LPDoctor's picture
Add ThinkSound module files to repository
b5eac81
{
"model_type": "mm_diffusion_cond",
"sample_size": 397312,
"sample_rate": 44100,
"audio_channels": 2,
"model": {
"pretransform": {
"type": "autoencoder",
"iterate_batch": true,
"config": {
"encoder": {
"type": "oobleck",
"config": {
"in_channels": 2,
"channels": 128,
"c_mults": [1, 2, 4, 8, 16],
"strides": [2, 4, 4, 8, 8],
"latent_dim": 128,
"use_snake": true
}
},
"decoder": {
"type": "oobleck",
"config": {
"out_channels": 2,
"channels": 128,
"c_mults": [1, 2, 4, 8, 16],
"strides": [2, 4, 4, 8, 8],
"latent_dim": 64,
"use_snake": true,
"final_tanh": false
}
},
"bottleneck": {
"type": "vae"
},
"latent_dim": 64,
"downsampling_ratio": 2048,
"io_channels": 2
}
},
"conditioning": {
"configs": [
{
"id": "metaclip_features",
"type": "mm_unchang",
"config": {
"dim": 1024,
"output_dim": 1024
}
},
{
"id": "metaclip_text_features",
"type": "mm_unchang",
"config": {
"dim": 1024,
"output_dim": 1024
}
},
{
"id": "sync_features",
"type": "mm_unchang",
"config": {
"dim": 768,
"output_dim": 768
}
},
{
"id": "t5_features",
"type": "mm_unchang",
"config": {
"dim": 2048,
"output_dim": 2048
}
}
],
"cond_dim": 768
},
"diffusion": {
"mm_cond_ids": ["metaclip_features", "sync_features", "metaclip_text_features","t5_features"],
"type": "mmdit",
"diffusion_objective": "rectified_flow",
"config": {
"latent_dim":64,
"clip_dim":1024,
"sync_dim":768,
"text_dim":2048,
"hidden_dim":1024,
"depth":21,
"fused_depth":14,
"num_heads":16,
"latent_seq_len":194,
"clip_seq_len":72,
"sync_seq_len":216,
"v2": true,
"kernel_size": 3
}
},
"io_channels": 64
},
"training": {
"use_ema": true,
"log_loss_info": false,
"cfg_dropout_prob": 0.2,
"pre_encoded": true,
"timestep_sampler": "logit_normal",
"optimizer_configs": {
"diffusion": {
"optimizer": {
"type": "AdamW",
"config": {
"lr": 5e-5,
"betas": [0.9, 0.95],
"weight_decay": 1e-4,
"eps": 1e-6
}
},
"scheduler": {
"type": "InverseLR",
"config": {
"inv_gamma": 1000000,
"power": 0.5,
"warmup": 0.99
}
}
}
},
"demo": {
"demo_every": 5000,
"demo_steps": 24,
"num_demos": 10,
"demo_cond": [
"dataset/vggsound/video_latents_t5_clip_npz/test/0Cu33yBwAPg_000060.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/bmKtI808DsU_000009.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/VC0c22cJTbM_000424.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/F3gsbUTdc2U_000090.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/WatvT8A8iug_000100.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/0nvBTp-q7tU_000112.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/3-PFuDkTM48_000080.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/luSAuu-BoPs_000232.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/__8UJxW0aOQ_000002.npz",
"dataset/vggsound/video_latents_t5_clip_npz/test/_0m_YMpQayA_000168.npz"
],
"demo_cfg_scales": [5]
}
}
}