llama-stack/llama_stack/providers/tests/report.py
Ashwin Bharambe 530d4bdfe1
refactor: move all llama code to models/llama out of meta reference (#1887)
# What does this PR do?

Move around bits. This makes the copies from llama-models _much_ easier
to maintain and ensures we don't entangle meta-reference specific
tidbits into llama-models code even by accident.

Also, kills the meta-reference-quantized-gpu distro and rolls
quantization deps into meta-reference-gpu.

## Test Plan

```
LLAMA_MODELS_DEBUG=1 \
  with-proxy llama stack run meta-reference-gpu \
  --env INFERENCE_MODEL=meta-llama/Llama-4-Scout-17B-16E-Instruct \
   --env INFERENCE_CHECKPOINT_DIR=<DIR> \
   --env MODEL_PARALLEL_SIZE=4 \
   --env QUANTIZATION_TYPE=fp8_mixed
```

Start a server with and without quantization. Point integration tests to
it using:

```
pytest -s -v  tests/integration/inference/test_text_inference.py \
   --stack-config http://localhost:8321 --text-model meta-llama/Llama-4-Scout-17B-16E-Instruct
```
2025-04-07 15:03:58 -07:00

176 lines
7 KiB
Python

# 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.
from collections import defaultdict
from pathlib import Path
import pytest
from pytest import ExitCode
from pytest_html.basereport import _process_outcome
from llama_stack.models.llama.sku_list import all_registered_models
from llama_stack.models.llama.sku_types import CoreModelId
INFERENCE_APIS = ["chat_completion"]
FUNCTIONALITIES = ["streaming", "structured_output", "tool_calling"]
SUPPORTED_MODELS = {
"ollama": {
CoreModelId.llama3_1_8b_instruct.value,
CoreModelId.llama3_1_8b_instruct.value,
CoreModelId.llama3_1_70b_instruct.value,
CoreModelId.llama3_1_70b_instruct.value,
CoreModelId.llama3_1_405b_instruct.value,
CoreModelId.llama3_1_405b_instruct.value,
CoreModelId.llama3_2_1b_instruct.value,
CoreModelId.llama3_2_1b_instruct.value,
CoreModelId.llama3_2_3b_instruct.value,
CoreModelId.llama3_2_3b_instruct.value,
CoreModelId.llama3_2_11b_vision_instruct.value,
CoreModelId.llama3_2_11b_vision_instruct.value,
CoreModelId.llama3_2_90b_vision_instruct.value,
CoreModelId.llama3_2_90b_vision_instruct.value,
CoreModelId.llama3_3_70b_instruct.value,
CoreModelId.llama_guard_3_8b.value,
CoreModelId.llama_guard_3_1b.value,
},
"fireworks": {
CoreModelId.llama3_1_8b_instruct.value,
CoreModelId.llama3_1_70b_instruct.value,
CoreModelId.llama3_1_405b_instruct.value,
CoreModelId.llama3_2_1b_instruct.value,
CoreModelId.llama3_2_3b_instruct.value,
CoreModelId.llama3_2_11b_vision_instruct.value,
CoreModelId.llama3_2_90b_vision_instruct.value,
CoreModelId.llama3_3_70b_instruct.value,
CoreModelId.llama_guard_3_8b.value,
CoreModelId.llama_guard_3_11b_vision.value,
},
"together": {
CoreModelId.llama3_1_8b_instruct.value,
CoreModelId.llama3_1_70b_instruct.value,
CoreModelId.llama3_1_405b_instruct.value,
CoreModelId.llama3_2_3b_instruct.value,
CoreModelId.llama3_2_11b_vision_instruct.value,
CoreModelId.llama3_2_90b_vision_instruct.value,
CoreModelId.llama3_3_70b_instruct.value,
CoreModelId.llama_guard_3_8b.value,
CoreModelId.llama_guard_3_11b_vision.value,
},
}
class Report:
def __init__(self, output_path):
valid_file_format = (
output_path.split(".")[1] in ["md", "markdown"] if len(output_path.split(".")) == 2 else False
)
if not valid_file_format:
raise ValueError(f"Invalid output file {output_path}. Markdown file is required")
self.output_path = output_path
self.test_data = defaultdict(dict)
self.inference_tests = defaultdict(dict)
@pytest.hookimpl
def pytest_runtest_logreport(self, report):
# This hook is called in several phases, including setup, call and teardown
# The test is considered failed / error if any of the outcomes is not "Passed"
outcome = _process_outcome(report)
data = {
"outcome": report.outcome,
"longrepr": report.longrepr,
"name": report.nodeid,
}
if report.nodeid not in self.test_data:
self.test_data[report.nodeid] = data
elif self.test_data[report.nodeid] != outcome and outcome != "Passed":
self.test_data[report.nodeid] = data
@pytest.hookimpl
def pytest_sessionfinish(self, session, exitstatus):
if exitstatus <= ExitCode.INTERRUPTED:
return
report = []
report.append("# Llama Stack Integration Test Results Report")
report.append("\n## Summary")
report.append("\n## Supported Models: ")
header = "| Model Descriptor |"
dividor = "|:---|"
for k in SUPPORTED_MODELS.keys():
header += f"{k} |"
dividor += ":---:|"
report.append(header)
report.append(dividor)
rows = []
for model in all_registered_models():
if "Instruct" not in model.core_model_id.value and "Guard" not in model.core_model_id.value:
continue
row = f"| {model.core_model_id.value} |"
for k in SUPPORTED_MODELS.keys():
if model.core_model_id.value in SUPPORTED_MODELS[k]:
row += " ✅ |"
else:
row += " ❌ |"
rows.append(row)
report.extend(rows)
report.append("\n### Tests:")
for provider in SUPPORTED_MODELS.keys():
if provider not in self.inference_tests:
continue
report.append(f"\n #### {provider}")
test_table = [
"| Area | Model | API | Functionality Test | Status |",
"|:-----|:-----|:-----|:-----|:-----|",
]
for api in INFERENCE_APIS:
tests = self.inference_tests[provider][api]
for test_nodeid in tests:
row = "|{area} | {model} | {api} | {test} | {result} ".format(
area="Text" if "text" in test_nodeid else "Vision",
model=("Llama-3.1-8B-Instruct" if "text" in test_nodeid else "Llama3.2-11B-Vision-Instruct"),
api=f"/{api}",
test=self.get_simple_function_name(test_nodeid),
result=("" if self.test_data[test_nodeid]["outcome"] == "passed" else ""),
)
test_table += [row]
report.extend(test_table)
report.append("\n")
output_file = Path(self.output_path)
output_file.write_text("\n".join(report))
print(f"\n Report generated: {output_file.absolute()}")
@pytest.hookimpl(trylast=True)
def pytest_collection_modifyitems(self, session, config, items):
for item in items:
inference = item.callspec.params.get("inference_stack")
if "inference" in item.nodeid:
func_name = getattr(item, "originalname", item.name)
for api in INFERENCE_APIS:
if api in func_name:
api_tests = self.inference_tests[inference].get(api, set())
api_tests.add(item.nodeid)
self.inference_tests[inference][api] = api_tests
def get_simple_function_name(self, nodeid):
"""Extract function name from nodeid.
Examples:
- 'tests/test_math.py::test_addition' -> 'test_addition'
- 'tests/test_math.py::TestClass::test_method' -> test_method'
"""
parts = nodeid.split("::")
func_name = nodeid # Fallback to full nodeid if pattern doesn't match
if len(parts) == 2: # Simple function
func_name = parts[1]
elif len(parts) == 3: # Class method
func_name = parts[2]
return func_name.split("[")[0]