* Cleanup after age modifier PR

* Cleanup after age modifier PR

* Use OpenVino 2024.2.0 for installer

* Prepare 3.0.0 for installer

* Fix benchmark suite, Introduce sync_item() for state manager

* Fix lint

* Render slide preview also in lower res

* Lower thread and queue count to avoid false usage

* Fix spacing

* Feat/jobs UI (#627)

* Jobs UI part1

* Change naming

* Jobs UI part2

* Jobs UI part3

* Jobs UI part4

* Jobs UI part4

* Jobs UI part5

* Jobs UI part6

* Jobs UI part7

* Jobs UI part8

* Jobs UI part9

* Jobs UI part10

* Jobs UI part11

* Jobs UI part12

* Fix rebase

* Jobs UI part13

* Jobs UI part14

* Jobs UI part15

* changes (#626)

* Remove useless ui registration

* Remove useless ui registration

* move job_list.py
replace [0] with get_first()

* optimize imports

* fix date None problem
add test job list

* Jobs UI part16

* Jobs UI part17

* Jobs UI part18

* Jobs UI part19

* Jobs UI part20

* Jobs UI part21

* Jobs UI part22

* move job_list_options

* Add label to job status checkbox group

* changes

* changes

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Update some dependencies

* UI helper to convert 'none'

* validate job (#628)

* changes

* changes

* add test

* changes

* changes

* Minor adjustments

* Replace is_json with is_file

* Handle empty and invalid json in job_list

* Handle empty and invalid json in job_list

* Handle empty and invalid json in job_list

* Work on the job manager UI

* Cosmetic changes on common helper

* Just make it work for now

* Just make it work for now

* Just make it work for now

* Streamline the step index lookups

* Hide footer

* Simplify instant runner

* Simplify instant runner UI and job manager UI

* Fix empty step choices

* Fix empty step choices

* Fix none values in UI

* Rework on benchmark (add warmup) and job list

* Improve ValueAndUnit

* Add step 1 of x output

* Cosmetic changes on the UI

* Fix invalid job file names

* Update preview

* Introducing has_step() and sorting out insert behaviour

* Introducing has_step() and sorting out insert behaviour

* Add [ none ] to some job id dropdowns

* Make updated dropdown values kinda perfect

* Make updated dropdown values kinda perfect

* Fix testing

* Minor improvement on UI

* Fix false config lookup

* Remove TensorRT as our models are not made for it

* Feat/cli commands second try rev2 (#640)

* Refactor CLI to commands

* Refactor CLI to commands part2

* Refactor CLI to commands part3

* Refactor CLI to commands part4

* Rename everything to facefusion.py

* Refactor CLI to commands part5

* Refactor CLI to commands part6

* Adjust testing

* Fix lint

* Fix lint

* Fix lint

* Refactor CLI to commands part7

* Extend State typing

* Fix false config lookup, adjust logical orders

* Move away from passing program part1

* Move away from passing program part2

* Move away from passing program part3

* Fix lint

* Move away from passing program part4

* ui-args update

* ui-args update

* ui-args update

* temporary type fix

* Move away from passing program part5

* remove unused

* creates args.py

* Move away from passing program part6

* Move away from passing program part7

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Minor optimizations

* Update commands in README

* Fix job-retry command

* Fix multi runs via UI

* add more job keys

* Cleanup codebase

* One method to create inference session (#641)

* One method to create inference session

* Remove warnings, as there are none

* Remember job id during processing

* Fix face masker config block

* Change wording

* Prevent age modifier from using CoreML

* add expression restorer (#642)

* add expression restorer

* fix import

* fix lint

* changes

* changes

* changes

* Host the final model for expression restorer

* Insert step on the given index

* UI workover (#644)

* UI workover part1

* Introduce ComponentOptions

* Only set Media components to None when visibility changes

* Clear static faces and reference faces between step processing

* Minor changes

* Minor changes

* Fix testing

* Enable test_sanitize_path_for_windows (#646)

* Dynamic download during job processing (#647)

* Fix face masker UI

* Rename run-headless to headless-run

* Feat/split frame processor UI (#649)

* Split frame processor UI

* Split frame processor UI part3, Refactor get_model_initializer

* Split frame processor UI part4

* Feat/rename frame processors (#651)

* Rename frame processors

* Rename frame processors part2

* Fix imports

 Conflicts:
	facefusion/uis/layouts/benchmark.py
	facefusion/uis/layouts/default.py

* Fix imports

* Cosmetic changes

* Fix multi threading for ROCm

* Change temp frames pattern

* Adjust terminal help

* remove expression restorer (#653)

* Expression restorer as processor (#655)

* add expression restorer

* changes

* Cleanup code

* Add TensorRT support back

* Add TensorRT support back

* Add TensorRT support back

* changes (#656)

* Change minor wording

* Fix face enhancer slider

* Add more typing

* Fix expression-restorer when using trim (#659)

* changes

* changes

* Rework/model and inference pool part2 (#660)

* Rework on model and inference pool

* Introduce inference sources and pools part1

* Introduce inference sources and pools part2

* Introduce inference sources and pools part3

* Introduce inference sources and pools part4

* Introduce inference sources and pools part5

* Introduce inference sources and pools part6

* Introduce inference sources and pools part6

* Introduce inference sources and pools part6

* Introduce inference sources and pools part7

* Introduce inference sources and pools part7

* Introduce inference sources and pools part8

* Introduce inference sources and pools part9

* Introduce inference sources and pools part10

* Introduce inference sources and pools part11

* Introduce inference sources and pools part11

* Introduce inference sources and pools part11

* Introduce inference sources and pools part12

* Reorganize the face masker UI

* Fix trim in UI

* Feat/hashed sources (#668)

* Introduce source helper

* Remove post_check() and just use process_manager

* Remove post_check() part2

* Add hash based downloads

* Add hash based downloads part2

* Add hash based downloads part3

* Add hash based downloads part4

* Add hash based downloads part5

* Add hash based downloads part6

* Add hash based downloads part7

* Add hash based downloads part7

* Add hash based downloads part8

* Remove print

* Prepare 3.0.0 release

* Fix UI

* Release the check when really done

* Update inputs for live portrait

* Update to 3.0.0 releases, extend download postfix

* Move files to the right place

* Logging for the hash and source validation

* Changing logic to handle corrupt sources

* Fix typo

* Use names over get_inputs(), Remove set_options() call

* Age modifier now works for CoreML too

* Update age_modifier.py

* Add video encoder h264_videotoolbox and hevc_videotoolbox

* Face editor add eye gaze & remove open factor sliders (#670)

* changes

* add eye gaze

* changes

* cleanup

* add eyebrow control

* changes

* changes

* Feat/terminal UI (#671)

* Introduce terminal to the UI

* Introduce terminal to the UI part2

* Introduce terminal to the UI part2

* Introduce terminal to the UI part2

* Calc range step to avoid weird values

* Use Sequence for ranges

* Use Sequence for ranges

* changes (#673)

* Use Sequence for ranges

* Finalize terminal UI

* Finalize terminal UI

* Webcam cosmetics, Fix normalize fps to accept int

* Cosmetic changes

* Finalize terminal UI

* Rename leftover typings

* Fix wording

* Fix rounding in metavar

* Fix rounding in metavar

* Rename to face classifier

* Face editor lip moves (#677)

* changes

* changes

* changes

* Fix rounding in metavar

* Rename to face classifier

* changes

* changes

* update naming

---------

Co-authored-by: henryruhs <info@henryruhs.com>

* Fix wording

* Feat/many landmarker + face analyser breakdown (#678)

* Basic multi landmarker integration

* Simplify some method names

* Break into face_detector and face_landmarker

* Fix cosmetics

* Fix testing

* Break into face_attributor and face_recognizer

* Clear them all

* Clear them all

* Rename to face classifier

* Rename to face classifier

* Fix testing

* Fix stuff

* Add face landmarker model to UI

* Add face landmarker model to UI part2

* Split the config

* Split the UI

* Improvement from code review

* Improvement from code review

* Validate args also for sub parsers

* Remove clear of processors in process step

* Allow finder control for the face editor

* Fix lint

* Improve testing performance

* Remove unused file, Clear processors from the UI before job runs

* Update the installer

* Uniform set handler for swapper and detector in the UI

* Fix example urls

* Feat/inference manager (#684)

* Introduce inference manager

* Migrate all to inference manager

* clean ini

* Introduce app context based inference pools

* Fix lint

* Fix typing

* Adjust layout

* Less border radius

* Rename app context names

* Fix/live portrait directml (#691)

* changes (#690)

* Adjust naming

* Use our assets release

* Adjust naming

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Add caches to gitignore

* Update dependencies and drop CUDA 11.8 support (#693)

* Update dependencies and drop CUDA 11.8 support

* Play save and keep numpy 1.x.x

* Improve TensorRT optimization

* changes

* changes

* changes

* changes

* changes

* changes

* changes

* changes

* changes

* Reuse inference sessions (#696)

* Fix force-download command

* Refactor processors to forward() (#698)

* Install tensorrt when selecting cuda

* Minor changes

* Use latest numpy

* Fix limit system memory

* Implement forward() for every inference (#699)

* Implement forward() for every inference

* Implement forward() for every inference

* Implement forward() for every inference

* Implement forward() for every inference

* changes

* changes

* changes

* changes

* Feat/fairface (#710)

* Replace gender_age model with fair face (#709)

* changes

* changes

* changes

* age dropdown to range-slider

* Cleanup code

* Cleanup code

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Extend installer to set library paths for cuda and tensorrt (#707)

* Extend installer to set library paths for cuda and tensorrt

* Add refresh of conda env

* Remove invalid commands

* Set the conda env according to operating system

* Update for ROCm 6.2

* fix installer

* Aktualisieren von installer.py

* Add missing face selector keys

* Try to keep original LD_LIBRARY_PATH

* windows support installer

* Final touch to the installer

* Remove spaces

* Simplidy collect_model_downloads()

* Fix force download for once and forever

* Housekeeping (#715)

* changes

* changes

* changes

* Fix performance part1

* Fix mixed states (#689)

* Fix mixed states

* Add missing sync for job args

* Move UnionStateXXX to base typing

* Undo

* Remove UnionStateXXX

* Fix app context performance lookup (#717)

* Restore performance for inswapper

* Mover upper() to the logger

* Undo debugging

* Move TensorRT installation to docs

* Sort out log level typing, Add log level UI dropdown (#719)

* Fix inference pool part1

* Validate conda library paths existence

* Default face selector order to large-small

* Fix inference pool context according to execution provider (#720)

* Fix app context under Windows

* CUDA and TensorRT update for the installer

* Remove concept of static processor modules

* Revert false commit

* Change event order makes a difference

* Fix multi model context in inference pool (#721)

* Fix multi model context in inference pool

* Fix multi model context in inference pool part2

* Use latest gradio to avoid fastapi bug

* Rework on the Windows Installer

* Use embedding converter (#724)

* changes (#723)

* Upload models to official assets repo

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Rework on the Windows Installer part2

* Resolve subprocess calls (#726)

* Experiment

* Resolve subprocess calls to cover edge cases like broken PATH

* Adjust wording

* Simplify code

* Rework on the Windows Installer part3

* Rework on the Windows Installer part4

* Numpy fix for older onnxruntime

* changes (#729)

* Add space

* Add MacOS installer

* Use favicon

* Fix disabled logger

* Layout polishing (#731)

* Update dependencies, Adjust many face landmarker logic

* Cosmetics changes

* Should be button

* Introduce randomized action button

* Fix update of lip syncer and expression restorer

* Stop sharing inference session this prevents flushing VRAM

* Fix test

* Fix urls

* Prepare release

* Vanish inquirer

* Sticky preview does not work on portrait images

* Sticky preview only for landscape images and videos

* remove gradio tunnel env

* Change wording and deeplinks

* increase peppa landmark score offset

* Change wording

* Graceful exit install.py

* Just adding a required

* Cannot use the exit_helper

* Rename our model

* Change color of face-landmark-68/5

* Limit liveportrait (#739)

* changes

* changes

* changes

* Cleanup

* Cleanup

---------

Co-authored-by: harisreedhar <h4harisreedhar.s.s@gmail.com>
Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* limit expression restorer

* change expression restorer 0-100 range

* Use 256x icon

* changes

* changes

* changes

* changes

* Limit face editor rotation (#745)

* changes (#743)

* Finish euler methods

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>

* Use different coveralls badge

* Move about wording

* Shorten scope in the logger

* changes

* changes

* Shorten scope in the logger

* fix typo

* Simplify the arcface converter names

* Update preview

---------

Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>
Co-authored-by: harisreedhar <h4harisreedhar.s.s@gmail.com>
This commit is contained in:
Henry Ruhs
2024-09-20 17:27:50 +02:00
committed by GitHub
parent 57016d7c77
commit 13761af044
171 changed files with 11598 additions and 5115 deletions

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import os
from datetime import datetime
from typing import Optional
def get_step_output_path(job_id : str, step_index : int, output_path : str) -> Optional[str]:
if output_path:
output_directory_path, _ = os.path.split(output_path)
output_file_name, output_file_extension = os.path.splitext(_)
return os.path.join(output_directory_path, output_file_name + '-' + job_id + '-' + str(step_index) + output_file_extension)
return None
def suggest_job_id(job_prefix : str = 'job') -> str:
return job_prefix + '-' + datetime.now().strftime('%Y-%m-%d-%H-%M-%S')

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from datetime import datetime
from typing import Optional, Tuple
from facefusion.date_helper import describe_time_ago
from facefusion.jobs import job_manager
from facefusion.typing import JobStatus, TableContents, TableHeaders
def compose_job_list(job_status : JobStatus) -> Tuple[TableHeaders, TableContents]:
jobs = job_manager.find_jobs(job_status)
job_headers : TableHeaders = [ 'job id', 'steps', 'date created', 'date updated', 'job status' ]
job_contents : TableContents = []
for index, job_id in enumerate(jobs):
if job_manager.validate_job(job_id):
job = jobs[job_id]
step_total = job_manager.count_step_total(job_id)
date_created = prepare_describe_datetime(job.get('date_created'))
date_updated = prepare_describe_datetime(job.get('date_updated'))
job_contents.append(
[
job_id,
step_total,
date_created,
date_updated,
job_status
])
return job_headers, job_contents
def prepare_describe_datetime(date_time : Optional[str]) -> Optional[str]:
if date_time:
return describe_time_ago(datetime.fromisoformat(date_time))
return None

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import glob
import os
from copy import copy
from typing import List, Optional
from facefusion.choices import job_statuses
from facefusion.date_helper import get_current_date_time
from facefusion.filesystem import create_directory, is_directory, is_file, move_file, remove_directory, remove_file
from facefusion.jobs.job_helper import get_step_output_path
from facefusion.json import read_json, write_json
from facefusion.temp_helper import create_base_directory
from facefusion.typing import Args, Job, JobSet, JobStatus, JobStep, JobStepStatus
JOBS_PATH : Optional[str] = None
def init_jobs(jobs_path : str) -> bool:
global JOBS_PATH
JOBS_PATH = jobs_path
job_status_paths = [ os.path.join(JOBS_PATH, job_status) for job_status in job_statuses ]
create_base_directory()
for job_status_path in job_status_paths:
create_directory(job_status_path)
return all(is_directory(status_path) for status_path in job_status_paths)
def clear_jobs(jobs_path : str) -> bool:
return remove_directory(jobs_path)
def create_job(job_id : str) -> bool:
job : Job =\
{
'version': '1',
'date_created': get_current_date_time().isoformat(),
'date_updated': None,
'steps': []
}
return create_job_file(job_id, job)
def submit_job(job_id : str) -> bool:
drafted_job_ids = find_job_ids('drafted')
steps = get_steps(job_id)
if job_id in drafted_job_ids and steps:
return set_steps_status(job_id, 'queued') and move_job_file(job_id, 'queued')
return False
def submit_jobs() -> bool:
drafted_job_ids = find_job_ids('drafted')
if drafted_job_ids:
for job_id in drafted_job_ids:
if not submit_job(job_id):
return False
return True
return False
def delete_job(job_id : str) -> bool:
return delete_job_file(job_id)
def delete_jobs() -> bool:
job_ids = find_job_ids('drafted') + find_job_ids('queued') + find_job_ids('failed') + find_job_ids('completed')
if job_ids:
for job_id in job_ids:
if not delete_job(job_id):
return False
return True
return False
def find_jobs(job_status : JobStatus) -> JobSet:
job_ids = find_job_ids(job_status)
jobs : JobSet = {}
for job_id in job_ids:
jobs[job_id] = read_job_file(job_id)
return jobs
def find_job_ids(job_status : JobStatus) -> List[str]:
job_pattern = os.path.join(JOBS_PATH, job_status, '*.json')
job_files = glob.glob(job_pattern)
job_files.sort(key = os.path.getmtime)
job_ids = []
for job_file in job_files:
job_id, _ = os.path.splitext(os.path.basename(job_file))
job_ids.append(job_id)
return job_ids
def validate_job(job_id : str) -> bool:
job = read_job_file(job_id)
return bool(job and 'version' in job and 'date_created' in job and 'date_updated' in job and 'steps' in job)
def has_step(job_id : str, step_index : int) -> bool:
step_total = count_step_total(job_id)
return step_index in range(step_total)
def add_step(job_id : str, step_args : Args) -> bool:
job = read_job_file(job_id)
if job:
job.get('steps').append(
{
'args': step_args,
'status': 'drafted'
})
return update_job_file(job_id, job)
return False
def remix_step(job_id : str, step_index : int, step_args : Args) -> bool:
steps = get_steps(job_id)
step_args = copy(step_args)
if step_index and step_index < 0:
step_index = count_step_total(job_id) - 1
if has_step(job_id, step_index):
output_path = steps[step_index].get('args').get('output_path')
step_args['target_path'] = get_step_output_path(job_id, step_index, output_path)
return add_step(job_id, step_args)
return False
def insert_step(job_id : str, step_index : int, step_args : Args) -> bool:
job = read_job_file(job_id)
step_args = copy(step_args)
if step_index and step_index < 0:
step_index = count_step_total(job_id) - 1
if job and has_step(job_id, step_index):
job.get('steps').insert(step_index,
{
'args': step_args,
'status': 'drafted'
})
return update_job_file(job_id, job)
return False
def remove_step(job_id : str, step_index : int) -> bool:
job = read_job_file(job_id)
if step_index and step_index < 0:
step_index = count_step_total(job_id) - 1
if job and has_step(job_id, step_index):
job.get('steps').pop(step_index)
return update_job_file(job_id, job)
return False
def get_steps(job_id : str) -> List[JobStep]:
job = read_job_file(job_id)
if job:
return job.get('steps')
return []
def count_step_total(job_id : str) -> int:
steps = get_steps(job_id)
if steps:
return len(steps)
return 0
def set_step_status(job_id : str, step_index : int, step_status : JobStepStatus) -> bool:
job = read_job_file(job_id)
if job:
steps = job.get('steps')
if has_step(job_id, step_index):
steps[step_index]['status'] = step_status
return update_job_file(job_id, job)
return False
def set_steps_status(job_id : str, step_status : JobStepStatus) -> bool:
job = read_job_file(job_id)
if job:
for step in job.get('steps'):
step['status'] = step_status
return update_job_file(job_id, job)
return False
def read_job_file(job_id : str) -> Optional[Job]:
job_path = find_job_path(job_id)
return read_json(job_path) #type:ignore[return-value]
def create_job_file(job_id : str, job : Job) -> bool:
job_path = find_job_path(job_id)
if not is_file(job_path):
job_create_path = suggest_job_path(job_id, 'drafted')
return write_json(job_create_path, job) #type:ignore[arg-type]
return False
def update_job_file(job_id : str, job : Job) -> bool:
job_path = find_job_path(job_id)
if is_file(job_path):
job['date_updated'] = get_current_date_time().isoformat()
return write_json(job_path, job) #type:ignore[arg-type]
return False
def move_job_file(job_id : str, job_status : JobStatus) -> bool:
job_path = find_job_path(job_id)
job_move_path = suggest_job_path(job_id, job_status)
return move_file(job_path, job_move_path)
def delete_job_file(job_id : str) -> bool:
job_path = find_job_path(job_id)
return remove_file(job_path)
def suggest_job_path(job_id : str, job_status : JobStatus) -> Optional[str]:
job_file_name = get_job_file_name(job_id)
if job_file_name:
return os.path.join(JOBS_PATH, job_status, job_file_name)
return None
def find_job_path(job_id : str) -> Optional[str]:
job_file_name = get_job_file_name(job_id)
if job_file_name:
for job_status in job_statuses:
job_pattern = os.path.join(JOBS_PATH, job_status, job_file_name)
job_paths = glob.glob(job_pattern)
for job_path in job_paths:
return job_path
return None
def get_job_file_name(job_id : str) -> Optional[str]:
if job_id:
return job_id + '.json'
return None

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from facefusion.ffmpeg import concat_video
from facefusion.filesystem import is_image, is_video, move_file, remove_file
from facefusion.jobs import job_helper, job_manager
from facefusion.typing import JobOutputSet, JobStep, ProcessStep
def run_job(job_id : str, process_step : ProcessStep) -> bool:
queued_job_ids = job_manager.find_job_ids('queued')
if job_id in queued_job_ids:
if run_steps(job_id, process_step) and finalize_steps(job_id):
clean_steps(job_id)
return job_manager.move_job_file(job_id, 'completed')
clean_steps(job_id)
job_manager.move_job_file(job_id, 'failed')
return False
def run_jobs(process_step : ProcessStep) -> bool:
queued_job_ids = job_manager.find_job_ids('queued')
if queued_job_ids:
for job_id in queued_job_ids:
if not run_job(job_id, process_step):
return False
return True
return False
def retry_job(job_id : str, process_step : ProcessStep) -> bool:
failed_job_ids = job_manager.find_job_ids('failed')
if job_id in failed_job_ids:
return job_manager.set_steps_status(job_id, 'queued') and job_manager.move_job_file(job_id, 'queued') and run_job(job_id, process_step)
return False
def retry_jobs(process_step : ProcessStep) -> bool:
failed_job_ids = job_manager.find_job_ids('failed')
if failed_job_ids:
for job_id in failed_job_ids:
if not retry_job(job_id, process_step):
return False
return True
return False
def run_step(job_id : str, step_index : int, step : JobStep, process_step : ProcessStep) -> bool:
step_args = step.get('args')
if job_manager.set_step_status(job_id, step_index, 'started') and process_step(job_id, step_index, step_args):
output_path = step_args.get('output_path')
step_output_path = job_helper.get_step_output_path(job_id, step_index, output_path)
return move_file(output_path, step_output_path) and job_manager.set_step_status(job_id, step_index, 'completed')
job_manager.set_step_status(job_id, step_index, 'failed')
return False
def run_steps(job_id : str, process_step : ProcessStep) -> bool:
steps = job_manager.get_steps(job_id)
if steps:
for index, step in enumerate(steps):
if not run_step(job_id, index, step, process_step):
return False
return True
return False
def finalize_steps(job_id : str) -> bool:
output_set = collect_output_set(job_id)
for output_path, temp_output_paths in output_set.items():
if all(map(is_video, temp_output_paths)):
if not concat_video(output_path, temp_output_paths):
return False
if any(map(is_image, temp_output_paths)):
for temp_output_path in temp_output_paths:
if not move_file(temp_output_path, output_path):
return False
return True
def clean_steps(job_id: str) -> bool:
output_set = collect_output_set(job_id)
for temp_output_paths in output_set.values():
for temp_output_path in temp_output_paths:
if not remove_file(temp_output_path):
return False
return True
def collect_output_set(job_id : str) -> JobOutputSet:
steps = job_manager.get_steps(job_id)
output_set : JobOutputSet = {}
for index, step in enumerate(steps):
output_path = step.get('args').get('output_path')
if output_path:
step_output_path = job_manager.get_step_output_path(job_id, index, output_path)
output_set.setdefault(output_path, []).append(step_output_path)
return output_set

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from typing import List
from facefusion.typing import JobStore
JOB_STORE : JobStore =\
{
'job_keys': [],
'step_keys': []
}
def get_job_keys() -> List[str]:
return JOB_STORE.get('job_keys')
def get_step_keys() -> List[str]:
return JOB_STORE.get('step_keys')
def register_job_keys(step_keys : List[str]) -> None:
for step_key in step_keys:
JOB_STORE['job_keys'].append(step_key)
def register_step_keys(job_keys : List[str]) -> None:
for job_key in job_keys:
JOB_STORE['step_keys'].append(job_key)