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{
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"model_type": "diffusion_cond",
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"sample_size": 2097152,
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"sample_rate": 44100,
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"audio_channels": 2,
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"model": {
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"pretransform": {
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"type": "autoencoder",
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"iterate_batch": true,
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"config": {
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"encoder": {
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"type": "oobleck",
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"requires_grad": false,
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"config": {
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"in_channels": 2,
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"channels": 128,
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"c_mults": [1, 2, 4, 8, 16],
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"strides": [2, 4, 4, 8, 8],
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"latent_dim": 128,
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"use_snake": true
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}
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},
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"decoder": {
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"type": "oobleck",
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"config": {
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"out_channels": 2,
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"channels": 128,
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"c_mults": [1, 2, 4, 8, 16],
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"strides": [2, 4, 4, 8, 8],
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"latent_dim": 64,
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"use_snake": true,
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"final_tanh": false
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}
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},
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"bottleneck": {
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"type": "vae"
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},
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"latent_dim": 64,
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"downsampling_ratio": 2048,
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"io_channels": 2
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}
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},
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"conditioning": {
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"configs": [
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{
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"id": "prompt",
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"type": "t5",
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"config": {
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"t5_model_name": "t5-base",
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"max_length": 128
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}
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},
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{
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"id": "seconds_start",
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"type": "number",
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"config": {
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"min_val": 0,
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"max_val": 512
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}
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},
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{
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"id": "seconds_total",
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"type": "number",
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"config": {
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"min_val": 0,
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"max_val": 512
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}
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}
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],
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"cond_dim": 768
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},
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"diffusion": {
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"cross_attention_cond_ids": ["prompt", "seconds_start", "seconds_total"],
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"global_cond_ids": ["seconds_start", "seconds_total"],
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"type": "dit",
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"config": {
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"io_channels": 64,
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"embed_dim": 1536,
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"depth": 24,
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"num_heads": 24,
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"cond_token_dim": 768,
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"global_cond_dim": 1536,
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"project_cond_tokens": false,
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"transformer_type": "continuous_transformer"
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}
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},
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"io_channels": 64
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},
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"training": {
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"use_ema": true,
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"log_loss_info": false,
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"optimizer_configs": {
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"diffusion": {
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"optimizer": {
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"type": "AdamW",
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"config": {
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"lr": 5e-5,
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"betas": [0.9, 0.999],
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"weight_decay": 1e-3
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}
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},
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"scheduler": {
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"type": "InverseLR",
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"config": {
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"inv_gamma": 1000000,
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"power": 0.5,
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"warmup": 0.99
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}
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}
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}
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},
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"demo": {
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"demo_every": 2000,
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"demo_steps": 250,
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"num_demos": 4,
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"demo_cond": [
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{"prompt": "Amen break 174 BPM", "seconds_start": 0, "seconds_total": 12},
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{"prompt": "A beautiful orchestral symphony, classical music", "seconds_start": 0, "seconds_total": 160},
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{"prompt": "Chill hip-hop beat, chillhop", "seconds_start": 0, "seconds_total": 190},
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{"prompt": "A pop song about love and loss", "seconds_start": 0, "seconds_total": 180}
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],
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"demo_cfg_scales": [3, 6, 9]
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}
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}
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}
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