init

app.py

@@ -0,0 +1,117 @@
+import os, sys
+import gradio as gr
+from SadTalker.src.gradio_demo import SadTalker
+from difpoint.inference import Inferencer
+from TTS.api import TTS
+import torch
+import time
+from flask import send_from_directory
+
+# Device setup
+device = "cuda" if torch.cuda.is_available() else "cpu"
+torch.set_default_device(device)
+tts = TTS('tts_models/multilingual/multi-dataset/your_tts').to(device)
+tts.to(device)
+
+result_dir = "results"
+
+def predict(prompt, upload_reference_audio, microphone_reference_audio, reference_audio_type):
+    global result_dir
+    output_file_path = os.path.join(result_dir, 'output.wav')
+    if reference_audio_type == 'upload':
+        audio_file_pth = upload_reference_audio
+    elif reference_audio_type == 'microphone':
+        audio_file_pth =  microphone_reference_audio
+    tts.tts_to_file(
+        text=prompt,
+        file_path=output_file_path,
+        speaker_wav=audio_file_pth,
+        language="en",
+    )
+    return gr.Audio(value=output_file_path, type='filepath')
+
+
+def main(sadtaker_checkpoint_path=r"SadTalker/checkpoints", sadtalker_config_path=r"SadTalker/src/config"):
+    if torch.cuda.is_available():
+        device = "cuda" 
+    else:
+        device = "cpu"
+    print('device is', device)
+    torch.set_default_device(device)
+    tts = TTS('tts_models/multilingual/multi-dataset/your_tts').to(device)
+    sad_talker = SadTalker(sadtaker_checkpoint_path, sadtalker_config_path, lazy_load=True)
+    kd_talker = Inferencer()
+
+    with gr.Blocks(analytics_enabled=False) as interface:
+        gr.Markdown(
+        """
+            <div align='center'>
+                <h2> Unlock Pose Diversity: Accurate and Efficient Implicit Keypoint-based Spatiotemporal Diffusion for Audio-driven Talking Portrait </h2>
+                <div style="display: flex; justify-content: center; align-items: center; gap: 20px;">
+                    <img src='https://newstatic.dukekunshan.edu.cn/mainsite/2021/08/07161629/large_dku-Logo-e1649298929570.png' alt='Logo' width='150'/>
+                    <img src='https://www.xjtlu.edu.cn/wp-content/uploads/2023/12/7c52fd62e9cf26cb493faa7f91c2782.png' width='250'/>
+                </div>
+            </div>
+        """
+        )
+        driven_audio_type = gr.State(value="upload")  
+
+        with gr.Row():
+            with gr.Column(variant="panel"):
+                with gr.Tabs(elem_id="sadtalker_source_image"):
+                    with gr.TabItem("Upload image"):
+                        source_image = gr.Image(label="Source image", sources="upload", type="filepath", scale=256)
+                
+                with gr.Tabs(elem_id="sadtalker_driven_audio"):
+                    with gr.TabItem("Upload"):
+                        upload_driven_audio = gr.Audio(label="Upload audio", sources="upload", type="filepath")
+                        upload_driven_audio.change(lambda: "upload", outputs=driven_audio_type)
+                    reference_audio_type = gr.State(value="upload")
+
+                    with gr.TabItem("TTS"):
+                        upload_reference_audio = gr.Audio(label="Upload Reference Audio", sources="upload", type="filepath")
+                        upload_reference_audio.change(lambda: "upload", outputs=reference_audio_type)
+                        microphone_reference_audio = gr.Audio(label="Recorded Reference Audio", sources="microphone", type="filepath")
+                        microphone_reference_audio.change(lambda: "microphone", outputs=reference_audio_type)
+                        input_text = gr.Textbox(
+                            label="Generating audio from text",
+                            lines=5,
+                            placeholder="please enter some text here, we generate the audio from text using @Coqui.ai TTS."
+                        )
+                        tts_button = gr.Button("Generate audio", elem_id="sadtalker_audio_generate", variant="primary")
+                        tts_driven_audio = gr.Audio(label="Synthesised Audio", type="filepath")
+                        tts_button.click(fn=predict, inputs=[input_text, upload_reference_audio, microphone_reference_audio, reference_audio_type], outputs=[tts_driven_audio])
+                        tts_button.click(lambda: "tts", outputs=driven_audio_type)
+
+            with gr.Column(variant="panel"):
+                gen_video = gr.Video(label="Generated video", format="mp4", width=256)
+                with gr.Tabs(elem_id="talker_checkbox"):
+                    with gr.TabItem("KDTalker"):
+                        smoothed_pitch = gr.Slider(minimum=0, maximum=1, step=0.1, label="Pitch", value=0.8)
+                        smoothed_yaw = gr.Slider(minimum=0, maximum=1, step=0.1, label="Yaw", value=0.8)
+                        smoothed_roll = gr.Slider(minimum=0, maximum=1, step=0.1, label="Roll", value=0.8)
+                        smoothed_t = gr.Slider(minimum=0, maximum=1, step=0.1, label="T", value=0.8)
+                        kd_submit = gr.Button("Generate", elem_id="kdtalker_generate", variant="primary")
+
+                        kd_submit.click(
+                            fn=kd_talker.generate_with_audio_img,
+                            inputs=[
+                                    upload_driven_audio,
+                                    tts_driven_audio,
+                                    driven_audio_type,
+                                    source_image,
+                                    smoothed_pitch,
+                                    smoothed_yaw,
+                                    smoothed_roll,
+                                    smoothed_t,
+                                ],
+                            outputs=[gen_video]
+                        )
+    return interface
+
+if __name__ == "__main__":
+    os.environ["GRADIO_SERVER_PORT"] = "7860"
+    demo = main()
+    #demo.launch(server_name="0.0.0.0",ssl_certfile="cert.pem", ssl_keyfile="key.pem", ssl_verify=False, strict_cors = False)
+    demo.launch(server_name="0.0.0.0")
+

environment.yml

@@ -0,0 +1,259 @@
+name: FasterLivePortrait
+channels:
+  - defaults
+dependencies:
+  - bzip2=1.0.8
+  - ca-certificates=2024.7.2
+  - libffi=3.4.4
+  - openssl=3.0.15
+  - pip=24.2
+  - python=3.10.14
+  - setuptools=72.1.0
+  - sqlite=3.45.3
+  - tk=8.6.14
+  - vc=14.40
+  - vs2015_runtime=14.40.33807
+  - wheel=0.44.0
+  - xz=5.4.6
+  - zlib=1.2.13
+  - pip:
+      - absl-py==2.1.0
+      - addict==2.4.0
+      - aiofiles==23.2.1
+      - aiohappyeyeballs==2.4.0
+      - aiohttp==3.10.6
+      - aiosignal==1.3.1
+      - albucore==0.0.15
+      - albumentations==1.4.15
+      - altair==5.4.1
+      - annotated-types==0.7.0
+      - antlr4-python3-runtime==4.9.3
+      - anyascii==0.3.2
+      - anyio==4.4.0
+      - async-timeout==4.0.3
+      - attrs==24.2.0
+      - audioread==3.0.1
+      - babel==2.16.0
+      - bangla==0.0.2
+      - basicsr==1.4.2
+      - blinker==1.8.2
+      - blis==0.7.11
+      - bnnumerizer==0.0.2
+      - bnunicodenormalizer==0.1.7
+      - catalogue==2.0.10
+      - cerberus==1.3.5
+      - certifi==2024.8.30
+      - cffi==1.17.1
+      - charset-normalizer==3.3.2
+      - click==8.1.7
+      - cloudpathlib==0.19.0
+      - colorama==0.4.6
+      - coloredlogs==15.0.1
+      - confection==0.1.5
+      - contourpy==1.2.1
+      - coqpit==0.0.17
+      - cycler==0.12.1
+      - cymem==2.0.8
+      - cython==3.0.11
+      - dateparser==1.1.8
+      - decorator==5.1.1
+      - diffusers==0.30.3
+      - dlib==19.24.6
+      - docopt==0.6.2
+      - docstring-parser==0.16
+      - easydict==1.13
+      - einops==0.8.0
+      - einops-exts==0.0.4
+      - encodec==0.1.1
+      - eval-type-backport==0.2.0
+      - exceptiongroup==1.2.2
+      - facexlib==0.3.0
+      - fastapi==0.114.2
+      - ffmpeg==1.4
+      - ffmpeg-python==0.2.0
+      - ffmpy==0.4.0
+      - filelock==3.16.0
+      - filterpy==1.4.5
+      - flask==3.0.3
+      - flatbuffers==24.3.25
+      - fonttools==4.53.1
+      - frozenlist==1.4.1
+      - fsspec==2024.9.0
+      - future==1.0.0
+      - g2pkk==0.1.2
+      - gfpgan==1.3.8
+      - gradio==3.50.0
+      - gradio-client==0.6.1
+      - grpcio==1.66.1
+      - gruut==2.2.3
+      - gruut-ipa==0.13.0
+      - gruut-lang-de==2.0.1
+      - gruut-lang-en==2.0.1
+      - gruut-lang-es==2.0.1
+      - gruut-lang-fr==2.0.2
+      - h11==0.14.0
+      - hangul-romanize==0.1.0
+      - httpcore==1.0.5
+      - httpx==0.27.2
+      - huggingface-hub==0.24.7
+      - humanfriendly==10.0
+      - idna==3.10
+      - imageio==2.35.1
+      - imageio-ffmpeg==0.5.1
+      - importlib-metadata==8.5.0
+      - importlib-resources==6.4.5
+      - inflect==7.4.0
+      - iniconfig==2.0.0
+      - inquirerpy==0.3.4
+      - insightface==0.7.3
+      - itsdangerous==2.2.0
+      - jamo==0.4.1
+      - jax==0.4.31
+      - jaxlib==0.4.31
+      - jieba==0.42.1
+      - jinja2==3.1.4
+      - joblib==1.4.2
+      - jsonlines==1.2.0
+      - jsonschema==4.23.0
+      - jsonschema-specifications==2023.12.1
+      - kiwisolver==1.4.7
+      - kornia==0.7.3
+      - kornia-rs==0.1.5
+      - langcodes==3.4.0
+      - language-data==1.2.0
+      - lazy-loader==0.4
+      - librosa==0.10.0
+      - llvmlite==0.43.0
+      - lmdb==1.5.1
+      - mako==1.3.5
+      - marisa-trie==1.2.0
+      - markdown==3.7
+      - markdown-it-py==3.0.0
+      - markupsafe==2.1.5
+      - matplotlib==3.8.4
+      - mdurl==0.1.2
+      - mediapipe==0.10.14
+      - ml-dtypes==0.5.0
+      - more-itertools==10.5.0
+      - mpmath==1.3.0
+      - msgpack==1.1.0
+      - multidict==6.1.0
+      - murmurhash==1.0.10
+      - mutagen==1.47.0
+      - narwhals==1.8.3
+      - networkx==2.8.8
+      - nltk==3.9.1
+      - num2words==0.5.13
+      - numba==0.60.0
+      - numpy==1.26.4
+      - nvidia-cuda-runtime-cu12==12.6.68
+      - omegaconf==2.3.0
+      - onnx==1.16.2
+      - onnxruntime==1.19.2
+      - onnxruntime-gpu==1.17.0
+      - opencv-contrib-python==4.10.0.84
+      - opencv-python==4.10.0.84
+      - opencv-python-headless==4.10.0.84
+      - opt-einsum==3.3.0
+      - orjson==3.10.7
+      - packaging==24.1
+      - pandas==1.5.3
+      - pfzy==0.3.4
+      - pillow==10.4.0
+      - platformdirs==4.3.3
+      - pluggy==1.5.0
+      - pooch==1.8.2
+      - preshed==3.0.9
+      - prettytable==3.11.0
+      - prompt-toolkit==3.0.47
+      - protobuf==4.25.4
+      - psutil==6.0.0
+      - pycparser==2.22
+      - pycuda==2024.1.2
+      - pydantic==2.9.1
+      - pydantic-core==2.23.3
+      - pydub==0.25.1
+      - pygments==2.18.0
+      - pykalman==0.9.7
+      - pynndescent==0.5.13
+      - pyparsing==3.1.4
+      - pypinyin==0.53.0
+      - pyreadline3==3.5.2
+      - pysbd==0.3.4
+      - pytest==8.3.3
+      - python-crfsuite==0.9.10
+      - python-dateutil==2.9.0.post0
+      - python-multipart==0.0.9
+      - pytools==2024.1.14
+      - pytz==2024.2
+      - pyyaml==6.0.2
+      - referencing==0.35.1
+      - regex==2024.9.11
+      - requests==2.32.3
+      - rich==13.8.1
+      - rotary-embedding-torch==0.8.3
+      - rpds-py==0.20.0
+      - ruff==0.6.5
+      - safetensors==0.4.5
+      - scikit-image==0.24.0
+      - scikit-learn==1.5.2
+      - scipy==1.11.4
+      - semantic-version==2.10.0
+      - shellingham==1.5.4
+      - shtab==1.7.1
+      - six==1.16.0
+      - smart-open==7.0.4
+      - sniffio==1.3.1
+      - sounddevice==0.5.0
+      - soundfile==0.12.1
+      - soxr==0.5.0.post1
+      - spacy==3.7.6
+      - spacy-legacy==3.0.12
+      - spacy-loggers==1.0.5
+      - srsly==2.4.8
+      - starlette==0.38.5
+      - sudachidict-core==20240716
+      - sudachipy==0.6.8
+      - sympy==1.13.2
+      - tb-nightly==2.18.0a20240924
+      - tensorboard==2.17.1
+      - tensorboard-data-server==0.7.2
+      - tensorrt==8.6.1
+      - tensorrt-cu12==10.4.0
+      - tensorrt-cu12-bindings==10.4.0
+      - tensorrt-cu12-libs==10.4.0
+      - thinc==8.2.5
+      - threadpoolctl==3.5.0
+      - tifffile==2024.8.30
+      - tokenizers==0.19.1
+      - tomli==2.0.1
+      - tomlkit==0.12.0
+      - torch==2.4.1+cu121
+      - torchaudio==2.4.1+cu121
+      - torchgeometry==0.1.2
+      - torchvision==0.19.1+cu121
+      - tqdm==4.66.5
+      - trainer==0.0.36
+      - transformers==4.44.2
+      - tts==0.22.0
+      - typeguard==4.3.0
+      - typer==0.12.5
+      - typing-extensions==4.12.2
+      - tyro==0.8.10
+      - tzdata==2024.1
+      - tzlocal==5.2
+      - umap-learn==0.5.6
+      - unidecode==1.3.8
+      - urllib3==2.2.3
+      - uvicorn==0.30.6
+      - wasabi==1.1.3
+      - wcwidth==0.2.13
+      - weasel==0.4.1
+      - websockets==11.0.3
+      - werkzeug==3.0.4
+      - wrapt==1.16.0
+      - yacs==0.1.8
+      - yapf==0.40.2
+      - yarl==1.12.1
+      - zipp==3.20.2
+prefix: C:\Users\86136\anaconda3\envs\FasterLivePortrait

requirements.txt

@@ -0,0 +1,333 @@
+absl-py==2.1.0
+accelerate==1.0.1
+addict==2.4.0
+aiofiles==23.2.1
+aiohappyeyeballs==2.4.3
+aiohttp==3.10.8
+aiohttp-cors==0.7.0
+aioice==0.9.0
+aiortc==1.9.0
+aiosignal==1.3.1
+albucore==0.0.17
+albumentations==1.4.16
+altair==5.4.1
+amqp==5.3.1
+annotated-types==0.7.0
+antlr4-python3-runtime==4.9.3
+anyascii==0.3.2
+anyio==4.6.0
+asttokens @ file:///home/conda/feedstock_root/build_artifacts/asttokens_1698341106958/work
+async-timeout==4.0.3
+attrs==24.2.0
+audioread==3.0.1
+av==12.3.0
+babel==2.16.0
+bangla==0.0.2
+basicsr==1.4.2
+beautifulsoup4==4.12.3
+bidict==0.23.1
+billiard==4.2.1
+blinker==1.8.2
+blis==0.7.11
+bnnumerizer==0.0.2
+bnunicodenormalizer==0.1.7
+bypy==1.8.5
+catalogue==2.0.10
+celery==5.4.0
+certifi==2024.8.30
+cffi==1.17.1
+charset-normalizer==3.3.2
+click==8.1.7
+click-didyoumean==0.3.1
+click-plugins==1.1.1
+click-repl==0.3.0
+clip==0.2.0
+cloudpathlib==0.19.0
+coloredlogs==15.0.1
+comm @ file:///home/conda/feedstock_root/build_artifacts/comm_1710320294760/work
+confection==0.1.5
+contourpy==1.2.1
+coqpit==0.0.17
+cryptography==44.0.0
+cycler==0.12.1
+cymem==2.0.8
+Cython==3.0.11
+dateparser==1.1.8
+debugpy @ file:///croot/debugpy_1690905042057/work
+decorator==4.4.2
+diffusers==0.30.3
+dill==0.3.9
+dlib==19.24.6
+dnspython==2.7.0
+docker-pycreds==0.4.0
+docopt==0.6.2
+docstring_parser==0.16
+easydict==1.13
+edge-tts==7.0.0
+einops==0.8.0
+einops-exts==0.0.4
+encodec==0.1.1
+entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1643888246732/work
+eval_type_backport==0.2.0
+exceptiongroup @ file:///home/conda/feedstock_root/build_artifacts/exceptiongroup_1720869315914/work
+executing @ file:///home/conda/feedstock_root/build_artifacts/executing_1725214404607/work
+facexlib==0.3.0
+fastapi==0.115.4
+ffmpeg==1.4
+ffmpeg-python==0.2.0
+ffmpy==0.4.0
+filelock==3.16.1
+filterpy==1.4.5
+Flask==3.0.3
+Flask-Cors==5.0.0
+Flask-SocketIO==5.5.1
+Flask-Sockets==0.2.1
+flatbuffers==24.3.25
+fonttools==4.54.1
+frozenlist==1.4.1
+fsspec==2024.9.0
+future==1.0.0
+g2pkk==0.1.2
+gdown==5.2.0
+gevent==24.11.1
+gevent-websocket==0.10.1
+gfpgan==1.3.8
+gitdb==4.0.11
+GitPython==3.1.43
+google-crc32c==1.6.0
+gradio==5.4.0
+gradio_client==1.4.2
+greenlet==3.1.1
+grpcio==1.66.2
+gruut==2.2.3
+gruut-ipa==0.13.0
+gruut_lang_de==2.0.1
+gruut_lang_en==2.0.1
+gruut_lang_es==2.0.1
+gruut_lang_fr==2.0.2
+h11==0.14.0
+hangul-romanize==0.1.0
+httpcore==1.0.5
+httpx==0.27.2
+huggingface-hub==0.25.1
+humanfriendly==10.0
+hydra-core==1.3.2
+idna==3.10
+ifaddr==0.2.0
+imageio==2.35.1
+imageio-ffmpeg==0.5.1
+importlib_metadata==8.5.0
+importlib_resources==6.4.5
+imutils==0.5.4
+inflect==7.4.0
+inquirerpy==0.3.4
+insightface==0.7.3
+ipykernel @ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1719845459717/work
+ipython==8.27.0
+ipywidgets==8.1.5
+itsdangerous==2.2.0
+jamo==0.4.1
+jax==0.4.33
+jaxlib==0.4.33
+jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1696326070614/work
+jieba==0.42.1
+Jinja2==3.1.4
+joblib==1.4.2
+jsonlines==1.2.0
+jsonschema==4.23.0
+jsonschema-specifications==2023.12.1
+jupyter-client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1654730843242/work
+jupyter_core @ file:///home/conda/feedstock_root/build_artifacts/jupyter_core_1727163409502/work
+jupyterlab_widgets==3.0.13
+kiwisolver==1.4.7
+kombu==5.4.2
+kornia==0.7.3
+kornia_rs==0.1.5
+langcodes==3.4.1
+language_data==1.2.0
+lazy_loader==0.4
+librosa==0.10.0
+llvmlite==0.43.0
+lmdb==1.5.1
+lpips==0.1.4
+Mako==1.3.5
+marisa-trie==1.2.0
+Markdown==3.7
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.8.4
+matplotlib-inline @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-inline_1713250518406/work
+mdurl==0.1.2
+mediapipe==0.10.15
+ml_dtypes==0.5.0
+more-itertools==10.5.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.1.0
+multidict==6.1.0
+multiprocess==0.70.17
+munch==4.0.0
+murmurhash==1.0.10
+narwhals==1.8.4
+nest_asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1705850609492/work
+networkx==2.8.8
+ninja==1.11.1.3
+nltk==3.9.1
+num2words==0.5.13
+numba==0.60.0
+numpy==1.26.4
+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
+nvidia-cuda-nvrtc-cu12==12.1.105
+nvidia-cuda-runtime-cu12==12.1.105
+nvidia-cudnn-cu12==9.1.0.70
+nvidia-cufft-cu12==11.0.2.54
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