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chore: remove pytest reports (#2156)

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# What does this PR do?

Cleanup old test code too.

Signed-off-by: Sébastien Han <seb@redhat.com>
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Sébastien Han 2025-05-14 07:40:15 +02:00 • committed by GitHub
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5
llama_stack/providers/tests/__init__.py
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# 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.

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llama_stack/providers/tests/ci_test_config.yaml
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inference:
tests:
- inference/test_vision_inference.py::test_vision_chat_completion_streaming
- inference/test_vision_inference.py::test_vision_chat_completion_non_streaming
- inference/test_text_inference.py::test_structured_output
- inference/test_text_inference.py::test_chat_completion_streaming
- inference/test_text_inference.py::test_chat_completion_non_streaming
- inference/test_text_inference.py::test_chat_completion_with_tool_calling
- inference/test_text_inference.py::test_chat_completion_with_tool_calling_streaming
scenarios:
- provider_fixtures:
inference: ollama
- fixture_combo_id: fireworks
- provider_fixtures:
inference: together
# - inference: tgi
# - inference: vllm_remote
inference_models:
- meta-llama/Llama-3.1-8B-Instruct
- meta-llama/Llama-3.2-11B-Vision-Instruct
agents:
tests:
- agents/test_agents.py::test_agent_turns_with_safety
- agents/test_agents.py::test_rag_agent
scenarios:
- fixture_combo_id: ollama
- fixture_combo_id: together
- fixture_combo_id: fireworks
inference_models:
- meta-llama/Llama-3.2-1B-Instruct
safety_shield: meta-llama/Llama-Guard-3-1B
memory:
tests:
- memory/test_memory.py::test_query_documents
scenarios:
- fixture_combo_id: ollama
- provider_fixtures:
inference: sentence_transformers
memory: faiss
- fixture_combo_id: chroma
inference_models:
- meta-llama/Llama-3.2-1B-Instruct
embedding_model: all-MiniLM-L6-v2

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llama_stack/providers/tests/conftest.py
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# 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 os
from collections import defaultdict
from pathlib import Path
from typing import Any
import pytest
import yaml
from dotenv import load_dotenv
from pydantic import BaseModel, Field
from termcolor import colored
from llama_stack.distribution.datatypes import Provider
from llama_stack.providers.datatypes import RemoteProviderConfig
from .env import get_env_or_fail
from .report import Report
class ProviderFixture(BaseModel):
providers: list[Provider]
provider_data: dict[str, Any] | None = None
class TestScenario(BaseModel):
# provider fixtures can be either a mark or a dictionary of api -> providers
provider_fixtures: dict[str, str] = Field(default_factory=dict)
fixture_combo_id: str | None = None
class APITestConfig(BaseModel):
scenarios: list[TestScenario] = Field(default_factory=list)
inference_models: list[str] = Field(default_factory=list)
# test name format should be <relative_path.py>::<test_name>
tests: list[str] = Field(default_factory=list)
class MemoryApiTestConfig(APITestConfig):
embedding_model: str | None = Field(default_factory=None)
class AgentsApiTestConfig(APITestConfig):
safety_shield: str | None = Field(default_factory=None)
class TestConfig(BaseModel):
inference: APITestConfig | None = None
agents: AgentsApiTestConfig | None = None
memory: MemoryApiTestConfig | None = None
def get_test_config_from_config_file(metafunc_config):
config_file = metafunc_config.getoption("--config")
if config_file is None:
return None
config_file_path = Path(__file__).parent / config_file
if not config_file_path.exists():
raise ValueError(
f"Test config {config_file} was specified but not found. Please make sure it exists in the llama_stack/providers/tests directory."
)
with open(config_file_path) as config_file:
config = yaml.safe_load(config_file)
return TestConfig(**config)
def get_test_config_for_api(metafunc_config, api):
test_config = get_test_config_from_config_file(metafunc_config)
if test_config is None:
return None
return getattr(test_config, api)
def get_provider_fixture_overrides_from_test_config(metafunc_config, api, default_provider_fixture_combinations):
api_config = get_test_config_for_api(metafunc_config, api)
if api_config is None:
return None
fixture_combo_ids = set()
custom_provider_fixture_combos = []
for scenario in api_config.scenarios:
if scenario.fixture_combo_id:
fixture_combo_ids.add(scenario.fixture_combo_id)
else:
custom_provider_fixture_combos.append(
pytest.param(
scenario.provider_fixtures,
id=scenario.provider_fixtures.get("inference") or "",
)
)
if len(fixture_combo_ids) > 0:
for default_fixture in default_provider_fixture_combinations:
if default_fixture.id in fixture_combo_ids:
custom_provider_fixture_combos.append(default_fixture)
return custom_provider_fixture_combos
def remote_stack_fixture() -> ProviderFixture:
if url := os.getenv("REMOTE_STACK_URL", None):
config = RemoteProviderConfig.from_url(url)
else:
config = RemoteProviderConfig(
host=get_env_or_fail("REMOTE_STACK_HOST"),
port=int(get_env_or_fail("REMOTE_STACK_PORT")),
)
return ProviderFixture(
providers=[
Provider(
provider_id="test::remote",
provider_type="test::remote",
config=config.model_dump(),
)
],
)
def pytest_configure(config):
config.option.tbstyle = "short"
config.option.disable_warnings = True
"""Load environment variables at start of test run"""
# Load from .env file if it exists
env_file = Path(__file__).parent / ".env"
if env_file.exists():
load_dotenv(env_file)
# Load any environment variables passed via --env
env_vars = config.getoption("--env") or []
for env_var in env_vars:
key, value = env_var.split("=", 1)
os.environ[key] = value
if config.getoption("--output") is not None:
config.pluginmanager.register(Report(config.getoption("--output")))
def pytest_addoption(parser):
parser.addoption(
"--providers",
default="",
help=(
"Provider configuration in format: api1=provider1,api2=provider2. "
"Example: --providers inference=ollama,safety=meta-reference"
),
)
parser.addoption(
"--config",
action="store",
help="Set test config file (supported format: YAML), e.g. --config=test_config.yml",
)
parser.addoption(
"--output",
action="store",
help="Set output file for test report, e.g. --output=pytest_report.md",
)
"""Add custom command line options"""
parser.addoption("--env", action="append", help="Set environment variables, e.g. --env KEY=value")
parser.addoption(
"--inference-model",
action="store",
default="meta-llama/Llama-3.2-3B-Instruct",
help="Specify the inference model to use for testing",
)
parser.addoption(
"--safety-shield",
action="store",
default="meta-llama/Llama-Guard-3-1B",
help="Specify the safety shield to use for testing",
)
parser.addoption(
"--embedding-model",
action="store",
default=None,
help="Specify the embedding model to use for testing",
)
parser.addoption(
"--judge-model",
action="store",
default="meta-llama/Llama-3.1-8B-Instruct",
help="Specify the judge model to use for testing",
)
def make_provider_id(providers: dict[str, str]) -> str:
return ":".join(f"{api}={provider}" for api, provider in sorted(providers.items()))
def get_provider_marks(providers: dict[str, str]) -> list[Any]:
marks = []
for provider in providers.values():
marks.append(getattr(pytest.mark, provider))
return marks
def get_provider_fixture_overrides(config, available_fixtures: dict[str, list[str]]) -> list[pytest.param] | None:
provider_str = config.getoption("--providers")
if not provider_str:
return None
fixture_dict = parse_fixture_string(provider_str, available_fixtures)
return [
pytest.param(
fixture_dict,
id=make_provider_id(fixture_dict),
marks=get_provider_marks(fixture_dict),
)
]
def parse_fixture_string(provider_str: str, available_fixtures: dict[str, list[str]]) -> dict[str, str]:
"""Parse provider string of format 'api1=provider1,api2=provider2'"""
if not provider_str:
return {}
fixtures = {}
pairs = provider_str.split(",")
for pair in pairs:
if "=" not in pair:
raise ValueError(f"Invalid provider specification: {pair}. Expected format: api=provider")
api, fixture = pair.split("=")
if api not in available_fixtures:
raise ValueError(f"Unknown API: {api}. Available APIs: {list(available_fixtures.keys())}")
if fixture not in available_fixtures[api]:
raise ValueError(
f"Unknown provider '{fixture}' for API '{api}'. Available providers: {list(available_fixtures[api])}"
)
fixtures[api] = fixture
# Check that all provided APIs are supported
for api in available_fixtures.keys():
if api not in fixtures:
raise ValueError(
f"Missing provider fixture for API '{api}'. Available providers: {list(available_fixtures[api])}"
)
return fixtures
def pytest_itemcollected(item):
# Get all markers as a list
filtered = ("asyncio", "parametrize")
marks = [mark.name for mark in item.iter_markers() if mark.name not in filtered]
if marks:
marks = colored(",".join(marks), "yellow")
item.name = f"{item.name}[{marks}]"
def pytest_collection_modifyitems(session, config, items):
test_config = get_test_config_from_config_file(config)
if test_config is None:
return
required_tests = defaultdict(set)
for api_test_config in [
test_config.inference,
test_config.memory,
test_config.agents,
]:
if api_test_config is None:
continue
for test in api_test_config.tests:
arr = test.split("::")
if len(arr) != 2:
raise ValueError(f"Invalid format for test name {test}")
test_path, func_name = arr
required_tests[Path(__file__).parent / test_path].add(func_name)
new_items, deselected_items = [], []
for item in items:
func_name = getattr(item, "originalname", item.name)
if func_name in required_tests[item.fspath]:
new_items.append(item)
continue
deselected_items.append(item)
items[:] = new_items
config.hook.pytest_deselected(items=deselected_items)
pytest_plugins = [
"llama_stack.providers.tests.inference.fixtures",
"llama_stack.providers.tests.safety.fixtures",
"llama_stack.providers.tests.vector_io.fixtures",
"llama_stack.providers.tests.agents.fixtures",
"llama_stack.providers.tests.datasetio.fixtures",
"llama_stack.providers.tests.scoring.fixtures",
"llama_stack.providers.tests.eval.fixtures",
"llama_stack.providers.tests.post_training.fixtures",
"llama_stack.providers.tests.tools.fixtures",
]

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llama_stack/providers/tests/report.py
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# 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]

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llama_stack/templates/cerebras/report.md
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# Report for cerebras distribution
## Supported Models
| Model Descriptor | cerebras |
|:---|:---|
| meta-llama/Llama-3-8B-Instruct | ❌ |
| meta-llama/Llama-3-70B-Instruct | ❌ |
| meta-llama/Llama-3.1-8B-Instruct | ✅ |
| meta-llama/Llama-3.1-70B-Instruct | ❌ |
| meta-llama/Llama-3.1-405B-Instruct-FP8 | ❌ |
| meta-llama/Llama-3.2-1B-Instruct | ❌ |
| meta-llama/Llama-3.2-3B-Instruct | ❌ |
| meta-llama/Llama-3.2-11B-Vision-Instruct | ❌ |
| meta-llama/Llama-3.2-90B-Vision-Instruct | ❌ |
| meta-llama/Llama-3.3-70B-Instruct | ✅ |
| meta-llama/Llama-Guard-3-11B-Vision | ❌ |
| meta-llama/Llama-Guard-3-1B | ❌ |
| meta-llama/Llama-Guard-3-8B | ❌ |
| meta-llama/Llama-Guard-2-8B | ❌ |
## Inference
| Model | API | Capability | Test | Status |
|:----- |:-----|:-----|:-----|:-----|
| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ❌ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ❌ |
| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ❌ |
## Vector IO
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /retrieve | | test_vector_db_retrieve | ✅ |
## Agents
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /create_agent_turn | rag | test_rag_agent | ✅ |
| /create_agent_turn | custom_tool | test_custom_tool | ❌ |

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llama_stack/templates/fireworks/report.md
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# Report for fireworks distribution
## Supported Models
| Model Descriptor | fireworks |
|:---|:---|
| Llama-3-8B-Instruct | ❌ |
| Llama-3-70B-Instruct | ❌ |
| Llama3.1-8B-Instruct | ✅ |
| Llama3.1-70B-Instruct | ✅ |
| Llama3.1-405B-Instruct | ✅ |
| Llama3.2-1B-Instruct | ✅ |
| Llama3.2-3B-Instruct | ✅ |
| Llama3.2-11B-Vision-Instruct | ✅ |
| Llama3.2-90B-Vision-Instruct | ✅ |
| Llama3.3-70B-Instruct | ✅ |
| Llama-Guard-3-11B-Vision | ✅ |
| Llama-Guard-3-1B | ❌ |
| Llama-Guard-3-8B | ✅ |
| Llama-Guard-2-8B | ❌ |
## Inference
| Model | API | Capability | Test | Status |
|:----- |:-----|:-----|:-----|:-----|
| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | log_probs | test_completion_log_probs_non_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | log_probs | test_completion_log_probs_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
## Vector IO
| Provider | API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|:-----|
| inline::faiss | /retrieve | | test_vector_db_retrieve | ✅ |
## Agents
| Provider | API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|:-----|
| inline::meta-reference | /create_agent_turn | rag | test_rag_agent | ✅ |
| inline::meta-reference | /create_agent_turn | custom_tool | test_custom_tool | ✅ |

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# Report for ollama distribution
## Supported Models
| Model Descriptor | ollama |
|:---|:---|
| Llama-3-8B-Instruct | ❌ |
| Llama-3-70B-Instruct | ❌ |
| Llama3.1-8B-Instruct | ✅ |
| Llama3.1-70B-Instruct | ✅ |
| Llama3.1-405B-Instruct | ✅ |
| Llama3.2-1B-Instruct | ✅ |
| Llama3.2-3B-Instruct | ✅ |
| Llama3.2-11B-Vision-Instruct | ✅ |
| Llama3.2-90B-Vision-Instruct | ✅ |
| Llama3.3-70B-Instruct | ✅ |
| Llama-Guard-3-11B-Vision | ❌ |
| Llama-Guard-3-1B | ✅ |
| Llama-Guard-3-8B | ✅ |
| Llama-Guard-2-8B | ❌ |
## Inference
| Model | API | Capability | Test | Status |
|:----- |:-----|:-----|:-----|:-----|
| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ❌ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ❌ |
| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
## Vector IO
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /retrieve | | test_vector_db_retrieve | ✅ |
## Agents
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /create_agent_turn | rag | test_rag_agent | ✅ |
| /create_agent_turn | custom_tool | test_custom_tool | ✅ |

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# Report for tgi distribution
## Supported Models
| Model Descriptor | tgi |
|:---|:---|
| Llama-3-8B-Instruct | ✅ |
| Llama-3-70B-Instruct | ✅ |
| Llama3.1-8B-Instruct | ✅ |
| Llama3.1-70B-Instruct | ✅ |
| Llama3.1-405B-Instruct | ✅ |
| Llama3.2-1B-Instruct | ✅ |
| Llama3.2-3B-Instruct | ✅ |
| Llama3.2-11B-Vision-Instruct | ✅ |
| Llama3.2-90B-Vision-Instruct | ✅ |
| Llama3.3-70B-Instruct | ✅ |
| Llama-Guard-3-11B-Vision | ✅ |
| Llama-Guard-3-1B | ✅ |
| Llama-Guard-3-8B | ✅ |
| Llama-Guard-2-8B | ✅ |
## Inference
| Model | API | Capability | Test | Status |
|:----- |:-----|:-----|:-----|:-----|
| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ❌ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ❌ |
| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
## Vector IO
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /retrieve | | test_vector_db_retrieve | ✅ |
## Agents
| API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|
| /create_agent_turn | rag | test_rag_agent | ✅ |
| /create_agent_turn | custom_tool | test_custom_tool | ✅ |
| /create_agent_turn | code_execution | test_code_interpreter_for_attachments | ✅ |

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# Report for together distribution
## Supported Models
| Model Descriptor | together |
|:---|:---|
| Llama-3-8B-Instruct | ❌ |
| Llama-3-70B-Instruct | ❌ |
| Llama3.1-8B-Instruct | ✅ |
| Llama3.1-70B-Instruct | ✅ |
| Llama3.1-405B-Instruct | ✅ |
| Llama3.2-1B-Instruct | ❌ |
| Llama3.2-3B-Instruct | ✅ |
| Llama3.2-11B-Vision-Instruct | ✅ |
| Llama3.2-90B-Vision-Instruct | ✅ |
| Llama3.3-70B-Instruct | ✅ |
| Llama-Guard-3-11B-Vision | ✅ |
| Llama-Guard-3-1B | ❌ |
| Llama-Guard-3-8B | ✅ |
| Llama-Guard-2-8B | ❌ |
## Inference
| Model | API | Capability | Test | Status |
|:----- |:-----|:-----|:-----|:-----|
| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | log_probs | test_completion_log_probs_non_streaming | ✅ |
| Llama-3.2-11B-Vision-Instruct | /chat_completion | log_probs | test_completion_log_probs_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
## Vector IO
| Provider | API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|:-----|
| inline::faiss | /retrieve | | test_vector_db_retrieve | ✅ |
## Agents
| Provider | API | Capability | Test | Status |
|:-----|:-----|:-----|:-----|:-----|
| inline::meta-reference | /create_agent_turn | rag | test_rag_agent | ✅ |
| inline::meta-reference | /create_agent_turn | custom_tool | test_custom_tool | ✅ |