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# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Contains commands to interact with jobs on the Hugging Face Hub.
Usage:
# run a job
hf jobs run <image> <command>
# List running or completed jobs
hf jobs ps [-a] [-f key=value] [--format TEMPLATE]
# Stream logs from a job
hf jobs logs <job-id>
# Inspect detailed information about a job
hf jobs inspect <job-id>
# Cancel a running job
hf jobs cancel <job-id>
"""
import json
import os
import re
from argparse import Namespace, _SubParsersAction
from dataclasses import asdict
from pathlib import Path
from typing import Dict, List, Optional, Union
import requests
from huggingface_hub import HfApi, SpaceHardware, get_token
from huggingface_hub.utils import logging
from huggingface_hub.utils._dotenv import load_dotenv
from . import BaseHuggingfaceCLICommand
logger = logging.get_logger(__name__)
SUGGESTED_FLAVORS = [item.value for item in SpaceHardware if item.value != "zero-a10g"]
class JobsCommands(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction):
jobs_parser = parser.add_parser("jobs", help="Run and manage Jobs on the Hub.")
jobs_subparsers = jobs_parser.add_subparsers(help="huggingface.co jobs related commands")
# Show help if no subcommand is provided
jobs_parser.set_defaults(func=lambda args: jobs_parser.print_help())
# Register commands
InspectCommand.register_subcommand(jobs_subparsers)
LogsCommand.register_subcommand(jobs_subparsers)
PsCommand.register_subcommand(jobs_subparsers)
RunCommand.register_subcommand(jobs_subparsers)
CancelCommand.register_subcommand(jobs_subparsers)
UvCommand.register_subcommand(jobs_subparsers)
class RunCommand(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction) -> None:
run_parser = parser.add_parser("run", help="Run a Job")
run_parser.add_argument("image", type=str, help="The Docker image to use.")
run_parser.add_argument("-e", "--env", action="append", help="Set environment variables. E.g. --env ENV=value")
run_parser.add_argument(
"-s",
"--secrets",
action="append",
help=(
"Set secret environment variables. E.g. --secrets SECRET=value "
"or `--secrets HF_TOKEN` to pass your Hugging Face token."
),
)
run_parser.add_argument("--env-file", type=str, help="Read in a file of environment variables.")
run_parser.add_argument("--secrets-file", type=str, help="Read in a file of secret environment variables.")
run_parser.add_argument(
"--flavor",
type=str,
help=f"Flavor for the hardware, as in HF Spaces. Defaults to `cpu-basic`. Possible values: {', '.join(SUGGESTED_FLAVORS)}.",
)
run_parser.add_argument(
"--timeout",
type=str,
help="Max duration: int/float with s (seconds, default), m (minutes), h (hours) or d (days).",
)
run_parser.add_argument(
"-d",
"--detach",
action="store_true",
help="Run the Job in the background and print the Job ID.",
)
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace where the Job will be created. Defaults to the current user's namespace.",
)
run_parser.add_argument(
"--token",
type=str,
help="A User Access Token generated from https://huggingface.co/settings/tokens",
)
run_parser.add_argument("command", nargs="...", help="The command to run.")
run_parser.set_defaults(func=RunCommand)
def __init__(self, args: Namespace) -> None:
self.image: str = args.image
self.command: List[str] = args.command
self.env: dict[str, Optional[str]] = {}
if args.env_file:
self.env.update(load_dotenv(Path(args.env_file).read_text(), environ=os.environ.copy()))
for env_value in args.env or []:
self.env.update(load_dotenv(env_value, environ=os.environ.copy()))
self.secrets: dict[str, Optional[str]] = {}
extended_environ = _get_extended_environ()
if args.secrets_file:
self.secrets.update(load_dotenv(Path(args.secrets_file).read_text(), environ=extended_environ))
for secret in args.secrets or []:
self.secrets.update(load_dotenv(secret, environ=extended_environ))
self.flavor: Optional[SpaceHardware] = args.flavor
self.timeout: Optional[str] = args.timeout
self.detach: bool = args.detach
self.namespace: Optional[str] = args.namespace
self.token: Optional[str] = args.token
def run(self) -> None:
api = HfApi(token=self.token)
job = api.run_job(
image=self.image,
command=self.command,
env=self.env,
secrets=self.secrets,
flavor=self.flavor,
timeout=self.timeout,
namespace=self.namespace,
)
# Always print the job ID to the user
print(f"Job started with ID: {job.id}")
print(f"View at: {job.url}")
if self.detach:
return
# Now let's stream the logs
for log in api.fetch_job_logs(job_id=job.id):
print(log)
class LogsCommand(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction) -> None:
run_parser = parser.add_parser("logs", help="Fetch the logs of a Job")
run_parser.add_argument("job_id", type=str, help="Job ID")
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace where the job is running. Defaults to the current user's namespace.",
)
run_parser.add_argument(
"--token", type=str, help="A User Access Token generated from https://huggingface.co/settings/tokens"
)
run_parser.set_defaults(func=LogsCommand)
def __init__(self, args: Namespace) -> None:
self.job_id: str = args.job_id
self.namespace: Optional[str] = args.namespace
self.token: Optional[str] = args.token
def run(self) -> None:
api = HfApi(token=self.token)
for log in api.fetch_job_logs(job_id=self.job_id, namespace=self.namespace):
print(log)
def _tabulate(rows: List[List[Union[str, int]]], headers: List[str]) -> str:
"""
Inspired by:
- stackoverflow.com/a/8356620/593036
- stackoverflow.com/questions/9535954/printing-lists-as-tabular-data
"""
col_widths = [max(len(str(x)) for x in col) for col in zip(*rows, headers)]
terminal_width = max(os.get_terminal_size().columns, len(headers) * 12)
while len(headers) + sum(col_widths) > terminal_width:
col_to_minimize = col_widths.index(max(col_widths))
col_widths[col_to_minimize] //= 2
if len(headers) + sum(col_widths) <= terminal_width:
col_widths[col_to_minimize] = terminal_width - sum(col_widths) - len(headers) + col_widths[col_to_minimize]
row_format = ("{{:{}}} " * len(headers)).format(*col_widths)
lines = []
lines.append(row_format.format(*headers))
lines.append(row_format.format(*["-" * w for w in col_widths]))
for row in rows:
row_format_args = [
str(x)[: col_width - 3] + "..." if len(str(x)) > col_width else str(x)
for x, col_width in zip(row, col_widths)
]
lines.append(row_format.format(*row_format_args))
return "\n".join(lines)
class PsCommand(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction) -> None:
run_parser = parser.add_parser("ps", help="List Jobs")
run_parser.add_argument(
"-a",
"--all",
action="store_true",
help="Show all Jobs (default shows just running)",
)
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace from where it lists the jobs. Defaults to the current user's namespace.",
)
run_parser.add_argument(
"--token",
type=str,
help="A User Access Token generated from https://huggingface.co/settings/tokens",
)
# Add Docker-style filtering argument
run_parser.add_argument(
"-f",
"--filter",
action="append",
default=[],
help="Filter output based on conditions provided (format: key=value)",
)
# Add option to format output
run_parser.add_argument(
"--format",
type=str,
help="Format output using a custom template",
)
run_parser.set_defaults(func=PsCommand)
def __init__(self, args: Namespace) -> None:
self.all: bool = args.all
self.namespace: Optional[str] = args.namespace
self.token: Optional[str] = args.token
self.format: Optional[str] = args.format
self.filters: Dict[str, str] = {}
# Parse filter arguments (key=value pairs)
for f in args.filter:
if "=" in f:
key, value = f.split("=", 1)
self.filters[key.lower()] = value
else:
print(f"Warning: Ignoring invalid filter format '{f}'. Use key=value format.")
def run(self) -> None:
"""
Fetch and display job information for the current user.
Uses Docker-style filtering with -f/--filter flag and key=value pairs.
"""
try:
api = HfApi(token=self.token)
# Fetch jobs data
jobs = api.list_jobs(namespace=self.namespace)
# Define table headers
table_headers = ["JOB ID", "IMAGE/SPACE", "COMMAND", "CREATED", "STATUS"]
# Process jobs data
rows = []
for job in jobs:
# Extract job data for filtering
status = job.status.stage if job.status else "UNKNOWN"
# Skip job if not all jobs should be shown and status doesn't match criteria
if not self.all and status not in ("RUNNING", "UPDATING"):
continue
# Extract job ID
job_id = job.id
# Extract image or space information
image_or_space = job.docker_image or "N/A"
# Extract and format command
command = job.command or []
command_str = " ".join(command) if command else "N/A"
# Extract creation time
created_at = job.created_at or "N/A"
# Create a dict with all job properties for filtering
job_properties = {
"id": job_id,
"image": image_or_space,
"status": status.lower(),
"command": command_str,
}
# Check if job matches all filters
if not self._matches_filters(job_properties):
continue
# Create row
rows.append([job_id, image_or_space, command_str, created_at, status])
# Handle empty results
if not rows:
filters_msg = ""
if self.filters:
filters_msg = f" matching filters: {', '.join([f'{k}={v}' for k, v in self.filters.items()])}"
print(f"No jobs found{filters_msg}")
return
# Apply custom format if provided or use default tabular format
self._print_output(rows, table_headers)
except requests.RequestException as e:
print(f"Error fetching jobs data: {e}")
except (KeyError, ValueError, TypeError) as e:
print(f"Error processing jobs data: {e}")
except Exception as e:
print(f"Unexpected error - {type(e).__name__}: {e}")
def _matches_filters(self, job_properties: Dict[str, str]) -> bool:
"""Check if job matches all specified filters."""
for key, pattern in self.filters.items():
# Check if property exists
if key not in job_properties:
return False
# Support pattern matching with wildcards
if "*" in pattern or "?" in pattern:
# Convert glob pattern to regex
regex_pattern = pattern.replace("*", ".*").replace("?", ".")
if not re.search(f"^{regex_pattern}$", job_properties[key], re.IGNORECASE):
return False
# Simple substring matching
elif pattern.lower() not in job_properties[key].lower():
return False
return True
def _print_output(self, rows, headers):
"""Print output according to the chosen format."""
if self.format:
# Custom template formatting (simplified)
template = self.format
for row in rows:
line = template
for i, field in enumerate(["id", "image", "command", "created", "status"]):
placeholder = f"{{{{.{field}}}}}"
if placeholder in line:
line = line.replace(placeholder, str(row[i]))
print(line)
else:
# Default tabular format
print(
_tabulate(
rows,
headers=headers,
)
)
class InspectCommand(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction) -> None:
run_parser = parser.add_parser("inspect", help="Display detailed information on one or more Jobs")
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace where the job is running. Defaults to the current user's namespace.",
)
run_parser.add_argument(
"--token", type=str, help="A User Access Token generated from https://huggingface.co/settings/tokens"
)
run_parser.add_argument("job_ids", nargs="...", help="The jobs to inspect")
run_parser.set_defaults(func=InspectCommand)
def __init__(self, args: Namespace) -> None:
self.namespace: Optional[str] = args.namespace
self.token: Optional[str] = args.token
self.job_ids: List[str] = args.job_ids
def run(self) -> None:
api = HfApi(token=self.token)
jobs = [api.inspect_job(job_id=job_id, namespace=self.namespace) for job_id in self.job_ids]
print(json.dumps([asdict(job) for job in jobs], indent=4, default=str))
class CancelCommand(BaseHuggingfaceCLICommand):
@staticmethod
def register_subcommand(parser: _SubParsersAction) -> None:
run_parser = parser.add_parser("cancel", help="Cancel a Job")
run_parser.add_argument("job_id", type=str, help="Job ID")
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace where the job is running. Defaults to the current user's namespace.",
)
run_parser.add_argument(
"--token", type=str, help="A User Access Token generated from https://huggingface.co/settings/tokens"
)
run_parser.set_defaults(func=CancelCommand)
def __init__(self, args: Namespace) -> None:
self.job_id: str = args.job_id
self.namespace = args.namespace
self.token: Optional[str] = args.token
def run(self) -> None:
api = HfApi(token=self.token)
api.cancel_job(job_id=self.job_id, namespace=self.namespace)
class UvCommand(BaseHuggingfaceCLICommand):
"""Run UV scripts on Hugging Face infrastructure."""
@staticmethod
def register_subcommand(parser):
"""Register UV run subcommand."""
uv_parser = parser.add_parser(
"uv",
help="Run UV scripts (Python with inline dependencies) on HF infrastructure",
)
subparsers = uv_parser.add_subparsers(dest="uv_command", help="UV commands", required=True)
# Run command only
run_parser = subparsers.add_parser(
"run",
help="Run a UV script (local file or URL) on HF infrastructure",
)
run_parser.add_argument("script", help="UV script to run (local file or URL)")
run_parser.add_argument("script_args", nargs="...", help="Arguments for the script", default=[])
run_parser.add_argument("--image", type=str, help="Use a custom Docker image with `uv` installed.")
run_parser.add_argument(
"--repo",
help="Repository name for the script (creates ephemeral if not specified)",
)
run_parser.add_argument(
"--flavor",
type=str,
help=f"Flavor for the hardware, as in HF Spaces. Defaults to `cpu-basic`. Possible values: {', '.join(SUGGESTED_FLAVORS)}.",
)
run_parser.add_argument("-e", "--env", action="append", help="Environment variables")
run_parser.add_argument(
"-s",
"--secrets",
action="append",
help=(
"Set secret environment variables. E.g. --secrets SECRET=value "
"or `--secrets HF_TOKEN` to pass your Hugging Face token."
),
)
run_parser.add_argument("--env-file", type=str, help="Read in a file of environment variables.")
run_parser.add_argument(
"--secrets-file",
type=str,
help="Read in a file of secret environment variables.",
)
run_parser.add_argument("--timeout", type=str, help="Max duration (e.g., 30s, 5m, 1h)")
run_parser.add_argument("-d", "--detach", action="store_true", help="Run in background")
run_parser.add_argument(
"--namespace",
type=str,
help="The namespace where the Job will be created. Defaults to the current user's namespace.",
)
run_parser.add_argument("--token", type=str, help="HF token")
# UV options
run_parser.add_argument("--with", action="append", help="Run with the given packages installed", dest="with_")
run_parser.add_argument(
"-p", "--python", type=str, help="The Python interpreter to use for the run environment"
)
run_parser.set_defaults(func=UvCommand)
def __init__(self, args: Namespace) -> None:
"""Initialize the command with parsed arguments."""
self.script = args.script
self.script_args = args.script_args
self.dependencies = args.with_
self.python = args.python
self.image = args.image
self.env: dict[str, Optional[str]] = {}
if args.env_file:
self.env.update(load_dotenv(Path(args.env_file).read_text(), environ=os.environ.copy()))
for env_value in args.env or []:
self.env.update(load_dotenv(env_value, environ=os.environ.copy()))
self.secrets: dict[str, Optional[str]] = {}
extended_environ = _get_extended_environ()
if args.secrets_file:
self.secrets.update(load_dotenv(Path(args.secrets_file).read_text(), environ=extended_environ))
for secret in args.secrets or []:
self.secrets.update(load_dotenv(secret, environ=extended_environ))
self.flavor: Optional[SpaceHardware] = args.flavor
self.timeout: Optional[str] = args.timeout
self.detach: bool = args.detach
self.namespace: Optional[str] = args.namespace
self.token: Optional[str] = args.token
self._repo = args.repo
def run(self) -> None:
"""Execute UV command."""
logging.set_verbosity(logging.INFO)
api = HfApi(token=self.token)
job = api.run_uv_job(
script=self.script,
script_args=self.script_args,
dependencies=self.dependencies,
python=self.python,
image=self.image,
env=self.env,
secrets=self.secrets,
flavor=self.flavor,
timeout=self.timeout,
namespace=self.namespace,
_repo=self._repo,
)
# Always print the job ID to the user
print(f"Job started with ID: {job.id}")
print(f"View at: {job.url}")
if self.detach:
return
# Now let's stream the logs
for log in api.fetch_job_logs(job_id=job.id):
print(log)
def _get_extended_environ() -> Dict[str, str]:
extended_environ = os.environ.copy()
if (token := get_token()) is not None:
extended_environ["HF_TOKEN"] = token
return extended_environ
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