[misc] yapf pass under CI's interpreter (3.12) + pin hook language_version (#1702)
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@@ -21,21 +21,17 @@ import os
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from fastvideo import VideoGenerator
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# Common prompts and settings matching the shell script examples
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PROMPT = (
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"A person rides a motorcycle along a long, straight road that stretches between "
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"a body of water and a forested hillside. The rider steadily accelerates, keeping "
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"the motorcycle centered between the guardrails, while the scenery passes by on "
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"both sides. The video captures the journey from the rider's perspective, emphasizing "
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"the sense of motion and adventure."
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)
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PROMPT = ("A person rides a motorcycle along a long, straight road that stretches between "
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"a body of water and a forested hillside. The rider steadily accelerates, keeping "
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"the motorcycle centered between the guardrails, while the scenery passes by on "
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"both sides. The video captures the journey from the rider's perspective, emphasizing "
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"the sense of motion and adventure.")
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NEGATIVE_PROMPT = (
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"Bright tones, overexposed, static, blurred details, subtitles, style, works, "
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"paintings, images, static, overall gray, worst quality, low quality, JPEG compression "
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"residue, ugly, incomplete, extra fingers, poorly drawn hands, poorly drawn faces, "
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"deformed, disfigured, misshapen limbs, fused fingers, still picture, messy background, "
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"three legs, many people in the background, walking backwards"
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)
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NEGATIVE_PROMPT = ("Bright tones, overexposed, static, blurred details, subtitles, style, works, "
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"paintings, images, static, overall gray, worst quality, low quality, JPEG compression "
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"residue, ugly, incomplete, extra fingers, poorly drawn hands, poorly drawn faces, "
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"deformed, disfigured, misshapen limbs, fused fingers, still picture, messy background, "
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"three legs, many people in the background, walking backwards")
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# Input video path
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VIDEO_PATH = "assets/motorcycle.mp4"
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@@ -55,27 +51,25 @@ def basic_generation():
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print("=" * 60)
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print("LongCat VC: Basic Generation (50 steps, 480p)")
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print("=" * 60)
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# Check if video exists
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if not os.path.exists(VIDEO_PATH):
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raise FileNotFoundError(
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f"Video not found at {VIDEO_PATH}. "
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"Please provide a valid video path."
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)
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raise FileNotFoundError(f"Video not found at {VIDEO_PATH}. "
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"Please provide a valid video path.")
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generator = VideoGenerator.from_pretrained(
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"FastVideo/LongCat-Video-VC-Diffusers",
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num_gpus=1,
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use_fsdp_inference=False, # set to True if GPU is out of memory
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use_fsdp_inference=False, # set to True if GPU is out of memory
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dit_cpu_offload=False,
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vae_cpu_offload=True,
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text_encoder_cpu_offload=True,
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pin_cpu_memory=False,
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enable_bsa=False,
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)
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output_path = "outputs_video/longcat_vc_basic"
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generator.generate_video(
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prompt=PROMPT,
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negative_prompt=NEGATIVE_PROMPT,
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@@ -91,7 +85,7 @@ def basic_generation():
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guidance_scale=4.0,
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seed=SEED,
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)
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print(f"\nBasic generation complete! Video saved to: {output_path}")
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generator.shutdown()
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@@ -106,18 +100,16 @@ def distill_refine_generation():
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print("\n" + "=" * 60)
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print("LongCat VC: Distill + Refine Pipeline")
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print("=" * 60)
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# Check if video exists
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if not os.path.exists(VIDEO_PATH):
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raise FileNotFoundError(
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f"Video not found at {VIDEO_PATH}. "
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"Please provide a valid video path."
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)
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raise FileNotFoundError(f"Video not found at {VIDEO_PATH}. "
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"Please provide a valid video path.")
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# Stage 1: Distilled generation (16 steps at 480p)
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print("\n[Stage 1] Distilled generation (16 steps, 480p)")
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print("-" * 40)
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generator = VideoGenerator.from_pretrained(
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"FastVideo/LongCat-Video-VC-Diffusers",
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num_gpus=1,
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@@ -130,9 +122,9 @@ def distill_refine_generation():
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lora_path="FastVideo/LongCat-Video-T2V-Distilled-LoRA",
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lora_nickname="distilled",
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)
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distill_output_path = "outputs_video/longcat_vc_distill"
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generator.generate_video(
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prompt=PROMPT,
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negative_prompt=NEGATIVE_PROMPT,
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@@ -148,14 +140,14 @@ def distill_refine_generation():
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guidance_scale=1.0,
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seed=SEED,
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)
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print(f"Distilled generation complete! Video saved to: {distill_output_path}")
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generator.shutdown()
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# Stage 2: Refinement (480p -> 720p)
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print("\n[Stage 2] Refinement (480p -> 720p with BSA)")
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print("-" * 40)
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# Find the actual saved video file from stage 1
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video_files = glob.glob(os.path.join(distill_output_path, "*.mp4"))
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if not video_files:
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@@ -163,7 +155,7 @@ def distill_refine_generation():
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# Use the most recently created video file
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distill_video_path = max(video_files, key=os.path.getmtime)
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print(f"Using stage 1 video: {distill_video_path}")
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# Create a new generator with refinement LoRA and BSA enabled
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# Note: Refinement uses the T2V model (not VC) since it's upscaling the generated video
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refine_generator = VideoGenerator.from_pretrained(
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@@ -181,9 +173,9 @@ def distill_refine_generation():
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lora_path="FastVideo/LongCat-Video-T2V-Refinement-LoRA",
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lora_nickname="refinement",
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)
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refine_output_path = "outputs_video/longcat_vc_refine_720p"
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refine_generator.generate_video(
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prompt=PROMPT,
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negative_prompt=NEGATIVE_PROMPT,
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@@ -200,7 +192,7 @@ def distill_refine_generation():
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guidance_scale=1.0,
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seed=SEED,
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)
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print(f"Refinement complete! Video saved to: {refine_output_path}")
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refine_generator.shutdown()
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@@ -210,13 +202,13 @@ def main():
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print("\n" + "=" * 60)
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print("LongCat Video Continuation Example")
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print("=" * 60 + "\n")
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# Run basic generation
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basic_generation()
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# Run distill+refine pipeline
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distill_refine_generation()
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print("\n" + "=" * 60)
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print("All generations complete!")
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print("=" * 60)
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@@ -224,5 +216,3 @@ def main():
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if __name__ == "__main__":
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main()
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