---
language:
- en
tags:
- ira
- reasoning
- custom-finetune
- moe
license: apache-2.0
base_model:
- mistralai/Mixtral-8x7B-v0.1
library_name: transformers
---

# IRA (Integrated Reasoning Architecture)

**IRA** is a proprietary, custom fine-tuned model developed by **Neel003**. It is an advanced Integrated Reasoning Architecture optimized for high-precision logic, complex reasoning, and advanced synthesis tasks.

## Model Highlights
- **Developer:** Neel003
- **Model Name:** IRA
- **Parameters:** 47B
- **Architecture:** Mixture-of-Experts (MoE)
- **Format:** Safetensors (19 Shards)

## Technical Usage
IRA is compatible with the `transformers` library. For high-performance inference, loading with 4-bit quantization is recommended.

```python
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

model_id = "Neel003/IRA"

tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
    model_id, 
    torch_dtype=torch.float16, 
    device_map="auto",
    load_in_4bit=True
)