mirror of
https://github.com/facefusion/facefusion-labs.git
synced 2026-05-22 23:59:40 +02:00
henryruhs
130 lines
1.8 KiB
Markdown
130 lines
1.8 KiB
Markdown
Face Swapper
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============
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> Face shape and feature aware identity transfer.
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Installation
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------------
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```
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pip install -r requirements.txt
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```
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Setup
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-----
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This `config.ini` utilizes the MegaFace dataset to train the Face Swapper model.
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```
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[preparing.dataset]
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dataset_path = .datasets/train
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folder_pattern = {}/*
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image_pattern = {}/*.*g
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same_person_probability = 0.2
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```
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```
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[training.loader]
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batch_size = 24
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num_workers = 12
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```
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```
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[training.model]
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id_embedder_path = .models/id_embedder.pt
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landmarker_path = .models/landmarker.pt
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motion_extractor_path = .models/motion_extractor.pt
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```
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```
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[training.model.generator]
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num_blocks = 2
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id_channels = 512
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```
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```
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[training.model.discriminator]
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input_channels = 3
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num_filters = 64
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num_layers = 5
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num_discriminators = 3
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kernel_size = 4
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```
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```
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[training.losses]
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weight_adversarial = 1
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weight_id = 20
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weight_attribute = 10
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weight_reconstruction = 10
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weight_pose = 100
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```
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```
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[training.trainer]
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max_epochs = 50
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learning_rate = 0.0004
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precision = 16-mixed
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automatic_optimization = false
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```
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```
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[training.output]
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directory_path = .outputs
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file_path = .outputs/last.ckpt
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file_pattern = 'checkpoint-{epoch}-{step}-{l_G:.4f}-{l_D:.4f}'
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preview_frequency = 250
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validation_frequency = 1000
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```
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```
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[exporting]
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directory_path = .exports
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source_path = .outputs/last.ckpt
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target_path = .exports/face_swapper.onnx
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opset_version = 15
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```
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```
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[inferencing]
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generator_path = .outputs/last.ckpt
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id_embedder_path = .models/id_embedder.pt
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source_path = .assets/source.jpg
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target_path = .assets/target.jpg
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output_path = .outputs/output.jpg
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```
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Training
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--------
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Train the Face Swapper model.
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```
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python train.py
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```
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Exporting
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---------
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Export the model to ONNX.
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```
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python export.py
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```
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Inferencing
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-----------
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Inference the model.
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```
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python infer.py
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```
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