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File size: 1,969 Bytes
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model:
base_learning_rate: 2.0e-05
target: ldm.models.diffusion.ddpm.LatentDiffusion
params:
linear_start: 0.0015
linear_end: 0.0195
num_timesteps_cond: 1
log_every_t: 200
timesteps: 1000
first_stage_key: image
cond_stage_key: action_
#scheduler_sampling_rate: 0.0
hybrid_key: c_concat
image_size: 256
channels: 3
cond_stage_trainable: true
conditioning_key: hybrid
monitor: val/loss_simple_ema
unet_config:
target: ldm.modules.diffusionmodules.openaimodel.UNetModel
params:
image_size: 256
in_channels: 24
out_channels: 3
model_channels: 192
attention_resolutions:
- 32
- 16
- 8
num_res_blocks: 2
channel_mult:
- 1
- 2
- 3
- 5
num_head_channels: 32
use_spatial_transformer: true
transformer_depth: 1
context_dim: 768
first_stage_config:
target: ldm.models.autoencoder.IdentityFirstStage
params:
embed_dim: 3
n_embed: 8192
cond_stage_config:
target: ldm.modules.encoders.modules.GPTEmbedder
params:
n_embed: 768
n_layer: 12
data:
target: data.data_processing.datasets.DataModule
params:
batch_size: 16
num_workers: 1
wrap: false
shuffle: True
drop_last: True
pin_memory: True
prefetch_factor: 2
persistent_workers: True
train:
target: data.data_processing.datasets.ActionsData
params:
data_csv_path: train_dataset/train_dataset_14frames_firstframe.csv
validation:
target: data.data_processing.datasets.ActionsData
params:
data_csv_path: train_dataset/train_dataset_14frames_firstframe.csv
lightning:
trainer:
benchmark: False
max_epochs: 4
limit_val_batches: 0
accelerator: gpu
gpus: 1
accumulate_grad_batches: 8
gradient_clip_val: 1
checkpoint_callback: True |