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# Copyright 2022 MosaicML LLM Foundry authors | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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from typing import Any, Callable, Dict, List | ||
from unittest.mock import patch | ||
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from composer.core import State, Time, TimeUnit | ||
from composer.loggers import Logger | ||
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from llmfoundry.callbacks.hf_checkpointer import HuggingFaceCheckpointer | ||
from llmfoundry.models.mpt.modeling_mpt import ComposerMPTCausalLM | ||
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dummy_s3_path = 's3://dummy/path' | ||
dummy_oci_path = 'oci://dummypath' | ||
dummy_gc_path = 'gs://dummy/path' | ||
dummy_uc_path = 'dbfs://dummypath/Volumes/the_catalog/the_schema/yada_yada' | ||
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dummy_save_interval = Time(1, TimeUnit.EPOCH) | ||
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def dummy_log_info(log_output: List[str]): | ||
def _dummy_log_info(*msgs: str): | ||
log_output.extend(msgs) | ||
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return _dummy_log_info | ||
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def dummy_upload_file(*_, **__: Dict[str, Any]): | ||
pass | ||
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def assert_checkpoint_saves_to_uri( | ||
uri: str, build_tiny_hf_mpt: Callable[..., ComposerMPTCausalLM]): | ||
uri_base = uri.split('://')[0] | ||
model = build_tiny_hf_mpt() | ||
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dummy_state = State(model=model, | ||
rank_zero_seed=42, | ||
run_name='dummy_run', | ||
device='cpu') | ||
dummy_logger = Logger(dummy_state) | ||
# mock the State and Logger | ||
logs = [] | ||
with patch('logging.Logger.info', dummy_log_info(logs)): | ||
my_checkpointer = HuggingFaceCheckpointer( | ||
save_folder=uri, save_interval=dummy_save_interval) | ||
my_checkpointer.remote_ud.upload_file = dummy_upload_file | ||
my_checkpointer._save_checkpoint(dummy_state, dummy_logger) | ||
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assert any([uri_base in str(log) for log in logs]) | ||
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def test_checkpoint_saves_to_s3( | ||
build_tiny_hf_mpt: Callable[..., ComposerMPTCausalLM]): | ||
assert_checkpoint_saves_to_uri(dummy_s3_path, build_tiny_hf_mpt) | ||
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class DummyData: | ||
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def __init__(self, *_, **__: Any): | ||
self.data = '🪐' | ||
pass | ||
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class DummyClient: | ||
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def __init__(self, *_, **__: Any): | ||
pass | ||
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def get_namespace(self, *_, **__: Any): | ||
return DummyData() | ||
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def test_checkpoint_saves_to_oci( | ||
build_tiny_hf_mpt: Callable[..., | ||
ComposerMPTCausalLM], oci_temp_file: None): | ||
with patch('oci.config.from_file', lambda _: {}), \ | ||
patch('oci.object_storage.ObjectStorageClient', lambda *_, **__: DummyClient()), \ | ||
patch('oci.object_storage.UploadManager', lambda *_, **__: None): | ||
assert_checkpoint_saves_to_uri(dummy_oci_path, build_tiny_hf_mpt) | ||
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def test_checkpoint_saves_to_gc( | ||
build_tiny_hf_mpt: Callable[..., ComposerMPTCausalLM], | ||
gcs_account_credentials: None): | ||
assert_checkpoint_saves_to_uri(dummy_gc_path, build_tiny_hf_mpt) | ||
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def test_checkpoint_saves_to_uc( | ||
build_tiny_hf_mpt: Callable[..., ComposerMPTCausalLM], | ||
uc_account_credentials: None): | ||
assert_checkpoint_saves_to_uri(dummy_uc_path, build_tiny_hf_mpt) |
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Original file line number | Diff line number | Diff line change |
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# Copyright 2022 MosaicML LLM Foundry authors | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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import os | ||
import tempfile | ||
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from pytest import fixture | ||
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@fixture | ||
def gcs_account_credentials(): | ||
"""Mocked GCS Credentials for service level account.""" | ||
os.environ['GCS_KEY'] = '🗝️' | ||
os.environ['GCS_SECRET'] = '🤫' | ||
yield | ||
del os.environ['GCS_KEY'] | ||
del os.environ['GCS_SECRET'] | ||
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@fixture | ||
def uc_account_credentials(): | ||
"""Mocked UC Credentials for service level account.""" | ||
os.environ['DATABRICKS_HOST'] = '⛵️' | ||
os.environ['DATABRICKS_TOKEN'] = '😶🌫️' | ||
yield | ||
del os.environ['DATABRICKS_HOST'] | ||
del os.environ['DATABRICKS_TOKEN'] | ||
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@fixture | ||
def oci_temp_file(): | ||
"""Mocked UC Credentials for service level account.""" | ||
file = tempfile.NamedTemporaryFile() | ||
os.environ['OCI_CONFIG_FILE'] = file.name | ||
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yield | ||
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file.close() | ||
del os.environ['OCI_CONFIG_FILE'] |