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Model: Pauldyu57/gemma4-cnc-ll-GGUF
Source: Original Platform

README.md

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+---
+license: gemma
+base_model: google/gemma-3-4b-it
+library_name: gguf
+tags:
+  - gguf
+  - gemma
+  - gemma-3
+  - cnc
+  - manufacturing
+  - work-order
+  - ll-machinery
+  - fine-tuned
+  - ollama
+pipeline_tag: text-generation
+---
+
+# gemma4-cnc-ll (GGUF) — Two-stage Fine-tune
+
+Two-stage QLoRA fine-tune of [`google/gemma-3-4b-it`](https://huggingface.co/google/gemma-3-4b-it):
+
+**Stage 1 — Work-order knowledge**
+CNC work-order database schema, BOM categories, pricing models, Neo4j/SQL queries
+for 永詮機械 (Yong Chuan Machinery).
+
+**Stage 2 — L&L 永詮 specialization** (anti-dilution training)
+14 machine models (LLA/LLB/LLS/LL/LFM/LFS/LS-C/LS-S/LS-U/LD/LC/TA/MA/LA/A),
+6 application industries, company background. Trained with 5 anti-dilution
+mechanisms including critical-facts validation.
+
+## Quick start (Ollama)
+
+```bash
+ollama run hf.co/Pauldyu57/gemma4-cnc-ll-GGUF:Q4_K_M
+```
+
+Other tags: `Q5_K_M`, `Q8_0`, `F16`.
+
+If this repo is private, link your Ollama SSH key first:
+```bash
+cat ~/.ollama/id_ed25519.pub
+# → paste into https://huggingface.co/settings/keys
+```
+
+## Files
+
+| Quant   | Approx size | Notes                        |
+|---------|-------------|------------------------------|
+| F16     | ~7.5 GB     | Reference                    |
+| Q8_0    | ~4.3 GB     | Near-lossless                |
+| Q5_K_M  | ~3.0 GB     | Good quality / size balance  |
+| Q4_K_M  | ~2.5 GB     | Default for CPU / small GPUs |
+
+## Base model
+
+[`google/gemma-3-4b-it`](https://huggingface.co/google/gemma-3-4b-it) — usage subject to the
+[Gemma Terms of Use](https://ai.google.dev/gemma/terms).