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configs/inference_i2v_512_v1.0.yaml
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model:
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| 2 |
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target: lvdm.models.ddpm3d.LatentVisualDiffusion
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+
params:
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| 4 |
+
linear_start: 0.00085
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| 5 |
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linear_end: 0.012
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| 6 |
+
num_timesteps_cond: 1
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| 7 |
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timesteps: 1000
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| 8 |
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first_stage_key: video
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| 9 |
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cond_stage_key: caption
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| 10 |
+
cond_stage_trainable: false
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| 11 |
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conditioning_key: crossattn
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| 12 |
+
image_size:
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| 13 |
+
- 40
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| 14 |
+
- 64
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| 15 |
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channels: 4
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| 16 |
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scale_by_std: false
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| 17 |
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scale_factor: 0.18215
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| 18 |
+
use_ema: false
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| 19 |
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uncond_type: empty_seq
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| 20 |
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use_scale: true
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| 21 |
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scale_b: 0.7
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| 22 |
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finegrained: true
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| 23 |
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unet_config:
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| 24 |
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target: lvdm.modules.networks.openaimodel3d.UNetModel
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| 25 |
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params:
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| 26 |
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in_channels: 4
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| 27 |
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out_channels: 4
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| 28 |
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model_channels: 320
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| 29 |
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attention_resolutions:
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| 30 |
+
- 4
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| 31 |
+
- 2
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| 32 |
+
- 1
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| 33 |
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num_res_blocks: 2
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| 34 |
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channel_mult:
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| 35 |
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- 1
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| 36 |
+
- 2
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| 37 |
+
- 4
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| 38 |
+
- 4
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| 39 |
+
num_head_channels: 64
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| 40 |
+
transformer_depth: 1
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| 41 |
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context_dim: 1024
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| 42 |
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use_linear: true
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| 43 |
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use_checkpoint: true
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| 44 |
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temporal_conv: true
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| 45 |
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temporal_attention: true
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| 46 |
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temporal_selfatt_only: true
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| 47 |
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use_relative_position: false
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| 48 |
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use_causal_attention: false
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| 49 |
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use_image_attention: true
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| 50 |
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temporal_length: 16
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| 51 |
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addition_attention: true
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| 52 |
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fps_cond: true
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| 53 |
+
first_stage_config:
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| 54 |
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target: lvdm.models.autoencoder.AutoencoderKL
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| 55 |
+
params:
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| 56 |
+
embed_dim: 4
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| 57 |
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monitor: val/rec_loss
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| 58 |
+
ddconfig:
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| 59 |
+
double_z: true
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| 60 |
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z_channels: 4
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| 61 |
+
resolution: 512
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| 62 |
+
in_channels: 3
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| 63 |
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out_ch: 3
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| 64 |
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ch: 128
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| 65 |
+
ch_mult:
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| 66 |
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- 1
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| 67 |
+
- 2
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| 68 |
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- 4
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| 69 |
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- 4
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| 70 |
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num_res_blocks: 2
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| 71 |
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attn_resolutions: []
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| 72 |
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dropout: 0.0
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| 73 |
+
lossconfig:
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| 74 |
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target: torch.nn.Identity
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| 75 |
+
cond_stage_config:
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| 76 |
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target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
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| 77 |
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params:
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| 78 |
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freeze: true
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| 79 |
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layer: penultimate
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| 80 |
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cond_img_config:
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| 81 |
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target: lvdm.modules.encoders.condition.FrozenOpenCLIPImageEmbedderV2
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| 82 |
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params:
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| 83 |
+
freeze: true
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configs/inference_t2v_1024_v1.0.yaml
ADDED
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@@ -0,0 +1,77 @@
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| 1 |
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model:
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| 2 |
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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
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| 11 |
+
conditioning_key: crossattn
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| 12 |
+
image_size:
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| 13 |
+
- 72
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| 14 |
+
- 128
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| 15 |
+
channels: 4
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| 16 |
+
scale_by_std: false
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| 17 |
+
scale_factor: 0.18215
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| 18 |
+
use_ema: false
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| 19 |
+
uncond_type: empty_seq
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| 20 |
+
use_scale: true
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| 21 |
+
fix_scale_bug: true
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| 22 |
+
unet_config:
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| 23 |
+
target: lvdm.modules.networks.openaimodel3d.UNetModel
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| 24 |
+
params:
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| 25 |
+
in_channels: 4
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| 26 |
+
out_channels: 4
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| 27 |
+
model_channels: 320
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| 28 |
+
attention_resolutions:
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| 29 |
+
- 4
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| 30 |
+
- 2
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| 31 |
+
- 1
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| 32 |
+
num_res_blocks: 2
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| 33 |
+
channel_mult:
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| 34 |
+
- 1
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| 35 |
+
- 2
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| 36 |
+
- 4
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| 37 |
+
- 4
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| 38 |
+
num_head_channels: 64
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| 39 |
+
transformer_depth: 1
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| 40 |
+
context_dim: 1024
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| 41 |
+
use_linear: true
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| 42 |
+
use_checkpoint: true
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| 43 |
+
temporal_conv: false
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| 44 |
+
temporal_attention: true
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| 45 |
+
temporal_selfatt_only: true
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| 46 |
+
use_relative_position: true
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| 47 |
+
use_causal_attention: false
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| 48 |
+
temporal_length: 16
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| 49 |
+
addition_attention: true
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| 50 |
+
fps_cond: true
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| 51 |
+
first_stage_config:
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| 52 |
+
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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| 57 |
+
double_z: true
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| 58 |
+
z_channels: 4
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| 59 |
+
resolution: 512
|
| 60 |
+
in_channels: 3
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| 61 |
+
out_ch: 3
|
| 62 |
+
ch: 128
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| 63 |
+
ch_mult:
|
| 64 |
+
- 1
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| 65 |
+
- 2
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| 66 |
+
- 4
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| 67 |
+
- 4
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| 68 |
+
num_res_blocks: 2
|
| 69 |
+
attn_resolutions: []
|
| 70 |
+
dropout: 0.0
|
| 71 |
+
lossconfig:
|
| 72 |
+
target: torch.nn.Identity
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| 73 |
+
cond_stage_config:
|
| 74 |
+
target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
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| 75 |
+
params:
|
| 76 |
+
freeze: true
|
| 77 |
+
layer: penultimate
|
configs/inference_t2v_512_v1.0.yaml
ADDED
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@@ -0,0 +1,74 @@
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| 1 |
+
model:
|
| 2 |
+
target: lvdm.models.ddpm3d.LatentDiffusion
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| 3 |
+
params:
|
| 4 |
+
linear_start: 0.00085
|
| 5 |
+
linear_end: 0.012
|
| 6 |
+
num_timesteps_cond: 1
|
| 7 |
+
timesteps: 1000
|
| 8 |
+
first_stage_key: video
|
| 9 |
+
cond_stage_key: caption
|
| 10 |
+
cond_stage_trainable: false
|
| 11 |
+
conditioning_key: crossattn
|
| 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
|
| 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
|
| 26 |
+
attention_resolutions:
|
| 27 |
+
- 4
|
| 28 |
+
- 2
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| 29 |
+
- 1
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| 30 |
+
num_res_blocks: 2
|
| 31 |
+
channel_mult:
|
| 32 |
+
- 1
|
| 33 |
+
- 2
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| 34 |
+
- 4
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| 35 |
+
- 4
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| 36 |
+
num_head_channels: 64
|
| 37 |
+
transformer_depth: 1
|
| 38 |
+
context_dim: 1024
|
| 39 |
+
use_linear: true
|
| 40 |
+
use_checkpoint: true
|
| 41 |
+
temporal_conv: false
|
| 42 |
+
temporal_attention: true
|
| 43 |
+
temporal_selfatt_only: true
|
| 44 |
+
use_relative_position: true
|
| 45 |
+
use_causal_attention: false
|
| 46 |
+
temporal_length: 16
|
| 47 |
+
addition_attention: true
|
| 48 |
+
first_stage_config:
|
| 49 |
+
target: lvdm.models.autoencoder.AutoencoderKL
|
| 50 |
+
params:
|
| 51 |
+
embed_dim: 4
|
| 52 |
+
monitor: val/rec_loss
|
| 53 |
+
ddconfig:
|
| 54 |
+
double_z: true
|
| 55 |
+
z_channels: 4
|
| 56 |
+
resolution: 512
|
| 57 |
+
in_channels: 3
|
| 58 |
+
out_ch: 3
|
| 59 |
+
ch: 128
|
| 60 |
+
ch_mult:
|
| 61 |
+
- 1
|
| 62 |
+
- 2
|
| 63 |
+
- 4
|
| 64 |
+
- 4
|
| 65 |
+
num_res_blocks: 2
|
| 66 |
+
attn_resolutions: []
|
| 67 |
+
dropout: 0.0
|
| 68 |
+
lossconfig:
|
| 69 |
+
target: torch.nn.Identity
|
| 70 |
+
cond_stage_config:
|
| 71 |
+
target: lvdm.modules.encoders.condition.FrozenOpenCLIPEmbedder
|
| 72 |
+
params:
|
| 73 |
+
freeze: true
|
| 74 |
+
layer: penultimate
|
configs/inference_t2v_512_v2.0.yaml
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
+
model:
|
| 2 |
+
target: lvdm.models.ddpm3d.LatentDiffusion
|
| 3 |
+
params:
|
| 4 |
+
linear_start: 0.00085
|
| 5 |
+
linear_end: 0.012
|
| 6 |
+
num_timesteps_cond: 1
|
| 7 |
+
timesteps: 1000
|
| 8 |
+
first_stage_key: video
|
| 9 |
+
cond_stage_key: caption
|
| 10 |
+
cond_stage_trainable: false
|
| 11 |
+
conditioning_key: crossattn
|
| 12 |
+
image_size:
|
| 13 |
+
- 40
|
| 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
|
| 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
|
| 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:
|
| 52 |
+
target: lvdm.models.autoencoder.AutoencoderKL
|
| 53 |
+
params:
|
| 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
|