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vdk-huggingface: add new ingest plugin (#2858)
Versatile Data Kit (VDK) plugin for integrating with Huggingface as both a data source and a target. This plugin allows you to ingest data payloads into a Huggingface repository and makes it easier to work with datasets stored in Huggingface.
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
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image: "python:3.7" | ||
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.build-vdk-huggingface: | ||
variables: | ||
PLUGIN_NAME: vdk-huggingface | ||
extends: .build-plugin | ||
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build-py37-vdk-huggingface: | ||
extends: .build-vdk-huggingface | ||
image: "python:3.7" | ||
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build-py311-vdk-huggingface: | ||
extends: .build-vdk-huggingface | ||
image: "python:3.11" | ||
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release-vdk-huggingface: | ||
variables: | ||
PLUGIN_NAME: vdk-huggingface | ||
extends: .release-plugin |
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# Huggingface | ||
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Versatile Data Kit (VDK) plugin for integrating with Huggingface as both a data source and a target. | ||
This plugin allows you to ingest data payloads into a Huggingface repository and makes it easier to work with datasets stored in Huggingface. | ||
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## Usage | ||
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``` | ||
pip install vdk-huggingface | ||
``` | ||
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The functionality adds new ingestion method "huggingface" which can be used like that: | ||
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```python | ||
job_input.send_object_for_ingestion(data, method="huggingface") | ||
``` | ||
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### Configuration | ||
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(`vdk config-help` is useful command to browse all config options of your installation of vdk) | ||
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| Name | Description | (example) Value | | ||
|---------------------|-----------------------------------------------------------------------------|-------------------------| | ||
| HUGGINGFACE_TOKEN | HuggingFace API token for authentication. Get one from HuggingFace Settings | "" | | ||
| HUGGINGFACE_REPO_ID | HuggingFace Dataset repository ID | "username/test-dataset" | | ||
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### Build and testing | ||
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``` | ||
pip install -r requirements.txt | ||
pip install -e . | ||
pytest | ||
``` | ||
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In VDK repo [../build-plugin.sh](https://github.com/vmware/versatile-data-kit/tree/main/projects/vdk-plugins/build-plugin.sh) script can be used also. | ||
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#### Note about the CICD: | ||
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.plugin-ci.yaml is needed only for plugins part of [Versatile Data Kit Plugin repo](https://github.com/vmware/versatile-data-kit/tree/main/projects/vdk-plugins). | ||
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The CI/CD is separated in two stages, a build stage and a release stage. | ||
The build stage is made up of a few jobs, all which inherit from the same | ||
job configuration and only differ in the Python version they use (3.7, 3.8, 3.9 and 3.10). | ||
They run according to rules, which are ordered in a way such that changes to a | ||
plugin's directory trigger the plugin CI, but changes to a different plugin does not. |
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# this file is used to provide testing requirements | ||
# for requirements (dependencies) needed during and after installation of the plugin see (and update) setup.py install_requires section | ||
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datasets | ||
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pytest | ||
vdk-core | ||
vdk-test-utils |
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
import pathlib | ||
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import setuptools | ||
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""" | ||
Builds a package with the help of setuptools in order for this package to be imported in other projects | ||
""" | ||
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__version__ = "0.1.4" | ||
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setuptools.setup( | ||
name="vdk-huggingface", | ||
version=__version__, | ||
url="https://github.com/vmware/versatile-data-kit", | ||
description="Integrate VDK with Huggingface as both data source and target", | ||
long_description=pathlib.Path("README.md").read_text(), | ||
long_description_content_type="text/markdown", | ||
install_requires=["vdk-core", "huggingface-hub"], | ||
package_dir={"": "src"}, | ||
packages=setuptools.find_namespace_packages(where="src"), | ||
# This is the only vdk plugin specifc part | ||
# Define entry point called "vdk.plugin.run" with name of plugin and module to act as entry point. | ||
entry_points={ | ||
"vdk.plugin.run": ["vdk-huggingface = vdk.plugin.huggingface.plugin_entry"] | ||
}, | ||
classifiers=[ | ||
"Development Status :: 2 - Pre-Alpha", | ||
"License :: OSI Approved :: Apache Software License", | ||
"Programming Language :: Python :: 3.7", | ||
"Programming Language :: Python :: 3.8", | ||
"Programming Language :: Python :: 3.9", | ||
"Programming Language :: Python :: 3.10", | ||
"Programming Language :: Python :: 3.11", | ||
], | ||
project_urls={ | ||
"Documentation": "https://github.com/vmware/versatile-data-kit/tree/main/projects/vdk-plugins/vdk-huggingface", | ||
"Source Code": "https://github.com/vmware/versatile-data-kit/tree/main/projects/vdk-plugins/vdk-huggingface", | ||
"Bug Tracker": "https://github.com/vmware/versatile-data-kit/issues/new/choose", | ||
}, | ||
) |
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projects/vdk-plugins/vdk-huggingface/src/vdk/plugin/huggingface/ingest.py
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
import json | ||
import os | ||
import tempfile | ||
from collections import defaultdict | ||
from dataclasses import dataclass | ||
from threading import RLock | ||
from typing import Dict | ||
from typing import List | ||
from typing import Optional | ||
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from huggingface_hub import CommitOperationAdd | ||
from huggingface_hub import HfApi | ||
from vdk.api.plugin.plugin_input import IIngesterPlugin | ||
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@dataclass(frozen=True) | ||
class OpKey: | ||
repo_id: str | ||
destination_table: str | ||
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class IngestToHuggingface(IIngesterPlugin): | ||
def __init__(self, repo_id: str): | ||
self._api = HfApi() | ||
self._repo_id = repo_id | ||
self._file_handles: Dict[OpKey, any] = {} | ||
self._locks: Dict[OpKey, RLock] = defaultdict(RLock) | ||
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def ingest_payload( | ||
self, | ||
payload: List[dict], | ||
destination_table: Optional[str], | ||
target: Optional[str] = None, | ||
collection_id: Optional[str] = None, | ||
metadata: Optional[IIngesterPlugin.IngestionMetadata] = None, | ||
) -> Optional[IIngesterPlugin.IngestionMetadata]: | ||
repo_id = target if target is not None else self._repo_id | ||
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op_key = OpKey(repo_id, destination_table) | ||
with self._locks[op_key]: | ||
if op_key not in self._file_handles: | ||
self._check_and_create_repo(repo_id) | ||
temp_file = tempfile.NamedTemporaryFile(mode="w+", delete=False) | ||
self._file_handles[op_key] = temp_file | ||
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self._append_payload(op_key, payload) | ||
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return None | ||
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def _append_payload(self, op_key: OpKey, payload: List[Dict]): | ||
temp_file = self._file_handles[op_key] | ||
temp_file.flush() | ||
temp_file.seek(0) | ||
existing_data_str = temp_file.read() | ||
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existing_data = json.loads(existing_data_str) if existing_data_str else [] | ||
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merged_data = existing_data + payload | ||
temp_file.seek(0) | ||
temp_file.truncate() | ||
json.dump(merged_data, temp_file) | ||
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def commit_all(self): | ||
for op_key, temp_file in self._file_handles.items(): | ||
with self._locks[op_key]: | ||
temp_file.close() | ||
addition = CommitOperationAdd( | ||
path_in_repo=op_key.destination_table, | ||
path_or_fileobj=temp_file.name, | ||
) | ||
self._api.preupload_lfs_files( | ||
op_key.repo_id, additions=[addition], repo_type="dataset" | ||
) | ||
self._api.create_commit( | ||
op_key.repo_id, | ||
operations=[addition], | ||
repo_type="dataset", | ||
commit_message="Automatic commit by vdk-huggingface", | ||
) | ||
os.unlink(temp_file.name) | ||
self._file_handles.clear() | ||
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def _check_and_create_repo(self, repo_id: str): | ||
if not self._api.repo_exists(repo_id): | ||
self._api.create_repo(repo_id=repo_id, exist_ok=True, repo_type="dataset") |
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projects/vdk-plugins/vdk-huggingface/src/vdk/plugin/huggingface/plugin_entry.py
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
import logging | ||
from typing import List | ||
from typing import Optional | ||
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import huggingface_hub | ||
from vdk.api.plugin.hook_markers import hookimpl | ||
from vdk.api.plugin.plugin_registry import IPluginRegistry | ||
from vdk.internal.builtin_plugins.run.job_context import JobContext | ||
from vdk.internal.core.config import ConfigurationBuilder | ||
from vdk.plugin.huggingface.ingest import IngestToHuggingface | ||
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HUGGINGFACE_REPO_ID = "huggingface_repo_id" | ||
HUGGINGFACE_TOKEN = "huggingface_token" | ||
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log = logging.getLogger(__name__) | ||
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class HuggingfacePlugin: | ||
def __init__(self): | ||
self._ingester: Optional[IngestToHuggingface] = None | ||
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@hookimpl(tryfirst=True) | ||
def vdk_configure(self, config_builder: ConfigurationBuilder): | ||
config_builder.add( | ||
key=HUGGINGFACE_TOKEN, | ||
default_value=None, | ||
description="HuggingFace API token for authentication. " | ||
"Get one from https://huggingface.co/settings/tokens", | ||
) | ||
config_builder.add( | ||
key=HUGGINGFACE_REPO_ID, | ||
default_value="username/test-dataset", | ||
description="HuggingFace Dataset repository ID.", | ||
) | ||
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@hookimpl | ||
def initialize_job(self, context: JobContext) -> None: | ||
repo_id = context.core_context.configuration.get_value(HUGGINGFACE_REPO_ID) | ||
token = context.core_context.configuration.get_value(HUGGINGFACE_TOKEN) | ||
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if token: | ||
log.info("huggingface log in", extra={"huggingface_repo_id": repo_id}) | ||
huggingface_hub.login(token) | ||
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self._ingester = IngestToHuggingface(repo_id) | ||
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context.ingester.add_ingester_factory_method( | ||
"huggingface", lambda: self._ingester | ||
) | ||
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@hookimpl(trylast=True) | ||
def finalize_job(self, context: JobContext) -> None: | ||
if self._ingester: | ||
self._ingester.commit_all() | ||
# TODO: on exception , this doesn't fail the job ... | ||
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@hookimpl | ||
def vdk_start(plugin_registry: IPluginRegistry, command_line_args: List): | ||
plugin_registry.load_plugin_with_hooks_impl( | ||
HuggingfacePlugin(), "HuggingfacePlugin" | ||
) |
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projects/vdk-plugins/vdk-huggingface/tests/jobs/huggingface-job/10_upload.py
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
from vdk.api.job_input import IJobInput | ||
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def run(job_input: IJobInput): | ||
payload = { | ||
"str_col": "str", | ||
"int_col": 2, | ||
"bool_col": False, | ||
"time": job_input.get_arguments().get("time"), | ||
} | ||
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for i in range(10): | ||
job_input.send_object_for_ingestion( | ||
payload=payload, destination_table="test_vdk_table", method="huggingface" | ||
) | ||
job_input.send_object_for_ingestion( | ||
payload=payload, destination_table="test_vdk_table2", method="huggingface" | ||
) | ||
job_input.send_object_for_ingestion( | ||
payload=payload, destination_table="test_vdk_table3", method="huggingface" | ||
) |
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projects/vdk-plugins/vdk-huggingface/tests/test_huggingface_plugin.py
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# Copyright 2021-2023 VMware, Inc. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
import json | ||
import os | ||
import pathlib | ||
import time | ||
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import pytest | ||
from click.testing import Result | ||
from huggingface_hub import HfApi | ||
from vdk.plugin.huggingface import plugin_entry | ||
from vdk.plugin.test_utils.util_funcs import cli_assert_equal | ||
from vdk.plugin.test_utils.util_funcs import CliEntryBasedTestRunner | ||
from vdk.plugin.test_utils.util_funcs import jobs_path_from_caller_directory | ||
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@pytest.mark.skipif( | ||
os.environ.get("HUGGINGFACE_TOKEN") is None | ||
or os.environ.get("HUGGINGFACE_REPO_ID") is None, | ||
reason="Skipping test until HUGGINGFACE_TOKEN and HUGGINGFACE_REPO_ID and are set", | ||
) | ||
def test_huggingface_upload(): | ||
runner = CliEntryBasedTestRunner(plugin_entry) | ||
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time_var = time.time() | ||
result: Result = runner.invoke( | ||
[ | ||
"run", | ||
jobs_path_from_caller_directory("huggingface-job"), | ||
"--arguments", | ||
json.dumps({"time": time_var}), | ||
] | ||
) | ||
cli_assert_equal(0, result) | ||
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api = HfApi() | ||
file_path = api.hf_hub_download( | ||
repo_id=os.environ["HUGGINGFACE_REPO_ID"], | ||
filename="test_vdk_table", | ||
repo_type="dataset", | ||
) | ||
row = [{"str_col": "str", "int_col": 2, "bool_col": False, "time": time_var}] | ||
assert json.loads(pathlib.Path(file_path).read_text()) == row * 10 | ||
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file_path = api.hf_hub_download( | ||
repo_id=os.environ["HUGGINGFACE_REPO_ID"], | ||
filename="test_vdk_table2", | ||
repo_type="dataset", | ||
) | ||
row = [{"str_col": "str", "int_col": 2, "bool_col": False, "time": time_var}] | ||
assert json.loads(pathlib.Path(file_path).read_text()) == row * 10 |