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model_tools.md

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----
-title: Model Tools
-emoji: 📚
-colorFrom: pink
-colorTo: yellow
-sdk: static
-pinned: false
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-
-# 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_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. Readme at [textonly_ripper.md](https://huggingface.co/spaces/Naphula/model_tools/blob/main/textonly_ripper.md)
-
-# [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. Note that `tokenizer.model` must be manually copied into the `/fixed/` folder.
-
-# [lm_head_remover.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/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](https://huggingface.co/spaces/Naphula/model_tools/blob/main/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](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
-
-# [Markdown to SMF](https://huggingface.co/spaces/Naphula/model_tools/blob/main/md_to_smf.py)
-- Converts a Markdown string to an SMF-compatible BBCode string. Not perfect—sometimes misses double bold tags.
-
-# [Quant Clone](https://github.com/electroglyph/quant_clone)
-- A tool which allows you to recreate UD quants such as Q8_K_XL. Examples: [Mistral 24B](https://huggingface.co/spaces/Naphula/model_tools/raw/main/Mistral-Small-3.2-24B-Instruct-2506-UD-Q8_K_XL_UD.txt), [Mistral 7B](https://huggingface.co/spaces/Naphula/model_tools/raw/main/Warlock-7B-v2-Q8_K_XL.txt)
-
-# Text Analysis Suite
-- Pending reupload
+---
+title: Model Tools
+emoji: 📚
+colorFrom: pink
+colorTo: yellow
+sdk: static
+pinned: false
+---
+
+# Model Tools by Naphula
+Tools to enhance LLM quantizations and merging
+
+# [graph_v4.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/graph_v4.py)
+- Merge models in minutes instead of hours on low VRAM. For a 3060/3060 Ti user: This script enables functionality that is otherwise impossible (merging 70B models or large 7B merges with `--cuda`) without OOM. [More details here](https://huggingface.co/spaces/Naphula/model_tools/blob/main/mergekit_low-VRAM-graph_patch.md)
+
+# [fp32_to_fp16.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/fp32_to_fp16.py)
+- Converts FP32 to FP16 safetensors
+
+# [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. Readme at [textonly_ripper.md](https://huggingface.co/spaces/Naphula/model_tools/blob/main/textonly_ripper.md)
+
+# [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. Note that `tokenizer.model` must be manually copied into the `/fixed/` folder.
+
+# [lm_head_remover.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/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](https://huggingface.co/spaces/Naphula/model_tools/blob/main/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](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
+
+# [Markdown to SMF](https://huggingface.co/spaces/Naphula/model_tools/blob/main/md_to_smf.py)
+- Converts a Markdown string to an SMF-compatible BBCode string. Not perfect—sometimes misses double bold tags.
+
+# [Quant Clone](https://github.com/electroglyph/quant_clone)
+- A tool which allows you to recreate UD quants such as Q8_K_XL. Examples: [Mistral 24B](https://huggingface.co/spaces/Naphula/model_tools/raw/main/Mistral-Small-3.2-24B-Instruct-2506-UD-Q8_K_XL_UD.txt), [Mistral 7B](https://huggingface.co/spaces/Naphula/model_tools/raw/main/Warlock-7B-v2-Q8_K_XL.txt)
+
+# [Text Analysis Suite v1.5](https://huggingface.co/spaces/Naphula/TAS_1.5)
+- Analyze text files with advanced metrics