|
--- |
|
base_model: |
|
- mistralai/Mistral-Nemo-Instruct-2407 |
|
library_name: transformers |
|
license: apache-2.0 |
|
datasets: |
|
- nvidia/HelpSteer2 |
|
tags: |
|
- unsloth |
|
--- |
|
 |
|
|
|
# Ava 1.0 |
|
|
|
Ava 1.0 is a cutting-edge conversational AI model, fine-tuned from Mistral's NeMo to deliver exceptional conversational capabilities. Designed to be your go-to AI for engaging, accurate, and context-aware dialogues, Ava 1.0 incorporates updated knowledge and enhanced natural language understanding to provide an unparalleled user experience. |
|
|
|
--- |
|
|
|
## Key Features |
|
|
|
- **Enhanced Conversational Skills**: Ava 1.0 demonstrates fluid and human-like dialogue generation with improved contextual understanding. |
|
- **Updated Knowledge Base**: Trained on the latest datasets, Ava 1.0 ensures responses are relevant and informed. |
|
- **Multi-Turn Conversation**: Handles complex, multi-turn interactions seamlessly, maintaining coherence and focus. |
|
- **Personalized Assistance**: Adapts responses based on user preferences and context. |
|
- **Multilingual Support**: Capable of understanding and responding in multiple languages with high accuracy. |
|
|
|
--- |
|
|
|
## Why Ava 1.0? |
|
|
|
Ava 1.0 is built to excel in a wide range of applications: |
|
|
|
- **Customer Support**: Provides intelligent, empathetic, and accurate responses to customer queries. |
|
- **Education**: Acts as an interactive tutor, offering explanations and personalized guidance. |
|
- **Personal Assistance**: Supports daily tasks, scheduling, and answering general queries with ease. |
|
- **Creative Collaboration**: Assists with brainstorming, writing, and other creative processes. |
|
|
|
--- |
|
|
|
## Usage |
|
|
|
Using Ava 1.0 in your project is straightforward. Here’s a quick setup guide: |
|
|
|
### Installation |
|
|
|
Ensure you have the necessary libraries and dependencies installed. Use the following command: |
|
|
|
```bash |
|
pip install transformers |
|
``` |
|
|
|
### Implementation |
|
|
|
Here’s a sample Python script to interact with Ava 1.0: |
|
|
|
```python |
|
# Use a pipeline as a high-level helper |
|
from transformers import pipeline |
|
|
|
pipe = pipeline("text-generation", model="Spestly/Ava-12B") |
|
|
|
#OR |
|
|
|
# Load model directly |
|
from transformers import AutoTokenizer, AutoModelForCausalLM |
|
|
|
tokenizer = AutoTokenizer.from_pretrained("Spestly/Ava-12B") |
|
model = AutoModelForCausalLM.from_pretrained("Spestly/Ava-12B") |
|
``` |
|
|
|
--- |
|
|
|
## Training Highlights |
|
|
|
Ava 1.0 was fine-tuned with the following enhancements: |
|
|
|
1. **Extensive Conversational Dataset**: Leveraging a wide array of open-domain and specialized conversational datasets. |
|
2. **Knowledge Integration**: Incorporating recent advancements and updates to provide cutting-edge insights. |
|
3. **Fine-Tuning on Mistral NeMo**: Utilizing the powerful Mistral NeMo framework for robust and efficient training. |
|
|
|
--- |
|
|
|
## Limitations |
|
|
|
- **Contextual Challenges**: In rare cases, Ava 1.0 may misinterpret ambiguous inputs. |
|
- **Hardware Requirements**: Optimal performance requires a robust system with GPU acceleration. |
|
|
|
--- |
|
|
|
## Roadmap |
|
|
|
- **Ava 2.0**: Introducing real-time learning capabilities and broader conversational adaptability. |
|
- **Lightweight Model**: Developing a lightweight version optimized for edge devices. |
|
- **Domain-Specific Fine-Tunes**: Specialized versions for industries like healthcare, education, and finance. |
|
|
|
--- |
|
|
|
|
|
## License |
|
|
|
Ava 1.0 is released under the Apache 2.0 license. |
|
|
|
--- |
|
|
|
## Contact |
|
|
|
For inquiries, feedback, or support, feel free to reach out: |
|
|
|
- **Email**: aayan.mishra@proton.me |
|
- **GitHub**: [Spestly](https://github.com/Aayan-Mishra) |
|
- **Website**: [Ava Project Page](https://aayan-mishra.vercel.app/blog/ava-1-0) |
