(s): {', '.join(unknown)}. Available: {', '.join(sorted(SUITE_DEFINITIONS.keys()))}"
)
for suite in suites:
suite_def = SUITE_DEFINITIONS.get(suite, {})
defaults: dict = suite_def.get("defaults", {})
for dest, value in defaults.items():
current = getattr(config.option, dest, None)
if not current:
setattr(config.option, dest, value)
def pytest_addoption(parser):
@ -103,16 +120,21 @@ def pytest_addoption(parser):
default=384,
help="Output dimensionality of the embedding model to use for testing. Default: 384",
)
parser.addoption(
"--record-responses",
action="store_true",
help="Record new API responses instead of using cached ones.",
)
parser.addoption(
"--report",
help="Path where the test report should be written, e.g. --report=/path/to/report.md",
)
available_suites = ", ".join(sorted(SUITE_DEFINITIONS.keys()))
suite_help = (
"Comma-separated integration test suites to narrow collection and prefill defaults. "
"Available: "
f"{available_suites}. "
"Explicit CLI flags (e.g., --text-model) override suite defaults. "
"Examples: --suite=responses or --suite=responses,vision."
)
parser.addoption("--suite", help=suite_help)
MODEL_SHORT_IDS = {
"meta-llama/Llama-3.2-3B-Instruct": "3B",
@ -195,3 +217,40 @@ def pytest_generate_tests(metafunc):
pytest_plugins = ["tests.integration.fixtures.common"]
def pytest_ignore_collect(path: str, config: pytest.Config) -> bool:
"""Skip collecting paths outside the selected suite roots for speed."""
suites_raw = config.getoption("--suite")
if not suites_raw:
return False
names = [p.strip() for p in str(suites_raw).split(",") if p.strip()]
roots: list[str] = []
for name in names:
suite_def = SUITE_DEFINITIONS.get(name)
if suite_def:
roots.extend(suite_def.get("roots", []))
if not roots:
return False
p = Path(str(path)).resolve()
# Only constrain within tests/integration to avoid ignoring unrelated tests
integration_root = (Path(str(config.rootpath)) / "tests" / "integration").resolve()
if not p.is_relative_to(integration_root):
return False
for r in roots:
rp = (Path(str(config.rootpath)) / r).resolve()
if rp.is_file():
# Allow the exact file and any ancestor directories so pytest can walk into it.
if p == rp:
return False
if p.is_dir() and rp.is_relative_to(p):
return False
else:
# Allow anything inside an allowed directory
if p.is_relative_to(rp):
return False
return True

View file

@ -8,6 +8,7 @@ from io import BytesIO
from unittest.mock import patch
import pytest
import requests
from llama_stack.core.datatypes import User
@ -79,6 +80,88 @@ def test_openai_client_basic_operations(openai_client):
pass # ignore 404
@pytest.mark.xfail(message="expires_after not available on all providers")
def test_expires_after(openai_client):
"""Test uploading a file with expires_after parameter."""
client = openai_client
uploaded_file = None
try:
with BytesIO(b"expires_after test") as file_buffer:
file_buffer.name = "expires_after.txt"
uploaded_file = client.files.create(
file=file_buffer,
purpose="assistants",
expires_after={"anchor": "created_at", "seconds": 4545},
)
assert uploaded_file.expires_at is not None
assert uploaded_file.expires_at == uploaded_file.created_at + 4545
listed = client.files.list()
ids = [f.id for f in listed.data]
assert uploaded_file.id in ids
retrieved = client.files.retrieve(uploaded_file.id)
assert retrieved.id == uploaded_file.id
finally:
if uploaded_file is not None:
try:
client.files.delete(uploaded_file.id)
except Exception:
pass
@pytest.mark.xfail(message="expires_after not available on all providers")
def test_expires_after_requests(openai_client):
"""Upload a file using requests multipart/form-data and bracketed expires_after fields.
This ensures clients that send form fields like `expires_after[anchor]` and
`expires_after[seconds]` are handled by the server.
"""
base_url = f"{openai_client.base_url}files"
uploaded_id = None
try:
files = {"file": ("expires_after_with_requests.txt", BytesIO(b"expires_after via requests"))}
data = {
"purpose": "assistants",
"expires_after[anchor]": "created_at",
"expires_after[seconds]": "4545",
}
session = requests.Session()
request = requests.Request("POST", base_url, files=files, data=data)
prepared = session.prepare_request(request)
resp = session.send(prepared, timeout=30)
resp.raise_for_status()
result = resp.json()
assert result.get("id", "").startswith("file-")
uploaded_id = result["id"]
assert result.get("created_at") is not None
assert result.get("expires_at") == result["created_at"] + 4545
list_resp = requests.get(base_url, timeout=30)
list_resp.raise_for_status()
listed = list_resp.json()
ids = [f["id"] for f in listed.get("data", [])]
assert uploaded_id in ids
retrieve_resp = requests.get(f"{base_url}/{uploaded_id}", timeout=30)
retrieve_resp.raise_for_status()
retrieved = retrieve_resp.json()
assert retrieved["id"] == uploaded_id
finally:
if uploaded_id:
try:
requests.delete(f"{base_url}/{uploaded_id}", timeout=30)
except Exception:
pass
@pytest.mark.xfail(message="User isolation broken for current providers, must be fixed.")
@patch("llama_stack.providers.utils.sqlstore.authorized_sqlstore.get_authenticated_user")
def test_files_authentication_isolation(mock_get_authenticated_user, llama_stack_client):

View file

@ -5,6 +5,8 @@
# the root directory of this source tree.
import time
import pytest
from ..test_cases.test_case import TestCase
@ -35,6 +37,10 @@ def skip_if_model_doesnt_support_openai_completion(client_with_models, model_id)
"remote::sambanova",
"remote::tgi",
"remote::vertexai",
# {"error":{"message":"Unknown request URL: GET /openai/v1/completions. Please check the URL for typos,
# or see the docs at https://console.groq.com/docs/","type":"invalid_request_error","code":"unknown_url"}}
"remote::groq",
"remote::gemini", # https://generativelanguage.googleapis.com/v1beta/openai/completions -> 404
):
pytest.skip(f"Model {model_id} hosted by {provider.provider_type} doesn't support OpenAI completions.")
@ -56,6 +62,21 @@ def skip_if_model_doesnt_support_suffix(client_with_models, model_id):
pytest.skip(f"Provider {provider.provider_type} doesn't support suffix.")
def skip_if_doesnt_support_n(client_with_models, model_id):
provider = provider_from_model(client_with_models, model_id)
if provider.provider_type in (
"remote::sambanova",
"remote::ollama",
# https://console.groq.com/docs/openai#currently-unsupported-openai-features
# -> Error code: 400 - {'error': {'message': "'n' : number must be at most 1", 'type': 'invalid_request_error'}}
"remote::groq",
# Error code: 400 - [{'error': {'code': 400, 'message': 'Only one candidate can be specified in the
# current model', 'status': 'INVALID_ARGUMENT'}}]
"remote::gemini",
):
pytest.skip(f"Model {model_id} hosted by {provider.provider_type} doesn't support n param.")
def skip_if_model_doesnt_support_openai_chat_completion(client_with_models, model_id):
provider = provider_from_model(client_with_models, model_id)
if provider.provider_type in (
@ -260,10 +281,7 @@ def test_openai_chat_completion_streaming(compat_client, client_with_models, tex
)
def test_openai_chat_completion_streaming_with_n(compat_client, client_with_models, text_model_id, test_case):
skip_if_model_doesnt_support_openai_chat_completion(client_with_models, text_model_id)
provider = provider_from_model(client_with_models, text_model_id)
if provider.provider_type == "remote::ollama":
pytest.skip(f"Model {text_model_id} hosted by {provider.provider_type} doesn't support n > 1.")
skip_if_doesnt_support_n(client_with_models, text_model_id)
tc = TestCase(test_case)
question = tc["question"]
@ -323,8 +341,15 @@ def test_inference_store(compat_client, client_with_models, text_model_id, strea
response_id = response.id
content = response.choices[0].message.content
responses = client.chat.completions.list(limit=1000)
assert response_id in [r.id for r in responses.data]
tries = 0
while tries < 10:
responses = client.chat.completions.list(limit=1000)
if response_id in [r.id for r in responses.data]:
break
else:
tries += 1
time.sleep(0.1)
assert tries < 10, f"Response {response_id} not found after 1 second"
retrieved_response = client.chat.completions.retrieve(response_id)
assert retrieved_response.id == response_id
@ -388,6 +413,18 @@ def test_inference_store_tool_calls(compat_client, client_with_models, text_mode
response_id = response.id
content = response.choices[0].message.content
# wait for the response to be stored
tries = 0
while tries < 10:
responses = client.chat.completions.list(limit=1000)
if response_id in [r.id for r in responses.data]:
break
else:
tries += 1
time.sleep(0.1)
assert tries < 10, f"Response {response_id} not found after 1 second"
responses = client.chat.completions.list(limit=1000)
assert response_id in [r.id for r in responses.data]

View file

@ -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,
"total_duration": 195981375,
"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

View file

@ -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",
"done": false,
"done_reason": null,
"total_duration": null,
@ -39,7 +39,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.213371151Z",
"created_at": "2025-09-03T17:41:43.991122Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -57,7 +57,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.387513976Z",
"created_at": "2025-09-03T17:41:44.031378Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -75,7 +75,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.564344287Z",
"created_at": "2025-09-03T17:41:44.073098Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -93,7 +93,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.746579415Z",
"created_at": "2025-09-03T17:41:44.115961Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -111,7 +111,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:18.923276047Z",
"created_at": "2025-09-03T17:41:44.156517Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -129,7 +129,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.099961963Z",
"created_at": "2025-09-03T17:41:44.197079Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -147,7 +147,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.275621884Z",
"created_at": "2025-09-03T17:41:44.237565Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -165,7 +165,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.452204196Z",
"created_at": "2025-09-03T17:41:44.277755Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -183,7 +183,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.626937514Z",
"created_at": "2025-09-03T17:41:44.318476Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -201,7 +201,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.805566767Z",
"created_at": "2025-09-03T17:41:44.358628Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -219,7 +219,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:19.985987477Z",
"created_at": "2025-09-03T17:41:44.398984Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -237,7 +237,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:20.166458601Z",
"created_at": "2025-09-03T17:41:44.439232Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -255,7 +255,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:20.343346795Z",
"created_at": "2025-09-03T17:41:44.479478Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -273,7 +273,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:20.525008091Z",
"created_at": "2025-09-03T17:41:44.520202Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -291,7 +291,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:20.709087695Z",
"created_at": "2025-09-03T17:41:44.560517Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -309,7 +309,7 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:20.887074305Z",
"created_at": "2025-09-03T17:41:44.601592Z",
"done": false,
"done_reason": null,
"total_duration": null,
@ -327,15 +327,15 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:59:21.065244925Z",
"created_at": "2025-09-03T17:41:44.642064Z",
"done": true,
"done_reason": "stop",
"total_duration": 4373531496,
"load_duration": 44438132,
"total_duration": 887142667,
"load_duration": 119331417,
"prompt_eval_count": 56,
"prompt_eval_duration": 1296273199,
"prompt_eval_duration": 74294709,
"eval_count": 18,
"eval_duration": 3032321735,
"eval_duration": 692842791,
"response": "",
"thinking": null,
"context": null

View file

@ -20,15 +20,15 @@
"__type__": "ollama._types.GenerateResponse",
"__data__": {
"model": "llama-guard3:1b",
"created_at": "2025-08-01T23:13:57.556416Z",
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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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{
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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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View file

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"url": "http://0.0.0.0:11434/v1/v1/chat/completions",
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"__type__": "openai.types.chat.chat_completion.ChatCompletion",
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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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View file

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"created_at": "2025-09-03T17:37:33.16899Z",
"done": true,
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"response": "unsafe\nS2",
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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",
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"model": "llama3.2:3b-instruct-fp16",
@ -20,14 +20,14 @@
"body": {
"__type__": "openai.types.chat.chat_completion.ChatCompletion",
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"id": "chatcmpl-957",
"choices": [
{
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"index": 0,
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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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}
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View file

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"__type__": "ollama._types.GenerateResponse",
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"model": "llama3.2:3b-instruct-fp16",
"created_at": "2025-07-31T17:50:48.719062652Z",
"created_at": "2025-09-03T17:39:48.030217Z",
"done": true,
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"response": "The largest planet in our solar system is Jupiter. It is a gas giant, meaning it is primarily composed of hydrogen and helium gases. Jupiter has a diameter of approximately 142,984 kilometers (88,846 miles), which is more than 11 times the diameter of Earth.\n\nJupiter is not only the largest planet in terms of size, but also the most massive planet in our solar system, with a mass that is more than 318 times that of Earth. It has a thick atmosphere and a strong magnetic field, and is known for its distinctive banded appearance, which is caused by strong winds in the upper atmosphere.\n\nJupiter's massive size and gravitational pull have a significant impact on the surrounding space, including the orbits of nearby planets and asteroids. Its moons are also notable, with four large ones: Io, Europa, Ganymede, and Callisto, which are known as the Galilean moons due to their discovery by Galileo Galilei in 1610.\n\nJupiter is a fascinating planet that continues to be studied by astronomers and space agencies around the world, offering insights into the formation and evolution of our solar system.",
"thinking": null,
"context": null

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