model_tools.md

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title: Model Tools
emoji: 📚
colorFrom: pink
colorTo: yellow
sdk: static
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Model Tools by Naphula

Tools to enhance LLM quantizations and merging

fp32_to_fp16.py

• Converts FP32 to FP16 safetensors

textonly_ripper_v2.py

• Converts a sharded, multimodal (text and vision) model into a text-only version. Readme at textonly_ripper.md

vocab_resizer.py

• Converts models with larger vocab_sizes to a standard size (default 131072 Mistral 24B) for use with mergekit. Note that tokenizer.model must be manually copied into the /fixed/ folder.

lm_head_remover.py

• This script will load a "fat" 18.9GB model (default Gemma 9B), force it to tie the weights (deduplicating the lm_head), and re-save it. This will drop the file size to ~17.2GB and make it compatible with the others.

model_index_json_generator.py

• Generates a missing model.safetensors.index.json file. Useful for cases where safetensors may have been sharded at the wrong size.

folder_content_combiner_anyfiles.py

• Combines all files in the script's current directory into a single output file, sorted alphabetically.

GGUF Repo Suite

• Create and quantize Hugging Face models

Failed Experiment gguf_to_safetensors_v2.py

• Unsuccessful attempt by Gemini to patch the gguf_to_safetensors script. Missing json files are hard to reconstruct. Also see safetensors_meta_ripper_v1.py and tokenizer_ripper_v1.py

Markdown Viewer

• Portable Offline Markdown Viewer

Markdown to SMF

• Converts a Markdown string to an SMF-compatible BBCode string. Not perfect—sometimes misses double bold tags.

Quant Clone

• A tool which allows you to recreate UD quants such as Q8_K_XL. Examples: Mistral 24B, Mistral 7B

Text Analysis Suite

• Pending reupload