Add model configuration
Browse files- config.json +86 -86
config.json
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{
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"
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],
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"auto_map": {
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"AutoModel": "dolphin.Dolphin"
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},
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"framework": "pytorch",
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"license": "apache-2.0",
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"model_config": {
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"
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},
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"module_audio_enc": {
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"bias": false,
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"groups": 1,
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"in_channels": 1,
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"kernel_size": 16,
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"out_channels": 256,
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"
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},
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"module_feature_projector": {
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"bias": false,
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"in_channels": 256,
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"kernel_size": 1,
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"num_channels": 256,
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"out_channels": 128
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},
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"module_output_layer": {
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"in_channels": 256,
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"out_channels": 128
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},
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"module_separator": {
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"
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"global_blocks": {
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"dropout_rate": 0.05,
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"in_channels": 128,
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"num_mha_heads": 8
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},
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"local_blocks": {
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"dropout_rate": 0.05,
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"in_channels": 128,
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"kernel_size": 65
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},
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"spk_attention": {
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"dropout_rate": 0.05,
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"in_channels": 128,
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"num_mha_heads": 8
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}
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},
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"enc_stage": {
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"down_conv_layer": {
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"in_channels": 128,
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"samp_kernel_size": 5
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}
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"global_blocks": {
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"dropout_rate": 0.05,
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"in_channels": 128,
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"num_mha_heads": 8
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},
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"local_blocks": {
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"dropout_rate": 0.05,
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"in_channels": 128,
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"kernel_size": 65
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}
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},
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"num_stages": 4,
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"relative_positional_encoding": {
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"embed_v": false,
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"in_channels": 128,
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"maxlen": 2000,
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"num_heads": 8
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},
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"simple_fusion": {
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"out_channels": 128
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}
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},
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"
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"video_encoder_params": {
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"attn_dim_head": 32,
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"attn_dropout": 0.0,
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"attn_heads": 8,
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"codebook_dim": 64,
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"codebook_size": 256,
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"commitment_cost": 1.0,
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"distill_cost": 1.0,
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"flash_attn": true,
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"image_size": 88,
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"in_channel": 1,
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"init_channel": 4,
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"input_conv_kernel_size": [
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7,
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7,
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7
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],
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"layers": [
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"residual",
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"compress_space",
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"consecutive_residual",
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"attend_space"
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],
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"
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"
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"max_dim": 32,
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"
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"output_conv_kernel_size": [
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3,
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3,
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3
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],
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"pad_mode": "constant",
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"
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},
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"
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"audio",
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"speech-separation",
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"audio-visual",
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"pytorch",
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"dolphin"
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],
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"
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}
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{
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"model_type": "dolphin",
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"task": "audio_visual_speech_separation",
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"framework": "pytorch",
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"license": "apache-2.0",
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"tags": [
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"audio",
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"speech-separation",
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"audio-visual",
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"pytorch",
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"dolphin"
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],
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"model_config": {
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"num_stages": 4,
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"sample_rate": 16000,
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"vpre_channels": 3872,
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"vmid_channels": 512,
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"vin_channels": 64,
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"vout_channels": 64,
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"module_audio_enc": {
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"in_channels": 1,
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"out_channels": 256,
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"kernel_size": 16,
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"stride": 4,
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"groups": 1,
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"bias": false
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},
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"module_feature_projector": {
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"num_channels": 256,
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"in_channels": 256,
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"out_channels": 128,
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"kernel_size": 1,
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"bias": false
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},
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"module_separator": {
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"num_stages": 4,
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"relative_positional_encoding": {
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"in_channels": 128,
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"num_heads": 8,
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"maxlen": 2000,
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"embed_v": false
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},
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"enc_stage": {
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"global_blocks": {
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"in_channels": 128,
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"num_mha_heads": 8,
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"dropout_rate": 0.05
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},
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"local_blocks": {
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"in_channels": 128,
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"kernel_size": 65,
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"dropout_rate": 0.05
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},
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"down_conv_layer": {
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"in_channels": 128,
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"samp_kernel_size": 5
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}
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},
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"simple_fusion": {
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"out_channels": 128
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},
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"dec_stage": {
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"global_blocks": {
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"in_channels": 128,
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"num_mha_heads": 8,
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"dropout_rate": 0.05
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},
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"local_blocks": {
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"in_channels": 128,
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"kernel_size": 65,
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"dropout_rate": 0.05
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},
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"spk_attention": {
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"in_channels": 128,
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"num_mha_heads": 8,
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"dropout_rate": 0.05
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}
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}
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},
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"module_output_layer": {
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"in_channels": 256,
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"out_channels": 128
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},
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"module_audio_dec": {
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"in_channels": 256,
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"out_channels": 1,
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"kernel_size": 16,
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"stride": 4,
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"bias": false
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},
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"video_encoder_params": {
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"layers": [
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"residual",
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"compress_space",
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"consecutive_residual",
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"attend_space"
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],
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"image_size": 88,
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"in_channel": 1,
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"init_channel": 4,
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"max_dim": 32,
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"input_conv_kernel_size": [
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7,
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7,
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7
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],
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"output_conv_kernel_size": [
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3,
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3,
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3
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],
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"residual_conv_kernel_size": 3,
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"pad_mode": "constant",
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"attn_dim_head": 32,
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"attn_heads": 8,
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"attn_dropout": 0.0,
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"flash_attn": true,
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"linear_attn_dim_head": 8,
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"linear_attn_heads": 16,
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"num_quantizers": 1,
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"codebook_size": 256,
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"codebook_dim": 64,
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"commitment_cost": 1.0,
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"distill_cost": 1.0
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}
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},
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"architectures": [
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"Dolphin"
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],
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"auto_map": {
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"AutoModel": "dolphin.Dolphin"
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}
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}
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