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chore: Updated the backend to latest dev
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backend
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Subproject commit
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Subproject commit 7fce49dce66090b9313701f82921dda2c21194e6
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huggingface_overlay/cloud_pipelines_backend/launchers/huggingface_launchers.py
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import copy
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import dataclasses
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import datetime
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import logging
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import pathlib
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import typing
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from typing import Any, Optional
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import huggingface_hub
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from cloud_pipelines.orchestration.launchers import naming_utils
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from ..storage_providers import huggingface_repo_storage
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from .. import component_structures as structures
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from . import container_component_utils
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from . import interfaces
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_logger = logging.getLogger(__name__)
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_MAX_INPUT_VALUE_SIZE = 10000
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_CONTAINER_FILE_NAME = "data"
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class HuggingFaceJobsContainerLauncher(
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interfaces.ContainerTaskLauncher["LaunchedHuggingFaceJobContainer"]
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):
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"""Launcher that uses HuggingFace Jobs installed locally"""
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def __init__(
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self,
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*,
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client: Optional[huggingface_hub.HfApi] = None,
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namespace: Optional[str] = None,
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hf_token: Optional[str] = None,
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hf_job_token: Optional[str] = None,
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job_timeout: Optional[int | float | str] = None,
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):
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# The HF Jobs that we launch need token to write the output artifacts and logs
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hf_token = hf_token or huggingface_hub.get_token()
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hf_job_token = hf_job_token or hf_token
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self._api_client = client or huggingface_hub.HfApi(token=hf_token)
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self._namespace: str = namespace or self._api_client.whoami()["name"]
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self._storage_provider = (
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huggingface_repo_storage.HuggingFaceRepoStorageProvider()
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)
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self._job_timeout = job_timeout
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self._hf_job_token = hf_job_token
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# Test the access
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# _ = self._api_client.list_models(filter="non-existing")
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_ = self._api_client.list_jobs(namespace=self._namespace)
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def launch_container_task(
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self,
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*,
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component_spec: structures.ComponentSpec,
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# Input arguments may be updated with new downloaded values and new URIs of uploaded values.
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input_arguments: dict[str, interfaces.InputArgument],
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output_uris: dict[str, str],
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log_uri: str,
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annotations: dict[str, Any] | None = None,
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) -> "LaunchedHuggingFaceJobContainer":
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if not isinstance(
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component_spec.implementation, structures.ContainerImplementation
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):
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raise TypeError(
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f"Container launchers only support container implementations. Got {component_spec=}"
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)
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container_spec = component_spec.implementation.container
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# TODO: Validate the input/output URIs.
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container_inputs_root = pathlib.PurePosixPath("/tmp/component/inputs")
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container_outputs_root = pathlib.PurePosixPath("/tmp/component/outputs")
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# download_input_uris: dict[huggingface_repo_storage.HuggingFaceRepoUri, str] = {}
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# upload_output_uris: dict[str, huggingface_repo_storage.HuggingFaceRepoUri] = {}
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download_input_uris: dict[str, str] = {}
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upload_output_uris: dict[str, str] = {}
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# TODO: Derive common prefix for the upload_output_uris (also log_uri) and upload everything at once
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# Callbacks for the command-line resolving
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# Their main purpose is to return input/output path or value.
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# They add volumes and volume mounts when needed.
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# They also upload/download artifact data when needed.
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def get_input_value(input_name: str) -> str:
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input_argument = input_arguments[input_name]
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if input_argument.is_dir:
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raise interfaces.LauncherError(
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f"Cannot consume directory as value. {input_name=}, {input_argument=}"
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)
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if input_argument.total_size > _MAX_INPUT_VALUE_SIZE:
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raise interfaces.LauncherError(
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f"Artifact is too big to consume as value. Consume it as file instead. {input_name=}, {input_argument=}"
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)
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value = input_argument.value
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if value is None:
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# Download artifact data
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if not input_argument.uri:
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raise interfaces.LauncherError(
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f"Artifact data has no value and no uri. This cannot happen. {input_name=}, {input_argument=}"
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)
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uri_reader = self._storage_provider.make_uri(
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input_argument.uri
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).get_reader()
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try:
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data = uri_reader.download_as_bytes()
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except Exception as ex:
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raise interfaces.LauncherError(
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f"Error downloading artifact data. {input_name=}, {input_argument.uri=}"
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) from ex
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try:
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value = data.decode("utf-8")
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except Exception as ex:
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raise interfaces.LauncherError(
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f"Error converting artifact data to text. {input_name=}, {input_argument.uri=}"
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) from ex
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# Updating the input_arguments with the downloaded value
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input_argument.value = value
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return value
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def get_input_path(input_name: str) -> str:
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input_argument = input_arguments[input_name]
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uri = input_argument.uri
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if not uri:
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if input_argument.value is None:
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raise interfaces.LauncherError(
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f"Artifact data has no value and no uri. This cannot happen. {input_name=}, {input_argument=}"
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)
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uri_writer = self._storage_provider.make_uri(
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input_argument.staging_uri
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).get_writer()
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try:
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uri_writer.upload_from_text(input_argument.value)
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except Exception as ex:
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raise interfaces.LauncherError(
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f"Error uploading argument value. {input_name=}, {input_argument=}"
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) from ex
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uri = input_argument.staging_uri
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# Updating the input_arguments with the URI of the uploaded value
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input_argument.uri = uri
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container_path = (
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container_inputs_root
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/ naming_utils.sanitize_file_name(input_name)
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/ _CONTAINER_FILE_NAME
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).as_posix()
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# hf_uri = huggingface_repo_storage.HuggingFaceRepoUri.parse(uri)
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download_input_uris[uri] = container_path
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return container_path
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def get_output_path(output_name: str) -> str:
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uri = output_uris[output_name]
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# container_path = (
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# container_outputs_root
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# / naming_utils.sanitize_file_name(output_name)
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# / _CONTAINER_FILE_NAME
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# ).as_posix()
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hf_uri = huggingface_repo_storage.HuggingFaceRepoUri.parse(uri)
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uri_path_in_repo = hf_uri.path
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container_path = str(container_outputs_root / uri_path_in_repo)
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upload_output_uris[container_path] = uri
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return container_path
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def get_log_path() -> str:
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# TODO: Use common URI here
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hf_uri = huggingface_repo_storage.HuggingFaceRepoUri.parse(log_uri)
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uri_path_in_repo = hf_uri.path
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container_path = str(container_outputs_root / uri_path_in_repo)
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return container_path
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def get_exit_code_path() -> str:
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# TODO: Use common URI here
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hf_uri = huggingface_repo_storage.HuggingFaceRepoUri.parse(log_uri)
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uri_path_in_repo = hf_uri.path
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container_path = str(
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(container_outputs_root / uri_path_in_repo).with_name("exit_code.txt")
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)
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return container_path
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container_log_path = get_log_path()
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exit_code_path = get_exit_code_path()
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# Resolving the command line.
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# Also indirectly populates volumes and volume_mounts.
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resolved_cmd = container_component_utils.resolve_container_command_line(
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component_spec=component_spec,
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provided_input_names=set(input_arguments.keys()),
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get_input_value=get_input_value,
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get_input_path=get_input_path,
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get_output_path=get_output_path,
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)
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# Preparing the artifact uploader wrapper
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# TODO: Use common URI here
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# TODO: Add: --commit-message '{path_in_repo}' once path_in_repo becomes non-empty
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path_in_repo = ""
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# commit_message = path_in_repo
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hf_repo_uri = huggingface_repo_storage.HuggingFaceRepoUri.parse(log_uri)
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# It's hard to download data from HuggingFace.
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# First, there is no way to download a directory:
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# 1. The CLI only downloads to cache. So we have to correctly find the data location in the cache sna copy the data out.
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# 2. We cannot specify which directory to download, so we have to use the --include filter.
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# But `hf download --include path` has an issue that it cannot download a directory unless path ends with slash (and for files, there should be no slash).
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# Adding "*" works for both files and directories. It's imperfect, but fine.
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# Another problem: The files in the snapshot are actually symlinks.
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# cp options:
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# -H follow command-line symbolic links in SOURCE
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# -l, --link hard link files instead of copying
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# -L, --dereference always follow symbolic links in SOURCE
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input_download_lines = [
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f'mkdir -p "$(dirname "{container_path}")"'
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f' && snapshot_dir=`uv run --with huggingface_hub[cli] hf download --repo-type "{hf_uri.repo_type}" "{hf_uri.repo_id}" --include "{hf_uri.path}*"`'
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f' && cp -r -L "$snapshot_dir/{hf_uri.path}" "{container_path}"'
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for hf_uri, container_path in (
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(huggingface_repo_storage.HuggingFaceRepoUri.parse(uri), container_path)
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for uri, container_path in download_input_uris.items()
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)
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]
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input_download_code = "\n".join(input_download_lines)
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artifact_uploader_script = f"""
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set -e -x -o pipefail
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# Installing uv
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url="https://astral.sh/uv/install.sh"
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if command -v curl &>/dev/null; then
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# -s: silent, -L: follow redirects
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curl -s -L "$url" | sh
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elif command -v wget &>/dev/null; then
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wget -q -O - "$url" | sh
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else
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echo "Error: Neither curl nor wget found." >&2
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exit 1
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fi
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export PATH="$HOME/.local/bin:$PATH"
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uv run --with huggingface_hub[cli] hf version
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# Downloading the input data
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{input_download_code}
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# Running the program
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log_path='{container_log_path}'
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exit_code_path='{exit_code_path}'
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mkdir -p "$(dirname "$log_path")"
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mkdir -p "$(dirname "$exit_code_path")"
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# We need to capture the exit code while piping the stderr and stdout to a log file. Not all shells support `${{PIPEFAIL[0]}}`
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set +e +x
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{{ "$0" "$@"; echo $? >"$exit_code_path";}} 2>&1 | tee "$log_path"
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set -e +x
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exit_code=`cat "$exit_code_path"`
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uv run --with huggingface_hub[cli] hf upload --repo-type '{hf_repo_uri.repo_type}' '{hf_repo_uri.repo_id}' '{container_outputs_root}' '{path_in_repo}'
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exit "$exit_code"
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"""
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container_env = container_spec.env or {}
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-
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# Passing HF token to the Job
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secrets: dict[str, str] = {}
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if self._hf_job_token:
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secrets["HF_TOKEN"] = self._hf_job_token
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command_line = list(resolved_cmd.command or []) + list(resolved_cmd.args or [])
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command_line = ["sh", "-c", artifact_uploader_script] + command_line
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job = self._api_client.run_job(
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image=container_spec.image,
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command=command_line,
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env=dict(container_env),
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timeout=self._job_timeout,
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namespace=self._namespace,
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secrets=secrets,
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# flavor=...,
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)
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_logger.info(f"Launched HF Job {job.id=}, {job.url=}")
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launched_container = LaunchedHuggingFaceJobContainer(
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id=job.id,
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namespace=self._namespace,
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job=job,
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output_uris=output_uris,
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log_uri=log_uri,
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)
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return launched_container
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def deserialize_launched_container_from_dict(
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self, launched_container_dict: dict[str, Any]
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) -> "LaunchedHuggingFaceJobContainer":
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launched_container = LaunchedHuggingFaceJobContainer.from_dict(
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launched_container_dict, api_client=self._api_client
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)
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return launched_container
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def get_refreshed_launched_container_from_dict(
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self, launched_container_dict: dict[str, Any]
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) -> "LaunchedHuggingFaceJobContainer":
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launched_container = LaunchedHuggingFaceJobContainer.from_dict(
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launched_container_dict, api_client=self._api_client
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)
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job = self._api_client.inspect_job(
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job_id=launched_container.id,
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namespace=launched_container._namespace,
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)
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new_launched_container = copy.copy(launched_container)
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new_launched_container._job = job
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return new_launched_container
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class LaunchedHuggingFaceJobContainer(interfaces.LaunchedContainer):
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def __init__(
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self,
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id: str,
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namespace: str,
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job: huggingface_hub.JobInfo,
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| 318 |
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output_uris: dict[str, str],
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log_uri: str,
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api_client: huggingface_hub.HfApi | None = None,
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):
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self._id: str = id
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self._namespace: str = namespace
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self._job = job
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| 325 |
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self._output_uris: dict[str, str] = output_uris
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| 326 |
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self._log_uri: str = log_uri
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| 327 |
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self._api_client: huggingface_hub.HfApi | None = api_client
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| 328 |
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def _get_api_client(self):
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| 330 |
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if not self._api_client:
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raise interfaces.LauncherError(
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"This action requires an API client, but this instance was constructed without one."
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)
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return self._api_client
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| 335 |
-
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@property
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def id(self) -> str:
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return self._id
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| 340 |
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@property
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def status(self) -> interfaces.ContainerStatus:
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status_str = self._job.status.stage
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# status_message = self._job.status.message
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| 344 |
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if status_str == huggingface_hub.JobStage.RUNNING:
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return interfaces.ContainerStatus.RUNNING
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elif status_str == huggingface_hub.JobStage.COMPLETED:
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return interfaces.ContainerStatus.SUCCEEDED
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| 348 |
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elif status_str == huggingface_hub.JobStage.ERROR:
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return interfaces.ContainerStatus.FAILED
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| 350 |
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elif status_str == huggingface_hub.JobStage.CANCELED:
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return interfaces.ContainerStatus.FAILED
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else: # "DELETED"
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return interfaces.ContainerStatus.ERROR
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@property
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def exit_code(self) -> Optional[int]:
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# HF Jobs do not provide exit code
|
| 358 |
-
if not self.has_ended:
|
| 359 |
-
return None
|
| 360 |
-
return None
|
| 361 |
-
|
| 362 |
-
@property
|
| 363 |
-
def has_ended(self) -> bool:
|
| 364 |
-
return self.status in (
|
| 365 |
-
interfaces.ContainerStatus.SUCCEEDED,
|
| 366 |
-
interfaces.ContainerStatus.FAILED,
|
| 367 |
-
interfaces.ContainerStatus.ERROR,
|
| 368 |
-
)
|
| 369 |
-
|
| 370 |
-
@property
|
| 371 |
-
def has_succeeded(self) -> bool:
|
| 372 |
-
return self.status == interfaces.ContainerStatus.SUCCEEDED
|
| 373 |
-
|
| 374 |
-
@property
|
| 375 |
-
def has_failed(self) -> bool:
|
| 376 |
-
return self.status == interfaces.ContainerStatus.FAILED
|
| 377 |
-
|
| 378 |
-
@property
|
| 379 |
-
def started_at(self) -> datetime.datetime | None:
|
| 380 |
-
# HF Jobs do not provide started_at, so using created_at
|
| 381 |
-
return self._job.created_at
|
| 382 |
-
|
| 383 |
-
@property
|
| 384 |
-
def ended_at(self) -> datetime.datetime | None:
|
| 385 |
-
# HF Jobs do not provide ended_at
|
| 386 |
-
# Fudging the value by returning the current time.
|
| 387 |
-
if self.has_ended:
|
| 388 |
-
return datetime.datetime.now(datetime.timezone.utc)
|
| 389 |
-
return None
|
| 390 |
-
|
| 391 |
-
@property
|
| 392 |
-
def launcher_error_message(self) -> str | None:
|
| 393 |
-
if self._job.status.message:
|
| 394 |
-
# TODO: Check what kind of messages this returns and when.
|
| 395 |
-
_logger.info(
|
| 396 |
-
f"launcher_error_message: {self._id=}: {self._job.status.message=}"
|
| 397 |
-
)
|
| 398 |
-
return self._job.status.message
|
| 399 |
-
return None
|
| 400 |
-
|
| 401 |
-
def get_log(self) -> str:
|
| 402 |
-
if self.has_ended:
|
| 403 |
-
try:
|
| 404 |
-
return (
|
| 405 |
-
huggingface_repo_storage.HuggingFaceRepoStorageProvider()
|
| 406 |
-
.make_uri(self._log_uri)
|
| 407 |
-
.get_reader()
|
| 408 |
-
.download_as_text()
|
| 409 |
-
)
|
| 410 |
-
except Exception as ex:
|
| 411 |
-
_logger.warning(
|
| 412 |
-
f"get_log: {self._id=}: Error getting log from URI: {self._log_uri}",
|
| 413 |
-
ex,
|
| 414 |
-
)
|
| 415 |
-
return "\n".join(
|
| 416 |
-
self._get_api_client().fetch_job_logs(
|
| 417 |
-
job_id=self._id,
|
| 418 |
-
)
|
| 419 |
-
)
|
| 420 |
-
|
| 421 |
-
def upload_log(self):
|
| 422 |
-
# Logs should be uploaded automatically by the modified command-line wrapper
|
| 423 |
-
pass
|
| 424 |
-
|
| 425 |
-
def stream_log_lines(self) -> typing.Iterator[str]:
|
| 426 |
-
return (
|
| 427 |
-
self._get_api_client()
|
| 428 |
-
.fetch_job_logs(
|
| 429 |
-
job_id=self._id,
|
| 430 |
-
namespace=self._namespace,
|
| 431 |
-
)
|
| 432 |
-
.__iter__()
|
| 433 |
-
)
|
| 434 |
-
|
| 435 |
-
def terminate(self):
|
| 436 |
-
self._get_api_client().cancel_job(job_id=self._id, namespace=self._namespace)
|
| 437 |
-
|
| 438 |
-
def to_dict(self) -> dict[str, Any]:
|
| 439 |
-
debug_job_info = dataclasses.asdict(self._job)
|
| 440 |
-
# Fix JSON serialization of datetime
|
| 441 |
-
del debug_job_info["created_at"]
|
| 442 |
-
return dict(
|
| 443 |
-
huggingface_job=dict(
|
| 444 |
-
id=self.id,
|
| 445 |
-
namespace=self._namespace,
|
| 446 |
-
output_uris=self._output_uris,
|
| 447 |
-
log_uri=self._log_uri,
|
| 448 |
-
# For debugging purposes, not needed otherwise
|
| 449 |
-
debug_job_info=debug_job_info,
|
| 450 |
-
)
|
| 451 |
-
)
|
| 452 |
-
|
| 453 |
-
@classmethod
|
| 454 |
-
def from_dict(
|
| 455 |
-
cls,
|
| 456 |
-
d: dict[str, Any],
|
| 457 |
-
api_client: huggingface_hub.HfApi | None = None,
|
| 458 |
-
) -> "LaunchedHuggingFaceJobContainer":
|
| 459 |
-
container_dict = d["huggingface_job"]
|
| 460 |
-
job_info = huggingface_hub.JobInfo(
|
| 461 |
-
**container_dict["debug_job_info"],
|
| 462 |
-
)
|
| 463 |
-
return LaunchedHuggingFaceJobContainer(
|
| 464 |
-
id=container_dict["id"],
|
| 465 |
-
namespace=container_dict["namespace"],
|
| 466 |
-
job=job_info,
|
| 467 |
-
output_uris=container_dict["output_uris"],
|
| 468 |
-
log_uri=container_dict["log_uri"],
|
| 469 |
-
api_client=api_client,
|
| 470 |
-
)
|
|
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