init
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model:
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base_learning_rate: 2.0e-06
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target: ldm.models.diffusion.ddpm.LatentDiffusion
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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: coordinates_bbox
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image_size: 64
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channels: 3
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conditioning_key: crossattn
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cond_stage_trainable: true
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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: 64
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in_channels: 3
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out_channels: 3
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model_channels: 128
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attention_resolutions:
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- 8
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- 4
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- 2
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num_res_blocks: 2
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channel_mult:
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- 1
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- 2
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- 3
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- 4
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num_head_channels: 32
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use_spatial_transformer: true
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transformer_depth: 3
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context_dim: 512
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first_stage_config:
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target: ldm.models.autoencoder.VQModelInterface
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params:
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embed_dim: 3
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n_embed: 8192
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monitor: val/rec_loss
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ddconfig:
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double_z: false
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z_channels: 3
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resolution: 256
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in_channels: 3
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out_ch: 3
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ch: 128
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ch_mult:
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- 1
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- 2
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- 4
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num_res_blocks: 2
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attn_resolutions: []
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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:
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target: ldm.modules.encoders.modules.BERTEmbedder
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params:
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n_embed: 512
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n_layer: 16
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vocab_size: 8192
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max_seq_len: 92
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use_tokenizer: false
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monitor: val/loss_simple_ema
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data:
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target: main.DataModuleFromConfig
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params:
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batch_size: 24
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wrap: false
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num_workers: 10
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train:
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target: ldm.data.openimages.OpenImagesBBoxTrain
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params:
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size: 256
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validation:
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target: ldm.data.openimages.OpenImagesBBoxValidation
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params:
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size: 256
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