From 44f46e2a9fa7113d92fa1118c7cda43b632295a1 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Sat, 20 Jun 2026 12:16:17 +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: abyrne55/nuextract-1.5-tiny-mealie-ingredient-parser
Source: Original Platform
---
 .gitattributes                         | 36 +++++++++++++++++++
 README.md                              | 50 ++++++++++++++++++++++++++
 nuextract-1.5-tiny-finetuned-q8_0.gguf |  3 ++
 3 files changed, 89 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 nuextract-1.5-tiny-finetuned-q8_0.gguf

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..095ec44
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,36 @@
+*.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
+nuextract-1.5-tiny-finetuned-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..87a95d0
--- /dev/null
+++ b/README.md
@@ -0,0 +1,50 @@
+---
+license: mit
+base_model: numind/NuExtract-1.5-tiny
+tags:
+  - gguf
+  - ingredient-parsing
+  - nuextract
+  - mealie
+  - lora
+  - qwen2
+  - text-generation
+pipeline_tag: text-generation
+---
+
+# NuExtract-1.5-tiny Fine-tuned for Mealie Ingredient Parsing
+
+LoRA fine-tuned version of [numind/NuExtract-1.5-tiny](https://huggingface.co/numind/NuExtract-1.5-tiny) (Qwen2.5-0.5B) for structured ingredient extraction in [mealie-llm-server](https://github.com/abyrne55/mealie-llm-server).
+
+## Usage
+
+Set `MODEL_INGREDIENT_EXTRACTOR` to the local GGUF path:
+
+```bash
+MODEL_INGREDIENT_EXTRACTOR=models/nuextract-1.5-tiny-finetuned-q8_0.gguf
+```
+
+The model expects the NuExtract 1.5 template format:
+
+```
+<|input|>
+### Template:
+{
+    "quantity": "",
+    "unit": "",
+    "food": "",
+    "note": ""
+}
+### Text:
+1 cup arborio rice
+
+<|output|>
+```
+
+Use [constrained grammar](https://github.com/ggml-org/llama.cpp/blob/master/grammars/README.md) during inference for best results.
+
+## Training
+
+- **Method**: LoRA (rank 16, alpha 32) targeting q/k/v/o projections
+- **Framework**: HuggingFace `trl.SFTTrainer` + `peft`
+- **Dataset**: [mealie-llm-server/training/ingredients.md](https://github.com/abyrne55/mealie-local-ai/blob/main/training/ingredients.md)
\ No newline at end of file
diff --git a/nuextract-1.5-tiny-finetuned-q8_0.gguf b/nuextract-1.5-tiny-finetuned-q8_0.gguf
new file mode 100644
index 0000000..dba6973
--- /dev/null
+++ b/nuextract-1.5-tiny-finetuned-q8_0.gguf
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:498fdf096318748991edcc4c519798f6a163659876cf4b297e046b5c1bb3df0d
+size 531067424