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-She is wearing a white bra, garter belt and stockings.
-Her outfit is bottomless and she has no panties so her vagina is uncovered.
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/Dataset_orig/ok (8).mp4 b/20251103_03-44-07/backup/Dataset_orig/ok (8).mp4
deleted file mode 100644
index 4ab2e5b904c6423121982d8522a9f70cff12d3c7..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/Dataset_orig/ok (8).mp4	
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:daf6f74faabc1945555d99d760e51f8ff54f391c68b8d21e7b1fae14d1526f9d
-size 1274172
diff --git a/20251103_03-44-07/backup/Dataset_orig/ok (8).txt b/20251103_03-44-07/backup/Dataset_orig/ok (8).txt
deleted file mode 100644
index 725e7fd2dd0ef8c52f95b4f2deb09cec6a8da15a..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/Dataset_orig/ok (8).txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-The camera pulls back.
-She wears a white shirt, garter belts and stockings.
-Her outfit is bottomless and she has no panties so her vagina is uncovered.
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/Dataset_orig/ok (9).mp4 b/20251103_03-44-07/backup/Dataset_orig/ok (9).mp4
deleted file mode 100644
index fc52b5a88ba94d7c0077252d1542bde6171037b7..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/Dataset_orig/ok (9).mp4	
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f7dce091febd58c528f46166860f17d3d8e672a2a23feced32fb18589da7315e
-size 1291692
diff --git a/20251103_03-44-07/backup/Dataset_orig/ok (9).txt b/20251103_03-44-07/backup/Dataset_orig/ok (9).txt
deleted file mode 100644
index e72db574f0943d07ee7e3c9dd3ab00922860e487..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/Dataset_orig/ok (9).txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-The camera pulls back.
-She is wearing a black bodysuit with garter straps and stockings.
-Her bodysuit is bottomless and she has no panties so her vagina is uncovered.
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/config_orig/comfy_config.toml b/20251103_03-44-07/backup/config_orig/comfy_config.toml
deleted file mode 100644
index c4a640cc23e74334575908c8bce1546892c72771..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/comfy_config.toml
+++ /dev/null
@@ -1,72 +0,0 @@
-[nodes]
-nodes = [
-  "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite@0a75c79",
-  "https://github.com/kijai/ComfyUI-HunyuanVideoWrapper@1b4164f",
-  "https://github.com/kijai/ComfyUI-WanVideoWrapper@56bd434",
-]
-
-[[models]]
-link = "https://huggingface.co/Kijai/HunyuanVideo_comfy/blob/main/hunyuan_video_vae_bf16.safetensors"
-filename = "hunyuan_video_vae_bf16.safetensors"
-type = "vae"
-for = "hunyuan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/HunyuanVideo_comfy/blob/main/hunyuan_video_720_cfgdistill_fp8_e4m3fn.safetensors"
-type = "unet"
-for = "hunyuan"
-
-[[models]]
-link = "https://huggingface.co/openai/clip-vit-large-patch14/tree/main"
-type = "clip"
-for = "hunyuan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/llava-llama-3-8b-text-encoder-tokenizer/tree/main"
-type = "LLM"
-for = "hunyuan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_bf16.safetensors"
-type = "vae"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_fp32.safetensors"
-type = "vae"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/umt5-xxl-enc-bf16.safetensors"
-type = "text_encoder"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/umt5-xxl-enc-fp8_e4m3fn.safetensors"
-type = "text_encoder"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/open-clip-xlm-roberta-large-vit-huge-14_visual_fp16.safetensors"
-type = "text_encoder"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/open-clip-xlm-roberta-large-vit-huge-14_visual_fp32.safetensors"
-type = "text_encoder"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1-I2V-14B-480P_fp8_e4m3fn.safetensors"
-type = "diffusion_models"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1-I2V-14B-720P_fp8_e4m3fn.safetensors"
-type = "diffusion_models"
-for = "wan"
-
-[[models]]
-link = "https://huggingface.co/Remade-AI/Squish/resolve/main/squish_18.safetensors"
-type = "loras"
-for = "wan"
diff --git a/20251103_03-44-07/backup/config_orig/dataset_hunyuan.toml b/20251103_03-44-07/backup/config_orig/dataset_hunyuan.toml
deleted file mode 100644
index 5bdb3bc9a530205826ef17a9262be0ee97e18ac9..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/dataset_hunyuan.toml
+++ /dev/null
@@ -1,10 +0,0 @@
-resolutions = [ 720,]
-enable_ar_bucket = false
-min_ar = 1.68
-max_ar = 1.88
-num_ar_buckets = 1
-frame_buckets = [ 1, 41, 81,]
-[[directory]]
-path = "/root/data/hunyuan/Dataset"
-num_repeats = 2
-
diff --git a/20251103_03-44-07/backup/config_orig/dataset_wan.toml b/20251103_03-44-07/backup/config_orig/dataset_wan.toml
deleted file mode 100644
index 2805c8fcef5304acd3d690b5d2cc7046f60614d9..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/dataset_wan.toml
+++ /dev/null
@@ -1,10 +0,0 @@
-resolutions = [ 720,]
-enable_ar_bucket = false
-min_ar = 1.68
-max_ar = 1.88
-num_ar_buckets = 1
-frame_buckets = [ 1, 41, 81,]
-[[directory]]
-path = "/root/data/wan/Dataset"
-num_repeats = 2
-
diff --git a/20251103_03-44-07/backup/config_orig/hunyuan_video.toml b/20251103_03-44-07/backup/config_orig/hunyuan_video.toml
deleted file mode 100644
index dc93e1e3d1900bcc99d2ca1ed6e8cf9eff6bab87..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/hunyuan_video.toml
+++ /dev/null
@@ -1,37 +0,0 @@
-output_dir = "/root/diffusion-pipe/hunyuan-video-lora"
-dataset = "/root/config/dataset_hunyuan.toml"
-epochs = 1
-micro_batch_size_per_gpu = 8
-pipeline_stages = 1
-gradient_accumulation_steps = 8
-gradient_clipping = 1.0
-warmup_steps = 50
-eval_every_n_epochs = 1
-save_every_n_epochs = 1
-activation_checkpointing = true
-caching_batch_size = 4
-steps_per_print = 1
-video_clip_mode = "single_middle"
-checkpoint_every_n_epochs = 1
-
-[model]
-type = "hunyuan-video"
-dtype = "bfloat16"
-transformer_dtype = "float8"
-timestep_sample_method = "logit_normal"
-transformer_path = "/root/diffusion-pipe/ckpts/hunyuan-video-t2v-720p/transformers/hunyuan_video_720_cfgdistill_fp8_e4m3fn.safetensors"
-vae_path = "/root/diffusion-pipe/ckpts/hunyuan-video-t2v-720p/vae/hunyuan_video_vae_bf16.safetensors"
-clip_path = "/root/diffusion-pipe/ckpts/text_encoder_2/clip-vit-large-patch14"
-llm_path = "/root/diffusion-pipe/ckpts/text_encoder/llava-llama-3-8b-text-encoder-tokenizer"
-
-[adapter]
-type = "lora"
-rank = 32
-dtype = "bfloat16"
-
-[optimizer]
-type = "adamw_optimi"
-lr = 0.0001
-weight_decay = 0.01
-betas = [ 0.9, 0.99,]
-eps = 1e-8
diff --git a/20251103_03-44-07/backup/config_orig/hv_workflow_api.json b/20251103_03-44-07/backup/config_orig/hv_workflow_api.json
deleted file mode 100644
index 2c07505ce50d07dd9cd53391736102f03089b68d..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/hv_workflow_api.json
+++ /dev/null
@@ -1,139 +0,0 @@
-{
-  "1": {
-    "inputs": {
-      "model": "hunyuan_video_720_cfgdistill_fp8_e4m3fn.safetensors",
-      "base_precision": "bf16",
-      "quantization": "fp8_e4m3fn",
-      "load_device": "offload_device",
-      "attention_mode": "sdpa",
-      "auto_cpu_offload": false,
-      "upcast_rope": true,
-      "lora": [
-        "41",
-        0
-      ]
-    },
-    "class_type": "HyVideoModelLoader",
-    "_meta": {
-      "title": "HunyuanVideo Model Loader"
-    }
-  },
-  "3": {
-    "inputs": {
-      "width": 512,
-      "height": 320,
-      "num_frames": 85,
-      "steps": 30,
-      "embedded_guidance_scale": 6,
-      "flow_shift": 9,
-      "seed": 6,
-      "force_offload": 1,
-      "denoise_strength": 1,
-      "scheduler": "FlowMatchDiscreteScheduler",
-      "model": [
-        "1",
-        0
-      ],
-      "hyvid_embeds": [
-        "30",
-        0
-      ]
-    },
-    "class_type": "HyVideoSampler",
-    "_meta": {
-      "title": "HunyuanVideo Sampler"
-    }
-  },
-  "5": {
-    "inputs": {
-      "enable_vae_tiling": true,
-      "temporal_tiling_sample_size": 64,
-      "spatial_tile_sample_min_size": 256,
-      "auto_tile_size": true,
-      "vae": [
-        "7",
-        0
-      ],
-      "samples": [
-        "3",
-        0
-      ]
-    },
-    "class_type": "HyVideoDecode",
-    "_meta": {
-      "title": "HunyuanVideo Decode"
-    }
-  },
-  "7": {
-    "inputs": {
-      "model_name": "hunyuan_video_vae_bf16.safetensors",
-      "precision": "bf16"
-    },
-    "class_type": "HyVideoVAELoader",
-    "_meta": {
-      "title": "HunyuanVideo VAE Loader"
-    }
-  },
-  "16": {
-    "inputs": {
-      "llm_model": "Kijai/llava-llama-3-8b-text-encoder-tokenizer",
-      "clip_model": "openai/clip-vit-large-patch14",
-      "precision": "fp16",
-      "apply_final_norm": false,
-      "hidden_state_skip_layer": 2,
-      "quantization": "disabled",
-      "load_device": "offload_device"
-    },
-    "class_type": "DownloadAndLoadHyVideoTextEncoder",
-    "_meta": {
-      "title": "(Down)Load HunyuanVideo TextEncoder"
-    }
-  },
-  "30": {
-    "inputs": {
-      "prompt": "",
-      "force_offload": true,
-      "prompt_template": "video",
-      "text_encoders": [
-        "16",
-        0
-      ]
-    },
-    "class_type": "HyVideoTextEncode",
-    "_meta": {
-      "title": "HunyuanVideo TextEncode"
-    }
-  },
-  "34": {
-    "inputs": {
-      "frame_rate": 24,
-      "loop_count": 0,
-      "filename_prefix": "HunyuanVideo",
-      "format": "video/h264-mp4",
-      "pix_fmt": "yuv420p",
-      "crf": 19,
-      "save_metadata": true,
-      "trim_to_audio": false,
-      "pingpong": false,
-      "save_output": true,
-      "images": [
-        "5",
-        0
-      ]
-    },
-    "class_type": "VHS_VideoCombine",
-    "_meta": {
-      "title": "Video Combine \ud83c\udfa5\ud83c\udd65\ud83c\udd57\ud83c\udd62"
-    }
-  },
-  "41": {
-    "inputs": {
-      "lora": "20250210_05-19-13/epoch85/adapter_model.safetensors",
-      "strength": 0.8500000000000001
-    },
-    "class_type": "HyVideoLoraSelect",
-    "_meta": {
-      "title": "HunyuanVideo Lora Select"
-    }
-  }
-}
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/config_orig/modal.toml b/20251103_03-44-07/backup/config_orig/modal.toml
deleted file mode 100644
index c9238a25bcaf628086266de42dbbb2daff168aa2..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/modal.toml
+++ /dev/null
@@ -1,91 +0,0 @@
-[model]
-type = "wan"
-
-[deploy]
-mode = "wan"
-
-[debug]
-only_test_lora = false
-
-[core]
-gpu_type = "H100"
-gpu_count = 1
-timeout_hours = 3
-gpu_type_test = "A100-40GB"
-gpu_count_test = 1
-timeout_hours_test = 1
-[[core.volumes]]
-name = "wan-training-results"
-path = "/root/diffusion-pipe/wan-lora"
-
-[[core.volumes]]
-name = "hf-cache"
-path = "/root/.cache/huggingface"
-
-[[core.volumes]]
-name = "comfy-output"
-path = "/root/comfy/ComfyUI/output"
-
-[training]
-resume = false
-resume_folder = ""
-dataset_dir = "Dataset"
-epochs = 10
-micro_batch_size = 2
-gradient_accum_steps = 4
-warmup_steps = 50
-learning_rate = 0.0001
-weight_decay = 0.01
-lora_rank = 16
-lora_dtype = "bfloat16"
-save_every_n_epochs = 5
-checkpoint_mode = "epochs"
-checkpoint_frequency = 5
-pipeline_stages = 1
-gradient_clipping = 1.0
-activation_checkpointing = true
-eval_every_n_epochs = 1
-caching_batch_size = 2
-steps_per_print = 1
-
-[inference]
-api_endpoint = "https://nervopastorale--lora-training-comfyapi-endpoint.modal.run"
-workflow_path = "config/wan_img2video_lora_workflow_api.json"
-test_enabled = false
-test_strength = 1.0
-test_height = 830
-test_width = 480
-test_frames = 81
-test_steps = 30
-test_folder = ""
-test_mode = "latest"
-test_epochs = []
-test_latest_n = 1
-test_prompts = [ "The video shows a water bottle being crushed by a hydraulic press. The blue water bottle is placed between two circular metal plates, which sit on a larger metal surface. The hydraulic press descends from above, slowly compressing the water bottle. As the hydraulic press head moves down, the water bottle begins to deform and leak water. By the end of the video, the water bottle is completely crushed. The background is a green metal wall with some yellow and black hazard markings.", "The video shows a red car being crushed by a hydraulic press. The red car is placed in white background. The hydraulic MCH01 press descends from above, slowly compressing the red car. As the MCH01 hydraulic press head moves down, the red car begins to deform and debris from the red car splashed. By the end of the video, the red car is completely crushed. The background is a green metal wall with some yellow and black hazard markings.",]
-
-[hf]
-auto_upload = false
-private_repo = true
-upload_test_outputs = true
-upload_tensorboard = false
-force_redownload = false
-skip_existing = true
-upload_endpoint = "https://nervopastorale--lora-training-upload.modal.run"
-download_endpoint = "https://nervopastorale--lora-training-download.modal.run"
-repo_upload = ""
-
-[training.dataset]
-resolutions = [ 720,]
-enable_ar_bucket = false
-min_ar = 1.68
-max_ar = 1.88
-num_ar_buckets = 1
-frame_buckets = [ 1, 41, 81,]
-num_repeats = 2
-
-[models.training]
-transformer = "https://huggingface.co/Kijai/HunyuanVideo_comfy/blob/main/hunyuan_video_720_cfgdistill_fp8_e4m3fn.safetensors"
-vae = "https://huggingface.co/Kijai/HunyuanVideo_comfy/blob/main/hunyuan_video_vae_bf16.safetensors"
-clip = "https://huggingface.co/openai/clip-vit-large-patch14/tree/main"
-llm = "https://huggingface.co/Kijai/llava-llama-3-8b-text-encoder-tokenizer/tree/main"
-ckpt_path = "https://huggingface.co/Wan-AI/Wan2.1-I2V-14B-480P"
diff --git a/20251103_03-44-07/backup/config_orig/wan.toml b/20251103_03-44-07/backup/config_orig/wan.toml
deleted file mode 100644
index 51d204dfb0dd49e47d8ae1a227ddef437397d4b3..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/wan.toml
+++ /dev/null
@@ -1,38 +0,0 @@
-output_dir = "/root/diffusion-pipe/wan-lora"
-dataset = "/root/config/dataset_wan.toml"
-epochs = 10
-micro_batch_size_per_gpu = 2
-pipeline_stages = 1
-gradient_accumulation_steps = 4
-gradient_clipping = 1.0
-warmup_steps = 50
-eval_every_n_epochs = 1
-eval_before_first_step = true
-eval_micro_batch_size_per_gpu = 1
-eval_gradient_accumulation_steps = 1
-save_every_n_epochs = 5
-activation_checkpointing = true
-partition_method = "parameters"
-save_dtype = "bfloat16"
-caching_batch_size = 2
-steps_per_print = 1
-video_clip_mode = "single_middle"
-checkpoint_every_n_epochs = 5
-
-[model]
-type = "wan"
-ckpt_path = "/root/diffusion-pipe/ckpts/Wan2.1-I2V-14B-480P"
-dtype = "bfloat16"
-timestep_sample_method = "logit_normal"
-
-[adapter]
-type = "lora"
-rank = 16
-dtype = "bfloat16"
-
-[optimizer]
-type = "adamw_optimi"
-lr = 0.0001
-betas = [ 0.9, 0.99,]
-weight_decay = 0.01
-eps = 1e-8
diff --git a/20251103_03-44-07/backup/config_orig/wan_img2video_lora_workflow_api.json b/20251103_03-44-07/backup/config_orig/wan_img2video_lora_workflow_api.json
deleted file mode 100644
index 351b42740582d51b2823cbedd4e7a0e2157bb10f..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/wan_img2video_lora_workflow_api.json
+++ /dev/null
@@ -1,217 +0,0 @@
-{
-  "11": {
-    "inputs": {
-      "model_name": "umt5-xxl-enc-bf16.safetensors",
-      "precision": "fp32",
-      "load_device": "offload_device",
-      "quantization": "disabled"
-    },
-    "class_type": "LoadWanVideoT5TextEncoder",
-    "_meta": {
-      "title": "Load WanVideo T5 TextEncoder"
-    }
-  },
-  "13": {
-    "inputs": {
-      "model_name": "open-clip-xlm-roberta-large-vit-huge-14_visual_fp32.safetensors",
-      "precision": "fp32",
-      "load_device": "offload_device"
-    },
-    "class_type": "LoadWanVideoClipTextEncoder",
-    "_meta": {
-      "title": "Load WanVideo Clip Encoder"
-    }
-  },
-  "16": {
-    "inputs": {
-      "positive_prompt": "In the video, a miniature carpenter is presented. carpenter is held in a person’s hands. The person then presses on the carpenter, causing a sq41sh squish effect. The person keeps pressing down on the carpenter, further showing the sq41sh squish effect.",
-      "negative_prompt": "bad quality video",
-      "force_offload": true,
-      "t5": [
-        "11",
-        0
-      ]
-    },
-    "class_type": "WanVideoTextEncode",
-    "_meta": {
-      "title": "WanVideo TextEncode"
-    }
-  },
-  "17": {
-    "inputs": {
-      "generation_width": 440,
-      "generation_height": 440,
-      "num_frames": 81,
-      "force_offload": true,
-      "noise_aug_strength": 0,
-      "latent_strength": 1,
-      "clip_embed_strength": 1,
-      "adjust_resolution": true,
-      "clip_vision": [
-        "13",
-        0
-      ],
-      "image": [
-        "44",
-        0
-      ],
-      "vae": [
-        "21",
-        0
-      ]
-    },
-    "class_type": "WanVideoImageClipEncode",
-    "_meta": {
-      "title": "WanVideo ImageClip Encode"
-    }
-  },
-  "21": {
-    "inputs": {
-      "model_name": "Wan2_1_VAE_fp32.safetensors",
-      "precision": "fp32"
-    },
-    "class_type": "WanVideoVAELoader",
-    "_meta": {
-      "title": "WanVideo VAE Loader"
-    }
-  },
-  "22": {
-    "inputs": {
-      "model": "Wan2_1-I2V-14B-480P_fp8_e4m3fn.safetensors",
-      "base_precision": "bf16",
-      "quantization": "fp8_e4m3fn",
-      "load_device": "offload_device",
-      "attention_mode": "sdpa",
-      "block_swap_args": [
-        "32",
-        0
-      ],
-      "lora": [
-        "41",
-        0
-      ]
-    },
-    "class_type": "WanVideoModelLoader",
-    "_meta": {
-      "title": "WanVideo Model Loader"
-    }
-  },
-  "27": {
-    "inputs": {
-      "steps": 20,
-      "cfg": 6,
-      "shift": 5,
-      "seed": 1076478408761664,
-      "force_offload": true,
-      "scheduler": "dpm++",
-      "riflex_freq_index": 0,
-      "denoise_strength": 1,
-      "batched_cfg": false,
-      "model": [
-        "22",
-        0
-      ],
-      "text_embeds": [
-        "16",
-        0
-      ],
-      "image_embeds": [
-        "17",
-        0
-      ]
-    },
-    "class_type": "WanVideoSampler",
-    "_meta": {
-      "title": "WanVideo Sampler"
-    }
-  },
-  "28": {
-    "inputs": {
-      "enable_vae_tiling": true,
-      "tile_x": 272,
-      "tile_y": 272,
-      "tile_stride_x": 144,
-      "tile_stride_y": 128,
-      "vae": [
-        "21",
-        0
-      ],
-      "samples": [
-        "27",
-        0
-      ]
-    },
-    "class_type": "WanVideoDecode",
-    "_meta": {
-      "title": "WanVideo Decode"
-    }
-  },
-  "30": {
-    "inputs": {
-      "frame_rate": 16,
-      "loop_count": 0,
-      "filename_prefix": "WanVideo2_1",
-      "format": "video/h264-mp4",
-      "pix_fmt": "yuv420p",
-      "crf": 19,
-      "save_metadata": true,
-      "trim_to_audio": false,
-      "pingpong": false,
-      "save_output": true,
-      "images": [
-        "28",
-        0
-      ]
-    },
-    "class_type": "VHS_VideoCombine",
-    "_meta": {
-      "title": "Video Combine 🎥🅥🅗🅢"
-    }
-  },
-  "32": {
-    "inputs": {
-      "blocks_to_swap": 20,
-      "offload_img_emb": false,
-      "offload_txt_emb": false
-    },
-    "class_type": "WanVideoBlockSwap",
-    "_meta": {
-      "title": "WanVideo BlockSwap"
-    }
-  },
-  "35": {
-    "inputs": {
-      "backend": "inductor",
-      "fullgraph": false,
-      "mode": "default",
-      "dynamic": false,
-      "dynamo_cache_size_limit": 64,
-      "compile_transformer_blocks_only": true
-    },
-    "class_type": "WanVideoTorchCompileSettings",
-    "_meta": {
-      "title": "WanVideo Torch Compile Settings"
-    }
-  },
-  "41": {
-    "inputs": {
-      "lora": "squish_18.safetensors",
-      "strength": 1,
-      "low_mem_load": false
-    },
-    "class_type": "WanVideoLoraSelect",
-    "_meta": {
-      "title": "WanVideo Lora Select"
-    }
-  },
-  "44": {
-    "inputs": {
-      "image": "something.png",
-      "upload": "image"
-    },
-    "class_type": "LoadImage",
-    "_meta": {
-      "title": "Load Image"
-    }
-  }
-}
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/config_orig/workflow_node_mappings.json b/20251103_03-44-07/backup/config_orig/workflow_node_mappings.json
deleted file mode 100644
index d10c2a85296cf1fadaaec038dedcd2246f4def3f..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/config_orig/workflow_node_mappings.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
-    "node_mappings": {
-        "hunyuan": {
-            "prompt_node": "30",
-            "parameters_node": "3",
-            "lora_node": "41",
-            "output_node": "34",
-            "description": "Default node mapping for HunyuanVideo workflow"
-        },
-        "wan": {
-            "prompt_node": "16",
-            "parameters_node": "17",
-            "lora_node": "41",
-            "output_node": "30",
-            "image_node": "44",
-            "description": "Default node mapping for WanVideo workflow"
-        },
-        "_comment": "Add new node mappings for new models below"
-    },
-    "node_types": {
-        "hunyuan": {
-            "prompt_node": "HyVideoTextEncode",
-            "parameters_node": "HyVideoSampler",
-            "lora_node": "HyVideoLoraSelect",
-            "output_node": "VHS_VideoCombine"
-        },
-        "wan": {
-            "prompt_node": "WanVideoTextEncode",
-            "parameters_node": "WanVideoImageClipEncode",
-            "lora_node": "WanVideoLoraSelect",
-            "output_node": "VHS_VideoCombine",
-            "image_node": "LoadImage"
-        }
-    },
-    "input_keys": {
-        "hunyuan": {
-            "prompt_node": "prompt"
-        },
-        "wan": {
-            "prompt_node": "positive_prompt",
-            "image_node": "image"
-        }
-    }
-}
\ No newline at end of file
diff --git a/20251103_03-44-07/backup/dataset_info.txt b/20251103_03-44-07/backup/dataset_info.txt
deleted file mode 100644
index b113557e80d7bd00c3243f3faa8442cad8e145e2..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/backup/dataset_info.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-model_type: wan
-dataset_name: Dataset
-dataset_path: /root/data/wan/Dataset
-backup_time: 2025-11-03 04:55:15
diff --git a/20251103_03-44-07/epoch10/adapter_config.json b/20251103_03-44-07/epoch10/adapter_config.json
deleted file mode 100644
index 6dcfb6db82b99f099fd5ed4f5fa3ceccfeadcbbf..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch10/adapter_config.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "alpha_pattern": {},
-  "auto_mapping": null,
-  "base_model_name_or_path": null,
-  "bias": "none",
-  "eva_config": null,
-  "exclude_modules": null,
-  "fan_in_fan_out": false,
-  "inference_mode": false,
-  "init_lora_weights": true,
-  "layer_replication": null,
-  "layers_pattern": null,
-  "layers_to_transform": null,
-  "loftq_config": {},
-  "lora_alpha": 16,
-  "lora_bias": false,
-  "lora_dropout": 0.0,
-  "megatron_config": null,
-  "megatron_core": "megatron.core",
-  "modules_to_save": null,
-  "peft_type": "LORA",
-  "r": 16,
-  "rank_pattern": {},
-  "revision": null,
-  "target_modules": [
-    "v_img",
-    "k",
-    "o",
-    "q",
-    "v",
-    "ffn.0",
-    "k_img",
-    "ffn.2"
-  ],
-  "task_type": null,
-  "use_dora": false,
-  "use_rslora": false
-}
\ No newline at end of file
diff --git a/20251103_03-44-07/epoch10/adapter_model.safetensors b/20251103_03-44-07/epoch10/adapter_model.safetensors
deleted file mode 100644
index 045d140966033a39c31d4dd4b8cff45316d999f7..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch10/adapter_model.safetensors
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:38c5a84b07ac88d103ecc2656a8ffcfca9ac06fb31e7c25c6ed03a15ae96695c
-size 179688448
diff --git a/20251103_03-44-07/epoch10/wan.toml b/20251103_03-44-07/epoch10/wan.toml
deleted file mode 100644
index 51d204dfb0dd49e47d8ae1a227ddef437397d4b3..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch10/wan.toml
+++ /dev/null
@@ -1,38 +0,0 @@
-output_dir = "/root/diffusion-pipe/wan-lora"
-dataset = "/root/config/dataset_wan.toml"
-epochs = 10
-micro_batch_size_per_gpu = 2
-pipeline_stages = 1
-gradient_accumulation_steps = 4
-gradient_clipping = 1.0
-warmup_steps = 50
-eval_every_n_epochs = 1
-eval_before_first_step = true
-eval_micro_batch_size_per_gpu = 1
-eval_gradient_accumulation_steps = 1
-save_every_n_epochs = 5
-activation_checkpointing = true
-partition_method = "parameters"
-save_dtype = "bfloat16"
-caching_batch_size = 2
-steps_per_print = 1
-video_clip_mode = "single_middle"
-checkpoint_every_n_epochs = 5
-
-[model]
-type = "wan"
-ckpt_path = "/root/diffusion-pipe/ckpts/Wan2.1-I2V-14B-480P"
-dtype = "bfloat16"
-timestep_sample_method = "logit_normal"
-
-[adapter]
-type = "lora"
-rank = 16
-dtype = "bfloat16"
-
-[optimizer]
-type = "adamw_optimi"
-lr = 0.0001
-betas = [ 0.9, 0.99,]
-weight_decay = 0.01
-eps = 1e-8
diff --git a/20251103_03-44-07/epoch5/adapter_config.json b/20251103_03-44-07/epoch5/adapter_config.json
deleted file mode 100644
index 6dcfb6db82b99f099fd5ed4f5fa3ceccfeadcbbf..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch5/adapter_config.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-  "alpha_pattern": {},
-  "auto_mapping": null,
-  "base_model_name_or_path": null,
-  "bias": "none",
-  "eva_config": null,
-  "exclude_modules": null,
-  "fan_in_fan_out": false,
-  "inference_mode": false,
-  "init_lora_weights": true,
-  "layer_replication": null,
-  "layers_pattern": null,
-  "layers_to_transform": null,
-  "loftq_config": {},
-  "lora_alpha": 16,
-  "lora_bias": false,
-  "lora_dropout": 0.0,
-  "megatron_config": null,
-  "megatron_core": "megatron.core",
-  "modules_to_save": null,
-  "peft_type": "LORA",
-  "r": 16,
-  "rank_pattern": {},
-  "revision": null,
-  "target_modules": [
-    "v_img",
-    "k",
-    "o",
-    "q",
-    "v",
-    "ffn.0",
-    "k_img",
-    "ffn.2"
-  ],
-  "task_type": null,
-  "use_dora": false,
-  "use_rslora": false
-}
\ No newline at end of file
diff --git a/20251103_03-44-07/epoch5/adapter_model.safetensors b/20251103_03-44-07/epoch5/adapter_model.safetensors
deleted file mode 100644
index 65eeca4365a8c379de58df648a66a6bd0509ca73..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch5/adapter_model.safetensors
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:64452543137a302e509ef5f46cf863e745d0c5a8489dd923ae6297a995bf5e5c
-size 179688448
diff --git a/20251103_03-44-07/epoch5/wan.toml b/20251103_03-44-07/epoch5/wan.toml
deleted file mode 100644
index 51d204dfb0dd49e47d8ae1a227ddef437397d4b3..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/epoch5/wan.toml
+++ /dev/null
@@ -1,38 +0,0 @@
-output_dir = "/root/diffusion-pipe/wan-lora"
-dataset = "/root/config/dataset_wan.toml"
-epochs = 10
-micro_batch_size_per_gpu = 2
-pipeline_stages = 1
-gradient_accumulation_steps = 4
-gradient_clipping = 1.0
-warmup_steps = 50
-eval_every_n_epochs = 1
-eval_before_first_step = true
-eval_micro_batch_size_per_gpu = 1
-eval_gradient_accumulation_steps = 1
-save_every_n_epochs = 5
-activation_checkpointing = true
-partition_method = "parameters"
-save_dtype = "bfloat16"
-caching_batch_size = 2
-steps_per_print = 1
-video_clip_mode = "single_middle"
-checkpoint_every_n_epochs = 5
-
-[model]
-type = "wan"
-ckpt_path = "/root/diffusion-pipe/ckpts/Wan2.1-I2V-14B-480P"
-dtype = "bfloat16"
-timestep_sample_method = "logit_normal"
-
-[adapter]
-type = "lora"
-rank = 16
-dtype = "bfloat16"
-
-[optimizer]
-type = "adamw_optimi"
-lr = 0.0001
-betas = [ 0.9, 0.99,]
-weight_decay = 0.01
-eps = 1e-8
diff --git a/20251103_03-44-07/latest b/20251103_03-44-07/latest
deleted file mode 100644
index 9b4dc801e3fb152ef5c0ee60d309c705a9b01564..0000000000000000000000000000000000000000
--- a/20251103_03-44-07/latest
+++ /dev/null
@@ -1 +0,0 @@
-global_step50
\ No newline at end of file