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  - en
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  size_categories:
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  - 1B<n<10B
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - en
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  size_categories:
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  - 1B<n<10B
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+ ---
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+
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+ **Dataset:** LLaDA-Sample-10BT
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+ **Base:** `HuggingFaceFW/fineweb` (subset `sample-10BT`)
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+ **Purpose:** Training LLaDA (Large Language Diffusion Models)
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+
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+ ## Preprocessing
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+ - **Tokenizer:** `GSAI-ML/LLaDA-8B-Instruct`
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+ - **Chunking:** Up to **4,096 tokens** per chunk (1% of chunks randomly sized between 1–4,096 tokens)
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+ - **Noisy masking:** Applied with noise factor ε = 1×10⁻³
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+ - **Fields per chunk (PyTorch tensors):**
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+ - `input_ids`
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+ - `noisy_input_ids`
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+ - `mask`
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+ - `t` (time scalar)
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+
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+ ## Statistics
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+ - **Total chunks:** ~2,520,000
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+ - **Shards:** 252 `.pt` files
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+ - **Chunks per file:** 10,000
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+ - **Average file size:** ~660–680 MB
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+ - **Total size:** ~166 GB