---
title: Model Tools
emoji: 📚
colorFrom: pink
colorTo: yellow
sdk: static
pinned: false
---

# Model Tools by Naphula
Tools to enhance LLM quantizations and merging

# [fp32_to_fp16.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/fp32_to_fp16.py)
- Converts FP32 to FP16 safetensors

# [textonly_ripper.md](https://huggingface.co/spaces/Naphula/model_tools/blob/main/textonly_ripper.md)
# [textonly_ripper_v2.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/textonly_ripper_v2.py)
- Converts a sharded, multimodal (text and vision) model into a text-only version

# [vocab_resizer.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/vocab_resizer.py)
- Converts models with larger vocab_sizes to a standard size (default 131072 Mistral 24B) for use with mergekit

# [folder_content_combiner_anyfiles.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/folder_content_combiner_anyfiles.py)
- Combines all files in the script's current directory into a single output file, sorted alphabetically.

# [GGUF Repo Suite](https://huggingface.co/spaces/Naphula/gguf-repo-suite)
- Create and quantize Hugging Face models

# [Failed Experiment gguf_to_safetensors_v2.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/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](https://huggingface.co/spaces/Naphula/model_tools/blob/main/safetensors_meta_ripper_v1.py) and [tokenizer_ripper_v1.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/tokenizer_ripper_v1.py)

# [Markdown Viewer](https://huggingface.co/spaces/Naphula/Portable_Offline_Markdown_Viewer)
- Portable Offline Markdown Viewer

# Text Analysis Suite
- Pending reupload