From 8dda3405b1b3278c818db3fa3b12174f50605a95 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 16 Sep 2026 09:04:16 +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: kturki/qwen2.5-7B_internal_audit Source: Original Platform --- .gitattributes | 41 ++++++++++++++++++++++++++++++++ README.md | 59 +++++++++++++++++++++++++++++++++++++++++++++++ model-Q3_K_M.gguf | 3 +++ model-Q4_K_M.gguf | 3 +++ model-Q5_K_M.gguf | 3 +++ model-Q6_K.gguf | 3 +++ model-Q8_0.gguf | 3 +++ model-fp16.gguf | 3 +++ 8 files changed, 118 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 model-Q3_K_M.gguf create mode 100644 model-Q4_K_M.gguf create mode 100644 model-Q5_K_M.gguf create mode 100644 model-Q6_K.gguf create mode 100644 model-Q8_0.gguf create mode 100644 model-fp16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..5e70396 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,41 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +model-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +model-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +model-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +model-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +model-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +model-fp16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..8fbb5f8 --- /dev/null +++ b/README.md @@ -0,0 +1,59 @@ +--- +language: +- fr +- en +- ar +base_model: +- Qwen/Qwen2.5-7B-Instruct +tags: + - gguf + - quantization + - qwen2.5 + - llama.cpp + - internal-audit + - question-answering + - fine-tuned +--- + +# Qwen2.5 – Internal Audit Q&A (Quantized GGUF) + +This repository contains quantized GGUF-format variants of a **fine-tuned Qwen 2.5 model**, specialized for **question answering (Q&A) on internal audit data**. + +These models are optimized for **efficient deployment** in environments using `llama.cpp`, `llama-cpp-python`, or compatible inference servers (e.g., `llama-server`, `text-generation-webui`). + +## Fine-Tuning Overview + +- **Base Model**: [Qwen2.5 7B](https://huggingface.co/Qwen/Qwen2.5-7B-instruct) +- **Fine-Tuning Task**: Instruction-based Q&A on internal audit reports, policies, and compliance logs +- **Training Data**: ~100k entries from anonymized internal audit datasets (private & proprietary) +- **Format**: Chat-style instruction tuning with questions and detailed answers + +--- + +## 🗃️ Quantized Variants + +| Filename | Quantization | Description | +|-----------------------|--------------|----------------------------------------------------------| +| `model-Q3_K_M.gguf` | Q3_K_M | 3-bit quantization — low memory footprint | +| `model-Q4_K_M.gguf` | Q4_K_M | 4-bit — good performance and efficiency | +| `model-Q5_K_M.gguf` | Q5_K_M | 5-bit — balance between performance and quality | +| `model-Q6_K.gguf` | Q6_K | 6-bit — high quality, higher RAM usage | +| `model-Q8_0.gguf` | Q8_0 | 8-bit — near original model fidelity | +| `model-fp16.gguf` | FP16 | Full precision — highest quality, requires GPU | + +--- + +## ChatML Format + +### Token structure + +Each message in the conversation is wrapped like this: +``` +<|im_start|>{role} +{message content} +<|im_end|> +``` + +- `{role}` is usually `system`, `user`, or `assistant` +- This clearly defines message boundaries for the model to interpret dialogue turns + diff --git a/model-Q3_K_M.gguf b/model-Q3_K_M.gguf new file mode 100644 index 0000000..3ad924b --- /dev/null +++ b/model-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5d2010bebc7ccdee182357b833dd9723872d8505f342b1c5dea0537600bf7bf +size 3806591776 diff --git a/model-Q4_K_M.gguf b/model-Q4_K_M.gguf new file mode 100644 index 0000000..c5932a8 --- /dev/null +++ b/model-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4bc59e04ef6cf88a37819edbc2da2d7ac396d931e94293c1d123c7abc7285f78 +size 4681084192 diff --git a/model-Q5_K_M.gguf b/model-Q5_K_M.gguf new file mode 100644 index 0000000..7ec7d83 --- /dev/null +++ b/model-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b36dab8db70c05b1cebe1ac87959f69c35e00a2704f0de383be88b19a6aee97 +size 5442663136 diff --git a/model-Q6_K.gguf b/model-Q6_K.gguf new file mode 100644 index 0000000..cf75a57 --- /dev/null +++ b/model-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f4ca26c8e366f03d9b818a3a730e012638c1aaded3e10729218595dfcca803f +size 6251840768 diff --git a/model-Q8_0.gguf b/model-Q8_0.gguf new file mode 100644 index 0000000..1ad5255 --- /dev/null +++ b/model-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63859c98ae76ce340ca91ef6f29c17b414ae4fea9801eb64f6eac044c28c5961 +size 8095474496 diff --git a/model-fp16.gguf b/model-fp16.gguf new file mode 100644 index 0000000..87c798c --- /dev/null +++ b/model-fp16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d50a8b97c5f799d2faa10c2340f454298a13c913022f16eab607b8d209fa6e66 +size 15232121216