langchain/libs/community/tests/integration_tests/llms/test_ipex_llm.py
Bagatur a0c2281540
infra: update mypy 1.10, ruff 0.5 (#23721)
```python
"""python scripts/update_mypy_ruff.py"""
import glob
import tomllib
from pathlib import Path

import toml
import subprocess
import re

ROOT_DIR = Path(__file__).parents[1]


def main():
    for path in glob.glob(str(ROOT_DIR / "libs/**/pyproject.toml"), recursive=True):
        print(path)
        with open(path, "rb") as f:
            pyproject = tomllib.load(f)
        try:
            pyproject["tool"]["poetry"]["group"]["typing"]["dependencies"]["mypy"] = (
                "^1.10"
            )
            pyproject["tool"]["poetry"]["group"]["lint"]["dependencies"]["ruff"] = (
                "^0.5"
            )
        except KeyError:
            continue
        with open(path, "w") as f:
            toml.dump(pyproject, f)
        cwd = "/".join(path.split("/")[:-1])
        completed = subprocess.run(
            "poetry lock --no-update; poetry install --with typing; poetry run mypy . --no-color",
            cwd=cwd,
            shell=True,
            capture_output=True,
            text=True,
        )
        logs = completed.stdout.split("\n")

        to_ignore = {}
        for l in logs:
            if re.match("^(.*)\:(\d+)\: error:.*\[(.*)\]", l):
                path, line_no, error_type = re.match(
                    "^(.*)\:(\d+)\: error:.*\[(.*)\]", l
                ).groups()
                if (path, line_no) in to_ignore:
                    to_ignore[(path, line_no)].append(error_type)
                else:
                    to_ignore[(path, line_no)] = [error_type]
        print(len(to_ignore))
        for (error_path, line_no), error_types in to_ignore.items():
            all_errors = ", ".join(error_types)
            full_path = f"{cwd}/{error_path}"
            try:
                with open(full_path, "r") as f:
                    file_lines = f.readlines()
            except FileNotFoundError:
                continue
            file_lines[int(line_no) - 1] = (
                file_lines[int(line_no) - 1][:-1] + f"  # type: ignore[{all_errors}]\n"
            )
            with open(full_path, "w") as f:
                f.write("".join(file_lines))

        subprocess.run(
            "poetry run ruff format .; poetry run ruff --select I --fix .",
            cwd=cwd,
            shell=True,
            capture_output=True,
            text=True,
        )


if __name__ == "__main__":
    main()

```
2024-07-03 10:33:27 -07:00

90 lines
2.4 KiB
Python

"""Test IPEX LLM"""
import os
from typing import Any
import pytest
from langchain_core.outputs import LLMResult
from langchain_community.llms import IpexLLM
model_ids_to_test = os.getenv("TEST_IPEXLLM_MODEL_IDS") or ""
skip_if_no_model_ids = pytest.mark.skipif(
not model_ids_to_test, reason="TEST_IPEXLLM_MODEL_IDS environment variable not set."
)
model_ids_to_test = [model_id.strip() for model_id in model_ids_to_test.split(",")] # type: ignore
def load_model(model_id: str) -> Any:
llm = IpexLLM.from_model_id(
model_id=model_id,
model_kwargs={"temperature": 0, "max_length": 16, "trust_remote_code": True},
)
return llm
def load_model_more_types(model_id: str, load_in_low_bit: str) -> Any:
llm = IpexLLM.from_model_id(
model_id=model_id,
load_in_low_bit=load_in_low_bit,
model_kwargs={"temperature": 0, "max_length": 16, "trust_remote_code": True},
)
return llm
@skip_if_no_model_ids
@pytest.mark.parametrize(
"model_id",
model_ids_to_test,
)
def test_call(model_id: str) -> None:
"""Test valid call."""
llm = load_model(model_id)
output = llm.invoke("Hello!")
assert isinstance(output, str)
@skip_if_no_model_ids
@pytest.mark.parametrize(
"model_id",
model_ids_to_test,
)
def test_asym_int4(model_id: str) -> None:
"""Test asym int4 data type."""
llm = load_model_more_types(model_id=model_id, load_in_low_bit="asym_int4")
output = llm.invoke("Hello!")
assert isinstance(output, str)
@skip_if_no_model_ids
@pytest.mark.parametrize(
"model_id",
model_ids_to_test,
)
def test_generate(model_id: str) -> None:
"""Test valid generate."""
llm = load_model(model_id)
output = llm.generate(["Hello!"])
assert isinstance(output, LLMResult)
assert isinstance(output.generations, list)
@skip_if_no_model_ids
@pytest.mark.parametrize(
"model_id",
model_ids_to_test,
)
def test_save_load_lowbit(model_id: str) -> None:
"""Test save and load lowbit model."""
saved_lowbit_path = "/tmp/saved_model"
llm = load_model(model_id)
llm.model.save_low_bit(saved_lowbit_path)
del llm
loaded_llm = IpexLLM.from_model_id_low_bit(
model_id=saved_lowbit_path,
tokenizer_id=model_id,
model_kwargs={"temperature": 0, "max_length": 16, "trust_remote_code": True},
)
output = loaded_llm.invoke("Hello!")
assert isinstance(output, str)