Update model_tools.md

model_tools.md

@@ -14,12 +14,12 @@ Tools to enhance LLM quantizations and merging
 - 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)
 - Update: v18 is much faster than v4 and replaces the trial-and-error loop with an adaptive math-based calculator (using GrimJim's measure.py logic)
 
-# [metadata_audit.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/metadata_audit.py)
-- Checks multiple models within subdirectories for vocab or rope mismatch (useful for large merges). Calibrated for Mistral Nemo 12B by default.
-
 # config.py
 - Simply replace line 13 | BEFORE `ScalarOrGradient: TypeAlias = Union[float, List[float]]` → AFTER `ScalarOrGradient: TypeAlias = Union[float, List[float], str, bool]` | to allow for custom filepath strings within parameter settings.
 
+# [metadata_audit.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/metadata_audit.py)
+- Checks multiple models within subdirectories for vocab or rope mismatch (useful for large merges). Calibrated for Mistral Nemo 12B by default.
+
 # [fp32_to_fp16.py](https://huggingface.co/spaces/Naphula/model_tools/blob/main/fp32_to_fp16.py)
 - Converts FP32 to FP16 safetensors
 
@@ -41,9 +41,6 @@ Tools to enhance LLM quantizations and merging
 # [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
 
@@ -54,4 +51,14 @@ Tools to enhance LLM quantizations and merging
 - 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
+- Analyze text files with advanced metrics
+
+---
+
+# Not Functional
+
+# [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)
+
+# [IQ5_NL.md](https://huggingface.co/spaces/Naphula/model_tools/blob/main/IQ5_NL.md)
+- Note: Not functional yet. Includes the code needed to quantize IQ5_NL GGUFs using block size 32.