logs/1_log.txt

Running 1 job
{
    "type": "diffusion_trainer",
    "training_folder": "/app/ai-toolkit/output",
    "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
    "device": "cuda",
    "trigger_word": null,
    "performance_log_every": 10,
    "network": {
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        "linear": 32,
        "linear_alpha": 32,
        "conv": 16,
        "conv_alpha": 16,
        "lokr_full_rank": true,
        "lokr_factor": -1,
        "network_kwargs": {
            "ignore_if_contains": []
        }
    },
    "save": {
        "dtype": "bf16",
        "save_every": 500,
        "max_step_saves_to_keep": 400,
        "save_format": "diffusers",
        "push_to_hub": false
    },
    "datasets": [
        {
            "folder_path": "/app/ai-toolkit/datasets/16_frames",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 9,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true,
            "do_audio": true,
            "fps": 24
        },
        {
            "folder_path": "/app/ai-toolkit/datasets/24_frames",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 17,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true,
            "do_audio": true
        },
        {
            "folder_path": "/app/ai-toolkit/datasets/32_frames",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 25,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true,
            "do_audio": true
        },
        {
            "folder_path": "/app/ai-toolkit/datasets/40_frames",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 33,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true,
            "do_audio": true
        },
        {
            "folder_path": "/app/ai-toolkit/datasets/48_frames",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 41,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true,
            "do_audio": true
        },
        {
            "folder_path": "/app/ai-toolkit/datasets/images",
            "mask_path": null,
            "mask_min_value": 0.1,
            "default_caption": "",
            "caption_ext": "txt",
            "caption_dropout_rate": 0.05,
            "cache_latents_to_disk": true,
            "is_reg": false,
            "network_weight": 1,
            "resolution": [
                512,
                768
            ],
            "controls": [],
            "shrink_video_to_frames": true,
            "num_frames": 1,
            "flip_x": false,
            "flip_y": false,
            "num_repeats": 1,
            "do_i2v": true
        }
    ],
    "train": {
        "batch_size": 1,
        "bypass_guidance_embedding": false,
        "steps": 15000,
        "gradient_accumulation": 1,
        "train_unet": true,
        "train_text_encoder": false,
        "gradient_checkpointing": true,
        "noise_scheduler": "flowmatch",
        "optimizer": "adamw8bit",
        "timestep_type": "weighted",
        "content_or_style": "balanced",
        "optimizer_params": {
            "weight_decay": 0.0001
        },
        "unload_text_encoder": false,
        "cache_text_embeddings": true,
        "lr": 0.0001,
        "ema_config": {
            "use_ema": false,
            "ema_decay": 0.99
        },
        "skip_first_sample": false,
        "force_first_sample": false,
        "disable_sampling": true,
        "dtype": "bf16",
        "diff_output_preservation": false,
        "diff_output_preservation_multiplier": 1,
        "diff_output_preservation_class": "person",
        "switch_boundary_every": 1,
        "loss_type": "mse"
    },
    "logging": {
        "log_every": 1,
        "use_ui_logger": true
    },
    "model": {
        "name_or_path": "Lightricks/LTX-2",
        "quantize": true,
        "qtype": "qfloat8",
        "quantize_te": true,
        "qtype_te": "uint4",
        "arch": "ltx2",
        "low_vram": true,
        "model_kwargs": {},
        "layer_offloading": false,
        "layer_offloading_text_encoder_percent": 1,
        "layer_offloading_transformer_percent": 1
    },
    "sample": {
        "sampler": "flowmatch",
        "sample_every": 250,
        "width": 768,
        "height": 768,
        "samples": [],
        "neg": "",
        "seed": 42,
        "walk_seed": true,
        "guidance_scale": 4,
        "sample_steps": 25,
        "num_frames": 121,
        "fps": 24
    }
}
Changing sample extention to animated webp
Using SQLite database at /app/ai-toolkit/aitk_db.db
Job ID: "10f59d0b-b6f3-42e6-85a4-8eaac8332144"

#############################################
# Running job: goldenboy_ltx
#############################################


Running  1 process
Loading LTX2 model
Loading transformer

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Quantizing Transformer
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 - quantizing extras
Moving transformer to CPU
Loading text encoder

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Quantizing Text Encoder
Loading VAEs and other components
Making pipe
Preparing Model
Model Loaded
create LoRA network. base dim (rank): 32, alpha: 32
neuron dropout: p=None, rank dropout: p=None, module dropout: p=None
apply LoRA to Conv2d with kernel size (3,3). dim (rank): 16, alpha: 16
create LoRA for Text Encoder: 0 modules.
create LoRA for U-Net: 1344 modules.
enable LoRA for U-Net
Dataset: /app/ai-toolkit/datasets/16_frames
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  -  Found 2 videos
Bucket sizes for /app/ai-toolkit/datasets/16_frames:
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Dataset: /app/ai-toolkit/datasets/16_frames
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  -  Found 2 videos
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Dataset: /app/ai-toolkit/datasets/24_frames
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  -  Found 11 videos
Bucket sizes for /app/ai-toolkit/datasets/24_frames:
576x416: 11 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/24_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching latents to disk: 100%|##########| 11/11 [00:00<00:00, 17952.27it/s]
Caching latents to disk: 100%|##########| 11/11 [00:00<00:00, 17952.27it/s]

Caching text_embeddings for /app/ai-toolkit/datasets/24_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 11/11 [00:00<00:00, 4081.51it/s]
Caching text embeddings to disk: 100%|##########| 11/11 [00:00<00:00, 4081.51it/s]

Dataset: /app/ai-toolkit/datasets/24_frames
  -  Preprocessing video dimensions

  0%|          | 0/11 [00:00<?, ?it/s]
  0%|          | 0/11 [00:00<?, ?it/s]
100%|##########| 11/11 [00:00<00:00, 34201.14it/s]
100%|##########| 11/11 [00:00<00:00, 34201.14it/s]

  -  Found 11 videos
Bucket sizes for /app/ai-toolkit/datasets/24_frames:
736x576: 11 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/24_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching latents to disk: 100%|##########| 11/11 [00:00<00:00, 18114.39it/s]
Caching latents to disk: 100%|##########| 11/11 [00:00<00:00, 18114.39it/s]

Caching text_embeddings for /app/ai-toolkit/datasets/24_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/11 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 11/11 [00:00<00:00, 7241.77it/s]
Caching text embeddings to disk: 100%|##########| 11/11 [00:00<00:00, 7241.77it/s]

Dataset: /app/ai-toolkit/datasets/32_frames
  -  Preprocessing video dimensions

  0%|          | 0/29 [00:00<?, ?it/s]
  0%|          | 0/29 [00:00<?, ?it/s]
100%|##########| 29/29 [00:00<00:00, 31908.40it/s]
100%|##########| 29/29 [00:00<00:00, 31908.40it/s]

  -  Found 29 videos
Bucket sizes for /app/ai-toolkit/datasets/32_frames:
576x416: 29 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/32_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching latents to disk: 100%|##########| 29/29 [00:00<00:00, 23324.03it/s]
Caching latents to disk: 100%|##########| 29/29 [00:00<00:00, 23324.03it/s]

Caching text_embeddings for /app/ai-toolkit/datasets/32_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 29/29 [00:00<00:00, 5760.86it/s]
Caching text embeddings to disk: 100%|##########| 29/29 [00:00<00:00, 5760.86it/s]

Dataset: /app/ai-toolkit/datasets/32_frames
  -  Preprocessing video dimensions

  0%|          | 0/29 [00:00<?, ?it/s]
  0%|          | 0/29 [00:00<?, ?it/s]
100%|##########| 29/29 [00:00<00:00, 43301.82it/s]
100%|##########| 29/29 [00:00<00:00, 43301.82it/s]

  -  Found 29 videos
Bucket sizes for /app/ai-toolkit/datasets/32_frames:
736x576: 29 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/32_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching latents to disk: 100%|##########| 29/29 [00:00<00:00, 24722.52it/s]
Caching latents to disk: 100%|##########| 29/29 [00:00<00:00, 24722.52it/s]

Caching text_embeddings for /app/ai-toolkit/datasets/32_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/29 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 29/29 [00:00<00:00, 11090.98it/s]
Caching text embeddings to disk: 100%|##########| 29/29 [00:00<00:00, 11090.98it/s]

Dataset: /app/ai-toolkit/datasets/40_frames
  -  Preprocessing video dimensions

  0%|          | 0/12 [00:00<?, ?it/s]
  0%|          | 0/12 [00:00<?, ?it/s]
100%|##########| 12/12 [00:00<00:00, 28260.33it/s]
100%|##########| 12/12 [00:00<00:00, 28260.33it/s]

  -  Found 12 videos
Bucket sizes for /app/ai-toolkit/datasets/40_frames:
576x416: 12 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/40_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching latents to disk: 100%|##########| 12/12 [00:00<00:00, 16491.37it/s]
Caching latents to disk: 100%|##########| 12/12 [00:00<00:00, 16491.37it/s]

Caching text_embeddings for /app/ai-toolkit/datasets/40_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching text embeddings to disk:   8%|8         | 1/12 [00:07<01:25,  7.74s/it]
Caching text embeddings to disk:   8%|8         | 1/12 [00:07<01:25,  7.74s/it]
Caching text embeddings to disk:  17%|#6        | 2/12 [00:09<00:39,  3.93s/it]
Caching text embeddings to disk:  17%|#6        | 2/12 [00:09<00:39,  3.93s/it]
Caching text embeddings to disk:  25%|##5       | 3/12 [00:10<00:24,  2.70s/it]
Caching text embeddings to disk:  25%|##5       | 3/12 [00:10<00:24,  2.70s/it]
Caching text embeddings to disk:  33%|###3      | 4/12 [00:11<00:16,  2.12s/it]
Caching text embeddings to disk:  33%|###3      | 4/12 [00:11<00:16,  2.12s/it]
Caching text embeddings to disk:  42%|####1     | 5/12 [00:12<00:12,  1.80s/it]
Caching text embeddings to disk:  42%|####1     | 5/12 [00:12<00:12,  1.80s/it]
Caching text embeddings to disk:  50%|#####     | 6/12 [00:13<00:09,  1.62s/it]
Caching text embeddings to disk:  50%|#####     | 6/12 [00:13<00:09,  1.62s/it]
Caching text embeddings to disk:  58%|#####8    | 7/12 [00:15<00:07,  1.52s/it]
Caching text embeddings to disk:  58%|#####8    | 7/12 [00:15<00:07,  1.52s/it]
Caching text embeddings to disk:  67%|######6   | 8/12 [00:16<00:05,  1.45s/it]
Caching text embeddings to disk:  67%|######6   | 8/12 [00:16<00:05,  1.45s/it]
Caching text embeddings to disk:  75%|#######5  | 9/12 [00:17<00:04,  1.39s/it]
Caching text embeddings to disk:  75%|#######5  | 9/12 [00:17<00:04,  1.39s/it]
Caching text embeddings to disk:  83%|########3 | 10/12 [00:19<00:02,  1.36s/it]
Caching text embeddings to disk:  83%|########3 | 10/12 [00:19<00:02,  1.36s/it]
Caching text embeddings to disk:  92%|#########1| 11/12 [00:20<00:01,  1.33s/it]
Caching text embeddings to disk:  92%|#########1| 11/12 [00:20<00:01,  1.33s/it]
Caching text embeddings to disk: 100%|##########| 12/12 [00:21<00:00,  1.32s/it]
Caching text embeddings to disk: 100%|##########| 12/12 [00:21<00:00,  1.32s/it]
Caching text embeddings to disk: 100%|##########| 12/12 [00:21<00:00,  1.81s/it]
Caching text embeddings to disk: 100%|##########| 12/12 [00:21<00:00,  1.81s/it]

Dataset: /app/ai-toolkit/datasets/40_frames
  -  Preprocessing video dimensions

  0%|          | 0/12 [00:00<?, ?it/s]
  0%|          | 0/12 [00:00<?, ?it/s]
100%|##########| 12/12 [00:00<00:00, 32140.26it/s]
100%|##########| 12/12 [00:00<00:00, 32140.26it/s]

  -  Found 12 videos
Bucket sizes for /app/ai-toolkit/datasets/40_frames:
736x576: 12 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/40_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching latents to disk:   8%|8         | 1/12 [00:04<00:47,  4.32s/it]
Caching latents to disk:   8%|8         | 1/12 [00:04<00:47,  4.32s/it]
Caching latents to disk:  17%|#6        | 2/12 [00:07<00:38,  3.85s/it]
Caching latents to disk:  17%|#6        | 2/12 [00:07<00:38,  3.85s/it]
Caching latents to disk:  25%|##5       | 3/12 [00:10<00:31,  3.48s/it]
Caching latents to disk:  25%|##5       | 3/12 [00:10<00:31,  3.48s/it]
Caching latents to disk:  33%|###3      | 4/12 [00:14<00:29,  3.64s/it]
Caching latents to disk:  33%|###3      | 4/12 [00:14<00:29,  3.64s/it]
Caching latents to disk:  42%|####1     | 5/12 [00:18<00:26,  3.77s/it]
Caching latents to disk:  42%|####1     | 5/12 [00:18<00:26,  3.77s/it]
Caching latents to disk:  50%|#####     | 6/12 [00:22<00:22,  3.78s/it]
Caching latents to disk:  50%|#####     | 6/12 [00:22<00:22,  3.78s/it]
Caching latents to disk:  58%|#####8    | 7/12 [00:26<00:19,  3.86s/it]
Caching latents to disk:  58%|#####8    | 7/12 [00:26<00:19,  3.86s/it]
Caching latents to disk:  67%|######6   | 8/12 [00:29<00:14,  3.70s/it]
Caching latents to disk:  67%|######6   | 8/12 [00:29<00:14,  3.70s/it]
Caching latents to disk:  75%|#######5  | 9/12 [00:33<00:11,  3.77s/it]
Caching latents to disk:  75%|#######5  | 9/12 [00:33<00:11,  3.77s/it]
Caching latents to disk:  83%|########3 | 10/12 [00:37<00:07,  3.87s/it]
Caching latents to disk:  83%|########3 | 10/12 [00:37<00:07,  3.87s/it]
Caching latents to disk:  92%|#########1| 11/12 [00:41<00:03,  3.78s/it]
Caching latents to disk:  92%|#########1| 11/12 [00:41<00:03,  3.78s/it]
Caching latents to disk: 100%|##########| 12/12 [00:45<00:00,  3.83s/it]
Caching latents to disk: 100%|##########| 12/12 [00:45<00:00,  3.83s/it]
Caching latents to disk: 100%|##########| 12/12 [00:45<00:00,  3.79s/it]
Caching latents to disk: 100%|##########| 12/12 [00:45<00:00,  3.79s/it]

Caching text_embeddings for /app/ai-toolkit/datasets/40_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/12 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 12/12 [00:00<00:00, 9574.21it/s]
Caching text embeddings to disk: 100%|##########| 12/12 [00:00<00:00, 9574.21it/s]

Dataset: /app/ai-toolkit/datasets/48_frames
  -  Preprocessing video dimensions

  0%|          | 0/23 [00:00<?, ?it/s]
  0%|          | 0/23 [00:00<?, ?it/s]
 43%|####3     | 10/23 [00:00<00:00, 91.74it/s]
 43%|####3     | 10/23 [00:00<00:00, 91.74it/s]
 87%|########6 | 20/23 [00:00<00:00, 95.88it/s]
 87%|########6 | 20/23 [00:00<00:00, 95.88it/s]
100%|##########| 23/23 [00:00<00:00, 96.81it/s]
100%|##########| 23/23 [00:00<00:00, 96.81it/s]

  -  Found 23 videos
Bucket sizes for /app/ai-toolkit/datasets/48_frames:
576x416: 23 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/48_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching latents to disk:   4%|4         | 1/23 [00:05<01:55,  5.24s/it]
Caching latents to disk:   4%|4         | 1/23 [00:05<01:55,  5.24s/it]
Caching latents to disk:   9%|8         | 2/23 [00:10<01:44,  4.98s/it]
Caching latents to disk:   9%|8         | 2/23 [00:10<01:44,  4.98s/it]
Caching latents to disk:  13%|#3        | 3/23 [00:14<01:35,  4.76s/it]
Caching latents to disk:  13%|#3        | 3/23 [00:14<01:35,  4.76s/it]
Caching latents to disk:  17%|#7        | 4/23 [00:19<01:32,  4.88s/it]
Caching latents to disk:  17%|#7        | 4/23 [00:19<01:32,  4.88s/it]
Caching latents to disk:  22%|##1       | 5/23 [00:24<01:28,  4.89s/it]
Caching latents to disk:  22%|##1       | 5/23 [00:24<01:28,  4.89s/it]
Caching latents to disk:  26%|##6       | 6/23 [00:29<01:22,  4.86s/it]
Caching latents to disk:  26%|##6       | 6/23 [00:29<01:22,  4.86s/it]
Caching latents to disk:  30%|###       | 7/23 [00:33<01:16,  4.78s/it]
Caching latents to disk:  30%|###       | 7/23 [00:33<01:16,  4.78s/it]
Caching latents to disk:  35%|###4      | 8/23 [00:38<01:09,  4.66s/it]
Caching latents to disk:  35%|###4      | 8/23 [00:38<01:09,  4.66s/it]
Caching latents to disk:  39%|###9      | 9/23 [00:43<01:07,  4.79s/it]
Caching latents to disk:  39%|###9      | 9/23 [00:43<01:07,  4.79s/it]
Caching latents to disk:  43%|####3     | 10/23 [00:47<01:00,  4.64s/it]
Caching latents to disk:  43%|####3     | 10/23 [00:47<01:00,  4.64s/it]
Caching latents to disk:  48%|####7     | 11/23 [00:52<00:55,  4.61s/it]
Caching latents to disk:  48%|####7     | 11/23 [00:52<00:55,  4.61s/it]
Caching latents to disk:  52%|#####2    | 12/23 [00:56<00:49,  4.53s/it]
Caching latents to disk:  52%|#####2    | 12/23 [00:56<00:49,  4.53s/it]
Caching latents to disk:  57%|#####6    | 13/23 [01:01<00:45,  4.59s/it]
Caching latents to disk:  57%|#####6    | 13/23 [01:01<00:45,  4.59s/it]
Caching latents to disk:  61%|######    | 14/23 [01:05<00:39,  4.44s/it]
Caching latents to disk:  61%|######    | 14/23 [01:05<00:39,  4.44s/it]
Caching latents to disk:  65%|######5   | 15/23 [01:09<00:35,  4.40s/it]
Caching latents to disk:  65%|######5   | 15/23 [01:09<00:35,  4.40s/it]
Caching latents to disk:  70%|######9   | 16/23 [01:14<00:30,  4.36s/it]
Caching latents to disk:  70%|######9   | 16/23 [01:14<00:30,  4.36s/it]
Caching latents to disk:  74%|#######3  | 17/23 [01:18<00:26,  4.34s/it]
Caching latents to disk:  74%|#######3  | 17/23 [01:18<00:26,  4.34s/it]
Caching latents to disk:  78%|#######8  | 18/23 [01:22<00:22,  4.43s/it]
Caching latents to disk:  78%|#######8  | 18/23 [01:22<00:22,  4.43s/it]
Caching latents to disk:  83%|########2 | 19/23 [01:27<00:18,  4.51s/it]
Caching latents to disk:  83%|########2 | 19/23 [01:27<00:18,  4.51s/it]
Caching latents to disk:  87%|########6 | 20/23 [01:31<00:13,  4.45s/it]
Caching latents to disk:  87%|########6 | 20/23 [01:31<00:13,  4.45s/it]
Caching latents to disk:  91%|#########1| 21/23 [01:36<00:08,  4.49s/it]
Caching latents to disk:  91%|#########1| 21/23 [01:36<00:08,  4.49s/it]
Caching latents to disk:  96%|#########5| 22/23 [01:40<00:04,  4.31s/it]
Caching latents to disk:  96%|#########5| 22/23 [01:40<00:04,  4.31s/it]
Caching latents to disk: 100%|##########| 23/23 [01:45<00:00,  4.43s/it]
Caching latents to disk: 100%|##########| 23/23 [01:45<00:00,  4.43s/it]
Caching latents to disk: 100%|##########| 23/23 [01:45<00:00,  4.57s/it]
Caching latents to disk: 100%|##########| 23/23 [01:45<00:00,  4.57s/it]

Caching text_embeddings for /app/ai-toolkit/datasets/48_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching text embeddings to disk:   4%|4         | 1/23 [00:05<02:01,  5.51s/it]
Caching text embeddings to disk:   4%|4         | 1/23 [00:05<02:01,  5.51s/it]
Caching text embeddings to disk:   9%|8         | 2/23 [00:06<01:03,  3.02s/it]
Caching text embeddings to disk:   9%|8         | 2/23 [00:06<01:03,  3.02s/it]
Caching text embeddings to disk:  13%|#3        | 3/23 [00:08<00:44,  2.22s/it]
Caching text embeddings to disk:  13%|#3        | 3/23 [00:08<00:44,  2.22s/it]
Caching text embeddings to disk:  17%|#7        | 4/23 [00:09<00:34,  1.83s/it]
Caching text embeddings to disk:  17%|#7        | 4/23 [00:09<00:34,  1.83s/it]
Caching text embeddings to disk:  22%|##1       | 5/23 [00:10<00:29,  1.62s/it]
Caching text embeddings to disk:  22%|##1       | 5/23 [00:10<00:29,  1.62s/it]
Caching text embeddings to disk:  26%|##6       | 6/23 [00:11<00:25,  1.50s/it]
Caching text embeddings to disk:  26%|##6       | 6/23 [00:11<00:25,  1.50s/it]
Caching text embeddings to disk:  30%|###       | 7/23 [00:13<00:22,  1.42s/it]
Caching text embeddings to disk:  30%|###       | 7/23 [00:13<00:22,  1.42s/it]
Caching text embeddings to disk:  35%|###4      | 8/23 [00:14<00:20,  1.36s/it]
Caching text embeddings to disk:  35%|###4      | 8/23 [00:14<00:20,  1.36s/it]
Caching text embeddings to disk:  39%|###9      | 9/23 [00:15<00:18,  1.34s/it]
Caching text embeddings to disk:  39%|###9      | 9/23 [00:15<00:18,  1.34s/it]
Caching text embeddings to disk:  43%|####3     | 10/23 [00:16<00:17,  1.32s/it]
Caching text embeddings to disk:  43%|####3     | 10/23 [00:16<00:17,  1.32s/it]
Caching text embeddings to disk:  48%|####7     | 11/23 [00:18<00:15,  1.30s/it]
Caching text embeddings to disk:  48%|####7     | 11/23 [00:18<00:15,  1.30s/it]
Caching text embeddings to disk:  52%|#####2    | 12/23 [00:19<00:14,  1.28s/it]
Caching text embeddings to disk:  52%|#####2    | 12/23 [00:19<00:14,  1.28s/it]
Caching text embeddings to disk:  57%|#####6    | 13/23 [00:20<00:12,  1.27s/it]
Caching text embeddings to disk:  57%|#####6    | 13/23 [00:20<00:12,  1.27s/it]
Caching text embeddings to disk:  61%|######    | 14/23 [00:21<00:11,  1.27s/it]
Caching text embeddings to disk:  61%|######    | 14/23 [00:21<00:11,  1.27s/it]
Caching text embeddings to disk:  65%|######5   | 15/23 [00:23<00:10,  1.27s/it]
Caching text embeddings to disk:  65%|######5   | 15/23 [00:23<00:10,  1.27s/it]
Caching text embeddings to disk:  70%|######9   | 16/23 [00:24<00:08,  1.27s/it]
Caching text embeddings to disk:  70%|######9   | 16/23 [00:24<00:08,  1.27s/it]
Caching text embeddings to disk:  74%|#######3  | 17/23 [00:25<00:07,  1.27s/it]
Caching text embeddings to disk:  74%|#######3  | 17/23 [00:25<00:07,  1.27s/it]
Caching text embeddings to disk:  78%|#######8  | 18/23 [00:26<00:06,  1.27s/it]
Caching text embeddings to disk:  78%|#######8  | 18/23 [00:26<00:06,  1.27s/it]
Caching text embeddings to disk:  83%|########2 | 19/23 [00:28<00:05,  1.27s/it]
Caching text embeddings to disk:  83%|########2 | 19/23 [00:28<00:05,  1.27s/it]
Caching text embeddings to disk:  87%|########6 | 20/23 [00:29<00:03,  1.29s/it]
Caching text embeddings to disk:  87%|########6 | 20/23 [00:29<00:03,  1.29s/it]
Caching text embeddings to disk:  91%|#########1| 21/23 [00:30<00:02,  1.29s/it]
Caching text embeddings to disk:  91%|#########1| 21/23 [00:30<00:02,  1.29s/it]
Caching text embeddings to disk:  96%|#########5| 22/23 [00:32<00:01,  1.30s/it]
Caching text embeddings to disk:  96%|#########5| 22/23 [00:32<00:01,  1.30s/it]
Caching text embeddings to disk: 100%|##########| 23/23 [00:33<00:00,  1.31s/it]
Caching text embeddings to disk: 100%|##########| 23/23 [00:33<00:00,  1.31s/it]
Caching text embeddings to disk: 100%|##########| 23/23 [00:33<00:00,  1.46s/it]
Caching text embeddings to disk: 100%|##########| 23/23 [00:33<00:00,  1.46s/it]

Dataset: /app/ai-toolkit/datasets/48_frames
  -  Preprocessing video dimensions

  0%|          | 0/23 [00:00<?, ?it/s]
  0%|          | 0/23 [00:00<?, ?it/s]
100%|##########| 23/23 [00:00<00:00, 20723.74it/s]
100%|##########| 23/23 [00:00<00:00, 20723.74it/s]

  -  Found 23 videos
Bucket sizes for /app/ai-toolkit/datasets/48_frames:
736x576: 23 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/48_frames
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching latents to disk:   4%|4         | 1/23 [00:04<01:49,  4.96s/it]
Caching latents to disk:   4%|4         | 1/23 [00:04<01:49,  4.96s/it]
Caching latents to disk:   9%|8         | 2/23 [00:10<01:47,  5.13s/it]
Caching latents to disk:   9%|8         | 2/23 [00:10<01:47,  5.13s/it]
Caching latents to disk:  13%|#3        | 3/23 [00:15<01:40,  5.03s/it]
Caching latents to disk:  13%|#3        | 3/23 [00:15<01:40,  5.03s/it]
Caching latents to disk:  17%|#7        | 4/23 [00:20<01:38,  5.21s/it]
Caching latents to disk:  17%|#7        | 4/23 [00:20<01:38,  5.21s/it]
Caching latents to disk:  22%|##1       | 5/23 [00:25<01:32,  5.14s/it]
Caching latents to disk:  22%|##1       | 5/23 [00:25<01:32,  5.14s/it]
Caching latents to disk:  26%|##6       | 6/23 [00:30<01:28,  5.20s/it]
Caching latents to disk:  26%|##6       | 6/23 [00:30<01:28,  5.20s/it]
Caching latents to disk:  30%|###       | 7/23 [00:36<01:24,  5.26s/it]
Caching latents to disk:  30%|###       | 7/23 [00:36<01:24,  5.26s/it]
Caching latents to disk:  35%|###4      | 8/23 [00:41<01:18,  5.24s/it]
Caching latents to disk:  35%|###4      | 8/23 [00:41<01:18,  5.24s/it]
Caching latents to disk:  39%|###9      | 9/23 [00:47<01:14,  5.33s/it]
Caching latents to disk:  39%|###9      | 9/23 [00:47<01:14,  5.33s/it]
Caching latents to disk:  43%|####3     | 10/23 [00:52<01:07,  5.23s/it]
Caching latents to disk:  43%|####3     | 10/23 [00:52<01:07,  5.23s/it]
Caching latents to disk:  48%|####7     | 11/23 [00:56<01:00,  5.03s/it]
Caching latents to disk:  48%|####7     | 11/23 [00:56<01:00,  5.03s/it]
Caching latents to disk:  52%|#####2    | 12/23 [01:01<00:53,  4.90s/it]
Caching latents to disk:  52%|#####2    | 12/23 [01:01<00:53,  4.90s/it]
Caching latents to disk:  57%|#####6    | 13/23 [01:06<00:49,  4.96s/it]
Caching latents to disk:  57%|#####6    | 13/23 [01:06<00:49,  4.96s/it]
Caching latents to disk:  61%|######    | 14/23 [01:11<00:43,  4.88s/it]
Caching latents to disk:  61%|######    | 14/23 [01:11<00:43,  4.88s/it]
Caching latents to disk:  65%|######5   | 15/23 [01:15<00:37,  4.74s/it]
Caching latents to disk:  65%|######5   | 15/23 [01:15<00:37,  4.74s/it]
Caching latents to disk:  70%|######9   | 16/23 [01:20<00:33,  4.73s/it]
Caching latents to disk:  70%|######9   | 16/23 [01:20<00:33,  4.73s/it]
Caching latents to disk:  74%|#######3  | 17/23 [01:24<00:28,  4.72s/it]
Caching latents to disk:  74%|#######3  | 17/23 [01:24<00:28,  4.72s/it]
Caching latents to disk:  78%|#######8  | 18/23 [01:29<00:24,  4.83s/it]
Caching latents to disk:  78%|#######8  | 18/23 [01:29<00:24,  4.83s/it]
Caching latents to disk:  83%|########2 | 19/23 [01:35<00:20,  5.00s/it]
Caching latents to disk:  83%|########2 | 19/23 [01:35<00:20,  5.00s/it]
Caching latents to disk:  87%|########6 | 20/23 [01:40<00:15,  5.00s/it]
Caching latents to disk:  87%|########6 | 20/23 [01:40<00:15,  5.00s/it]
Caching latents to disk:  91%|#########1| 21/23 [01:45<00:10,  5.06s/it]
Caching latents to disk:  91%|#########1| 21/23 [01:45<00:10,  5.06s/it]
Caching latents to disk:  96%|#########5| 22/23 [01:50<00:04,  4.90s/it]
Caching latents to disk:  96%|#########5| 22/23 [01:50<00:04,  4.90s/it]
Caching latents to disk: 100%|##########| 23/23 [01:55<00:00,  4.98s/it]
Caching latents to disk: 100%|##########| 23/23 [01:55<00:00,  4.98s/it]
Caching latents to disk: 100%|##########| 23/23 [01:55<00:00,  5.01s/it]
Caching latents to disk: 100%|##########| 23/23 [01:55<00:00,  5.01s/it]

Caching text_embeddings for /app/ai-toolkit/datasets/48_frames
 - Saving text embeddings to disk

Caching text embeddings to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching text embeddings to disk:   0%|          | 0/23 [00:00<?, ?it/s]
Caching text embeddings to disk: 100%|##########| 23/23 [00:00<00:00, 4734.67it/s]
Caching text embeddings to disk: 100%|##########| 23/23 [00:00<00:00, 4734.67it/s]

Dataset: /app/ai-toolkit/datasets/images
  -  Preprocessing image dimensions

  0%|          | 0/368 [00:00<?, ?it/s]
  0%|          | 0/368 [00:00<?, ?it/s]
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 10%|#         | 37/368 [00:00<00:03, 88.30it/s]
 10%|#         | 37/368 [00:00<00:03, 88.30it/s]
 13%|#2        | 47/368 [00:00<00:03, 89.07it/s]
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 49%|####8     | 180/368 [00:02<00:02, 92.48it/s]
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 71%|#######   | 261/368 [00:02<00:01, 92.17it/s]
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 74%|#######3  | 271/368 [00:02<00:01, 92.09it/s]
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 79%|#######9  | 291/368 [00:03<00:00, 92.28it/s]
 79%|#######9  | 291/368 [00:03<00:00, 92.28it/s]
 82%|########1 | 301/368 [00:03<00:00, 90.96it/s]
 82%|########1 | 301/368 [00:03<00:00, 90.96it/s]
 85%|########4 | 311/368 [00:03<00:00, 92.89it/s]
 85%|########4 | 311/368 [00:03<00:00, 92.89it/s]
 87%|########7 | 321/368 [00:03<00:00, 94.01it/s]
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 90%|########9 | 331/368 [00:03<00:00, 93.56it/s]
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100%|##########| 368/368 [00:04<00:00, 90.67it/s]
100%|##########| 368/368 [00:04<00:00, 90.67it/s]

  -  Found 368 images
Bucket sizes for /app/ai-toolkit/datasets/images:
576x416: 368 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/images
 - Saving latents to disk

Caching latents to disk:   0%|          | 0/368 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 0/368 [00:00<?, ?it/s]
Caching latents to disk:   0%|          | 1/368 [00:00<00:54,  6.74it/s]
Caching latents to disk:   0%|          | 1/368 [00:00<00:54,  6.74it/s]
Caching latents to disk:   1%|          | 2/368 [00:00<00:53,  6.88it/s]
Caching latents to disk:   1%|          | 2/368 [00:00<00:53,  6.88it/s]
Caching latents to disk:   1%|          | 3/368 [00:00<00:52,  6.93it/s]
Caching latents to disk:   1%|          | 3/368 [00:00<00:52,  6.93it/s]
Caching latents to disk:   1%|1         | 4/368 [00:00<00:52,  6.92it/s]
Caching latents to disk:   1%|1         | 4/368 [00:00<00:52,  6.92it/s]
Caching latents to disk:   1%|1         | 5/368 [00:00<00:52,  6.90it/s]
Caching latents to disk:   1%|1         | 5/368 [00:00<00:52,  6.90it/s]
Caching latents to disk:   2%|1         | 6/368 [00:00<00:52,  6.88it/s]
Caching latents to disk:   2%|1         | 6/368 [00:00<00:52,  6.88it/s]
Caching latents to disk:   2%|1         | 7/368 [00:01<00:52,  6.87it/s]
Caching latents to disk:   2%|1         | 7/368 [00:01<00:52,  6.87it/s]
Caching latents to disk:   2%|2         | 8/368 [00:01<00:52,  6.89it/s]
Caching latents to disk:   2%|2         | 8/368 [00:01<00:52,  6.89it/s]
Caching latents to disk:   2%|2         | 9/368 [00:01<00:52,  6.82it/s]
Caching latents to disk:   2%|2         | 9/368 [00:01<00:52,  6.82it/s]
Caching latents to disk:   3%|2         | 10/368 [00:01<00:52,  6.76it/s]
Caching latents to disk:   3%|2         | 10/368 [00:01<00:52,  6.76it/s]
Caching latents to disk:   3%|2         | 11/368 [00:01<00:52,  6.76it/s]
Caching latents to disk:   3%|2         | 11/368 [00:01<00:52,  6.76it/s]
Caching latents to disk:   3%|3         | 12/368 [00:01<00:52,  6.75it/s]
Caching latents to disk:   3%|3         | 12/368 [00:01<00:52,  6.75it/s]
Caching latents to disk:   4%|3         | 13/368 [00:01<00:52,  6.74it/s]
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Caching latents to disk:   4%|4         | 15/368 [00:02<00:52,  6.73it/s]
Caching latents to disk:   4%|4         | 15/368 [00:02<00:52,  6.73it/s]
Caching latents to disk:   4%|4         | 16/368 [00:02<00:52,  6.74it/s]
Caching latents to disk:   4%|4         | 16/368 [00:02<00:52,  6.74it/s]
Caching latents to disk:   5%|4         | 17/368 [00:02<00:52,  6.74it/s]
Caching latents to disk:   5%|4         | 17/368 [00:02<00:52,  6.74it/s]
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Caching latents to disk:   5%|4         | 18/368 [00:02<00:51,  6.74it/s]
Caching latents to disk:   5%|5         | 19/368 [00:02<00:51,  6.72it/s]
Caching latents to disk:   5%|5         | 19/368 [00:02<00:51,  6.72it/s]
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Caching latents to disk:   6%|5         | 22/368 [00:03<00:51,  6.74it/s]
Caching latents to disk:   6%|6         | 23/368 [00:03<00:51,  6.75it/s]
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Caching latents to disk:   7%|6         | 24/368 [00:03<00:50,  6.77it/s]
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Caching latents to disk:   7%|7         | 26/368 [00:03<00:50,  6.77it/s]
Caching latents to disk:   7%|7         | 26/368 [00:03<00:50,  6.77it/s]
Caching latents to disk:   7%|7         | 27/368 [00:03<00:50,  6.77it/s]
Caching latents to disk:   7%|7         | 27/368 [00:03<00:50,  6.77it/s]
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Caching latents to disk:   8%|7         | 29/368 [00:04<00:50,  6.78it/s]
Caching latents to disk:   8%|7         | 29/368 [00:04<00:50,  6.78it/s]
Caching latents to disk:   8%|8         | 30/368 [00:04<00:49,  6.78it/s]
Caching latents to disk:   8%|8         | 30/368 [00:04<00:49,  6.78it/s]
Caching latents to disk:   8%|8         | 31/368 [00:04<00:49,  6.79it/s]
Caching latents to disk:   8%|8         | 31/368 [00:04<00:49,  6.79it/s]
Caching latents to disk:   9%|8         | 32/368 [00:04<00:49,  6.74it/s]
Caching latents to disk:   9%|8         | 32/368 [00:04<00:49,  6.74it/s]
Caching latents to disk:   9%|8         | 33/368 [00:04<00:49,  6.77it/s]
Caching latents to disk:   9%|8         | 33/368 [00:04<00:49,  6.77it/s]
Caching latents to disk:   9%|9         | 34/368 [00:05<00:49,  6.77it/s]
Caching latents to disk:   9%|9         | 34/368 [00:05<00:49,  6.77it/s]
Caching latents to disk:  10%|9         | 35/368 [00:05<00:49,  6.77it/s]
Caching latents to disk:  10%|9         | 35/368 [00:05<00:49,  6.77it/s]
Caching latents to disk:  10%|9         | 36/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  10%|9         | 36/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  10%|#         | 37/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  10%|#         | 37/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  10%|#         | 38/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  10%|#         | 38/368 [00:05<00:48,  6.79it/s]
Caching latents to disk:  11%|#         | 39/368 [00:05<00:48,  6.75it/s]
Caching latents to disk:  11%|#         | 39/368 [00:05<00:48,  6.75it/s]
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Caching latents to disk:  11%|#         | 40/368 [00:05<00:48,  6.73it/s]
Caching latents to disk:  11%|#1        | 41/368 [00:06<00:48,  6.75it/s]
Caching latents to disk:  11%|#1        | 41/368 [00:06<00:48,  6.75it/s]
Caching latents to disk:  11%|#1        | 42/368 [00:06<00:48,  6.78it/s]
Caching latents to disk:  11%|#1        | 42/368 [00:06<00:48,  6.78it/s]
Caching latents to disk:  12%|#1        | 43/368 [00:06<00:47,  6.77it/s]
Caching latents to disk:  12%|#1        | 43/368 [00:06<00:47,  6.77it/s]
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Dataset: /app/ai-toolkit/datasets/images
  -  Preprocessing image dimensions

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100%|##########| 368/368 [00:00<00:00, 47948.30it/s]

  -  Found 368 images
Bucket sizes for /app/ai-toolkit/datasets/images:
736x576: 368 files
1 buckets made
Caching latents for /app/ai-toolkit/datasets/images
 - Saving latents to disk

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Caching embeddings and unloading text encoder

***** UNLOADING TEXT ENCODER *****
Embeddings cached to disk. We dont need the text encoder anymore
***********************************