Add config.yaml so the Hub counts downloads
Browse files- README.md +1 -1
- config.yaml +166 -0
README.md
CHANGED
|
@@ -24,7 +24,7 @@ Code, training and evaluation: <https://github.com/JusperLee/Falcon>. Paper: *Ef
|
|
| 24 |
|---|---|---|---|
|
| 25 |
| `falcon-big.pt` | `studio/configs/FalconBig.yml` | `SpeakerContrastiveV2` | 12.35 M |
|
| 26 |
|
| 27 |
-
Total parameters include the frozen 11.2 M-parameter FRCNN lip-reading encoder. The file holds only `state_dict` (`audio_model.*`, `video_model.*`), the architecture name and the training epoch; load it with `torch.load(..., weights_only=True)`.
|
| 28 |
|
| 29 |
## Usage
|
| 30 |
|
|
|
|
| 24 |
|---|---|---|---|
|
| 25 |
| `falcon-big.pt` | `studio/configs/FalconBig.yml` | `SpeakerContrastiveV2` | 12.35 M |
|
| 26 |
|
| 27 |
+
Total parameters include the frozen 11.2 M-parameter FRCNN lip-reading encoder. The file holds only `state_dict` (`audio_model.*`, `video_model.*`), the architecture name and the training epoch; load it with `torch.load(..., weights_only=True)`. `config.yaml` is a copy of `studio/configs/FalconBig.yml` from the code repo; the Hub counts downloads by this file, and `FalconRuntime` requests it on every load.
|
| 28 |
|
| 29 |
## Usage
|
| 30 |
|
config.yaml
ADDED
|
@@ -0,0 +1,166 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audionet:
|
| 2 |
+
audionet_config:
|
| 3 |
+
audio_bn_params:
|
| 4 |
+
is2d: true
|
| 5 |
+
kernel_size: 1
|
| 6 |
+
out_chan: 256
|
| 7 |
+
pre_act_type: ReLU
|
| 8 |
+
pre_norm_type: cLNhw
|
| 9 |
+
audio_params:
|
| 10 |
+
act_type: PReLU
|
| 11 |
+
causal: true
|
| 12 |
+
hid_chan: 96
|
| 13 |
+
is2d: true
|
| 14 |
+
kernel_size: 5
|
| 15 |
+
layers:
|
| 16 |
+
layer_1:
|
| 17 |
+
bidirectional: true
|
| 18 |
+
dim: 4
|
| 19 |
+
hid_chan: 48
|
| 20 |
+
kernel_size: 8
|
| 21 |
+
num_layers: 1
|
| 22 |
+
rnn_type: LSTM
|
| 23 |
+
stride: 1
|
| 24 |
+
layer_2:
|
| 25 |
+
bidirectional: false
|
| 26 |
+
dim: 3
|
| 27 |
+
hid_chan: 96
|
| 28 |
+
kernel_size: 8
|
| 29 |
+
num_layers: 1
|
| 30 |
+
rnn_type: LSTM
|
| 31 |
+
stride: 1
|
| 32 |
+
layer_3:
|
| 33 |
+
act_type: PReLU
|
| 34 |
+
causal: true
|
| 35 |
+
dim: 3
|
| 36 |
+
hid_chan: 4
|
| 37 |
+
n_head: 4
|
| 38 |
+
norm_type: LayerNormalization4D
|
| 39 |
+
n_freqs: 129
|
| 40 |
+
norm_type: cLNhw
|
| 41 |
+
repeats: 2
|
| 42 |
+
shared: true
|
| 43 |
+
stride: 2
|
| 44 |
+
upsampling_depth: 4
|
| 45 |
+
causal: true
|
| 46 |
+
enc_dec_params:
|
| 47 |
+
act_type: null
|
| 48 |
+
bias: false
|
| 49 |
+
causal: true
|
| 50 |
+
hop_length: 128
|
| 51 |
+
kernel_size: 3
|
| 52 |
+
norm_type: null
|
| 53 |
+
out_chan: 256
|
| 54 |
+
stride: 1
|
| 55 |
+
win: 256
|
| 56 |
+
fusion_params:
|
| 57 |
+
fusion_shared: true
|
| 58 |
+
fusion_type: NeuroSCNetFusion
|
| 59 |
+
is2d: true
|
| 60 |
+
kernel_size: 4
|
| 61 |
+
mask_generation_params:
|
| 62 |
+
RI_split: true
|
| 63 |
+
is2d: true
|
| 64 |
+
mask_act: ReLU
|
| 65 |
+
mask_generator_type: MaskGenerator
|
| 66 |
+
n_src: 1
|
| 67 |
+
pretrained_vout_chan: 512
|
| 68 |
+
spk_embed_dim: 128
|
| 69 |
+
video_bn_params:
|
| 70 |
+
kernel_size: -1
|
| 71 |
+
video_params:
|
| 72 |
+
act_type: PReLU
|
| 73 |
+
causal: true
|
| 74 |
+
hid_chan: 64
|
| 75 |
+
is2d: false
|
| 76 |
+
kernel_size: 3
|
| 77 |
+
layers:
|
| 78 |
+
layer_1:
|
| 79 |
+
causal: true
|
| 80 |
+
dropout: 0.1
|
| 81 |
+
kernel_size: 3
|
| 82 |
+
n_head: 8
|
| 83 |
+
norm_type: cLN
|
| 84 |
+
norm_type: BatchNorm1d
|
| 85 |
+
repeats: 1
|
| 86 |
+
shared: true
|
| 87 |
+
stride: 2
|
| 88 |
+
audionet_name: SpeakerContrastiveV2
|
| 89 |
+
datamodule:
|
| 90 |
+
data_config:
|
| 91 |
+
batch_size: 4
|
| 92 |
+
n_src: 1
|
| 93 |
+
normalize_audio: false
|
| 94 |
+
num_workers: 8
|
| 95 |
+
persistent_workers: true
|
| 96 |
+
pin_memory: true
|
| 97 |
+
sample_rate: 16000
|
| 98 |
+
segment: 2.0
|
| 99 |
+
test_dir: ${DATA_ROOT}/tt
|
| 100 |
+
train_dir: ${DATA_ROOT}/tr
|
| 101 |
+
use_near: true
|
| 102 |
+
valid_dir: ${DATA_ROOT}/cv
|
| 103 |
+
data_name: AVSpeechDataModuleWithNear
|
| 104 |
+
exp:
|
| 105 |
+
exp_name: big_1_1000_imgswd
|
| 106 |
+
loss:
|
| 107 |
+
train:
|
| 108 |
+
config:
|
| 109 |
+
pit_from: pw_mtx
|
| 110 |
+
threshold_byloss: true
|
| 111 |
+
loss_func: PITLossWrapper
|
| 112 |
+
sdr_type: pairwise_neg_snr
|
| 113 |
+
val:
|
| 114 |
+
config:
|
| 115 |
+
pit_from: pw_mtx
|
| 116 |
+
threshold_byloss: false
|
| 117 |
+
loss_func: PITLossWrapper
|
| 118 |
+
sdr_type: pairwise_neg_sisdr
|
| 119 |
+
main_args:
|
| 120 |
+
exp_dir: ${ROOT}/Experiments/checkpoint/big_1_1000_imgswd
|
| 121 |
+
optimizer:
|
| 122 |
+
lr: 0.001
|
| 123 |
+
optim_name: adamw
|
| 124 |
+
weight_decay: 0.01
|
| 125 |
+
options:
|
| 126 |
+
ckpt_path: ''
|
| 127 |
+
conf_dir: configs/FalconBig.yml
|
| 128 |
+
help: null
|
| 129 |
+
scheduler:
|
| 130 |
+
sche_config:
|
| 131 |
+
factor: 0.5
|
| 132 |
+
patience: 15
|
| 133 |
+
sche_name: ReduceLROnPlateau
|
| 134 |
+
spk_contrast:
|
| 135 |
+
alpha_neg: 1.0
|
| 136 |
+
alpha_pos: 1.0
|
| 137 |
+
beta_anneal_epochs: 200
|
| 138 |
+
beta_final: 1.0
|
| 139 |
+
beta_init: 0.0
|
| 140 |
+
loss_weight: 1.0
|
| 141 |
+
margin: 0.5
|
| 142 |
+
training:
|
| 143 |
+
early_stop:
|
| 144 |
+
mode: min
|
| 145 |
+
monitor: val_loss/dataloader_idx_0
|
| 146 |
+
patience: 30
|
| 147 |
+
verbose: true
|
| 148 |
+
epochs: 1000
|
| 149 |
+
gpus:
|
| 150 |
+
- 0
|
| 151 |
+
- 1
|
| 152 |
+
- 2
|
| 153 |
+
- 3
|
| 154 |
+
- 4
|
| 155 |
+
- 5
|
| 156 |
+
- 6
|
| 157 |
+
- 7
|
| 158 |
+
parallel: ddp
|
| 159 |
+
system: AudioVisualLightningModuleNASSv2
|
| 160 |
+
videonet:
|
| 161 |
+
videonet_config:
|
| 162 |
+
backbone_type: resnet
|
| 163 |
+
pretrain: pretrain_zoo/frcnn_128_512.backbone.pth.tar
|
| 164 |
+
relu_type: prelu
|
| 165 |
+
width_mult: 1.0
|
| 166 |
+
videonet_name: FRCNNVideoModel
|