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README.md

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+---
+license: apache-2.0
+tags:
+  - lora
+  - wan2.1
+  - text-to-video
+  - longlive
+  - daydream-scope
+base_model: Wan-AI/Wan2.1-T2V-1.3B-Diffusers
+---
+
+# biomorphrx — LongLive 1.3B LoRA
+
+Biomorphic / reaction-diffusion video LoRA trained on Wan 2.1 T2V 1.3B for the Daydream Scope **LongLive** pipeline.
+
+## Trigger
+
+`biomorphrx`
+
+## Files
+
+| File | Step | Notes |
+| --- | --- | --- |
+| `biomorphrx_lnglve_1-3B_2k_fnl.safetensors` | 2000 | **Final** — recommended |
+| `biomorphrx_lnglve_1-3B_1750.safetensors` | 1750 | Alt |
+| `biomorphrx_lnglve_1-3B_1500.safetensors` | 1500 | Alt |
+| `config.yaml` | — | ai-toolkit training config |
+| `samples/` | 0–2000 | webp animations every 250 steps × 4 prompts |
+
+## Base model
+
+[Wan-AI/Wan2.1-T2V-1.3B-Diffusers](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B-Diffusers) — the 1.3B base that Daydream Scope's **LongLive** pipeline distills from. **Not** compatible with Krea Realtime (14B) pipelines.
+
+## Training
+
+- **Dataset:** 53 images + 40 videos (832×480, 16 fps, 77 frames — 4k+1 Wan VAE rule)
+- **Captions:** 100% unique, combinatorial generation (`FORM × COLOR × BACKGROUND × LIGHTING`), trigger word first
+- **Steps:** 2000, LoRA rank 32 / alpha 32
+- **Optimizer:** adamw8bit, lr 1e-4, EMA 0.99
+- **Hardware:** RunPod A100 SXM 80GB, ~4 hr
+- **Trainer:** [ostris/ai-toolkit](https://github.com/ostris/ai-toolkit)
+
+## Sample prompts
+
+```
+biomorphrx iridescent macro bloom with cyan and magenta hues on black background, shallow depth of field
+biomorphrx Belousov-Zhabotinsky reaction-diffusion pattern, teal and orange oscillations, slow swirling
+biomorphrx organic slime mold growth spreading over dark substrate, time-lapse
+biomorphrx radial cluster of cream petals with blue rim light on black, slow drift
+```
+
+Native resolution: **832×480**. 77 frames at 16 fps. LongLive is autoregressive — long output comes from rollout, not training clip length.

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biomorphrx_lnglve_1-3B_2k_fnl.safetensors

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config.yaml

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+job: extension
+config:
+  name: biomorphrx_longlive
+  process:
+  - type: diffusion_trainer
+    training_folder: /workspace/ai-toolkit/output
+    sqlite_db_path: ./aitk_db.db
+    device: cuda
+    trigger_word: biomorphrx
+    performance_log_every: 10
+    network:
+      type: lora
+      linear: 32
+      linear_alpha: 32
+      network_kwargs:
+        ignore_if_contains: []
+    save:
+      dtype: float16
+      save_every: 250
+      max_step_saves_to_keep: 4
+      save_format: safetensors
+      push_to_hub: false
+    datasets:
+    - folder_path: /workspace/ai-toolkit/datasets/biomorphrx/images
+      mask_path: null
+      mask_min_value: 0.1
+      default_caption: ''
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      cache_latents_to_disk: true
+      is_reg: false
+      network_weight: 1
+      resolution:
+      - 480
+      - 832
+      controls: []
+      shrink_video_to_frames: true
+      num_frames: 1
+      flip_x: false
+      flip_y: false
+      num_repeats: 1
+    - folder_path: /workspace/ai-toolkit/datasets/biomorphrx/videos
+      mask_path: null
+      mask_min_value: 0.1
+      default_caption: ''
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      cache_latents_to_disk: true
+      is_reg: false
+      network_weight: 1
+      resolution:
+      - 480
+      - 832
+      controls: []
+      shrink_video_to_frames: true
+      num_frames: 77
+      flip_x: false
+      flip_y: false
+      num_repeats: 1
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 2000
+      gradient_accumulation: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      timestep_type: sigmoid
+      content_or_style: balanced
+      optimizer_params:
+        weight_decay: 0.0001
+      unload_text_encoder: true
+      cache_text_embeddings: false
+      lr: 0.0001
+      ema_config:
+        use_ema: true
+        ema_decay: 0.99
+      skip_first_sample: false
+      force_first_sample: false
+      disable_sampling: false
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: person
+      switch_boundary_every: 1
+      loss_type: mse
+    logging:
+      log_every: 10
+      use_ui_logger: true
+    model:
+      name_or_path: Wan-AI/Wan2.1-T2V-1.3B-Diffusers
+      quantize: false
+      quantize_te: true
+      qtype_te: qfloat8
+      arch: wan21
+      low_vram: false
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 832
+      height: 480
+      samples:
+      - prompt: biomorphrx iridescent macro bloom with cyan and magenta hues on black
+          background, shallow depth of field
+        seed: 1
+      - prompt: biomorphrx Belousov-Zhabotinsky reaction-diffusion pattern, teal and
+          orange oscillations, slow swirling
+        seed: 2
+      - prompt: biomorphrx organic slime mold growth spreading over dark substrate,
+          time-lapse
+        seed: 3
+      - prompt: biomorphrx radial cluster of cream petals with blue rim light on black,
+          slow drift
+        seed: 4
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 5
+      sample_steps: 30
+      num_frames: 77
+      fps: 16
+meta:
+  name: biomorphrx_longlive
+  version: '1.0'