From 1d21f87e87609c279567d10c2241fac8f654d014 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 21 Jun 2026 00:59:20 +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/LFM2.5-350M-Function-Calling-xLAM-Unsloth-GGUF Source: Original Platform --- .gitattributes | 41 +++++++ README.md | 100 ++++++++++++++++++ ...0m-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 + ...0m-function-calling-xlam-unsloth.q6_k.gguf | 3 + ...0m-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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merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-function-calling-xlam-unsloth.q2_k.gguf filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-function-calling-xlam-unsloth.q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-function-calling-xlam-unsloth.q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-function-calling-xlam-unsloth.q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-function-calling-xlam-unsloth.q6_k.gguf filter=lfs diff=lfs merge=lfs -text +lfm2.5-350m-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..ccd248d --- /dev/null +++ b/README.md @@ -0,0 +1,100 @@ +--- +base_model: ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth +tags: +- gguf +- llama.cpp +- unsloth +- lfm2.5 +- function-calling +- quantized +license: apache-2.0 +language: +- en +datasets: +- Salesforce/xlam-function-calling-60k +pipeline_tag: text-generation +--- + +# LFM2.5-350M-Function-Calling-xLAM-Unsloth — GGUF quantized + +GGUF quantizations of [`ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth), +produced via [Unsloth](https://github.com/unslothai/unsloth) + llama.cpp's conversion scripts. + +| Field | Value | +|---|---| +| **Source checkpoint** | [`ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth) | +| **Base model** | [`LiquidAI/LFM2.5-350M`](https://huggingface.co/LiquidAI/LFM2.5-350M) | +| **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** | 0.6507 (job 36550863, runtime 46m 11s, peak VRAM 5.73 GB) | +| **Conversion** | Unsloth `save_pretrained` → llama.cpp `convert_hf_to_gguf.py` → `llama-quantize` | + +## Available quantizations + +| File | Bits | Size | Notes | +|---|---|---|---| +| `lfm2.5-350m-function-calling-xlam-unsloth.q2_k.gguf` | 2-bit | 0.16 GB | Smallest; aggressive quality loss | +| `lfm2.5-350m-function-calling-xlam-unsloth.q3_k_m.gguf` | 3-bit | 0.19 GB | Small; noticeable quality loss | +| `lfm2.5-350m-function-calling-xlam-unsloth.q4_k_m.gguf` | 4-bit | 0.23 GB | **Recommended** — best size/quality balance | +| `lfm2.5-350m-function-calling-xlam-unsloth.q5_k_m.gguf` | 5-bit | 0.26 GB | Near-full quality | +| `lfm2.5-350m-function-calling-xlam-unsloth.q6_k.gguf` | 6-bit | 0.29 GB | Very close to Q8_0 at smaller size | +| `lfm2.5-350m-function-calling-xlam-unsloth.q8_0.gguf` | 8-bit | 0.38 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/LFM2.5-350M-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/LFM2.5-350M-Function-Calling-xLAM-Unsloth-GGUF:Q4_K_M +``` + +### llama-cpp-python + +```python +from llama_cpp import Llama +llm = Llama.from_pretrained( + repo_id="ermiaazarkhalili/LFM2.5-350M-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/LFM2.5-350M-Function-Calling-xLAM-Unsloth`](https://huggingface.co/ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth)). + +## Citation + +```bibtex +@misc{ lfm25_350m_xlam_unsloth_2026_gguf , + author = {Ermia Azarkhalili}, + title = { LFM2.5-350M-Function-Calling-xLAM-Unsloth — GGUF quantized }, + year = {2026}, + publisher = {Hugging Face}, + howpublished = {\url{https://huggingface.co/ermiaazarkhalili/LFM2.5-350M-Function-Calling-xLAM-Unsloth-GGUF}} +} +``` + +--- + +This lfm2.5 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/lfm2.5-350m-function-calling-xlam-unsloth.q2_k.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q2_k.gguf new file mode 100644 index 0000000..00f09e2 --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q2_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:098aeecd24dd2bea997536543fac691a8272375edd0bfee58dbdc391d5f4fca3 +size 160594912 diff --git a/lfm2.5-350m-function-calling-xlam-unsloth.q3_k_m.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q3_k_m.gguf new file mode 100644 index 0000000..bd66e14 --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q3_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c3c72967c9592904a550ce507a931be476ac1c202e1b8b0a76849efc9af9f35 +size 193149920 diff --git a/lfm2.5-350m-function-calling-xlam-unsloth.q4_k_m.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q4_k_m.gguf new file mode 100644 index 0000000..3025e79 --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6aae516d0736fb26e814e23fe3420defad3577d560bc671da84babe37297d230 +size 229309408 diff --git a/lfm2.5-350m-function-calling-xlam-unsloth.q5_k_m.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q5_k_m.gguf new file mode 100644 index 0000000..5518c54 --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q5_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5619c2afae9edca7a24bfe984a06141a930ecf263825a21b2b8424045103b177 +size 260373472 diff --git a/lfm2.5-350m-function-calling-xlam-unsloth.q6_k.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q6_k.gguf new file mode 100644 index 0000000..9502c7c --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q6_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:92e7945f251e0cb1f00a4437736abd98fcf1e40ce64cafdcdd9ab744df19b177 +size 293379040 diff --git a/lfm2.5-350m-function-calling-xlam-unsloth.q8_0.gguf b/lfm2.5-350m-function-calling-xlam-unsloth.q8_0.gguf new file mode 100644 index 0000000..0954322 --- /dev/null +++ b/lfm2.5-350m-function-calling-xlam-unsloth.q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b851eaf3fb0aa769e3a04957e5b2984ed16a379435659cbbad16297f4076fb02 +size 379214816