---
license: other
license_name: qwen
license_link: https://huggingface.co/Qwen/Qwen3-VL-4B/blob/main/LICENSE
tags:
  - qwen3_vl
  - image-to-text
  - vision-language-model
  - finance
  - OCR
  - chart-understanding
  - financial-analysis
---

# Amsi-fin: Financial Vision-Language Model

Fine-tuned Qwen3-VL-4B for financial document understanding, chart analysis, and financial reasoning.

## Quick Start

### MLX (Apple Silicon)

```python
from mlx_vlm import load, generate

# IMPORTANT: Use fix_mistral_regex=True
model, processor = load('AITRADER/Amsi-fin', fix_mistral_regex=True)

# Vision task
output = generate(
    model, processor, 
    image='chart.png',
    prompt='<|vision_start|><|image_pad|><|vision_end|>Analyze this chart.',
    max_tokens=500
)

# Text-only
output = generate(
    model, processor,
    prompt='Calculate debt-to-equity ratio if debt=120M, equity=80M.',
    max_tokens=200
)
```

### Transformers (CUDA/CPU)

```python
from transformers import AutoProcessor, AutoModelForVision2Seq
import torch

processor = AutoProcessor.from_pretrained('AITRADER/Amsi-fin', trust_remote_code=True)
model = AutoModelForVision2Seq.from_pretrained(
    'AITRADER/Amsi-fin',
    torch_dtype=torch.bfloat16,
    trust_remote_code=True
)
```

## Capabilities

- Financial Document OCR
- Chart/Graph Understanding  
- Financial Reasoning & Calculations
- Table Extraction

## Training Data

- FinTrain (Salesforce)
- MultiFinBen-EnglishOCR
- ChartQA
- FinCoT