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.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ license: mit
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+ library_name: diffusers
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+ pipeline_tag: text-to-image
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+ tags:
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+ - text-to-image
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+ - lens
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+ - flux
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+ - gpt-oss
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+ ---
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+
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+ # Lens-Turbo
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+
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+ Self-contained diffusers-layout snapshot of Microsoft's **Lens-Turbo** (distilled) text-to-image model,
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+ re-assembled for in-house (SceneWorks) use after Microsoft removed the original `microsoft/Lens-Turbo`
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+ repository from the Hub.
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+
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+ This is a **repackage**, not a retrain — every weight is byte-identical to a public upstream source
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+ (verified by tensor-level comparison against Comfy-Org's authentic redistribution):
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+
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+ | Component | Source | License |
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+ |------------------|------------------------------------------------------------------------|------------|
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+ | `transformer/` | Lens-Turbo DiT, bf16 — from [`Comfy-Org/Lens`](https://huggingface.co/Comfy-Org/Lens) (`diffusion_models/lens_turbo_bf16.safetensors`) | MIT |
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+ | `text_encoder/` | gpt-oss-20b (MXFP4), used encoder-only — from [`openai/gpt-oss-20b`](https://huggingface.co/openai/gpt-oss-20b) | Apache-2.0 |
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+ | `tokenizer/` | gpt-oss tokenizer — from [`openai/gpt-oss-20b`](https://huggingface.co/openai/gpt-oss-20b) | Apache-2.0 |
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+ | `vae/` | FLUX.2 VAE (`AutoencoderKLFlux2`) — from [`black-forest-labs/FLUX.2-dev`](https://huggingface.co/black-forest-labs/FLUX.2-dev) | FLUX.2-dev license |
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+
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+ The text encoder is stock, frozen `gpt-oss-20b` and the VAE is stock FLUX.2-dev; only the
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+ `transformer/` DiT is Lens-specific. The encoder + VAE are identical to those in `SceneWorks/Lens` —
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+ only the distilled `transformer/` differs.
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+
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+ ## Layout
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+
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+ ```
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+ tokenizer/ tokenizer.json, tokenizer_config.json, special_tokens_map.json
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+ text_encoder/ model-0000*-of-00002.safetensors (MXFP4), model.safetensors.index.json, config.json
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+ transformer/ lens_turbo_bf16.safetensors
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+ vae/ diffusion_pytorch_model.safetensors, config.json
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+ ```
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+
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+ Sampling defaults for the distilled model: **4 steps, guidance 1.0** (≈ no CFG).
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+ {
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+ "_class_name": "LensPipeline",
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+ "_diffusers_version": "0.36.0",
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+ "scheduler": ["diffusers", "FlowMatchEulerDiscreteScheduler"],
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+ "text_encoder": ["transformers", "GptOssModel"],
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+ "tokenizer": ["transformers", "PreTrainedTokenizerFast"],
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+ "transformer": ["diffusers", "LensTransformer2DModel"],
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+ "vae": ["diffusers", "AutoencoderKLFlux2"]
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+ }
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+ "beta_fast": 32.0,
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+ "beta_slow": 1.0,
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+ "factor": 32.0,
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+ "original_max_position_embeddings": 4096,
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+ "rope_type": "yarn",
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+ "rope_theta": 150000,
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+ "router_aux_loss_coef": 0.9,
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+ "transformers_version": "4.55.0.dev0",
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+ "use_cache": true,
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+ "vocab_size": 201088
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+ }
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