From 320813e2fecb56128827f18f2d0d33876e0117fc Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 21 Jun 2026 01:14:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth-GGUF Source: Original Platform --- .gitattributes | 41 +++++++ README.md | 100 ++++++++++++++++++ ...4b-function-calling-xlam-unsloth.q2_k.gguf | 3 + ...-function-calling-xlam-unsloth.q3_k_m.gguf | 3 + ...-function-calling-xlam-unsloth.q4_k_m.gguf | 3 + ...-function-calling-xlam-unsloth.q5_k_m.gguf | 3 + ...4b-function-calling-xlam-unsloth.q6_k.gguf | 3 + ...4b-function-calling-xlam-unsloth.q8_0.gguf | 3 + 8 files changed, 159 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 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-text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q2_k.gguf filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q6_k.gguf filter=lfs diff=lfs merge=lfs -text +qwen3-4b-function-calling-xlam-unsloth.q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..b66e2ac --- /dev/null +++ b/README.md @@ -0,0 +1,100 @@ +--- +base_model: ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth +tags: +- gguf +- llama.cpp +- unsloth +- qwen3 +- function-calling +- quantized +license: apache-2.0 +language: +- en +datasets: +- Salesforce/xlam-function-calling-60k +pipeline_tag: text-generation +--- + +# Qwen3-4B-Function-Calling-xLAM-Unsloth — GGUF quantized + +GGUF quantizations of [`ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth), +produced via [Unsloth](https://github.com/unslothai/unsloth) + llama.cpp's conversion scripts. + +| Field | Value | +|---|---| +| **Source checkpoint** | [`ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth) | +| **Base model** | [`unsloth/qwen3-4b-unsloth-bnb-4bit`](https://huggingface.co/unsloth/qwen3-4b-unsloth-bnb-4bit) | +| **Dataset** | [`Salesforce/xlam-function-calling-60k`](https://huggingface.co/datasets/Salesforce/xlam-function-calling-60k) | +| **Training** | 1 full epoch (effective batch=8) | +| **Final training loss** | 0.2309 (job 36885894, runtime 2h 10m, peak VRAM 15.21 GB) | +| **Conversion** | Unsloth `save_pretrained` → llama.cpp `convert_hf_to_gguf.py` → `llama-quantize` | + +## Available quantizations + +| File | Bits | Size | Notes | +|---|---|---|---| +| `qwen3-4b-function-calling-xlam-unsloth.q2_k.gguf` | 2-bit | 1.67 GB | Smallest; aggressive quality loss | +| `qwen3-4b-function-calling-xlam-unsloth.q3_k_m.gguf` | 3-bit | 2.08 GB | Small; noticeable quality loss | +| `qwen3-4b-function-calling-xlam-unsloth.q4_k_m.gguf` | 4-bit | 2.50 GB | **Recommended** — best size/quality balance | +| `qwen3-4b-function-calling-xlam-unsloth.q5_k_m.gguf` | 5-bit | 2.89 GB | Near-full quality | +| `qwen3-4b-function-calling-xlam-unsloth.q6_k.gguf` | 6-bit | 3.31 GB | Very close to Q8_0 at smaller size | +| `qwen3-4b-function-calling-xlam-unsloth.q8_0.gguf` | 8-bit | 4.28 GB | Largest; closest to bf16 source | + +**Recommended default:** `Q4_K_M`. For maximum fidelity, use `Q8_0`. + +## Usage + +### llama.cpp + +```bash +llama-cli -hf ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth-GGUF --jinja -p "Find flights from SFO to NYC on December 25th" -n 256 +``` + +### Ollama + +```bash +ollama run hf.co/ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth-GGUF:Q4_K_M +``` + +### llama-cpp-python + +```python +from llama_cpp import Llama +llm = Llama.from_pretrained( + repo_id="ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth-GGUF", + filename="*q4_k_m.gguf", + n_ctx=2048, +) +out = llm.create_chat_completion( + messages=[{"role": "user", "content": "Find flights from SFO to NYC on December 25th"}], + max_tokens=256, +) +print(out["choices"][0]["message"]["content"]) +``` + +## Intended use + +For research and non-commercial experimentation. Outputs should be independently verified before any downstream use. + +## Limitations + +- GGUF quantizations have unavoidable quality loss vs the bf16 source. Use Q5_K_M+ for best fidelity. +- Inherits all limitations of the source merged checkpoint ([`ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth)). + +## Citation + +```bibtex +@misc{ qwen3_4b_xlam_unsloth_2026_gguf , + author = {Ermia Azarkhalili}, + title = { Qwen3-4B-Function-Calling-xLAM-Unsloth — GGUF quantized }, + year = {2026}, + publisher = {Hugging Face}, + howpublished = {\url{https://huggingface.co/ermiaazarkhalili/Qwen3-4B-Function-Calling-xLAM-Unsloth-GGUF}} +} +``` + +--- + +This qwen3 model was trained 2× faster with [Unsloth](https://github.com/unslothai/unsloth) and Hugging Face's TRL library. + +[](https://github.com/unslothai/unsloth) diff --git a/qwen3-4b-function-calling-xlam-unsloth.q2_k.gguf b/qwen3-4b-function-calling-xlam-unsloth.q2_k.gguf new file mode 100644 index 0000000..eb332b0 --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q2_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67c4321d21a1b0eb175c59577471705e7417fbb713501807488a20e58214d3e7 +size 1669499520 diff --git a/qwen3-4b-function-calling-xlam-unsloth.q3_k_m.gguf b/qwen3-4b-function-calling-xlam-unsloth.q3_k_m.gguf new file mode 100644 index 0000000..20a421e --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q3_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9073718bc5181be8ba653db40e7d10cecbfca315b5a303ba343ada2c54790911 +size 2075617920 diff --git a/qwen3-4b-function-calling-xlam-unsloth.q4_k_m.gguf b/qwen3-4b-function-calling-xlam-unsloth.q4_k_m.gguf new file mode 100644 index 0000000..d628d19 --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e8242470a6069010895a14b50cf6a6346f58815ea702df6d252735088add214e +size 2497280640 diff --git a/qwen3-4b-function-calling-xlam-unsloth.q5_k_m.gguf b/qwen3-4b-function-calling-xlam-unsloth.q5_k_m.gguf new file mode 100644 index 0000000..259746d --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q5_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c77b5c84d1a26a8a0d295ddc34207eeee19964a81c52410c216cc6218f55914f +size 2889513600 diff --git a/qwen3-4b-function-calling-xlam-unsloth.q6_k.gguf b/qwen3-4b-function-calling-xlam-unsloth.q6_k.gguf new file mode 100644 index 0000000..692b97e --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q6_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:575505295977408475eab76e03524f3a9f7c41d53496750be59b4c23da02210e +size 3306261120 diff --git a/qwen3-4b-function-calling-xlam-unsloth.q8_0.gguf b/qwen3-4b-function-calling-xlam-unsloth.q8_0.gguf new file mode 100644 index 0000000..e9a560f --- /dev/null +++ b/qwen3-4b-function-calling-xlam-unsloth.q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1e16797942b6bdcc0f55432616bfa87ab8a36e24a91de41ffbe61f15bdd64e2c +size 4280405120