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configs/inference_i2v_512_v1.0.yaml
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model:
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target: lvdm.models.ddpm3d.LatentVisualDiffusion
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params:
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linear_start: 0.00085
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linear_end: 0.012
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num_timesteps_cond: 1
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timesteps: 1000
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first_stage_key: video
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cond_stage_key: caption
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cond_stage_trainable: false
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conditioning_key: crossattn
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image_size:
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- 40
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- 64
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channels: 4
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scale_by_std: false
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scale_factor: 0.18215
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use_ema: false
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uncond_type: empty_seq
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use_scale: true
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scale_b: 0.7
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finegrained: true
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unet_config:
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target: lvdm.modules.networks.openaimodel3d.UNetModel
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params:
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in_channels: 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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- 4
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- 2
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- 1
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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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- 4
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- 4
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num_head_channels: 64
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transformer_depth: 1
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context_dim: 1024
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use_linear: true
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use_checkpoint: true
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temporal_conv: true
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temporal_attention: true
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temporal_selfatt_only: true
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use_relative_position: false
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use_causal_attention: false
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use_image_attention: true
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temporal_length: 16
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addition_attention: true
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fps_cond: true
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first_stage_config:
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target: lvdm.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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ddconfig:
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double_z: true
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z_channels: 4
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resolution: 512
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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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- 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: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
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params:
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freeze: true
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layer: penultimate
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cond_img_config:
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target: lvdm.modules.encoders.condition.FrozenOpenCLIPImageEmbedderV2
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params:
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freeze: true
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configs/inference_t2v_1024_v1.0.yaml
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model:
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target: lvdm.models.ddpm3d.LatentDiffusion
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params:
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linear_start: 0.00085
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+
linear_end: 0.012
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num_timesteps_cond: 1
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timesteps: 1000
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first_stage_key: video
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cond_stage_key: caption
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cond_stage_trainable: false
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conditioning_key: crossattn
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image_size:
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- 72
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- 128
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channels: 4
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scale_by_std: false
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scale_factor: 0.18215
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use_ema: false
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uncond_type: empty_seq
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use_scale: true
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fix_scale_bug: true
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unet_config:
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target: lvdm.modules.networks.openaimodel3d.UNetModel
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params:
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in_channels: 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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- 4
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+
- 2
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+
- 1
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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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+
- 4
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+
- 4
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num_head_channels: 64
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transformer_depth: 1
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context_dim: 1024
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use_linear: true
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use_checkpoint: true
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temporal_conv: false
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temporal_attention: true
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temporal_selfatt_only: true
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use_relative_position: true
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use_causal_attention: false
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temporal_length: 16
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+
addition_attention: true
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+
fps_cond: true
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+
first_stage_config:
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+
target: lvdm.models.autoencoder.AutoencoderKL
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53 |
+
params:
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54 |
+
embed_dim: 4
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55 |
+
monitor: val/rec_loss
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56 |
+
ddconfig:
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+
double_z: true
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+
z_channels: 4
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+
resolution: 512
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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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65 |
+
- 2
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66 |
+
- 4
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+
- 4
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68 |
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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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72 |
+
target: torch.nn.Identity
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73 |
+
cond_stage_config:
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74 |
+
target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
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75 |
+
params:
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76 |
+
freeze: true
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77 |
+
layer: penultimate
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configs/inference_t2v_512_v1.0.yaml
ADDED
@@ -0,0 +1,74 @@
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1 |
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model:
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2 |
+
target: lvdm.models.ddpm3d.LatentDiffusion
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3 |
+
params:
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4 |
+
linear_start: 0.00085
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5 |
+
linear_end: 0.012
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6 |
+
num_timesteps_cond: 1
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7 |
+
timesteps: 1000
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8 |
+
first_stage_key: video
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9 |
+
cond_stage_key: caption
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10 |
+
cond_stage_trainable: false
|
11 |
+
conditioning_key: crossattn
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12 |
+
image_size:
|
13 |
+
- 40
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14 |
+
- 64
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15 |
+
channels: 4
|
16 |
+
scale_by_std: false
|
17 |
+
scale_factor: 0.18215
|
18 |
+
use_ema: false
|
19 |
+
uncond_type: empty_seq
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20 |
+
unet_config:
|
21 |
+
target: lvdm.modules.networks.openaimodel3d.UNetModel
|
22 |
+
params:
|
23 |
+
in_channels: 4
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24 |
+
out_channels: 4
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25 |
+
model_channels: 320
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26 |
+
attention_resolutions:
|
27 |
+
- 4
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28 |
+
- 2
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29 |
+
- 1
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30 |
+
num_res_blocks: 2
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31 |
+
channel_mult:
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32 |
+
- 1
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33 |
+
- 2
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34 |
+
- 4
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35 |
+
- 4
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36 |
+
num_head_channels: 64
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37 |
+
transformer_depth: 1
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38 |
+
context_dim: 1024
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39 |
+
use_linear: true
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+
use_checkpoint: true
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+
temporal_conv: false
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+
temporal_attention: true
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+
temporal_selfatt_only: true
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+
use_relative_position: true
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+
use_causal_attention: false
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+
temporal_length: 16
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+
addition_attention: true
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+
first_stage_config:
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49 |
+
target: lvdm.models.autoencoder.AutoencoderKL
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50 |
+
params:
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51 |
+
embed_dim: 4
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52 |
+
monitor: val/rec_loss
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53 |
+
ddconfig:
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54 |
+
double_z: true
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55 |
+
z_channels: 4
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56 |
+
resolution: 512
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57 |
+
in_channels: 3
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58 |
+
out_ch: 3
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+
ch: 128
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+
ch_mult:
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61 |
+
- 1
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62 |
+
- 2
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63 |
+
- 4
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64 |
+
- 4
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65 |
+
num_res_blocks: 2
|
66 |
+
attn_resolutions: []
|
67 |
+
dropout: 0.0
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68 |
+
lossconfig:
|
69 |
+
target: torch.nn.Identity
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70 |
+
cond_stage_config:
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71 |
+
target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
|
72 |
+
params:
|
73 |
+
freeze: true
|
74 |
+
layer: penultimate
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configs/inference_t2v_512_v2.0.yaml
ADDED
@@ -0,0 +1,77 @@
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1 |
+
model:
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2 |
+
target: lvdm.models.ddpm3d.LatentDiffusion
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3 |
+
params:
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4 |
+
linear_start: 0.00085
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5 |
+
linear_end: 0.012
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6 |
+
num_timesteps_cond: 1
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7 |
+
timesteps: 1000
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8 |
+
first_stage_key: video
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9 |
+
cond_stage_key: caption
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10 |
+
cond_stage_trainable: false
|
11 |
+
conditioning_key: crossattn
|
12 |
+
image_size:
|
13 |
+
- 40
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14 |
+
- 64
|
15 |
+
channels: 4
|
16 |
+
scale_by_std: false
|
17 |
+
scale_factor: 0.18215
|
18 |
+
use_ema: false
|
19 |
+
uncond_type: empty_seq
|
20 |
+
use_scale: true
|
21 |
+
scale_b: 0.7
|
22 |
+
unet_config:
|
23 |
+
target: lvdm.modules.networks.openaimodel3d.UNetModel
|
24 |
+
params:
|
25 |
+
in_channels: 4
|
26 |
+
out_channels: 4
|
27 |
+
model_channels: 320
|
28 |
+
attention_resolutions:
|
29 |
+
- 4
|
30 |
+
- 2
|
31 |
+
- 1
|
32 |
+
num_res_blocks: 2
|
33 |
+
channel_mult:
|
34 |
+
- 1
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35 |
+
- 2
|
36 |
+
- 4
|
37 |
+
- 4
|
38 |
+
num_head_channels: 64
|
39 |
+
transformer_depth: 1
|
40 |
+
context_dim: 1024
|
41 |
+
use_linear: true
|
42 |
+
use_checkpoint: true
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43 |
+
temporal_conv: true
|
44 |
+
temporal_attention: true
|
45 |
+
temporal_selfatt_only: true
|
46 |
+
use_relative_position: false
|
47 |
+
use_causal_attention: false
|
48 |
+
temporal_length: 16
|
49 |
+
addition_attention: true
|
50 |
+
fps_cond: true
|
51 |
+
first_stage_config:
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52 |
+
target: lvdm.models.autoencoder.AutoencoderKL
|
53 |
+
params:
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54 |
+
embed_dim: 4
|
55 |
+
monitor: val/rec_loss
|
56 |
+
ddconfig:
|
57 |
+
double_z: true
|
58 |
+
z_channels: 4
|
59 |
+
resolution: 512
|
60 |
+
in_channels: 3
|
61 |
+
out_ch: 3
|
62 |
+
ch: 128
|
63 |
+
ch_mult:
|
64 |
+
- 1
|
65 |
+
- 2
|
66 |
+
- 4
|
67 |
+
- 4
|
68 |
+
num_res_blocks: 2
|
69 |
+
attn_resolutions: []
|
70 |
+
dropout: 0.0
|
71 |
+
lossconfig:
|
72 |
+
target: torch.nn.Identity
|
73 |
+
cond_stage_config:
|
74 |
+
target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
|
75 |
+
params:
|
76 |
+
freeze: true
|
77 |
+
layer: penultimate
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