Upload folder using huggingface_hub (part 2)

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loras/be_v7/config.yaml

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+job: extension
+config:
+  name: be_v7
+  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: 20
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /mnt/runpod-slim/datasets/be_v7
+      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
+      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: 1250
+      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: 0.0001
+      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_v7
+  version: '1.0'

loras/be_v7/logs/0_log.txt

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+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,
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+        "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": 20,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/mnt/runpod-slim/datasets/be_v7",
+            "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
+            ],
+            "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": {
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+        "bypass_guidance_embedding": false,
+        "steps": 1250,
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+        "train_unet": true,
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+        "gradient_checkpointing": true,
+        "noise_scheduler": "flowmatch",
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+        "content_or_style": "balanced",
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+            "ema_decay": 0.99
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+        "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
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+    "model": {
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+        "layer_offloading": false,
+        "layer_offloading_text_encoder_percent": 1,
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+        "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: "50dc67ef-1258-4817-b9d9-f23660cee77b"
+
+#############################################
+# Running job: be_v7
+#############################################
+
+
+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.
+
+========================================
+Job stopped
+========================================

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+{
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+  "config": {
+    "name": "be_v8",
+    "process": [
+      {
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+        "training_folder": "/mnt/runpod-slim/models/loras",
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+  name: be_v8
+  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
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+    save:
+      dtype: bf16
+      save_every: 50
+      max_step_saves_to_keep: 20
+      save_format: diffusers
+      push_to_hub: false
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+      mask_path: null
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+      default_caption: ''
+      caption_ext: txt
+      caption_dropout_rate: 0.05
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+      - 512
+      controls: []
+      shrink_video_to_frames: true
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+      flip_y: false
+      num_repeats: 1
+      do_i2v: true
+      fps: 24
+      auto_frame_count: true
+    train:
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+      steps: 1250
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+      gradient_checkpointing: true
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+      optimizer: adamw8bit
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+      switch_boundary_every: 1
+      loss_type: mse
+      audio_loss_multiplier: 1
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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
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+      - 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
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+      neg: ''
+      seed: 42
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+      guidance_scale: 4
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+      fps: 24
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+  name: be_v8
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+    trigger_word: null
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