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.gitattributes

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config.yaml

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+job: extension
+config:
+  name: collei
+  process:
+  - type: ui_trainer
+    training_folder: /home/featurize/ai-toolkit/output
+    sqlite_db_path: /home/featurize/ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: null
+    performance_log_every: 10
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+      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: 4000
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /home/featurize/ai-toolkit/datasets/genshin_impact_COLLEI_images_and_texts
+      control_path: null
+      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
+      - 256
+      controls: []
+      shrink_video_to_frames: true
+      num_frames: 1
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 10000
+      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
+      lr: 0.0001
+      ema_config:
+        use_ema: false
+        ema_decay: 0.99
+      skip_first_sample: false
+      disable_sampling: false
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: person
+    model:
+      name_or_path: Wan-AI/Wan2.2-TI2V-5B-Diffusers
+      quantize: true
+      qtype: qfloat8
+      quantize_te: true
+      qtype_te: qfloat8
+      arch: wan22_5b
+      low_vram: true
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 512
+      height: 512
+      samples:
+      - prompt: In this digital anime-style drawing, COLLEI, with flowing green hair
+          and purple eyes, sits on a bed holding a green gift box adorned with a yellow
+          ribbon. They wear a green and gold outfit with intricate designs. The background
+          features a softly lit room with a wooden dresser and a vase of flowers.
+          The overall atmosphere is cozy and intimate, with a focus on the character's
+          thoughtful expression.
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 4
+      sample_steps: 25
+      num_frames: 121
+      fps: 24
+meta:
+  name: collei
+  version: '1.0'

logs/0_log.txt

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+            "control_path": null,
+            "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,
+                256
+            ],
+            "controls": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1
+        }
+    ],
+    "train": {
+        "batch_size": 1,
+        "bypass_guidance_embedding": false,
+        "steps": 10000,
+        "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,
+        "lr": 0.0001,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "skip_first_sample": false,
+        "disable_sampling": false,
+        "dtype": "bf16",
+        "diff_output_preservation": false,
+        "diff_output_preservation_multiplier": 1,
+        "diff_output_preservation_class": "person"
+    },
+    "model": {
+        "name_or_path": "Wan-AI/Wan2.2-TI2V-5B-Diffusers",
+        "quantize": true,
+        "qtype": "qfloat8",
+        "quantize_te": true,
+        "qtype_te": "qfloat8",
+        "arch": "wan22_5b",
+        "low_vram": true,
+        "model_kwargs": {}
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 250,
+        "width": 512,
+        "height": 512,
+        "samples": [
+            {
+                "prompt": "In this digital anime-style drawing, COLLEI, with flowing green hair and purple eyes, sits on a bed holding a green gift box adorned with a yellow ribbon. They wear a green and gold outfit with intricate designs. The background features a softly lit room with a wooden dresser and a vase of flowers. The overall atmosphere is cozy and intimate, with a focus on the character's thoughtful expression."
+            }
+        ],
+        "neg": "",
+        "seed": 42,
+        "walk_seed": true,
+        "guidance_scale": 4,
+        "sample_steps": 25,
+        "num_frames": 121,
+        "fps": 24
+    }
+}
+Using EMA
+Changing sample extention to animated webp
+Using SQLite database at /home/featurize/ai-toolkit/aitk_db.db
+Job ID: "cc24dbd1-fe41-4602-b95c-6e9677f80030"
+
+#############################################
+# Running job: collei
+#############################################
+
+
+Running  1 process
+Loading Wan model
+Loading transformer
+
+
+Error running job: An error occurred while downloading using `hf_transfer`. Consider disabling HF_HUB_ENABLE_HF_TRANSFER for better error handling.
+
+========================================
+Result:
+ - 0 completed jobs
+ - 1 failure
+========================================
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 470, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 470, in http_get
+        hf_transfer.download(hf_transfer.download(
+
+ExceptionException: : Failed too many failures in parallel (3): Request: error decoding response body (no permits available)Failed too many failures in parallel (3): Request: error decoding response body (no permits available)
+
+
+
+The above exception was the direct cause of the following exception:
+The above exception was the direct cause of the following exception:
+
+
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+        main()main()
+
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+        raise eraise e
+
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+        job.run()job.run()
+
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+        process.run()process.run()
+
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+        self.sd.load_model()self.sd.load_model()
+
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+        super().load_model()super().load_model()
+
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+        transformer = WanTransformer3DModel.from_pretrained(transformer = WanTransformer3DModel.from_pretrained(
+
+                                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+        resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(
+
+                                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+        cached_folder = snapshot_download(cached_folder = snapshot_download(
+
+                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+        _inner_hf_hub_download(file)_inner_hf_hub_download(file)
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+        return hf_hub_download(return hf_hub_download(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+        return _hf_hub_download_to_cache_dir(return _hf_hub_download_to_cache_dir(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+        _download_to_tmp_and_move(_download_to_tmp_and_move(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+        http_get(http_get(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 481, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 481, in http_get
+        raise RuntimeError(raise RuntimeError(
+
+RuntimeErrorRuntimeError: : An error occurred while downloading using `hf_transfer`. Consider disabling HF_HUB_ENABLE_HF_TRANSFER for better error handling.An error occurred while downloading using `hf_transfer`. Consider disabling HF_HUB_ENABLE_HF_TRANSFER for better error handling.
+

logs/1_log.txt

@@ -0,0 +1,233 @@
+Running 1 job
+{
+    "type": "ui_trainer",
+    "training_folder": "/home/featurize/ai-toolkit/output",
+    "sqlite_db_path": "/home/featurize/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": 250,
+        "max_step_saves_to_keep": 4000,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/home/featurize/ai-toolkit/datasets/genshin_impact_COLLEI_images_and_texts",
+            "control_path": null,
+            "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,
+                256
+            ],
+            "controls": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1
+        }
+    ],
+    "train": {
+        "batch_size": 1,
+        "bypass_guidance_embedding": false,
+        "steps": 10000,
+        "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,
+        "lr": 0.0001,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "skip_first_sample": false,
+        "disable_sampling": false,
+        "dtype": "bf16",
+        "diff_output_preservation": false,
+        "diff_output_preservation_multiplier": 1,
+        "diff_output_preservation_class": "person"
+    },
+    "model": {
+        "name_or_path": "Wan-AI/Wan2.2-TI2V-5B-Diffusers",
+        "quantize": true,
+        "qtype": "qfloat8",
+        "quantize_te": true,
+        "qtype_te": "qfloat8",
+        "arch": "wan22_5b",
+        "low_vram": true,
+        "model_kwargs": {}
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 250,
+        "width": 512,
+        "height": 512,
+        "samples": [
+            {
+                "prompt": "In this digital anime-style drawing, COLLEI, with flowing green hair and purple eyes, sits on a bed holding a green gift box adorned with a yellow ribbon. They wear a green and gold outfit with intricate designs. The background features a softly lit room with a wooden dresser and a vase of flowers. The overall atmosphere is cozy and intimate, with a focus on the character's thoughtful expression."
+            }
+        ],
+        "neg": "",
+        "seed": 42,
+        "walk_seed": true,
+        "guidance_scale": 4,
+        "sample_steps": 25,
+        "num_frames": 121,
+        "fps": 24
+    }
+}
+Using EMA
+Changing sample extention to animated webp
+Using SQLite database at /home/featurize/ai-toolkit/aitk_db.db
+Job ID: "cc24dbd1-fe41-4602-b95c-6e9677f80030"
+
+#############################################
+# Running job: collei
+#############################################
+
+
+Running  1 process
+Loading Wan model
+Loading transformer
+Error running job: Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.
+
+========================================
+Result:
+ - 0 completed jobs
+ - 1 failure
+========================================
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 402, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 402, in http_get
+        import hf_transfer  # type: ignore[no-redef]import hf_transfer  # type: ignore[no-redef]
+
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'hf_transfer'No module named 'hf_transfer'
+
+
+
+During handling of the above exception, another exception occurred:
+During handling of the above exception, another exception occurred:
+
+
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+        main()main()
+
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+        raise eraise e
+
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+        job.run()job.run()
+
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+        process.run()process.run()
+
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+        self.sd.load_model()self.sd.load_model()
+
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+        super().load_model()super().load_model()
+
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+        transformer = WanTransformer3DModel.from_pretrained(transformer = WanTransformer3DModel.from_pretrained(
+
+                                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+        resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(
+
+                                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+        cached_folder = snapshot_download(cached_folder = snapshot_download(
+
+                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+        _inner_hf_hub_download(file)_inner_hf_hub_download(file)
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+        return hf_hub_download(return hf_hub_download(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+        return _hf_hub_download_to_cache_dir(return _hf_hub_download_to_cache_dir(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+        _download_to_tmp_and_move(_download_to_tmp_and_move(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+        http_get(http_get(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 404, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 404, in http_get
+        raise ValueError(raise ValueError(
+
+ValueErrorValueError: : Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.
+

logs/2_log.txt

@@ -0,0 +1,233 @@
+Running 1 job
+{
+    "type": "ui_trainer",
+    "training_folder": "/home/featurize/ai-toolkit/output",
+    "sqlite_db_path": "/home/featurize/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": 250,
+        "max_step_saves_to_keep": 4000,
+        "save_format": "diffusers",
+        "push_to_hub": false
+    },
+    "datasets": [
+        {
+            "folder_path": "/home/featurize/ai-toolkit/datasets/genshin_impact_COLLEI_images_and_texts",
+            "control_path": null,
+            "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,
+                256
+            ],
+            "controls": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1
+        }
+    ],
+    "train": {
+        "batch_size": 1,
+        "bypass_guidance_embedding": false,
+        "steps": 10000,
+        "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,
+        "lr": 0.0001,
+        "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+        },
+        "skip_first_sample": false,
+        "disable_sampling": false,
+        "dtype": "bf16",
+        "diff_output_preservation": false,
+        "diff_output_preservation_multiplier": 1,
+        "diff_output_preservation_class": "person"
+    },
+    "model": {
+        "name_or_path": "Wan-AI/Wan2.2-TI2V-5B-Diffusers",
+        "quantize": true,
+        "qtype": "qfloat8",
+        "quantize_te": true,
+        "qtype_te": "qfloat8",
+        "arch": "wan22_5b",
+        "low_vram": true,
+        "model_kwargs": {}
+    },
+    "sample": {
+        "sampler": "flowmatch",
+        "sample_every": 250,
+        "width": 512,
+        "height": 512,
+        "samples": [
+            {
+                "prompt": "In this digital anime-style drawing, COLLEI, with flowing green hair and purple eyes, sits on a bed holding a green gift box adorned with a yellow ribbon. They wear a green and gold outfit with intricate designs. The background features a softly lit room with a wooden dresser and a vase of flowers. The overall atmosphere is cozy and intimate, with a focus on the character's thoughtful expression."
+            }
+        ],
+        "neg": "",
+        "seed": 42,
+        "walk_seed": true,
+        "guidance_scale": 4,
+        "sample_steps": 25,
+        "num_frames": 121,
+        "fps": 24
+    }
+}
+Using EMA
+Changing sample extention to animated webp
+Using SQLite database at /home/featurize/ai-toolkit/aitk_db.db
+Job ID: "cc24dbd1-fe41-4602-b95c-6e9677f80030"
+
+#############################################
+# Running job: collei
+#############################################
+
+
+Running  1 process
+Loading Wan model
+Loading transformer
+Error running job: Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.
+
+========================================
+Result:
+ - 0 completed jobs
+ - 1 failure
+========================================
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 402, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 402, in http_get
+        import hf_transfer  # type: ignore[no-redef]import hf_transfer  # type: ignore[no-redef]
+
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+ModuleNotFoundErrorModuleNotFoundError: : No module named 'hf_transfer'No module named 'hf_transfer'
+
+
+
+During handling of the above exception, another exception occurred:
+During handling of the above exception, another exception occurred:
+
+
+Traceback (most recent call last):
+Traceback (most recent call last):
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+  File "/home/featurize/ai-toolkit/run.py", line 120, in <module>
+        main()main()
+
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+  File "/home/featurize/ai-toolkit/run.py", line 108, in main
+        raise eraise e
+
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+  File "/home/featurize/ai-toolkit/run.py", line 96, in main
+        job.run()job.run()
+
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+  File "/home/featurize/ai-toolkit/jobs/ExtensionJob.py", line 22, in run
+        process.run()process.run()
+
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+  File "/home/featurize/ai-toolkit/jobs/process/BaseSDTrainProcess.py", line 1518, in run
+        self.sd.load_model()self.sd.load_model()
+
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+  File "/home/featurize/ai-toolkit/extensions_built_in/diffusion_models/wan22/wan22_model.py", line 109, in load_model
+        super().load_model()super().load_model()
+
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+  File "/home/featurize/ai-toolkit/toolkit/models/wan21/wan21.py", line 358, in load_model
+        transformer = WanTransformer3DModel.from_pretrained(transformer = WanTransformer3DModel.from_pretrained(
+
+                                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/models/modeling_utils.py", line 1202, in from_pretrained
+        resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(resolved_model_file, sharded_metadata = _get_checkpoint_shard_files(
+
+                                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+  File "/environment/miniconda3/lib/python3.11/site-packages/diffusers/utils/hub_utils.py", line 417, in _get_checkpoint_shard_files
+        cached_folder = snapshot_download(cached_folder = snapshot_download(
+
+                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 330, in snapshot_download
+        _inner_hf_hub_download(file)_inner_hf_hub_download(file)
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/_snapshot_download.py", line 306, in _inner_hf_hub_download
+        return hf_hub_download(return hf_hub_download(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
+        return fn(*args, **kwargs)return fn(*args, **kwargs)
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1010, in hf_hub_download
+        return _hf_hub_download_to_cache_dir(return _hf_hub_download_to_cache_dir(
+
+                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1171, in _hf_hub_download_to_cache_dir
+        _download_to_tmp_and_move(_download_to_tmp_and_move(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 1738, in _download_to_tmp_and_move
+        http_get(http_get(
+
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 404, in http_get
+  File "/environment/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py", line 404, in http_get
+        raise ValueError(raise ValueError(
+
+ValueErrorValueError: : Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.Fast download using 'hf_transfer' is enabled (HF_HUB_ENABLE_HF_TRANSFER=1) but 'hf_transfer' package is not available in your environment. Try `pip install hf_transfer`.
+

optimizer.pt

@@ -0,0 +1,3 @@
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+oid sha256:dabb64eceb80c71af46e3a8f466940fc84fb1bdfc5e3ea9cd0d024d80bceb233
+size 164444101