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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+loss_log.db filter=lfs diff=lfs merge=lfs -text

.job_config.json

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+{
+  "job": "extension",
+  "config": {
+    "name": "be_v5",
+    "process": [
+      {
+        "type": "diffusion_trainer",
+        "training_folder": "/mnt/runpod-slim/models/loras",
+        "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+        "device": "cuda",
+        "trigger_word": null,
+        "performance_log_every": 10,
+        "network": {
+          "type": "lora",
+          "linear": 32,
+          "linear_alpha": 32,
+          "conv": 16,
+          "conv_alpha": 16,
+          "lokr_full_rank": true,
+          "lokr_factor": -1,
+          "network_kwargs": {
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+          }
+        },
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+          "save_every": 50,
+          "max_step_saves_to_keep": 25,
+          "save_format": "diffusers",
+          "push_to_hub": false
+        },
+        "datasets": [
+          {
+            "folder_path": "/mnt/runpod-slim/datasets/be_v5",
+            "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,
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+              768,
+              1024
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+          "optimizer": "adamw8bit",
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+          "loss_type": "mse",
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+              "prompt": "a woman holding a coffee cup, in a beanie, sitting at a cafe"
+            },
+            {
+              "prompt": "a horse is a DJ at a night club, fish eye lens, smoke machine, lazer lights, holding a martini"
+            },
+            {
+              "prompt": "a man showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background"
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+              "prompt": "a bear building a log cabin in the snow covered mountains"
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+            {
+              "prompt": "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
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+              "prompt": "photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop"
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+              "prompt": "a bulldog, in a post apocalyptic world, with a shotgun, in a leather jacket, in a desert, with a motorcycle"
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+          "seed": 42,
+          "walk_seed": true,
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+          "sample_steps": 30,
+          "num_frames": 121,
+          "fps": 24
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+      }
+    ]
+  },
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+    "name": "[name]",
+    "version": "1.0"
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config.yaml

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+job: extension
+config:
+  name: be_v5
+  process:
+  - type: diffusion_trainer
+    training_folder: /mnt/runpod-slim/models/loras
+    sqlite_db_path: /app/ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: null
+    performance_log_every: 10
+    network:
+      type: lora
+      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: 50
+      max_step_saves_to_keep: 25
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /mnt/runpod-slim/datasets/be_v5
+      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
+      - 1024
+      controls: []
+      shrink_video_to_frames: true
+      num_frames: 1
+      flip_x: false
+      flip_y: false
+      num_repeats: 1
+      do_i2v: true
+      fps: 24
+      auto_frame_count: true
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 1500
+      gradient_accumulation: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      timestep_type: weighted
+      content_or_style: content
+      optimizer_params:
+        weight_decay: 0.0001
+      unload_text_encoder: false
+      cache_text_embeddings: true
+      lr: 0.0004
+      ema_config:
+        use_ema: false
+        ema_decay: 0.99
+      skip_first_sample: true
+      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
+      audio_loss_multiplier: 1
+    logging:
+      log_every: 1
+      use_ui_logger: true
+    model:
+      name_or_path: Lightricks/LTX-2.3/ltx-2.3-22b-dev.safetensors
+      quantize: false
+      qtype: qfloat8
+      quantize_te: false
+      qtype_te: qfloat8
+      arch: ltx2.3
+      low_vram: false
+      model_kwargs: {}
+      compile: false
+      layer_offloading: false
+      layer_offloading_text_encoder_percent: 1
+      layer_offloading_transformer_percent: 1
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      sample_start_step: 0
+      width: 768
+      height: 768
+      samples:
+      - prompt: woman with red hair, playing chess at the park, bomb going off in
+          the background
+      - prompt: a woman holding a coffee cup, in a beanie, sitting at a cafe
+      - prompt: a horse is a DJ at a night club, fish eye lens, smoke machine, lazer
+          lights, holding a martini
+      - prompt: a man showing off his cool new t shirt at the beach, a shark is jumping
+          out of the water in the background
+      - prompt: a bear building a log cabin in the snow covered mountains
+      - prompt: woman playing the guitar, on stage, singing a song, laser lights,
+          punk rocker
+      - prompt: hipster man with a beard, building a chair, in a wood shop
+      - prompt: photo of a man, white background, medium shot, modeling clothing,
+          studio lighting, white backdrop
+      - prompt: a man holding a sign that says, 'this is a sign'
+      - prompt: a bulldog, in a post apocalyptic world, with a shotgun, in a leather
+          jacket, in a desert, with a motorcycle
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 30
+      num_frames: 121
+      fps: 24
+meta:
+  name: be_v5
+  version: '1.0'

logs/0_log.txt

@@ -0,0 +1,362 @@
+Running 1 job
+{
+    "type": "diffusion_trainer",
+    "training_folder": "/mnt/runpod-slim/models/loras",
+    "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+    "device": "cuda",
+    "trigger_word": null,
+    "performance_log_every": 10,
+    "network": {
+        "type": "lora",
+        "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": 50,
+        "max_step_saves_to_keep": 25,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/mnt/runpod-slim/datasets/be_v5",
+            "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,
+                1024
+            ],
+            "controls": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1,
+            "flip_x": false,
+            "flip_y": false,
+            "num_repeats": 1,
+            "do_i2v": true,
+            "fps": 24,
+            "auto_frame_count": true
+        }
+    ],
+    "train": {
+        "batch_size": 1,
+        "bypass_guidance_embedding": false,
+        "steps": 1500,
+        "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": 0.0004,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "skip_first_sample": true,
+        "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",
+        "audio_loss_multiplier": 1
+    },
+    "logging": {
+        "log_every": 1,
+        "use_ui_logger": true
+    },
+    "model": {
+        "name_or_path": "Lightricks/LTX-2.3/ltx-2.3-22b-dev.safetensors",
+        "quantize": false,
+        "qtype": "qfloat8",
+        "quantize_te": false,
+        "qtype_te": "qfloat8",
+        "arch": "ltx2.3",
+        "low_vram": false,
+        "model_kwargs": {},
+        "compile": false,
+        "layer_offloading": false,
+        "layer_offloading_text_encoder_percent": 1,
+        "layer_offloading_transformer_percent": 1
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 250,
+        "sample_start_step": 0,
+        "width": 768,
+        "height": 768,
+        "samples": [
+            {
+                "prompt": "woman with red hair, playing chess at the park, bomb going off in the background"
+            },
+            {
+                "prompt": "a woman holding a coffee cup, in a beanie, sitting at a cafe"
+            },
+            {
+                "prompt": "a horse is a DJ at a night club, fish eye lens, smoke machine, lazer lights, holding a martini"
+            },
+            {
+                "prompt": "a man showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background"
+            },
+            {
+                "prompt": "a bear building a log cabin in the snow covered mountains"
+            },
+            {
+                "prompt": "woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+            },
+            {
+                "prompt": "hipster man with a beard, building a chair, in a wood shop"
+            },
+            {
+                "prompt": "photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+            },
+            {
+                "prompt": "a man holding a sign that says, 'this is a sign'"
+            },
+            {
+                "prompt": "a bulldog, in a post apocalyptic world, with a shotgun, in a leather jacket, in a desert, with a motorcycle"
+            }
+        ],
+        "neg": "",
+        "seed": 42,
+        "walk_seed": true,
+        "guidance_scale": 4,
+        "sample_steps": 30,
+        "num_frames": 121,
+        "fps": 24
+    }
+}
+Changing sample extention to animated webp
+Using SQLite database at /app/ai-toolkit/aitk_db.db
+Job ID: "a861108f-cd40-43a9-9fa4-c4ba63d6cc97"
+
+#############################################
+# Running job: be_v5
+#############################################
+
+
+Running  1 process
+Loading LTX2 model
+Loading transformer
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+Loading text encoder
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+
+
+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: 1632 modules.
+enable LoRA for U-Net
+Dataset: /mnt/runpod-slim/datasets/be_v5
+  -  Preprocessing video dimensions
+
  0%|          | 0/8 [00:00<?, ?it/s]
 75%|███████▌  | 6/8 [00:00<00:00, 58.80it/s]
+  -  Found 8 videos
+Bucket sizes for /mnt/runpod-slim/datasets/be_v5:
+544x480x33f: 1 files
+416x608x161f: 1 files
+416x608x225f: 1 files
+480x544x33f: 1 files
+480x544x145f: 1 files
+416x608x81f: 1 files
+416x608x153f: 1 files
+416x608x105f: 1 files
+8 buckets made
+Caching latents for /mnt/runpod-slim/datasets/be_v5
+ - Saving latents to disk
+
+Caching text_embeddings for /mnt/runpod-slim/datasets/be_v5
+ - Saving text embeddings to disk
+
+Dataset: /mnt/runpod-slim/datasets/be_v5
+  -  Preprocessing video dimensions
+
  0%|          | 0/8 [00:00<?, ?it/s]
+  -  Found 8 videos
+Bucket sizes for /mnt/runpod-slim/datasets/be_v5:
+768x640x33f: 1 files
+512x768x161f: 1 files
+512x768x225f: 1 files
+640x768x33f: 1 files
+640x768x145f: 1 files
+512x768x81f: 1 files
+512x768x153f: 1 files
+512x768x105f: 1 files
+8 buckets made
+Caching latents for /mnt/runpod-slim/datasets/be_v5
+ - Saving latents to disk
+
+Caching text_embeddings for /mnt/runpod-slim/datasets/be_v5
+ - Saving text embeddings to disk
+
+Dataset: /mnt/runpod-slim/datasets/be_v5
+  -  Preprocessing video dimensions
+
  0%|          | 0/8 [00:00<?, ?it/s]
+  -  Found 8 videos
+Bucket sizes for /mnt/runpod-slim/datasets/be_v5:
+768x640x33f: 1 files
+512x768x161f: 1 files
+512x768x225f: 1 files
+640x768x33f: 1 files
+640x768x145f: 1 files
+512x768x81f: 1 files
+512x768x153f: 1 files
+512x768x105f: 1 files
+8 buckets made
+Caching latents for /mnt/runpod-slim/datasets/be_v5
+ - Saving latents to disk
+
+Caching text_embeddings for /mnt/runpod-slim/datasets/be_v5
+ - Saving text embeddings to disk
+
+Caching embeddings and unloading text encoder
+
+***** UNLOADING TEXT ENCODER *****
+Embeddings cached to disk. We dont need the text encoder anymore
+***********************************
+
+Skipping first sample due to config setting
+
+========================================
+Job stopped
+========================================

loss_log.db

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optimizer.pt

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pid.txt

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