From b49fc5b193ed5b4b93d222c4bc50f43bc911e5ba Mon Sep 17 00:00:00 2001
From: Puiho Chan <361202089@qq.com>
Date: Mon, 23 Nov 2020 19:41:07 +0800
Subject: [PATCH] Generate sounds using pre-trained RegNet

---
 .gitignore              |    8 +
 README.md               |   21 +-
 config/dog_opts.yml     |   50 +
 filelists/dog_test.txt  |  128 ++
 filelists/dog_train.txt | 2657 +++++++++++++++++++++++++++++++++++++++
 5 files changed, 2863 insertions(+), 1 deletion(-)
 create mode 100644 .gitignore
 create mode 100644 config/dog_opts.yml
 create mode 100644 filelists/dog_test.txt
 create mode 100644 filelists/dog_train.txt

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..59d6c61
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,8 @@
+ckpt
+data
+.vscode
+*.egg-info
+.ipynb_checkpoints/
+__pycache__
+my_scripts/
+logs/
diff --git a/README.md b/README.md
index 609e505..d3de75c 100644
--- a/README.md
+++ b/README.md
@@ -79,7 +79,7 @@ Training the REGNET from scratch. The results will be saved to `ckpt/dog`.
 ```bash
 CUDA_VISIBLE_DEVICES=7 python train.py \
 save_dir ckpt/dog \
-auxiliary_dim 64 \ 
+auxiliary_dim 32 \ 
 rgb_feature_dir data/features/dog/feature_rgb_bninception_dim1024_21.5fps \
 flow_feature_dir data/features/dog/feature_flow_bninception_dim1024_21.5fps \
 mel_dir data/features/dog/melspec_10s_22050hz \
@@ -123,6 +123,25 @@ git clone https://github.com/r9y9/wavenet_vocoder && cd wavenet_vocoder
 git checkout 2092a64
 ```
 
+## Pre-trained Models
+You can also use our pre-trained RegNet for generating visually aligned sounds.
+
+First, download and unzip our pre-trained RegNet ([Dog](https://github.com/PeihaoChen/regnet/releases/download/Pretrained_RegNet/RegNet_dog_checkpoint_041000.tar)) to `./ckpt/dog` folder.
+```bash
+tar -xvf ./ckpt/dog/RegNet_dog_checkpoint_041000.tar # unzip
+```
+
+
+Second, run the inference code.
+```bash
+CUDA_VISIBLE_DEVICES=0 python test.py \
+-c config/dog_opts.yml \ 
+aux_zero True \ 
+checkpoint_path ckpt/dog/checkpoint_041000 \ 
+save_dir ckpt/dog/inference_result \
+wavenet_path /path/to/wavenet_dog.pth
+```
+
 Enjoy your experiments!
 
 
diff --git a/config/dog_opts.yml b/config/dog_opts.yml
new file mode 100644
index 0000000..352ad39
--- /dev/null
+++ b/config/dog_opts.yml
@@ -0,0 +1,50 @@
+D_interval: 1
+audio_samples: 10
+aux_zero: false
+auxiliary_dim: 32
+auxiliary_sample_rate: 32
+auxiliary_type: lstm_last
+batch_size: 8
+beta1: 0.5
+checkpoint_path: ''
+continue_train: false
+cudnn_benchmark: false
+cudnn_enabled: true
+decoder_conv_dim: 1024
+dist_backend: nccl
+dist_url: tcp://localhost:54321
+dynamic_loss_scaling: true
+encoder_embedding_dim: 2048
+encoder_kernel_size: 5
+encoder_n_convolutions: 3
+encoder_n_lstm: 2
+epoch_count: 0
+epochs: 1000
+exclude_dirs:
+- ckpt
+- data
+flow_feature_dir: data/features/dog/feature_flow_bninception_dim1024_21.5fps
+grad_clip_thresh: 1.0
+lambda_Oriloss: 10000.0
+lambda_Silenceloss: 0
+loss_type: MSE
+lr: 0.0002
+mel_dir: data/features/dog/melspec_10s_22050hz
+mel_samples: 860
+mode_input: ''
+n_mel_channels: 80
+niter: 100
+num_epoch_save: 10
+postnet_embedding_dim: 512
+postnet_kernel_size: 5
+postnet_n_convolutions: 5
+random_z_dim: 512
+rgb_feature_dir: data/features/dog/feature_rgb_bninception_dim1024_21.5fps
+save_dir: ckpt/dog
+seed: 123
+test_files: filelists/dog_test.txt
+training_files: filelists/dog_train.txt
+video_samples: 215
+visual_dim: 2048
+weight_decay: 1.0e-06
+wo_G_GAN: false
diff --git a/filelists/dog_test.txt b/filelists/dog_test.txt
new file mode 100644
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--- /dev/null
+++ b/filelists/dog_test.txt
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diff --git a/filelists/dog_train.txt b/filelists/dog_train.txt
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--- /dev/null
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