Files
InvokeAI/invokeai/backend/model_manager/download/queue.py

302 lines
10 KiB
Python

# Copyright (c) 2023, Lincoln D. Stein
"""Implementation of multithreaded download queue for invokeai."""
import re
import os
import requests
import threading
from pathlib import Path
from typing import Dict, Optional, Set, List
from pydantic import Field, validator, ValidationError
from pydantic.networks import AnyHttpUrl
from queue import PriorityQueue
from invokeai.backend.util.logging import InvokeAILogger
from .base import (
DownloadQueueBase,
DownloadJobStatus,
DownloadEventHandler,
UnknownJobIDException,
CancelledJobException,
DownloadJobBase
)
# marker that the queue is done and that thread should exit
STOP_JOB = DownloadJobBase(
id=-99,
priority=-99,
source='dummy',
destination='/')
class DownloadJobURL(DownloadJobBase):
"""Job declaration for downloading individual URLs."""
source: AnyHttpUrl = Field(description="URL to download")
class DownloadJobRepoID(DownloadJobBase):
"""Download repo ids."""
variant: Optional[str] = Field(description="Variant, such as 'fp16', to download")
@validator('source')
@classmethod
def _validate_source(cls, v: str) -> str:
if not re.match(r'^\w+/\w+$', v):
raise ValidationError(f'{v} invalid repo_id')
return v
class DownloadQueue(DownloadQueueBase):
"""Class for queued download of models."""
_jobs: Dict[int, DownloadJobBase]
_worker_pool: Set[threading.Thread]
_queue: PriorityQueue
_lock: threading.Lock
_logger: InvokeAILogger
_event_handler: Optional[DownloadEventHandler]
_next_job_id: int = 0
def __init__(self,
max_parallel_dl: int = 5,
event_handler: Optional[DownloadEventHandler] = None,
):
"""
Initialize DownloadQueue.
:param max_parallel_dl: Number of simultaneous downloads allowed [5].
:param event_handler: Optional callable that will be called each time a job status changes.
"""
print('IN __INIT__')
self._jobs = dict()
self._next_job_id = 0
self._queue = PriorityQueue()
self._worker_pool = set()
self._lock = threading.RLock()
self._logger = InvokeAILogger.getLogger()
self._event_handler = event_handler
self._start_workers(max_parallel_dl)
def create_download_job(
self,
source: str,
destdir: Path,
filename: Optional[Path] = None,
start: bool = True,
variant: Optional[str] = None,
access_token: Optional[str] = None,
event_handler: Optional[DownloadEventHandler] = None,
) -> int:
if re.match(r'^\w+/\w+$', source):
cls = DownloadJobRepoID
kwargs = dict(variant=variant)
else:
cls = DownloadJobURL
kwargs = dict()
try:
self._lock.acquire()
id = self._next_job_id
self._jobs[id] = cls(
id=id,
source=source,
destination=Path(destdir) / (filename or "."),
access_token=access_token,
event_handler=(event_handler or self._event_handler),
**kwargs,
)
self._next_job_id += 1
job = self._jobs[id]
finally:
self._lock.release()
if start:
self.start_job(id)
return job.id
def release(self):
"""Signal our threads to exit when queue done."""
for thread in self._worker_pool:
if thread.is_alive():
self._queue.put(STOP_JOB)
def join(self):
self._queue.join()
def list_jobs(self) -> List[DownloadJobBase]:
return self._jobs.values()
def change_priority(self, id: int, delta: int):
try:
self._lock.acquire()
job = self._jobs[id]
job.priority += delta
except KeyError as excp:
raise UnknownJobIDException("Unrecognized job") from excp
finally:
self._lock.release()
def cancel_job(self, job: DownloadJobBase):
try:
self._lock.acquire()
job.status = DownloadJobStatus.ERROR
job.error = CancelledJobException(f"Job {job.id} cancelled at caller's request")
self._update_job_status
del self._jobs[job.id]
finally:
self._lock.release()
def id_to_job(self, id: int) -> DownloadJobBase:
try:
return self._jobs[id]
except KeyError as excp:
raise UnknownJobIDException("Unrecognized job") from excp
def start_job(self, id: int):
try:
job = self._jobs[id]
self._update_job_status(job, DownloadJobStatus.ENQUEUED)
self._queue.put(job)
except KeyError as excp:
raise UnknownJobIDException("Unrecognized job") from excp
def pause_job(self, id: int):
try:
self._lock.acquire()
job = self._jobs[id]
self._update_job_status(job, DownloadJobStatus.PAUSED)
except KeyError as excp:
raise UnknownJobIDException("Unrecognized job") from excp
finally:
self._lock.release()
def start_all_jobs(self):
try:
self._lock.acquire()
for id in self._jobs:
self.start_job(id)
finally:
self._lock.release()
def pause_all_jobs(self, id: int):
try:
self._lock.acquire()
for id in self._jobs:
self.pause_job(id)
finally:
self._lock.release()
def cancel_all_jobs(self, id: int):
try:
self._lock.acquire()
for id in self._jobs:
self.cancel_job(id)
finally:
self._lock.release()
def _start_workers(self, max_workers: int):
for i in range(0, max_workers):
worker = threading.Thread(target=self._download_next_item, daemon=True)
worker.start()
self._worker_pool.add(worker)
def _download_next_item(self):
"""Worker thread gets next job on priority queue."""
while True:
job = self._queue.get()
if job == STOP_JOB: # marker that queue is done
print(f'DEBUG: thread {threading.current_thread().native_id} exiting')
break
if job.status == DownloadJobStatus.ENQUEUED: # Don't do anything for cancelled or errored jobs
if isinstance(job, DownloadJobURL):
self._download_with_resume(job)
elif isinstance(job, DownloadJobRepoID):
raise self._download_repoid(job)
else:
raise NotImplementedError(f"Don't know what to do with this job: {job}")
self._queue.task_done()
def _download_with_resume(self, job: DownloadJobBase):
"""Do the actual download."""
header = {"Authorization": f"Bearer {job.access_token}"} if job.access_token else {}
open_mode = "wb"
exist_size = 0
resp = requests.get(job.source, header, stream=True)
content_length = int(resp.headers.get("content-length", 0))
job.total_bytes = content_length
if job.destination.is_dir():
try:
file_name = re.search('filename="(.+)"', resp.headers.get("Content-Disposition")).group(1)
except AttributeError:
file_name = os.path.basename(job.source)
job.destination = job.destination / file_name
dest = job.destination
else:
dest = job.destination
dest.parent.mkdir(parents=True, exist_ok=True)
if dest.exists():
job.bytes = dest.stat().st_size
header["Range"] = f"bytes={job.bytes}-"
open_mode = "ab"
resp = requests.get(job.source, headers=header, stream=True) # new request with range
if exist_size > content_length:
self._logger.warning("corrupt existing file found. re-downloading")
os.remove(dest)
exist_size = 0
if resp.status_code == 416 or (content_length > 0 and exist_size == content_length):
self._logger.warning(f"{dest}: complete file found. Skipping.")
self._update_job_status(job, DownloadJobStatus.COMPLETED)
return
if resp.status_code == 206 or exist_size > 0:
self._logger.warning(f"{dest}: partial file found. Resuming...")
elif resp.status_code != 200:
self._logger.error(f"An error occurred during downloading {dest}: {resp.reason}")
else:
self._logger.info(f"{dest}: Downloading...")
self._update_job_status(job, DownloadJobStatus.RUNNING)
report_delta = job.total_bytes / 100 # report every 1% change
last_report_bytes = 0
try:
with open(dest, open_mode) as file:
for data in resp.iter_content(chunk_size=1024):
if job.status != DownloadJobStatus.RUNNING: # cancelled, paused or errored
return
job.bytes += file.write(data)
if job.bytes - last_report_bytes >= report_delta:
last_report_bytes = job.bytes
self._update_job_status(job)
self._update_job_status(job, DownloadJobStatus.COMPLETED)
del self._jobs[job.id]
except Exception as excp:
self._logger.error(f"An error occurred while downloading {dest}: {str(excp)}")
job.error = excp
self._update_job_status(job, DownloadJobStatus.ERROR)
def _update_job_status(self,
job: DownloadJobBase,
new_status: Optional[DownloadJobStatus] = None
):
"""Optionally change the job status and send an event indicating a change of state."""
if new_status:
job.status = new_status
self._logger.debug(f"Status update for download job {job.id}: {job}")
if job.event_handler:
job.event_handler(job)
def _download_repoid(self, job: DownloadJobBase):
"""Download a job that holds a huggingface repoid."""
repo_id = job.source
variant = job.variant