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.job_config.json

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+{
+  "job": "extension",
+  "config": {
+    "name": "wan_prolook_v2",
+    "process": [
+      {
+        "type": "diffusion_trainer",
+        "training_folder": "/app/ai-toolkit/output",
+        "sqlite_db_path": "/app/ai-toolkit/aitk_db.db",
+        "device": "cuda",
+        "trigger_word": "vilo",
+        "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": 250,
+          "max_step_saves_to_keep": 100,
+          "save_format": "diffusers",
+          "push_to_hub": false
+        },
+        "datasets": [
+          {
+            "folder_path": "/app/ai-toolkit/datasets/pro_look_qwen",
+            "mask_path": null,
+            "mask_min_value": 0.1,
+            "default_caption": "",
+            "caption_ext": "txt",
+            "caption_dropout_rate": 0.05,
+            "cache_latents_to_disk": false,
+            "is_reg": false,
+            "network_weight": 1,
+            "resolution": [
+              512
+            ],
+            "controls": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1,
+            "do_i2v": true,
+            "flip_x": false,
+            "flip_y": false
+          }
+        ],
+        "train": {
+          "batch_size": 1,
+          "bypass_guidance_embedding": false,
+          "steps": 25000,
+          "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": false,
+          "lr": 0.0001,
+          "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+          },
+          "skip_first_sample": false,
+          "force_first_sample": false,
+          "disable_sampling": false,
+          "dtype": "bf16",
+          "diff_output_preservation": false,
+          "diff_output_preservation_multiplier": 1,
+          "diff_output_preservation_class": "person",
+          "switch_boundary_every": 1,
+          "loss_type": "mse"
+        },
+        "model": {
+          "name_or_path": "Wan-AI/Wan2.1-T2V-14B-Diffusers",
+          "quantize": false,
+          "qtype": "qfloat8",
+          "quantize_te": false,
+          "qtype_te": "qfloat8",
+          "arch": "wan21:14b",
+          "low_vram": false,
+          "model_kwargs": {}
+        },
+        "sample": {
+          "sampler": "flowmatch",
+          "sample_every": 250,
+          "width": 1264,
+          "height": 1584,
+          "samples": [
+            {
+              "prompt": "vilo, The image is a portrait of a young man sitting on a white bench. He is shirtless and wearing light green shorts. He has short, dark hair and is looking directly at the camera with a slight smile on his face. His hands are clasped together in front of him, and he appears to be resting his chin on his hand. The background is plain white, and the overall mood of the image is relaxed and casual."
+            },
+            {
+              "prompt": "vilo, The image shows a bartender at a bar. He is wearing a white shirt, black suspenders, and a black bow tie. He has long curly hair and is holding two bottles of whiskey in his hands. The bottles are brown and appear to be filled with a dark liquid. Behind the bartender, there is a brick wall and a shelf with more bottles of alcohol. On the bar counter, there are several glasses and candles. The bartender appears to be preparing a drink."
+            },
+            {
+              "prompt": "vilo, The image shows three young women sitting on a couch in a living room. They are all wearing long, flowing dresses and are engaged in a conversation. The woman on the left is wearing a halter neck dress and has her hair styled in an updo. The other two women are wearing matching dresses and have their hair pulled back in a bun."
+            },
+            {
+              "prompt": "vilo, a man showing off his cool new t shirt at the beach, a shark is jumping out of the water in the background"
+            },
+            {
+              "prompt": "vilo, The image shows a small perfume bottle with a gold cap and a label on it. The bottle is placed on a beige background with an orange ribbon on the left side. On the right side of the image, there is a keychain with a small gold keyring attached to it. Above the keychain, there are two gold-colored fish-shaped pendants. The pendants appear to be made of metal and have intricate designs on them. The overall aesthetic is luxurious and elegant."
+            },
+            {
+              "prompt": "vilo, woman playing the guitar, on stage, singing a song, laser lights, punk rocker"
+            },
+            {
+              "prompt": "vilo, hipster man with a beard, building a chair, in a wood shop"
+            },
+            {
+              "prompt": "vilo, photo of a man, white background, medium shot, modeling clothing, studio lighting, white backdrop"
+            },
+            {
+              "prompt": "vilo, a man holding a sign that says, 'this is a sign'"
+            },
+            {
+              "prompt": "vilo, 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": 25,
+          "num_frames": 1,
+          "fps": 1
+        }
+      }
+    ]
+  },
+  "meta": {
+    "name": "[name]",
+    "version": "1.0"
+  }
+}

config.yaml

@@ -0,0 +1,132 @@
+job: extension
+config:
+  name: wan_prolook_v2
+  process:
+  - type: diffusion_trainer
+    training_folder: /app/ai-toolkit/output
+    sqlite_db_path: /app/ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: vilo
+    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: 250
+      max_step_saves_to_keep: 100
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /app/ai-toolkit/datasets/pro_look_qwen
+      mask_path: null
+      mask_min_value: 0.1
+      default_caption: ''
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      cache_latents_to_disk: false
+      is_reg: false
+      network_weight: 1
+      resolution:
+      - 512
+      controls: []
+      shrink_video_to_frames: true
+      num_frames: 1
+      do_i2v: true
+      flip_x: false
+      flip_y: false
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 25000
+      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: false
+      lr: 0.0001
+      ema_config:
+        use_ema: false
+        ema_decay: 0.99
+      skip_first_sample: false
+      force_first_sample: false
+      disable_sampling: false
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: person
+      switch_boundary_every: 1
+      loss_type: mse
+    model:
+      name_or_path: Wan-AI/Wan2.1-T2V-14B-Diffusers
+      quantize: false
+      qtype: qfloat8
+      quantize_te: false
+      qtype_te: qfloat8
+      arch: wan21:14b
+      low_vram: false
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 1264
+      height: 1584
+      samples:
+      - prompt: vilo, The image is a portrait of a young man sitting on a white bench.
+          He is shirtless and wearing light green shorts. He has short, dark hair
+          and is looking directly at the camera with a slight smile on his face. His
+          hands are clasped together in front of him, and he appears to be resting
+          his chin on his hand. The background is plain white, and the overall mood
+          of the image is relaxed and casual.
+      - prompt: vilo, The image shows a bartender at a bar. He is wearing a white
+          shirt, black suspenders, and a black bow tie. He has long curly hair and
+          is holding two bottles of whiskey in his hands. The bottles are brown and
+          appear to be filled with a dark liquid. Behind the bartender, there is a
+          brick wall and a shelf with more bottles of alcohol. On the bar counter,
+          there are several glasses and candles. The bartender appears to be preparing
+          a drink.
+      - prompt: vilo, The image shows three young women sitting on a couch in a living
+          room. They are all wearing long, flowing dresses and are engaged in a conversation.
+          The woman on the left is wearing a halter neck dress and has her hair styled
+          in an updo. The other two women are wearing matching dresses and have their
+          hair pulled back in a bun.
+      - prompt: vilo, a man showing off his cool new t shirt at the beach, a shark
+          is jumping out of the water in the background
+      - prompt: vilo, The image shows a small perfume bottle with a gold cap and a
+          label on it. The bottle is placed on a beige background with an orange ribbon
+          on the left side. On the right side of the image, there is a keychain with
+          a small gold keyring attached to it. Above the keychain, there are two gold-colored
+          fish-shaped pendants. The pendants appear to be made of metal and have intricate
+          designs on them. The overall aesthetic is luxurious and elegant.
+      - prompt: vilo, woman playing the guitar, on stage, singing a song, laser lights,
+          punk rocker
+      - prompt: vilo, hipster man with a beard, building a chair, in a wood shop
+      - prompt: vilo, photo of a man, white background, medium shot, modeling clothing,
+          studio lighting, white backdrop
+      - prompt: vilo, a man holding a sign that says, 'this is a sign'
+      - prompt: vilo, 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: 25
+      num_frames: 1
+      fps: 1
+meta:
+  name: wan_prolook_v2
+  version: '1.0'

optimizer.pt

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+oid sha256:e22757050c857b47a675a9a1f936446951a95d33c5f23a5ceb56db5f6cd3814e
+size 312442469

pid.txt

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