Publish validated wan22_cfg generator adapter at step 500

Includes portable configuration, frozen source, provenance, training curves and all 16 matched public/local video pairs. Four-experiment visual acceptance remains separately documented.

.gitattributes

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LICENSE

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README.md

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+---
+license: apache-2.0
+base_model: Wan-AI/Wan2.2-TI2V-5B
+base_model_relation: adapter
+library_name: peft
+pipeline_tag: text-to-video
+tags: [lora, non-ar, distillation, reproduction, wan]
+---
+
+# Reproduce Wan2.2-TI2V-5B — CFG-only (native 50-step)
+
+An independent GB300 training run: **500 iterations**, 500 generator updates,
+LoRA rank/alpha **64/64**, global batch **32**,
+final topology **16 GPUs**. This is a generator LoRA adapter and requires the base model.
+
+**Status:** final checkpoint integrity/export checks and 16-case video generation are complete.
+Four-experiment video-quality acceptance against the published references remains pending.
+Publication does not claim equivalent quality or convergence; see the per-case observations and limitations
+in [reference_comparison/review.json](reference_comparison/review.json).
+
+## Files and use
+
+- `adapter_model.safetensors`: final generator adapter; `adapter_config.json` specifies exact native Wan Linear targets.
+- `generator_lora.pt`: equivalent native LongLive payload (`generator_lora`, `step`, `adapter`).
+- `training_config.yaml`: training settings with portable model/data paths; `inference_config.yaml`: CFG=1, LoRA scale=1, UniPC shift5, 50 steps.
+- `frozen_source.tar`: exact archived training source; the separately requested minimal code branch is still awaiting quality acceptance.
+- `publication_manifest.json` and `SHA256SUMS`: export hashes. Full optimizer/critic/RNG continuation files remain on the training cluster.
+
+Use the native Wan/LongLive wrappers from [LongLive-LoRA](https://github.com/AndysonYs/LongLive-LoRA),
+with the frozen source archive to recover the exact implementation. Download the base model into
+`wan_models/Wan2.2-TI2V-5B` (or update `model_kwargs.model_dir`), set `checkpoints.lora_ckpt`
+to the downloaded `generator_lora.pt`, and use the supplied inference settings. No negative/unconditional
+forward is needed at CFG=1. Generic Diffusers module names differ and may require key conversion;
+this is not a merged full model.
+
+## Data and comparison
+
+Training text comes from the pinned [requested prompt file](https://huggingface.co/Efficient-Large-Model/LongLive-1.3B/blob/main/prompts/vidprom_filtered_extended.txt).
+Exact revision, SHA-256 and split counts are in `data_provenance.json`.
+The unique texts were ordered by SHA-256 of `reproduce-20260927:` plus each prompt;
+the first16 were held out, the next64 selected for CFG teacher-trajectory caching.
+DMD uses the remaining complete training split; CFG-only uses the64-prompt cached-teacher recipe.
+The heldout texts are disjoint from this local training split; they are not proven unseen by the public reference.
+
+The [published reference](https://huggingface.co/Perflow-Shuai/Wan2.2-5B-CFG5-to-CFG1-50Step-LoRA-r64-iter250) and this adapter use matched prompts, seeds, FP32 initial noise,
+output dimensions and CFG=1. Comparison profile: **1280×704, 121 frames, 24fps**.
+All16 public/local video pairs and contact sheets are under `reference_comparison/`.
+Training resolution can differ from comparison resolution; retain `training_config.yaml` as the training record.
+14B DMD includes both published LightX2V Euler and common UniPC controls; all other comparisons use UniPC.
+The16 prompts form a diagnostic sample, not a broad equivalence benchmark.
+
+Example local video: [case00](reference_comparison/local/case_00_unipc.mp4).
+Matching reference: [case00](reference_comparison/public/case_00_unipc.mp4).
+
+![Local chronological frames](reference_comparison/local/case_00_unipc.jpg)
+
+![Training curves](training_curves.png)

SHA256SUMS

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+        "median_alpha": 0.15152956754276736,
+        "median_cosine": 0.36877032452851477
+      },
+      "35": {
+        "relative_mse_ratio": 0.8826718443618997,
+        "median_alpha": 0.14045251275230963,
+        "median_cosine": 0.3468868709657741
+      },
+      "42": {
+        "relative_mse_ratio": 0.9594631245573948,
+        "median_alpha": 0.11286369770455909,
+        "median_cosine": 0.26101057496015007
+      },
+      "49": {
+        "relative_mse_ratio": 0.9896624909941866,
+        "median_alpha": 0.11065316132840206,
+        "median_cosine": 0.25036751363003495
+      }
+    },
+    "interpretation": "Error ratio below 1 means the student predicts the guided teacher field more accurately than the conditional base on these heldout teacher states. Alpha=1 means complete recovery along the guidance direction; cosine=1 means perfect directional alignment. This does not prove perceptual quality."
+  }
+}

data_provenance.json

@@ -0,0 +1,22 @@
+{
+  "prompt_repo": "Efficient-Large-Model/LongLive-1.3B",
+  "prompt_revision": "cda9138d93872ef109d9a74c270184eb3a5acc6e",
+  "prompt_file": "prompts/vidprom_filtered_extended.txt",
+  "prompt_sha256": "7896742f468bc8aef9e4547424d1ce0a951acdb2a82233790155401a99bf5aa5",
+  "nonempty_lines": 248221,
+  "unique_prompts": 248219,
+  "train_count": 248203,
+  "heldout_count": 16,
+  "models": {
+    "Wan2.1-T2V-14B": {
+      "repo": "Wan-AI/Wan2.1-T2V-14B",
+      "revision": "a064a6c71f5be440641209c07bf2a5ce7a2ff5e4",
+      "path": "${WORK_ROOT}/checkpoints/Wan2.1-T2V-14B"
+    },
+    "Wan2.2-TI2V-5B": {
+      "repo": "Wan-AI/Wan2.2-TI2V-5B",
+      "revision": "921dbaf3f1674a56f47e83fb80a34bac8a8f203e",
+      "path": "${WORK_ROOT}/checkpoints/Wan2.2-TI2V-5B"
+    }
+  }
+}

frozen_source.tar

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f4a8c5529a8602eae8012534ca59d3c392e0e9c5c14186b2b6acdbd33dec19df
+size 1730560

generator_lora.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bcc2ad5bac85821dcf51638cb5c2ce14b1d8fb9e73bc8ef27daef153504bd19e
+size 645077857

inference_config.yaml

@@ -0,0 +1,87 @@
+infra:
+  sharding_strategy: hybrid_full
+  mixed_precision: true
+  vae_dtype: float32
+  gradient_checkpointing: true
+  generator_fsdp_wrap_strategy: size
+  real_score_fsdp_wrap_strategy: size
+  text_encoder_fsdp_wrap_strategy: size
+  sequence_parallel_size: 1
+model_kwargs:
+  model_name: Wan2.2-TI2V-5B
+  timestep_shift: 5.0
+  num_frame_per_block: 32
+  local_attn_size: -1
+  model_dir: wan_models/Wan2.2-TI2V-5B
+checkpoints:
+  generator_ckpt: null
+  real_score_ckpt: null
+  lora_ckpt: generator_lora.pt
+algorithm:
+  trainer: score_distillation
+  distribution_loss: cfg_guidance
+  all_causal: false
+  generator_is_causal: false
+  real_score_is_causal: false
+  backward_simulation: false
+  cfg_state_source: teacher_trajectory_cache
+  teacher_guidance_scale: 5.0
+  teacher_sampling_steps: 50
+  cfg_distill_loss_weighting: relative_guidance
+  cfg_relative_guidance_epsilon: 1.0e-06
+  cfg_relative_guidance_max_weight: 16.0
+  cfg_verify_cache_hashes: false
+training:
+  lr: 1.0e-05
+  weight_decay: 0.0
+  beta1: 0.0
+  beta2: 0.999
+  batch_size: 2
+  gradient_accumulation_steps: 1
+  ema_weight: 0.0
+  ema_start_step: 200
+  log_iters: 100
+  max_checkpoints: 8
+  max_iters: 500
+  gc_interval: 25
+  max_grad_norm_generator: 10.0
+data:
+  data_path: prompts/heldout.txt
+  eval_data_path: prompts/heldout.txt
+  image_or_video_shape:
+  - 1
+  - 31
+  - 48
+  - 44
+  - 80
+  load_raw_video: false
+  uniform_prompt: true
+  allow_padding: false
+  data_num_workers: 0
+inference:
+  sampling_steps: 50
+  guidance_scale: 1.0
+  sink_size: 0
+  multi_shot_rope_offset: 0
+  output_folder: videos
+  num_samples: 1
+  use_ema: false
+evaluation:
+  interval: -1
+  before_train: false
+  num_frames: 32
+  use_ema: false
+  val_batch_size: 1
+  save_latents_only: true
+adapter:
+  type: lora
+  rank: 64
+  alpha: 64
+  dropout: 0.0
+  apply_to_critic: false
+  verbose: false
+logging:
+  seed: 20260724
+  wandb_key: null
+  wandb_entity: null
+  wandb_project: LongLive2-CFG-Trajectory-Pilot

prompts/cfg_train_64.txt

@@ -0,0 +1,64 @@
+A serene, picturesque village at sunset, filled with wonderful scenes. The village consists of quaint, rustic cottages with thatched roofs and colorful facades, surrounded by lush greenery and blooming flowers. A winding cobblestone path leads through the center, lined with old-fashioned street lamps casting warm, golden hues. Villagers are seen going about their daily activities such as tending to gardens, chatting with neighbors, and children playing in the streets. The sky is painted with soft, pastel shades of orange and pink, creating a peaceful and inviting atmosphere. Wide shot, capturing the entire village in a sweeping panoramic view.
+Time-lapse video in Peter Wirtheim’s style, featuring high textures and rich red and wood tones, of an ivy slowly covering a grand piano. The ivy starts from the edges of the piano, gradually spreading across its surface, intertwining with the intricate wooden details and keys. The piano’s polished finish contrasts beautifully with the vibrant green of the ivy. The scene captures the growth of the ivy in stunning 4K resolution, emphasizing the transformation and decay over time. Static shot focusing on the piano.
+A blue motorhome cruising along a scenic coastal road adjacent to a sandy beach. The motorhome has a modern design with large windows and a rooftop ladder leading to a sunroof. It drives smoothly on the paved road, with waves gently crashing on the shore beside it. The sky is clear and bright, with fluffy clouds passing by. In the background, palm trees sway gently in the breeze, creating a serene and picturesque setting. The camera follows the vehicle from a distance, maintaining a wide shot to capture the expansive beach and horizon.
+A serene garden scene where gentle winds blow, scattering rose petals gracefully across the air. The petals float slowly, creating a romantic and tranquil atmosphere. In the background, lush greenery and vibrant roses bloom, adding to the picturesque setting. The camera captures this moment in a medium close-up, focusing on the drifting petals as they dance in the breeze. The overall visual style is soft and dreamy, emphasizing the beauty of nature in motion.
+A serene forest landscape featuring a large, ancient tree with a distinctive pyramid-shaped structure emerging from its canopy. The tree is tall with sprawling branches and dense green foliage. The pyramid is made of smooth, weathered stone blocks, blending harmoniously with the surrounding nature. The scene is bathed in soft, golden sunlight filtering through the leaves, casting dappled shadows on the ground. The camera remains stationary, capturing the majestic and mysterious formation from a medium distance, highlighting the unique integration of natural and man-made elements.
+Five elderly monks, each wearing traditional brown robes and conical hats, walk solemnly through an ancient cemetery under a bright full moon. The cemetery is filled with weathered tombstones and gnarled trees casting long shadows. The monks' faces are serene, illuminated by the moonlight, as they move gracefully with measured steps. The atmosphere is calm and peaceful, with soft moonlight bathing the scene. The background shows an expansive night sky with stars twinkling faintly. The video captures a wide shot, maintaining a static view to emphasize the serenity and the vastness of the cemetery.
+A neatly set dining table featuring a book, a glass of beer, and a vibrant violet flower in a small vase. The book lies open, and the glass of beer sits next to it, partially filled. The violet flower stands out against the neutral backdrop of the table, which is adorned with a clean, polished surface. The scene is captured in a medium close-up shot, emphasizing the stillness and simplicity of the arrangement.
+A majestic animated scene of Lord Ganesha, the elephant-headed deity, gracefully flying towards the moon. He is depicted wearing traditional Indian attire, including a red dhoti and ornate jewelry, with a serene and joyful expression on his face. His large ears flap gently as he soars through the night sky, surrounded by twinkling stars. The moon is shown in the background, full and luminous, casting a soft glow over the scene. The camera remains static, capturing the grandeur and divine nature of this celestial journey. Close-up aerial view.
+A detailed and lifelike depiction of Lord Ram from the Ayodhya Ram temple, standing majestically with his eyes gently moving and a serene smile on his face. He is adorned in traditional attire, with a golden crown and intricate jewelry. His posture is regal, and he holds a bow and arrow, symbolizing power and protection. The scene is set inside the temple, surrounded by ancient stone pillars and intricate carvings. The lighting is soft and warm, casting gentle shadows. Medium close-up shot focusing on Lord Ram's expressive face and gestures.
+A realistic photograph of the Banco Central building in Brazil, showcasing the architectural details of the structure. People are walking by in the foreground, adding life to the scene. They are dressed casually in everyday attire, some talking on their phones or carrying bags. The background includes trees and other buildings, giving context to the location. The lighting is natural, casting soft shadows. The camera is at a medium distance, capturing the full building and the surrounding pedestrians. Static scene, no camera movement.
+Anime style illustration of crashing waves hitting the sandy shore of the ocean. The waves are depicted with dynamic curves and splashes, creating a sense of movement and energy. The water is a deep blue with white foamy crests, contrasting against the golden sand. The shoreline is dotted with small rocks and driftwood. The sky above is a gradient of soft pastel colors transitioning from orange to light blue, symbolizing either sunrise or sunset. The overall composition emphasizes the power and beauty of nature, with a close-up view focusing on the interaction between the waves and the shore.
+A fun and relaxed atmosphere at a lively event, where the host is engaging with the audience. The host, a friendly and approachable individual, incorporates humorous elements such as playful facial expressions, witty jokes, and exaggerated gestures to entertain the crowd. The background shows a colorful, well-lit venue with comfortable seating and tables adorned with drinks and snacks. The camera captures the host from a mid-shot angle, focusing on their animated face and expressive body language, creating a warm and inviting scene.
+A detailed digital recreation of John Constantine, as portrayed by Keanu Reeves, standing confidently with a dark, flapping trench coat. He has short, tousled brown hair, stubble, and piercing green eyes. His attire includes a black turtleneck, leather jacket, and fingerless gloves. The trench coat is billowing dramatically in the wind, emphasizing his rugged and mysterious demeanor. The background is a dimly lit, urban alleyway with graffiti-covered walls and flickering streetlights. The shot is a medium close-up, capturing Constantine's intense gaze and the dynamic movement of his coat.
+2D animated design, a large green T-Rex running through a dense forest. The T-Rex has sharp teeth, bony ridges on its head, and scaly skin. It moves swiftly with powerful strides, limbs flexing realistically as it runs. The forest background is lush with tall trees, ferns, and bushes. The sun filters through the canopy, casting dappled shadows on the ground. The scene captures the T-Rex mid-stride, showcasing its dynamic movement and the surrounding natural environment. Wide shot, capturing the full motion and scale of the dinosaur within its forest habitat.
+A close-up movie shot focusing on a person's eye as their pupils dilate dramatically. The lighting is dim, casting soft shadows around the eye, emphasizing the dilation process. The person's face is mostly out of focus, drawing attention solely to the eye. The camera remains static, capturing the subtle yet noticeable change in the pupil size over a few seconds. The background is blurred, with only hints of a dark room visible. The shot conveys a sense of surprise or intense emotion.
+A female tennis player in a vibrant tennis outfit, consisting of a white tank top and matching shorts, serves the ball with intense focus and precision. She has a determined facial expression, with sweat glistening on her forehead. The camera rotates counterclockwise (ACW) around her as she executes the serve, capturing her powerful motion and the ball's trajectory. The background shows a bright, sunlit tennis court with spectators in the distance. Mid-shot focusing on the player's upper body and arm movement.
+A serene landscape featuring a small wooden boat floating gently on calm waters under a clear blue sky. The boat is bobbing slightly with the waves, creating a peaceful and tranquil atmosphere. The water reflects the bright sunlight, shimmering softly. In the background, there are lush green trees lining the shore, their branches swaying gently in the breeze. The scene is captured in a medium shot, focusing on the boat and the immediate surrounding water, maintaining a static perspective to emphasize the calmness of the environment.
+An anime-style illustration of a beautifully arranged salad. The salad is colorful and vibrant, featuring various ingredients such as lettuce, cherry tomatoes, cucumber slices, bell peppers, and shredded carrots. Each ingredient is meticulously detailed, with highlights and shadows giving them a realistic yet cartoonish appearance. The salad is presented on a white plate with a light wooden background, creating a clean and appetizing scene. The overall composition is visually pleasing, emphasizing the freshness and variety of the salad. Close-up view, static shot.
+A 3D animated scene featuring a crow perched on the edge of a glass bottle filled with water. The crow is depicted with sleek black feathers, sharp beady eyes, and a determined expression as it attempts to drink from the bottle. The bottle is set amidst a field of green grass, adding a natural backdrop to the scene. The crow tilts its head curiously, then uses its beak to knock the bottle gently, causing ripples in the water. The scene is captured in a close-up shot, focusing on the interaction between the bird and the bottle.
+A majestic brown lion running across the savannah, showcasing powerful strides and a regal posture. Its golden-brown fur shines under the bright sun, and its mane flows freely in the wind. The lion's intense gaze is focused straight ahead as it runs swiftly through the grasslands. In the background, there are tall grasses swaying gently and distant acacia trees. The scene captures the lion mid-stride, emphasizing its speed and strength. Close-up, dynamic camera following the lion's movement.
+A cinematic scene depicting the complexity of human emotions and psychology. The image features two adults, a man and a woman, facing each other in a dimly lit room. The woman is sitting on a couch, her face illuminated with a mix of sadness and confusion, tears gently rolling down her cheeks. The man stands beside her, looking concerned but helpless, with a furrowed brow and a downturned mouth. The background includes soft shadows and muted colors, emphasizing the emotional intensity of the moment. The camera captures their expressions in a medium close-up, focusing on their facial details and body language to convey their inner turmoil.
+Close-up macro shot of various flowering plants in full bloom, showcasing vibrant colors and intricate details of petals, stamens, and leaves. The camera slowly pans across different types of flowers such as roses, daisies, and lilies, emphasizing their natural beauty and textures. The background is blurred to focus attention on the flowers themselves. Bright sunlight filters through, highlighting the dewdrops on the petals. The scene captures the essence of spring and nature's splendor with a gentle, serene motion.
+A tense and eerie atmosphere in a dimly lit school hallway, where students are seen whispering and exchanging worried glances. The walls are lined with posters and lockers, creating a narrow corridor filled with shadows. Students are huddled in small groups, their faces showing expressions of fear and curiosity. The camera pans slowly down the hallway, capturing the spread of rumors as students pass each other notes and murmur behind closed doors. The scene is bathed in soft, blue-toned lighting, emphasizing the secretive and unsettling mood. Wide shot, capturing the length of the hallway and the collective unease among the students.
+A top-down view of a beautiful woman lying on a pristine beach on an exotic island, with turquoise waves gently lapping at the shore. She has long wavy hair, fair skin, and is wearing a flowing, colorful sundress. The woman’s face is partially covered by a sun hat, and she appears relaxed, gazing off into the distance. The background showcases lush green palm trees swaying in the breeze and clear blue skies. The camera pans up and to the right, gradually revealing more of the stunning tropical landscape. Close-up to medium shot, top view transitioning to a wider angle.
+A holographic representation of a human body in a futuristic lab setting, highlighting the digestive system as it consumes probiotics. The human figure is semi-transparent, allowing viewers to see inside the stomach and intestines. Probiotic capsules are shown breaking down and releasing beneficial bacteria, which interact with the gut microbiome. The environment is illuminated with soft neon lights and high-tech equipment, creating a sterile and modern atmosphere. The camera remains static, focusing on the detailed animation of the probiotics integrating into the digestive tract. Close-up view.
+A serene, lush green coffee plantation in Buon Me Thuot, Dak Lak, Vietnam, where coffee beans are ripening. The scene includes a fresh coffee plant with vibrant red berries hanging from its branches. In the foreground, a single large coffee leaf serves as the backdrop, with coffee beans and a small branch adorned with red berries placed upon it. The camera captures the rich, earthy tones of the leaves and the glossy, ripe coffee cherries. The overall atmosphere is one of agricultural industry and natural beauty. Close-up shot highlighting the textures and colors of the coffee plants and berries.
+A time-lapse video showcasing the rapid transition of seasons. Start with lush greenery and blooming flowers symbolizing spring, quickly shift to vibrant green leaves and sunny skies representing summer, then transform into fiery reds and yellows of autumn foliage, and finally end with barren trees and snow-covered landscapes marking winter. Each season changes within seconds, emphasizing the swift passage of time. Use a continuous tracking shot to maintain visual continuity throughout the transitions.
+A vibrant, animated scene illustrating the concept of a tireless mind brimming with endless creativity. In this scene, a diverse group of people from various backgrounds are shown engaging in innovative activities such as coding, sketching, and experimenting. The central figure, a thoughtful individual with a focused expression, is surrounded by cascading streams of colorful bubbles representing flowing ideas. These bubbles transform into tangible objects like inventions, drawings, and digital interfaces, symbolizing inspiration leading to action. The background features a bustling, modern workspace with high-tech gadgets and collaborative tools, emphasizing the dynamic and ever-evolving nature of innovation. The scene captures the continuous flow of ideas and their manifestation into real-world applications, with smooth transitions between thought and creation. Medium shot, capturing the central figure and surrounding activity.
+Ultra fast camera zooming in on a detailed close-up of a racing car speeding across a track. The car has a sleek, aerodynamic design with vibrant red and black paint, featuring sponsor logos and racing numbers prominently displayed. The wheels spin rapidly, leaving blurred streaks of motion, while the camera captures every intricate detail of the vehicle as it approaches at breakneck speed. High-definition, action-packed footage. Extreme close-up shot.
+A joyful group of diverse people dancing together over a vibrant rainbow, surrounded by heart-shaped symbols and glowing orbs that represent love. They are smiling and laughing, their arms raised in celebration. The background is a soft, dreamy sky filled with fluffy clouds, creating an ethereal atmosphere. The camera captures the scene from a high angle, showcasing the unity and joy of the group as they move in synchronized dance motions. Medium shot focusing on the dancers' expressions and interactions.
+A steaming bowl of delicious Chinese chicken soup placed elegantly in a beautifully crafted china container. The soup is filled with tender pieces of chicken, mushrooms, and other vegetables, emitting a warm and inviting aroma. The china container is adorned with intricate floral patterns and has a glossy finish, adding a touch of elegance to the dish. The steam rises gently from the bowl, highlighting the freshness and warmth of the soup. Close-up shot focusing on the bowl of soup, showcasing the textures and colors of the ingredients.
+In a slow-motion sequence, a young woman's body undergoes a mesmerizing transformation. Her arms and legs stretch gracefully, growing longer and more elegant. Delicate, translucent wings emerge from her back, shimmering softly in the dim light. Her previously innocent eyes now gleam with an ancient wisdom and newfound power. As the transformation reaches its peak, a gentle, ethereal flame flickers at the corner of her mouth, casting an otherworldly glow across the darkened room. Close-up, static shot focusing on her face and emerging wings.
+A dramatic, moving scene set during a heavy rainstorm with dense fog rolling in. The raindrops create a soft blur against the misty backdrop, enhancing the sense of depth and mystery. Figures move slowly through the downpour, their silhouettes barely visible as they navigate the treacherous, wet streets. The camera follows them closely, capturing every drop that hits the ground and every swirl of fog that envelops them. The lighting is dim, with only flashes of lightning illuminating the scene briefly. Wide and medium shots capture the sweeping movement of the rain and fog, creating a hauntingly beautiful atmosphere.
+A high-definition video showcasing a 2023 Nissan Altima driving through suburban streets. The car is sleek and modern, with a silver metallic paint job. It moves smoothly along tree-lined roads and past residential houses, emphasizing its aerodynamic design and performance. The scenery includes well-manicured lawns, children’s playgrounds, and busy intersections. The footage captures various angles of the car, including front, side, and rear views, as it accelerates and brakes gracefully. No camera movement; the focus remains on the vehicle and its interaction with the suburban environment. Wide shots and medium close-ups.
+A robotic arm in a sleek, metallic finish is seen preparing a burger in a futuristic kitchen. The kitchen is equipped with advanced technology, including holographic displays and touch-sensitive countertops. The robot moves efficiently, placing a beef patty on a heated grill, adding lettuce, tomato, and cheese to a bun. The background showcases modern appliances and smart devices integrated into the environment. The scene is captured in a mid-shot, emphasizing the robot's precise movements and the clean, high-tech kitchen setting.
+Anime style, a young female nurse with long blonde hair tied in two pigtails, wearing a white nurse uniform with a blue bow, gently lifts a baby from a crib. The nurse has kind eyes and a warm smile, cradling the baby close to her chest. The baby, wrapped in a soft, pastel-colored blanket, gazes up at the nurse with curious eyes. The background shows a cozy nursery with pastel walls, soft toys, and a window letting in natural light. Medium shot, focusing on the interaction between the nurse and the baby.
+Create a visually striking and reflective image titled "True Achievement," symbolizing the profound concept that success is rooted in serving others' needs rather than personal desires. In the foreground, depict a diverse group of people from various races and ages working together, each performing acts of kindness such as planting trees, tutoring children, and providing meals to the homeless. Each individual is engaged in a natural, purposeful action, emphasizing their selfless contributions. The background showcases a vibrant community garden with lush greenery and blooming flowers, representing growth and interconnectedness. The overall composition should evoke a sense of unity and shared purpose, encouraging viewers to contemplate the idea that genuine accomplishment stems from giving rather than receiving. Medium shot, capturing the full interaction and environment.
+A large commercial airliner flying through fluffy clouds with a stunning sunrise in the background, casting warm golden hues across the sky. The plane's wings are extended, and it is flying at a moderate speed, creating a slight shadow on the cloud below. The sun is just breaking the horizon, illuminating the clouds with vibrant oranges and pinks. The scene is captured from a mid-shot angle, focusing on the plane as it moves gracefully through the brightening sky.
+A medieval-style dungeon filled with ancient treasure chests glowing with gold and precious gems. The treasure room is dimly lit with flickering torches on the walls casting eerie shadows. The room is filled with various deadly traps such as swinging blades, poison darts, and pits. The traps are intricately designed and appear ready to activate at any moment. The background shows ominous stone walls covered in moss and ancient runes. The overall atmosphere is tense and foreboding, emphasizing the danger and allure of the treasure. Medium shot, static scene.
+Futuristic setting, a man in a sleek, metallic spacesuit presses a large, glowing button to initiate the launch of a spaceship. The man has a determined expression, standing tall with arms extended towards the control panel. The spaceship is massive, with intricate designs and bright lights illuminating its surface. In the background, a vast, starry cosmos stretches beyond the launchpad, with streaks of light indicating other spacecrafts. The scene captures the moment of anticipation as the countdown reaches zero. Wide shot, static scene focusing on the man and the spaceship.
+Aerial footage of a cargo plane flying over a desert landscape, dropping various packages and supplies from the sky. The plane is seen from below, moving across the frame as it releases multiple bundles attached to parachutes. The packages float gently down towards the ground, with each bundle opening its parachute to slow its descent. The camera focuses on the parachutes as they drift down, capturing their graceful movement against the vast, arid terrain. Wide shot with a slight pan to follow the plane's trajectory.
+A close-up of a kiwi fruit rapidly transforming into a pool of green ooze. The kiwi starts whole and intact, then quickly disintegrates, revealing a slimy, viscous substance that spreads outward. The transformation is shown in slow motion, emphasizing the fluid dynamics and color transition from solid green to liquid green ooze. The background is minimal, focusing solely on the dramatic change of the kiwi.
+A velociraptor, standing upright and agile, is driving an all-terrain vehicle (ATV) on a sandy beach with crashing waves in the background. The sunset casts a beautiful array of warm hues across the sky, reflecting off the water and sand. The velociraptor has sleek, feathered plumage and sharp claws gripping the ATV handlebars tightly. The ATV is moving smoothly along the beach, leaving tire tracks behind. The scene is captured in a panoramic wide shot, emphasizing the vastness of the beach and the stunning natural beauty of the setting sun.
+A dramatic and inspiring cinematic scene depicting a person facing a significant challenge in life. The individual, standing resolutely against an ominous backdrop, embodies determination and resilience. They are shown in a moment of reflection, looking straight ahead with a mix of resolve and contemplation. The background features a stormy sky and rugged terrain, symbolizing the obstacles they must overcome. The scene transitions from a close-up of the person’s face to a wider shot showcasing their full figure standing tall amidst the challenging environment. This video emphasizes the emotional journey and the struggle to persevere.
+A luxurious interior of a grand mansion, featuring ornate furniture and rich decor. In the center of the room, a beautifully crafted wooden box with intricate gold engravings rests on an elegant table. Inside the box lies a large, sparkling gold diamond, reflecting dazzling light from various angles. The room is softly lit with warm ambient lighting, casting gentle shadows on the walls. The camera focuses closely on the box and the diamond, showcasing their detailed textures and brilliance. Close-up shot, static scene.
+A historical reenactment-style video featuring Komkrad Zuse meticulously working on the construction of a computer using the Platzes Z1 in his cluttered but organized workshop. Zuse is dressed in period-appropriate attire, wearing a lab coat and glasses. His workspace is filled with various tools, parts, and blueprints spread across a large wooden table. The camera focuses closely on his hands as he skillfully manipulates the intricate components, occasionally glancing up at the detailed schematics. The background includes vintage machinery and scientific instruments, evoking a sense of early technological innovation. Close-up shots emphasizing the process of assembly and interaction with the components.
+A playful scene featuring several green turtles splashing and chasing each other in a lush, green pond surrounded by vibrant flowers and tall grass. In the midst of the turtles, a friendly frog named Freddy hops around, occasionally leaping into the water with a joyful splash. The turtles have bright, expressive eyes and their shells are adorned with intricate patterns. Freddy has large, cheerful eyes and a broad smile. The background showcases a serene, natural environment with soft sunlight filtering through the leaves. The video captures the playful interactions between the turtles and Freddy from a mid-shot perspective, focusing on their lively movements and expressions.
+A dramatic aerial view of a river of molten lava flowing down a mountain slope at night. The fiery river glows bright orange and red, with waves of hot magma creating mesmerizing patterns as it cascades over rocks and boulders. Smoke and steam rise from the flowing lava, adding to the intense atmosphere. The surrounding landscape is dark and ominous, with only the glow of the lava providing illumination. The camera follows the flow of lava, capturing its dynamic movement and intensity in a sweeping, continuous shot.
+A serene and inviting introduction to the Pasithea Organic Spa, featuring lush greenery and natural elements. The video opens with a wide aerial shot of the spa's tranquil surroundings, showcasing a beautifully landscaped garden filled with vibrant flowers and tall trees. As the camera slowly pans down, we see a winding path leading to the entrance of the spa, where a sign with the logo "Pasithea Organic Spa" is prominently displayed. Inside, the camera captures the interior in a warm, welcoming light, highlighting the organic products and detailing the space designed for soothing massage sessions. The video maintains a calm, elegant style throughout, emphasizing the spa's commitment to natural wellness. 4K resolution.
+A serene and tranquil environment with soft lighting, featuring a close-up of a calm East Asian woman with closed eyes, sitting cross-legged on a cushioned floor. She has a gentle smile and appears deeply at peace. Her posture is relaxed, with her hands resting gently on her lap in the mudra of meditation. In the background, there are blurred images of natural elements such as trees and flowing water, symbolizing harmony and tranquility. The scene conveys a sense of inner peace and contentment. Static shot.
+A user interface with a prominently displayed upload button that appears when a user in a blue shirt interacts with the screen. The button is highlighted in a bright blue color, contrasting against a clean, minimalist background. The user is shown as a silhouette wearing a blue shirt, indicating their interaction with the UI. The scene focuses on the transition of the upload option becoming visible, with a subtle animation effect to draw attention to the button. Static shot, centered on the screen elements.
+A dramatic scene titled "The Confrontation," set in a dimly lit alleyway. Two figures stand facing each other, one a tall, muscular man with a stern expression, the other a shorter, more slender woman with a determined look. Both are dressed in casual streetwear, and the atmosphere is tense. The background shows graffiti-covered walls and flickering streetlights. As the confrontation escalates, the camera pans down and to the left, capturing their expressions and body language. Medium shot, dynamic camera movement.
+A wireframe animation of a windmill, rendered in a realistic style with a limited color palette of blue and green. The windmill has four blades that rotate smoothly, capturing the essence of movement and functionality. The scene includes detailed wireframes of the windmill's structure, such as the tower, blades, and base, with subtle gradients to enhance depth and realism. The background is a simple, clean environment that complements the windmill, ensuring focus remains on the intricate wireframe design. The camera remains static, allowing viewers to appreciate the fine details of the windmill's construction.
+A man is sitting at a dinner table, eating a giant beetle as part of an advertisement for beetle fast food. The giant beetle is depicted as a large, crunchy-looking insect on a fork, with the man taking a bite. The beetle is exaggerated in size, much larger than a typical beetle, and the man is portrayed with an enthusiastic and adventurous expression. The background shows a modern, brightly lit fast-food restaurant interior with posters advertising "Giant Beet Bug Bites." The man is in mid-bite, conveying the appeal of the giant beetles as a new fast food sensation. Close-up shot focusing on the man's face and the giant beetle on the fork.
+A group of athletic gymnasts perform synchronized routines on a large mat, forming intricate shapes inspired by sacred geometry. They move gracefully, executing precise flips, twists, and balances to create patterns such as circles, triangles, and stars. Each gymnast wears a sleek, form-fitting leotard in various pastel colors, highlighting their fluid motions. The background showcases a minimalist gym setting with soft, diffused lighting and subtle shadows, emphasizing the geometric formations. Medium shots capture the dynamic interactions between the gymnasts, while close-ups focus on individual expressions of concentration and determination. Static camera angles ensure clear visualization of the geometric shapes formed by the gymnasts.
+A heartwarming animated scene featuring a tiny ant and a massive elephant as best friends playing together in a lush green forest. The ant is climbing up the elephant's trunk, while the elephant gently waves its trunk, creating a playful interaction. Both animals have joyful expressions, with the ant's small body contrasting sharply against the elephant's enormous size. The forest background is filled with tall trees, vibrant flowers, and dappled sunlight filtering through the leaves. The camera remains static, capturing the serene and affectionate moment between the two friends. Medium shot, focusing on the elephant's face and the ant on its trunk.
+A young girl playing joyfully on the sea coast. She is running along the shoreline, kicking up sand and laughing as waves gently lap at her feet. She is wearing a bright orange swimsuit with white polka dots, and her hair is tied back in a ponytail. Her face is filled with happiness and excitement. The background showcases vast sandy beaches stretching into the distance, with clear blue skies above and rolling waves crashing against the shore. As she plays, the camera gradually zooms out to capture the expansive beauty of the coastal landscape. Medium shot transitioning to wide shot.
+A cheerful and intelligent young girl, around 10 years old, stands in a vibrant rural setting. She is dressed in a simple, clean white blouse and a blue plaid skirt, with her hair tied back in a neat ponytail. She is holding a book and smiling warmly at the viewer, exuding curiosity and joy. The background showcases a lush green field with rows of crops and a small wooden fence. The sun is shining brightly, casting a warm glow over the scene. The girl is depicted as engaged in reading, tilting her head slightly as she turns the pages of her book. The overall atmosphere is bright and inviting, with a close-up half-body portrait capturing the essence of her joyful and intellectual spirit.
+National Geographic-style wide shot of a Tesla Cybertruck driving from right to left on a bustling Hong Kong street at night. The Cybertruck is illuminated by the neon lights and street lamps, casting dynamic shadows as it moves. The vehicle's angular design and metallic finish stand out against the urban backdrop filled with other cars, pedestrians, and signs in Chinese and English. The camera captures the Cybertruck from an extreme long shot, highlighting the vibrant energy and dense traffic of the cityscape.
+A beautiful princess adorned with a sparkling diamond crown and a flowing white dress stands gracefully in a picturesque garden. Her long, regal hair cascades like a golden waterfall as the wind gently blows through it. The princess gazes serenely into the distance, embodying elegance and grace. The scene is captured with a mix of 85mm f/1.4, 15mm, and 35mm lenses, emphasizing depth and detail. The imagery is richly colored and rendered in stunning 4K, 8K, and HD resolutions, showcasing every intricate detail of the princess and her surroundings. Wide shot, capturing the full beauty of the scene.
+A student diligently following classroom rules in a modern educational setting. The student is sitting at a desk, attentively listening to the teacher and taking notes. They wear a school uniform consisting of a white shirt and navy blue pants/skirt, with the school badge prominently displayed. The student maintains a focused expression, occasionally glancing down at their notebook. The background includes rows of desks, a blackboard, and posters on the walls, creating a vibrant and organized classroom environment. Medium shot, static scene.
+A watercolor animation of a willow tree with branches swaying gently in the breeze. The tree has soft, flowing lines with leaves in shades of blue, green, and gray. The branches gracefully arch and move as if responding to a gentle wind. The background is a serene, blurred landscape with hints of distant hills and a clear sky. The overall scene has a tranquil, dreamlike quality. Static medium shot focusing on the willow tree.
+In a reflective moment, Alex stands in front of a perfectly intact mirror, their reflection clear and unified. Alex gazes deeply into their own eyes, a profound sense of self-discovery and understanding evident on their face. The lighting softly highlights the contours of their face, emphasizing their thoughtful expression. The background is a simple, clean room with minimalistic decor, drawing focus to the interaction between Alex and their reflection. Medium close-up, static shot focusing on Alex’s face and the mirror.
+Title: "Ancient Era - Before Writing"

prompts/heldout.txt

@@ -0,0 +1,16 @@
+A close-up view of two smooth, polished stones nestled inside a decorative gift bag. The stones vary in size and color, with one being a deep forest green and the other a warm amber hue. The gift bag is made of soft fabric, adorned with a satin ribbon tied in a bow at the top. The interior of the bag is lined with a contrasting fabric, adding a touch of elegance. The camera remains static, focusing on the gentle textures and subtle reflections on the stones.
+A vibrant cityscape at night, bustling with activity and illuminated by bright neon lights and bustling crowds. The scene captures the essence of urban nightlife, with people walking, cars moving, and street vendors working. The wide-angle lens emphasizes the vastness of the city, showcasing tall buildings, street signs, and busy streets. The DSLR camera, set to aperture priority mode and low ISO, ensures sharpness and clarity, highlighting the hustle and vibrancy of the urban environment. Medium-wide shot, capturing the dynamic energy of the city from a static perspective.
+A vast desert landscape with towering sand dunes and sparse vegetation. In the center, there is a large cave opening from which vibrant, swirling colored smoke emerges. The smoke ranges from deep purples to bright yellows, creating a mesmerizing display against the golden sand. The cave entrance is partially obscured by the smoke, giving an eerie yet captivating atmosphere. The sun sets in the background, casting long shadows across the dunes and adding a warm glow to the scene. Wide shot, capturing the expansive desert and the dramatic effect of the colorful smoke.
+A dramatic aerial view of the City of London at dusk, showcasing the iconic skyline with the shadow of a massive dragon's tail sweeping across the buildings. The dragon's tail, adorned with intricate scales and claws, moves gracefully through the air, casting long shadows on the streets below. The scene highlights the contrast between the ancient mythical creature and modern urban architecture. The camera pans slowly from the dragon's tail to reveal the bustling cityscape beneath.
+A single bright blue and white frog sits calmly on a branch in a dense forest, surrounded by lush green foliage and tall trees. The frog has large expressive eyes, focusing intently as a fluffy white cloud drifts slowly across the clear blue sky above. The forest floor is covered in soft moss and fallen leaves, creating a serene and peaceful atmosphere. The scene is bathed in natural sunlight filtering through the canopy. The frog remains stationary, its gaze following the cloud as it passes by. Medium close-up shot, capturing the frog and a portion of the surrounding forest.
+A man wearing a virtual reality headset stands in a futuristic cityscape, surrounded by towering skyscrapers and neon lights. His hair is styled in a casual, slightly messy manner, framing his face. He is standing still, with a curious and engaged expression as he explores the virtual environment. The city background is bustling with holographic advertisements and moving vehicles, creating a vibrant and immersive atmosphere. Medium shot focusing on the man's upper body and the VR headset.
+A detailed, realistic drawing of a human eye in close-up view. The eye has a vivid blue iris with fine radial lines and intricate patterns. The pupil is dilated, reflecting soft light that adds depth and dimension. Eyelashes frame the eye, casting subtle shadows on the lid. The surrounding skin is smooth, with delicate veins visible beneath. The background is softly blurred, putting the focus entirely on the eye. Fine graphite pencil sketch style, with careful shading and highlights to capture the texture and shine of the eye.
+Hyper-realistic 8K ultra-high definition full-body shot of Catwoman. She is depicted standing confidently, with a sleek black bodysuit that clings to her athletic form. Her mask covers her eyes, leaving only a feline slit visible, adding an air of mystery and danger. Her outfit includes gloves, utility belt, and knee-high boots. Catwoman stands in a poised fighting stance, with one hand resting on her hip and the other loosely gripping a whip. The background showcases a dimly lit urban alley with shadows and graffiti, emphasizing the noir atmosphere. Static full-body shot.
+A cinematic love story inspired by the John Wick aesthetic. In the dimly lit streets of New York City, a man with piercing blue eyes and a rugged appearance, reminiscent of John Wick, walks hand-in-hand with a beautiful woman. They share a tender moment under the glow of streetlights, their faces illuminated by soft, warm tones. The man, dressed in a black leather jacket and jeans, has a scar above his left eyebrow, giving him a tough yet vulnerable look. The woman, wearing a classic red coat, looks up at him with adoration. The background shows the hustle and bustle of the city, with subtle hints of danger lurking in the shadows. The scene is captured in a medium close-up, focusing on their emotional connection.
+In an ultra-beautiful, cinematic, and magical scene set in an ancient room, numerous multi-colored crystal butterflies flutter gracefully through the air. Each butterfly sparkles with intricate, high-detail patterns and refracts light in mesmerizing ways. Snow gently falls outside the large, arched window, creating a serene contrast between the vibrant interior and the tranquil exterior. The room is filled with ancient artifacts and dimly lit by flickering torches, casting shadows that dance along the walls as the butterflies move. The scene is captured in close-up to highlight the fine details and ethereal beauty of the butterflies and the room. Wide shot to encompass the entire magical atmosphere.
+A group of four friends, two males and two females, ranging from late teens to early twenties, navigate through challenging terrains and stormy weather conditions, demonstrating remarkable resilience and teamwork. They trek across rugged landscapes under a heavy downpour, with muddy tracks and slippery rocks making their journey difficult. The friends support each other, sharing a sense of determination and unity. Each friend wears waterproof gear and sturdy hiking boots, with backpacks loaded with essential supplies. The backdrop showcases dramatic mountain ranges shrouded in mist and rain, creating a dynamic and atmospheric environment. Wide shots and medium close-ups capture the group's interactions and expressions of perseverance.
+A video showing a production line in a modern food factory. The scene includes conveyor belts moving boxes of packaged food, workers in white uniforms carefully inspecting products, and machines sealing and labeling containers. The environment is clean and well-lit, with a focus on hygiene and efficiency. The camera remains static to highlight the organized flow of the assembly line. Wide shot to capture the entire production area, emphasizing the seamless operation of the machinery and workers working together.
+A vibrant cotton kiwi, with fluffy white fur and distinctive brown spots, dances joyfully on a bustling Los Angeles street at sunrise. The sky is painted with warm hues of orange and pink, casting a gentle glow over the cityscape. The cotton kiwi moves gracefully, leaping and twirling amidst the early morning traffic and pedestrians. The background showcases iconic LA buildings and palm trees, creating a lively and energetic atmosphere. The scene is captured from a medium shot, emphasizing the dynamic dance of the cotton kiwi as the sun rises.
+A pair of elegant high-heeled feet walking down a dimly lit school hallway. The hallway is lined with closed wooden lockers on both sides, and the floor is covered in worn-out tiles. The walls are painted in a neutral color and adorned with posters and motivational quotes. The lighting is soft, casting long shadows as the feet move steadily forward. The scene is captured from a low-angle view, focusing on the rhythmic steps of the high heels. The video should convey a sense of quiet determination and purpose. Medium close-up shot.
+In the style of a mesmerizing cosmic odyssey, visualize the evolution of the universe through wide-angle shots of breathtaking nebulae with celestial lighting. The camera pans and tilts gracefully, capturing the immense scale and beauty of star formations, galaxies, and cosmic phenomena. As the narrative unfolds, the camera smoothly transitions from close-ups of swirling gas clouds to expansive views of distant stars and planets, emphasizing the continuous flow and transformation of cosmic elements. The visuals are characterized by vibrant colors and intricate details, highlighting the awe-inspiring journey of the universe from the Big Bang to the formation of complex structures.
+A surreal, non-Euclidean staircase spiraling upwards in an endless loop, defying the laws of geometry and perspective. The stairs appear to twist and turn in impossible ways, creating a dizzying optical illusion. The staircase is made of smooth, dark stone, with occasional patches of light reflecting off the surfaces. The walls surrounding the staircase are abstract and warped, contributing to the disorienting atmosphere. The lighting is dim and mysterious, casting long shadows that further enhance the eerie feeling. The scene is static, emphasizing the bizarre architecture and its paradoxical nature. Close-up, focusing on the intricate details of the stairs and the strange distortions of space.

publication_manifest.json

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+  "repo_id": "Perflow-Shuai/Reproduce-Wan2.2-5B-CFG5-to-CFG1-50Step-LoRA-r64-iter500",
+  "step": 500,
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