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Duplicate from damo-vilab/modelscope-text-to-video-synthesis

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Co-authored-by: hysts <hysts@users.noreply.huggingface.co>

Files changed (8) hide show
  1. .gitattributes +34 -0
  2. .gitignore +162 -0
  3. .pre-commit-config.yaml +37 -0
  4. .style.yapf +5 -0
  5. README.md +13 -0
  6. app.py +127 -0
  7. requirements.txt +8 -0
  8. style.css +191 -0
.gitattributes ADDED
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
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+ weights/
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+
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+ # Byte-compiled / optimized / DLL files
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+ __pycache__/
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+ *.py[cod]
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+ *$py.class
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+
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+ # C extensions
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+
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+ # Distribution / packaging
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+ .Python
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+ build/
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+ develop-eggs/
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+ dist/
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+ downloads/
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+ eggs/
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+ .eggs/
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+ lib/
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+ lib64/
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+ parts/
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+ sdist/
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+ var/
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+ wheels/
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+ share/python-wheels/
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+ *.egg-info/
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+ .installed.cfg
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+ *.egg
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+ MANIFEST
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+
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+ # PyInstaller
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+ # Usually these files are written by a python script from a template
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+ # before PyInstaller builds the exe, so as to inject date/other infos into it.
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+ *.manifest
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+ *.spec
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+
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+ # Installer logs
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+ pip-log.txt
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+ pip-delete-this-directory.txt
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+
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+ # Unit test / coverage reports
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+ htmlcov/
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+ .tox/
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+ .nox/
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+ .coverage
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+ .coverage.*
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+ .cache
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+ nosetests.xml
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+ coverage.xml
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+ *.cover
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+ *.py,cover
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+ .hypothesis/
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+ .pytest_cache/
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+ cover/
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+
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+ # Translations
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+ *.mo
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+ *.pot
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+
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+ # Django stuff:
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+ *.log
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+ local_settings.py
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+ db.sqlite3
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+ db.sqlite3-journal
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+
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+ # Flask stuff:
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+ instance/
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+
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+ # Scrapy stuff:
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+ .scrapy
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+
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+ # Sphinx documentation
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+ docs/_build/
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+
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+ # PyBuilder
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+ .pybuilder/
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+ target/
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+
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+ # Jupyter Notebook
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+ .ipynb_checkpoints
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+
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+ # IPython
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+ profile_default/
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+ ipython_config.py
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+
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+ # pyenv
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+ # For a library or package, you might want to ignore these files since the code is
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+ # intended to run in multiple environments; otherwise, check them in:
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+ # .python-version
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+
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+ # pipenv
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+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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+ # However, in case of collaboration, if having platform-specific dependencies or dependencies
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+ # poetry
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+ # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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+ # This is especially recommended for binary packages to ensure reproducibility, and is more
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+ # commonly ignored for libraries.
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+ # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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+ #poetry.lock
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+
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+ # pdm
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+ # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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+ #pdm.lock
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+ # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
110
+ # in version control.
111
+ # https://pdm.fming.dev/#use-with-ide
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+ .pdm.toml
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+
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+ # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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+ __pypackages__/
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+
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+ # Celery stuff
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+ celerybeat-schedule
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+ celerybeat.pid
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+
121
+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ .venv
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+ env/
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+ venv/
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+ ENV/
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+ env.bak/
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+ venv.bak/
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+
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+ # Spyder project settings
134
+ .spyderproject
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+ .spyproject
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+
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+ # Rope project settings
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+ .ropeproject
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+
140
+ # mkdocs documentation
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+ /site
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+
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+ # mypy
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+ .mypy_cache/
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+ .dmypy.json
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+ dmypy.json
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+
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+ # Pyre type checker
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+ .pyre/
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+
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+ # pytype static type analyzer
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+ .pytype/
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+
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+ # Cython debug symbols
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+ cython_debug/
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+
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+ # PyCharm
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+ # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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+ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
160
+ # and can be added to the global gitignore or merged into this file. For a more nuclear
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+ # option (not recommended) you can uncomment the following to ignore the entire idea folder.
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+ #.idea/
.pre-commit-config.yaml ADDED
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+ exclude: patch
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+ repos:
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+ - repo: https://github.com/pre-commit/pre-commit-hooks
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+ rev: v4.2.0
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+ hooks:
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+ - id: check-executables-have-shebangs
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+ - id: check-json
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+ - id: check-merge-conflict
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+ - id: check-shebang-scripts-are-executable
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+ - id: check-toml
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+ - id: check-yaml
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+ - id: double-quote-string-fixer
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+ - id: end-of-file-fixer
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+ - id: mixed-line-ending
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+ args: ['--fix=lf']
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+ - id: requirements-txt-fixer
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+ - id: trailing-whitespace
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+ - repo: https://github.com/myint/docformatter
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+ rev: v1.4
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+ hooks:
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+ - id: docformatter
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+ args: ['--in-place']
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+ - repo: https://github.com/pycqa/isort
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+ rev: 5.12.0
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+ hooks:
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+ - id: isort
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+ - repo: https://github.com/pre-commit/mirrors-mypy
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+ rev: v0.991
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+ hooks:
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+ - id: mypy
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+ args: ['--ignore-missing-imports']
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+ additional_dependencies: ['types-python-slugify']
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+ - repo: https://github.com/google/yapf
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+ rev: v0.32.0
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+ hooks:
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+ - id: yapf
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+ args: ['--parallel', '--in-place']
.style.yapf ADDED
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+ [style]
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+ based_on_style = pep8
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+ blank_line_before_nested_class_or_def = false
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+ spaces_before_comment = 2
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+ split_before_logical_operator = true
README.md ADDED
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+ ---
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+ title: ModelScope Text To Video Synthesis
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+ emoji: 🚀
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+ colorFrom: pink
5
+ colorTo: pink
6
+ sdk: gradio
7
+ sdk_version: 3.23.0
8
+ app_file: app.py
9
+ pinned: false
10
+ duplicated_from: damo-vilab/modelscope-text-to-video-synthesis
11
+ ---
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+
13
+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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1
+ #!/usr/bin/env python
2
+
3
+ from __future__ import annotations
4
+
5
+ import os
6
+ import random
7
+ import tempfile
8
+
9
+ import gradio as gr
10
+ import imageio
11
+ import numpy as np
12
+ import torch
13
+ from diffusers import DiffusionPipeline, DPMSolverMultistepScheduler
14
+
15
+ DESCRIPTION = '# [ModelScope Text to Video Synthesis](https://modelscope.cn/models/damo/text-to-video-synthesis/summary)'
16
+ DESCRIPTION += '\n<p>For Colab usage, you can view <a href="https://colab.research.google.com/drive/1uW1ZqswkQ9Z9bp5Nbo5z59cAn7I0hE6R?usp=sharing" style="text-decoration: underline;" target="_blank">this webpage</a>.(the latest update on 2023.03.21)</p>'
17
+ DESCRIPTION += '\n<p>This model can only be used for non-commercial purposes. To learn more about the model, take a look at the <a href="https://huggingface.co/damo-vilab/modelscope-damo-text-to-video-synthesis" style="text-decoration: underline;" target="_blank">model card</a>.</p>'
18
+ if (SPACE_ID := os.getenv('SPACE_ID')) is not None:
19
+ DESCRIPTION += f'\n<p>For faster inference without waiting in queue, you may duplicate the space and upgrade to GPU in settings. <a href="https://huggingface.co/spaces/{SPACE_ID}?duplicate=true"><img style="display: inline; margin-top: 0em; margin-bottom: 0em" src="https://bit.ly/3gLdBN6" alt="Duplicate Space" /></a></p>'
20
+
21
+ MAX_NUM_FRAMES = int(os.getenv('MAX_NUM_FRAMES', '200'))
22
+ DEFAULT_NUM_FRAMES = min(MAX_NUM_FRAMES,
23
+ int(os.getenv('DEFAULT_NUM_FRAMES', '16')))
24
+
25
+ pipe = DiffusionPipeline.from_pretrained('damo-vilab/text-to-video-ms-1.7b',
26
+ torch_dtype=torch.float16,
27
+ variant='fp16')
28
+ pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
29
+ pipe.enable_model_cpu_offload()
30
+ pipe.enable_vae_slicing()
31
+
32
+
33
+ def to_video(frames: list[np.ndarray], fps: int) -> str:
34
+ out_file = tempfile.NamedTemporaryFile(suffix='.mp4', delete=False)
35
+ writer = imageio.get_writer(out_file.name, format='FFMPEG', fps=fps)
36
+ for frame in frames:
37
+ writer.append_data(frame)
38
+ writer.close()
39
+ return out_file.name
40
+
41
+
42
+ def generate(prompt: str, seed: int, num_frames: int,
43
+ num_inference_steps: int) -> str:
44
+ if seed == -1:
45
+ seed = random.randint(0, 1000000)
46
+ generator = torch.Generator().manual_seed(seed)
47
+ frames = pipe(prompt,
48
+ num_inference_steps=num_inference_steps,
49
+ num_frames=num_frames,
50
+ generator=generator).frames
51
+ return to_video(frames, 8)
52
+
53
+
54
+ examples = [
55
+ ['An astronaut riding a horse.', 0, 16, 25],
56
+ ['A panda eating bamboo on a rock.', 0, 16, 25],
57
+ ['Spiderman is surfing.', 0, 16, 25],
58
+ ]
59
+
60
+ with gr.Blocks(css='style.css') as demo:
61
+ gr.Markdown(DESCRIPTION)
62
+ with gr.Group():
63
+ with gr.Box():
64
+ with gr.Row(elem_id='prompt-container').style(equal_height=True):
65
+ prompt = gr.Text(
66
+ label='Prompt',
67
+ show_label=False,
68
+ max_lines=1,
69
+ placeholder='Enter your prompt',
70
+ elem_id='prompt-text-input').style(container=False)
71
+ run_button = gr.Button('Generate video').style(
72
+ full_width=False)
73
+ result = gr.Video(label='Result', show_label=False, elem_id='gallery')
74
+ with gr.Accordion('Advanced options', open=False):
75
+ seed = gr.Slider(
76
+ label='Seed',
77
+ minimum=-1,
78
+ maximum=1000000,
79
+ step=1,
80
+ value=-1,
81
+ info='If set to -1, a different seed will be used each time.')
82
+ num_frames = gr.Slider(
83
+ label='Number of frames',
84
+ minimum=16,
85
+ maximum=MAX_NUM_FRAMES,
86
+ step=1,
87
+ value=16,
88
+ info=
89
+ 'Note that the content of the video also changes when you change the number of frames.'
90
+ )
91
+ num_inference_steps = gr.Slider(label='Number of inference steps',
92
+ minimum=10,
93
+ maximum=50,
94
+ step=1,
95
+ value=25)
96
+
97
+ inputs = [
98
+ prompt,
99
+ seed,
100
+ num_frames,
101
+ num_inference_steps,
102
+ ]
103
+ gr.Examples(examples=examples,
104
+ inputs=inputs,
105
+ outputs=result,
106
+ fn=generate,
107
+ cache_examples=os.getenv('SYSTEM') == 'spaces')
108
+
109
+ prompt.submit(fn=generate, inputs=inputs, outputs=result)
110
+ run_button.click(fn=generate, inputs=inputs, outputs=result)
111
+
112
+ with gr.Accordion(label='Biases and content acknowledgment', open=False):
113
+ gr.HTML("""<div class="acknowledgments">
114
+ <h4>Biases and content acknowledgment</h4>
115
+ <p>
116
+ Despite how impressive being able to turn text into video is, beware to the fact that this model may output content that reinforces or exacerbates societal biases. The training data includes LAION5B, ImageNet, Webvid and other public datasets. The model was not trained to realistically represent people or events, so using it to generate such content is beyond the model's capabilities.
117
+ </p>
118
+ <p>
119
+ It is not intended to generate content that is demeaning or harmful to people or their environment, culture, religion, etc. Similarly, it is not allowed to generate pornographic, violent and bloody content generation. <b>The model is meant for research purposes</b>.
120
+ </p>
121
+ <p>
122
+ To learn more about the model, head to its <a href="https://huggingface.co/damo-vilab/modelscope-damo-text-to-video-synthesis" style="text-decoration: underline;" target="_blank">model card</a>.
123
+ </p>
124
+ </div>
125
+ """)
126
+
127
+ demo.queue(api_open=False, max_size=15).launch()
requirements.txt ADDED
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+ accelerate==0.17.1
2
+ git+https://github.com/huggingface/diffusers@9dc8444
3
+ gradio==3.23.0
4
+ huggingface-hub==0.13.3
5
+ imageio[ffmpeg]==2.26.1
6
+ torch==2.0.0
7
+ torchvision==0.15.1
8
+ transformers==4.27.2
style.css ADDED
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+ /*
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+ This CSS file is copied from here:
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+ https://huggingface.co/spaces/stabilityai/stable-diffusion/blob/2794a3c3ba66115c307075098e713f572b08bf80/app.py
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+ */
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+
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+ h1 {
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+ text-align: center;
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+ }
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+
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+ .gradio-container {
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+ font-family: 'IBM Plex Sans', sans-serif;
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+ }
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+
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+ .gr-button {
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+ color: white;
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+ border-color: black;
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+ background: black;
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+ }
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+
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+ input[type='range'] {
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+ accent-color: black;
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+ }
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+
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+ .dark input[type='range'] {
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+ accent-color: #dfdfdf;
26
+ }
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+
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+ .container {
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+ max-width: 730px;
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+ margin: auto;
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+ padding-top: 1.5rem;
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+ }
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+
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+ #gallery {
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+ min-height: 22rem;
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+ margin-bottom: 15px;
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+ margin-left: auto;
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+ margin-right: auto;
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+ border-bottom-right-radius: .5rem !important;
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+ border-bottom-left-radius: .5rem !important;
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+ }
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+
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+ #gallery>div>.h-full {
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+ min-height: 20rem;
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+ }
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+
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+ .details:hover {
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+ text-decoration: underline;
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+ }
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+
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+ .gr-button {
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+ white-space: nowrap;
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+ }
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+
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+ .gr-button:focus {
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+ border-color: rgb(147 197 253 / var(--tw-border-opacity));
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+ outline: none;
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+ box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000);
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+ --tw-border-opacity: 1;
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+ --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color);
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+ --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color);
62
+ --tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity));
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+ --tw-ring-opacity: .5;
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+ }
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+
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+ #advanced-btn {
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+ font-size: .7rem !important;
68
+ line-height: 19px;
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+ margin-top: 12px;
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+ margin-bottom: 12px;
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+ padding: 2px 8px;
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+ border-radius: 14px !important;
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+ }
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+
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+ #advanced-options {
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+ display: none;
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+ margin-bottom: 20px;
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+ }
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+
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+ .footer {
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+ margin-bottom: 45px;
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+ margin-top: 35px;
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+ text-align: center;
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+ border-bottom: 1px solid #e5e5e5;
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+ }
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+
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+ .footer>p {
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+ font-size: .8rem;
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+ display: inline-block;
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+ padding: 0 10px;
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+ transform: translateY(10px);
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+ background: white;
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+ }
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+
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+ .dark .footer {
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+ border-color: #303030;
97
+ }
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+
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+ .dark .footer>p {
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+ background: #0b0f19;
101
+ }
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+
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+ .acknowledgments h4 {
104
+ margin: 1.25em 0 .25em 0;
105
+ font-weight: bold;
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+ font-size: 115%;
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+ }
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+
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+ .animate-spin {
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+ animation: spin 1s linear infinite;
111
+ }
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+
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+ @keyframes spin {
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+ from {
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+ transform: rotate(0deg);
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+ }
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+
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+ to {
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+ transform: rotate(360deg);
120
+ }
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+ }
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+
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+ #share-btn-container {
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+ display: flex;
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+ padding-left: 0.5rem !important;
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+ padding-right: 0.5rem !important;
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+ background-color: #000000;
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+ justify-content: center;
129
+ align-items: center;
130
+ border-radius: 9999px !important;
131
+ width: 13rem;
132
+ margin-top: 10px;
133
+ margin-left: auto;
134
+ }
135
+
136
+ #share-btn {
137
+ all: initial;
138
+ color: #ffffff;
139
+ font-weight: 600;
140
+ cursor: pointer;
141
+ font-family: 'IBM Plex Sans', sans-serif;
142
+ margin-left: 0.5rem !important;
143
+ padding-top: 0.25rem !important;
144
+ padding-bottom: 0.25rem !important;
145
+ right: 0;
146
+ }
147
+
148
+ #share-btn * {
149
+ all: unset;
150
+ }
151
+
152
+ #share-btn-container div:nth-child(-n+2) {
153
+ width: auto !important;
154
+ min-height: 0px !important;
155
+ }
156
+
157
+ #share-btn-container .wrap {
158
+ display: none !important;
159
+ }
160
+
161
+ .gr-form {
162
+ flex: 1 1 50%;
163
+ border-top-right-radius: 0;
164
+ border-bottom-right-radius: 0;
165
+ }
166
+
167
+ #prompt-container {
168
+ gap: 0;
169
+ }
170
+
171
+ #prompt-text-input,
172
+ #negative-prompt-text-input {
173
+ padding: .45rem 0.625rem
174
+ }
175
+
176
+ #component-16 {
177
+ border-top-width: 1px !important;
178
+ margin-top: 1em
179
+ }
180
+
181
+ .image_duplication {
182
+ position: absolute;
183
+ width: 100px;
184
+ left: 50px
185
+ }
186
+
187
+ #component-0 {
188
+ max-width: 730px;
189
+ margin: auto;
190
+ padding-top: 1.5rem;
191
+ }