初始化项目，由ModelHub XC社区提供模型

Model: Rustamshry/StockDirection-GGUF
Source: Original Platform

.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
+stockdirection-6k-q8_0.gguf filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,60 @@
+---
+tags:
+- sft
+- unsloth
+- finance
+license: apache-2.0
+datasets:
+- atahanuz/stock_prediction
+language:
+- en
+base_model:
+- unsloth/Qwen3-0.6B
+pipeline_tag: text-generation
+---
+
+# Model Card for StockDirection-6K
+
+## Model Details
+
+GGUF version of https://huggingface.co/khazarai/StockDirection
+
+StockDirection is a fine-tuned language model for binary stock movement prediction.
+The model is trained to predict whether the next day’s stock price of Akbank (AKBNK), traded on Borsa Istanbul (BIST), will move UP or DOWN, based on the daily percentage changes from the last four days and the current day.
+
+- Input: A formatted prompt describing the last 5 days of daily percentage price changes.
+- Output: A simple categorical prediction — "UP" or "DOWN".
+
+This model was fine-tuned on a dataset of 6,300 labeled rows of AKBNK stock data.
+
+## Uses
+
+### Direct Use
+
+- Educational purposes: Demonstrating how LLMs can be fine-tuned for financial classification tasks.
+- Research: Exploring text-based sequence learning for stock direction prediction.
+- Proof of concept: Serving as an example for stock price direction prediction using natural language prompts.
+
+⚠️ Not for financial advice or live trading decisions.
+
+## Training Data
+
+- Dataset: [atahanuz/stock_prediction](https://huggingface.co/datasets/atahanuz/stock_prediction)
+- Size: 6,355 labeled examples.
+- Structure: Each sample contains past 5 daily percentage changes and the target label (UP/DOWN).
+
+Example:
+
+```vbnet
+Question: You are an assistant that predicts whether a stock will go up or down in the next day 
+based on the daily percentage price changes of the last:
+4 days ago: nan
+3 days ago: 0.00
+2 days ago: 2.22
+1 day ago: -2.17
+today: -2.22
+Predict whether the next day's price will go up or down. 
+Simply write your prediction as UP or DOWN.
+
+Answer: DOWN
+```

stockdirection-6k-q8_0.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:698edf4703fd503c36eba7aa7614b0d7674dd748bb459e45c361a8272e146597
+size 639448224