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@@ -52,3 +52,9 @@ SCOPE_fastvideo/clips/example_2_scope_lora_vsa_3step.mp4 filter=lfs diff=lfs mer
 SCOPE_fastvideo/comparisons/example_0_comparison.mp4 filter=lfs diff=lfs merge=lfs -text
 SCOPE_fastvideo/comparisons/example_1_comparison.mp4 filter=lfs diff=lfs merge=lfs -text
 SCOPE_fastvideo/comparisons/example_2_comparison.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/clips/example_0_scope_30step.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/clips/example_0_scope_3step.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/clips/example_0_scope_lora_3step.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/clips/example_0_scope_perflow_lora_4step.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/comparisons/example_0_comparison.mp4 filter=lfs diff=lfs merge=lfs -text
+SCOPE_fastvideo_perflow_compare/runs/example_0/scope_perflow_lora_4step/image.mp4 filter=lfs diff=lfs merge=lfs -text

SCOPE_fastvideo_perflow_compare/clips/example_0_scope_30step.mp4

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+size 2140754

SCOPE_fastvideo_perflow_compare/clips/example_0_scope_3step.mp4

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+size 3109044

SCOPE_fastvideo_perflow_compare/clips/example_0_scope_lora_3step.mp4

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SCOPE_fastvideo_perflow_compare/clips/example_0_scope_perflow_lora_4step.mp4

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+size 2051504

SCOPE_fastvideo_perflow_compare/comparisons/example_0_comparison.mp4

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+size 23762063

SCOPE_fastvideo_perflow_compare/environment.json

@@ -0,0 +1,13 @@
+{
+  "python": "3.12.9 | packaged by Anaconda, Inc. | (main, Feb  6 2025, 18:56:27) [GCC 11.2.0]",
+  "executable": "/lustre/fsw/portfolios/nvr/users/shyang/miniconda3/envs/diffusion-pipe/bin/python",
+  "cwd": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA",
+  "time": "2026-06-09 08:27:10",
+  "torch": {
+    "version": "2.5.0+cu124",
+    "cuda": "12.4",
+    "cuda_available": true,
+    "bf16_supported": true,
+    "device_name": "NVIDIA H100 80GB HBM3"
+  }
+}

SCOPE_fastvideo_perflow_compare/logs/example_0_scope_perflow_lora_4step.log

@@ -0,0 +1,31 @@
+$ /lustre/fsw/portfolios/nvr/users/shyang/miniconda3/envs/diffusion-pipe/bin/python /lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/SCOPE/inference.py --model_dir /lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE --input_image /lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/SCOPE/examples/example_0/image.png --action_path /lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/SCOPE/examples/example_0/action.parquet --prompt 'In a whimsical, toy-inspired garden, the first-person view reveals a tactical weapon aimed forward along a sunlit path. The vibrant environment includes oversized flowers, colorful building blocks, and towering structures. In the foreground, a carved wooden sign reads ROSE GARDEN, accompanied by giant puzzle pieces scattered across the ground. The surroundings are filled with fairy lights hanging from trees, creating a warm, golden glow. The garden looks like a miniature diorama, set in a charming and playful atmosphere.' --output_dir /lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/runs/example_0/scope_perflow_lora_4step --height 480 --width 832 --max_frames 81 --num_inference_steps 4 --seed 0 --fps 20 --dmd_denoising_steps '' --comparison_mode --fastvideo_lora_path_or_repo Perflow-Shuai/dmd_step4_rope_offset_checkpoint_model_002000 --lora_strength 1.0
+
+/lustre/fsw/portfolios/nvr/users/shyang/miniconda3/envs/diffusion-pipe/lib/python3.12/site-packages/torch/cuda/__init__.py:61: FutureWarning: The pynvml package is deprecated. Please install nvidia-ml-py instead. If you did not install pynvml directly, please report this to the maintainers of the package that installed pynvml for you.
+  import pynvml  # type: ignore[import]
+Loading models from: "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE/models_t5_umt5-xxl-enc-bf16.pth"
+Detected non-safetensors files, which may cause slower loading. It's recommended to convert it to a safetensors file.
+Loaded model: {
+    "model_name": "wan_video_text_encoder",
+    "model_class": "diffsynth.models.wan_video_text_encoder.WanTextEncoder",
+    "extra_kwargs": null
+}
+Loading models from: "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE/Wan2.2_VAE.pth"
+Detected non-safetensors files, which may cause slower loading. It's recommended to convert it to a safetensors file.
+Loaded model: {
+    "model_name": "wan_video_vae",
+    "model_class": "diffsynth.models.wan_video_vae.WanVideoVAE38",
+    "extra_kwargs": null
+}
+Using wan_video_text_encoder from "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE/models_t5_umt5-xxl-enc-bf16.pth".
+No wan_video_dit models available. This is not an error.
+Using wan_video_vae from "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE/Wan2.2_VAE.pth".
+No wan_video_image_encoder models available. This is not an error.
+No wan_video_motion_controller models available. This is not an error.
+No wan_video_vace models available. This is not an error.
+No wan_video_vap models available. This is not an error.
+No wans2v_audio_encoder models available. This is not an error.
+No wan_video_animate_adapter models available. This is not an error.
+
+
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 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
 50%|█████     | 2/4 [00:02<00:01,  1.01it/s]
 75%|███████▌  | 3/4 [00:02<00:00,  1.07it/s]
+
+

SCOPE_fastvideo_perflow_compare/manifest.json

@@ -0,0 +1,125 @@
+{
+  "cases": [
+    {
+      "case": "example_0",
+      "prompt": "In a whimsical, toy-inspired garden, the first-person view reveals a tactical weapon aimed forward along a sunlit path. The vibrant environment includes oversized flowers, colorful building blocks, and towering structures. In the foreground, a carved wooden sign reads ROSE GARDEN, accompanied by giant puzzle pieces scattered across the ground. The surroundings are filled with fairy lights hanging from trees, creating a warm, golden glow. The garden looks like a miniature diorama, set in a charming and playful atmosphere.",
+      "variants": [
+        {
+          "name": "scope_30step",
+          "label": "SCOPE 30-step",
+          "steps": 30,
+          "lora_kind": null,
+          "dmd_denoising_steps": "1000,757,522",
+          "path": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/clips/example_0_scope_30step.mp4",
+          "seconds": 0.8,
+          "probe": {
+            "width": 832,
+            "height": 480,
+            "avg_frame_rate": "20.000000/1",
+            "nb_read_frames": "81",
+            "duration": 4.05,
+            "size_bytes": 2140754
+          },
+          "skipped_existing": false,
+          "reused_from": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/full/clips/example_0_scope_30step.mp4"
+        },
+        {
+          "name": "scope_3step",
+          "label": "SCOPE 3-step",
+          "steps": 3,
+          "lora_kind": null,
+          "dmd_denoising_steps": "1000,757,522",
+          "path": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/clips/example_0_scope_3step.mp4",
+          "seconds": 0.031,
+          "probe": {
+            "width": 832,
+            "height": 480,
+            "avg_frame_rate": "20.000000/1",
+            "nb_read_frames": "81",
+            "duration": 4.05,
+            "size_bytes": 3109044
+          },
+          "skipped_existing": false,
+          "reused_from": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/full/clips/example_0_scope_3step.mp4"
+        },
+        {
+          "name": "scope_lora_3step",
+          "label": "SCOPE + FastVideo DMD LoRA 3-step",
+          "steps": 3,
+          "lora_kind": "fastvideo",
+          "dmd_denoising_steps": "1000,757,522",
+          "path": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/clips/example_0_scope_lora_3step.mp4",
+          "seconds": 0.029,
+          "probe": {
+            "width": 832,
+            "height": 480,
+            "avg_frame_rate": "20.000000/1",
+            "nb_read_frames": "81",
+            "duration": 4.05,
+            "size_bytes": 2804542
+          },
+          "skipped_existing": false,
+          "reused_from": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/full/clips/example_0_scope_lora_3step.mp4"
+        },
+        {
+          "name": "scope_perflow_lora_4step",
+          "label": "SCOPE + Perflow DMD LoRA 4-step",
+          "steps": 4,
+          "lora_kind": "perflow",
+          "dmd_denoising_steps": "",
+          "path": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/clips/example_0_scope_perflow_lora_4step.mp4",
+          "seconds": 353.324,
+          "probe": {
+            "width": 832,
+            "height": 480,
+            "avg_frame_rate": "20.000000/1",
+            "nb_read_frames": "81",
+            "duration": 4.05,
+            "size_bytes": 2051504
+          },
+          "skipped_existing": false,
+          "reused_from": null
+        }
+      ],
+      "comparison_path": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare/comparisons/example_0_comparison.mp4",
+      "comparison_probe": {
+        "width": 1664,
+        "height": 960,
+        "avg_frame_rate": "20.000000/1",
+        "nb_read_frames": "81",
+        "duration": 4.05,
+        "size_bytes": 23762063
+      }
+    }
+  ],
+  "settings": {
+    "scope_dir": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/SCOPE",
+    "examples_dir": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/SCOPE/examples",
+    "scope_model_dir": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/SCOPE",
+    "fastvideo_lora_path_or_repo": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/models/fastvideo_dmd_lora/adapter_r32.safetensors",
+    "perflow_lora_path_or_repo": "Perflow-Shuai/dmd_step4_rope_offset_checkpoint_model_002000",
+    "previous_output_dir": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/full",
+    "output_dir": "/lustre/fs1/portfolios/nvr/projects/nvr_elm_llm/users/shyang/FastVideo_LoRA/outputs/scope_fastvideo/perflow_compare",
+    "case_ids": "0",
+    "smoke": false,
+    "perflow_compare": true,
+    "skip_lora_variants": false,
+    "height": 480,
+    "width": 832,
+    "max_frames": 81,
+    "baseline_steps": 30,
+    "fast_steps": 3,
+    "perflow_steps": 4,
+    "seed": 0,
+    "fps": 20,
+    "lora_strength": 1.0,
+    "vsa_sparsity": 0.9,
+    "dmd_denoising_steps": "1000,757,522",
+    "perflow_denoising_steps": "",
+    "upload": true,
+    "hf_repo_id": "Andyson/lora",
+    "hf_repo_type": "model",
+    "hf_path_in_repo": "SCOPE_fastvideo_perflow_compare"
+  },
+  "expected_frames": 81
+}

SCOPE_fastvideo_perflow_compare/runs/example_0/scope_perflow_lora_4step/image.mp4

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+size 2051504