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Model: inspirebek/qwen3-4b-uzbek-v2-GGUF
Source: Original Platform

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README.md

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+---
+language:
+- uz
+- en
+license: cc-by-nc-4.0
+datasets:
+- yakhyo/uz-wiki
+- tahrirchi/uz-books-v2
+- tahrirchi/uz-crawl
+- saillab/alpaca_uzbek_taco
+- behbudiy/alpaca-cleaned-uz
+- UAzimov/uzbek-instruct-llm
+- CohereLabs/aya_collection_language_split
+- med-alex/qa_mt_ru_to_uzn
+- med-alex/qa_mt_tr_to_uzn
+library_name: gguf
+pipeline_tag: text-generation
+base_model: inspirebek/qwen3-4b-uzbek-v2
+tags:
+- uzbek
+- qwen3
+- quantized
+- gguf
+- llama.cpp
+- ollama
+---
+
+# qwen3-4b-uzbek-v2-gguf
+
+gguf suite for [`inspirebek/qwen3-4b-uzbek-v2`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2). cpu / apple silicon / vulkan / rocm via `llama.cpp`, ollama, lm studio, etc.
+
+## files
+
+| quant | size | notes |
+|---|---|---|
+| `f16` | 8.8 gb | reference fp16 |
+| `Q8_0` | 4.7 gb | near-lossless |
+| `Q6_K` | 3.6 gb | recommended for quality |
+| `Q5_K_M` | 3.2 gb | balanced |
+| `Q5_K_S` | 3.1 gb | slightly lighter |
+| `Q4_K_M` | 2.7 gb | **recommended for most users** |
+| `Q4_K_S` | 2.6 gb | smaller, slight quality loss |
+| `Q3_K_M` | 2.2 gb | aggressive |
+| `Q2_K` | 1.8 gb | edge / low-ram only |
+
+## usage
+
+**llama.cpp:**
+
+```bash
+llama-cli -m qwen3-4b-uzbek-v2-q4_k_m.gguf -p "Salom! Qalaysan?" -cnv
+```
+
+**ollama:**
+
+```bash
+ollama run hf.co/inspirebek/qwen3-4b-uzbek-v2-GGUF:Q4_K_M
+```
+
+## quantization
+
+converted from the bf16 merged model via `llama.cpp`'s `convert_hf_to_gguf.py` → `llama-quantize`. no calibration data (k-quants are statistics-only).
+
+## datasets
+
+**stage a — fluency (continued pretraining):**
+
+- [`yakhyo/uz-wiki`](https://huggingface.co/datasets/yakhyo/uz-wiki) · MIT
+- [`tahrirchi/uz-books-v2`](https://huggingface.co/datasets/tahrirchi/uz-books-v2) · MIT
+- [`tahrirchi/uz-crawl`](https://huggingface.co/datasets/tahrirchi/uz-crawl) · Apache-2.0
+
+**stage b — instruct (sft):**
+
+- [`saillab/alpaca_uzbek_taco`](https://huggingface.co/datasets/saillab/alpaca_uzbek_taco) · CC-BY-NC-4.0
+- [`behbudiy/alpaca-cleaned-uz`](https://huggingface.co/datasets/behbudiy/alpaca-cleaned-uz) · CC-BY-4.0
+- [`UAzimov/uzbek-instruct-llm`](https://huggingface.co/datasets/UAzimov/uzbek-instruct-llm) · Apache-2.0
+- [`CohereLabs/aya_collection_language_split`](https://huggingface.co/datasets/CohereLabs/aya_collection_language_split) · Apache-2.0
+- [`med-alex/qa_mt_ru_to_uzn`](https://huggingface.co/datasets/med-alex/qa_mt_ru_to_uzn) · unspecified
+- [`med-alex/qa_mt_tr_to_uzn`](https://huggingface.co/datasets/med-alex/qa_mt_tr_to_uzn) · unspecified
+
+> ⚠️ licensing note: `saillab/alpaca_uzbek_taco` is cc-by-nc-4.0, which restricts commercial use of derivative models. downstream users who need a fully permissive license should retrain without that subset.
+
+## sibling formats
+
+- [`inspirebek/qwen3-4b-uzbek-v2`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2)
+- [`inspirebek/qwen3-4b-uzbek-v2-lora`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2-lora)
+- [`inspirebek/qwen3-4b-uzbek-v2-bnb-4bit`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2-bnb-4bit)
+- [`inspirebek/qwen3-4b-uzbek-v2-awq`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2-awq)
+- [`inspirebek/qwen3-4b-uzbek-v2-GGUF`](https://huggingface.co/inspirebek/qwen3-4b-uzbek-v2-GGUF)

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