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Upload txt2audio_args.yaml
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configs/inpaint/txt2audio_args.yaml
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model:
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base_learning_rate: 1.0e-05
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target: ldm.models.diffusion.ddpm_audio.LatentDiffusion_audio
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params:
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linear_start: 0.0015
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linear_end: 0.0205
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log_every_t: 100
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timesteps: 1000
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loss_type: l1
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first_stage_key: image
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cond_stage_key: masked_image
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image_size: 32 # unused
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mel_dim: 10 # 80 // 2^3
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mel_length: 106 # 848 // 2^3
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channels: 4
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concat_mode: true
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monitor: val/loss
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use_ema: False
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scheduler_config:
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target: ldm.lr_scheduler.LambdaWarmUpCosineScheduler
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params:
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verbosity_interval: 0
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warm_up_steps: 1000
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max_decay_steps: 50000
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lr_start: 0.001
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lr_max: 0.1
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lr_min: 0.0001
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unet_config:
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target: ldm.modules.diffusionmodules.openaimodel.UNetModel
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params:
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image_size: 32 # ununsed
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in_channels: 9 # 4 + 1 + 4
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out_channels: 4
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model_channels: 320
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attention_resolutions:
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- 1
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- 2
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num_res_blocks: 2
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channel_mult: # num_down = len(ch_mult)-1
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- 1
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- 2
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num_heads: 8
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resblock_updown: true
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first_stage_config:
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target: ldm.models.autoencoder.AutoencoderKL
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params:
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embed_dim: 4
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monitor: val/rec_loss
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ckpt_path: # /apdcephfs/share_1316500/nlphuang/results/Text_to_audio/ae15/2022-12-15T22-24-00_mixdata_kl_4_tile/epoch=000009-v2.ckpt
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ddconfig:
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double_z: true
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z_channels: 4
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resolution: 848
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in_channels: 1
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out_ch: 1
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ch: 128
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ch_mult: [ 1, 2, 2, 4 ] # num_down = len(ch_mult)-1
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num_res_blocks: 2
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attn_resolutions: [106, 212]
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dropout: 0.0
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lossconfig:
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target: torch.nn.Identity
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cond_stage_config: __is_first_stage__
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