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b304a2aff0
* new: drop python3.9, replace optional and union with | * new: remove python 3.9 from pyproject * refactor: replace remaining union and optional with | * new: remove optional and union in dataclasses * fix: add typealias to numpy type * new: replace union with | in token count
68 lines
2.3 KiB
Python
68 lines
2.3 KiB
Python
import shutil
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import traceback
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from pathlib import Path
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from types import TracebackType
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from typing import Callable, Any, Type
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from fastembed.common.model_description import BaseModelDescription
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def delete_model_cache(model_dir: str | Path) -> None:
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"""Delete the model cache directory.
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If a model was downloaded from the HuggingFace model hub, then _model_dir is the dir to snapshots, removing
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it won't help to release the memory, because data is in blobs directory.
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If a model was downloaded from GCS, then we can just remove model_dir
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Args:
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model_dir (Union[str, Path]): The path to the model cache directory.
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"""
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def on_error(
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func: Callable[..., Any],
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path: str,
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exc_info: tuple[Type[BaseException], BaseException, TracebackType],
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) -> None:
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print("Failed to remove: ", path)
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print("Exception: ", exc_info)
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traceback.print_exception(*exc_info)
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if isinstance(model_dir, str):
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model_dir = Path(model_dir)
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if model_dir.parent.parent.name.startswith("models--"):
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model_dir = model_dir.parent.parent
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if model_dir.exists():
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# todo: PermissionDenied is raised on blobs removal in Windows, with blobs > 2GB
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shutil.rmtree(model_dir, onerror=on_error)
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def should_test_model(
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model_desc: BaseModelDescription,
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autotest_model_name: str,
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is_ci: str | None,
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is_manual: bool,
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):
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"""Determine if a model should be tested based on environment
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Tests can be run either in ci or locally.
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Testing all models each time in ci is too long.
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The testing scheme in ci and on a local machine are different, therefore, there are 3 possible scenarios.
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1) Run lightweight tests in ci:
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- test only one model that has been manually chosen as a representative for a certain class family
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2) Run heavyweight (manual) tests in ci:
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- test all models
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Running tests in ci each time is too expensive, however, it's fine to run it one time with a manual dispatch
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3) Run tests locally:
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- test all models, which are not too heavy, since network speed might be a bottleneck
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"""
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if not is_ci:
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if model_desc.size_in_GB > 1:
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return False
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elif not is_manual and model_desc.model != autotest_model_name:
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return False
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return True
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