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Charm_15

Text Generation
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Mixture of Experts
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  license: mit
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  license: mit
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+ language:
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+ - aa
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+ - ab
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+ - ae
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+ - af
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+ - am
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+ - an
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+ base_model:
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+ - meta-llama/Llama-3.3-70B-Instruct
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+ tags:
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+ - smarter
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+ - code
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+ - chemistry
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+ - biology
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+ - finance
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+ - legal
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+ - art
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+ - moe
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+ - merge
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+ - text-generation-inference
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+ - music
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+ - climate
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+ - medical
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  ---
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+ # Charm 15 - Ultra-Smart AI Model
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+
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+ Charm 15 is an advanced AI model designed for deep reasoning, reinforcement learning, and multimodal AI capabilities. It integrates cutting-edge deep learning techniques to provide safe, intelligent, and scalable solutions.
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+
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+ ## Features
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+ - **Deep Learning & Reinforcement Learning (RLHF)**
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+ - **Logic & Deductive Reasoning**
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+ - **Mathematical Problem Solving**
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+ - **Multimodal AI (Text & Vision)**
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+ - **Bias & Safety Mitigation**
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+ - **Optimized for Deployment (ONNX, TensorFlow Lite)**
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+
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+ ## File Structure
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+
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+ ```
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+ Charm15/
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+ ├── models/
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+ │ ├── charm15_base_model.safetensors
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+ │ ├── charm15_finetuned_v1.safetensors
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+ │ ├── charm15_rlhf_model.pth
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+ │ ├── charm15_reasoning.pt
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+ │ ├── charm15_math_solver.pth
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+ │ ├── charm15_multimodal_model.onnx
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+ │ ├── charm15_sentiment_model.pt
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+ │ ├── charm15_bias_mitigation.pth
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+ │ ├── charm15_redteam_defense.safetensors
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+ │ └── charm15_optimized.onnx
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+ ├── data/
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+ │ ├── charm15_training_data.jsonl
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+ │ ├── charm15_synthetic_reasoning.json
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+ │ ├── charm15_prompt_tuning.pt
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+ ├── scripts/
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+ │ ├── finetune_charm15.py
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+ │ ├── charm15_api_integration.py
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+ │ └── deploy_charm15.py
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+ ├── docs/
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+ │ ├── charm15_deployment_manual.pdf
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+ │ ├── charm15_ethics_guidelines.pdf
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+ └── README.md
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+ ```
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+
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+ ## Installation
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+ 1. Clone the repository:
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+ ```bash
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+ git clone https://huggingface.co/charm15/charm15.git
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+ cd charm15
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+ ```
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+ 2. Install dependencies:
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+ ```bash
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+ pip install torch transformers onnxruntime tensorflow
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+ ```
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+ 3. Load the model:
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+ ```python
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+ from transformers import AutoModel, AutoTokenizer
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+ model = AutoModel.from_pretrained("charm15/charm15_base_model")
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+ tokenizer = AutoTokenizer.from_pretrained("charm15/charm15_base_model")
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+ ```
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+
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+ ## Usage
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+ ```python
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+ input_text = "Explain the Pythagorean theorem."
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+ inputs = tokenizer(input_text, return_tensors="pt")
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+ output = model.generate(**inputs)
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+ print(tokenizer.decode(output[0], skip_special_tokens=True))
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+ ```
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+
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+ ## Deployment
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+ - **ONNX Runtime:** Optimized for fast inference
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+ - **TensorFlow Lite:** For edge and mobile deployment
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+ - **API Integration:** Connect with Chatflare or third-party applications
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+
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+ ## Ethics & Safety
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+ Charm 15 includes bias mitigation and safety filters to ensure responsible AI usage. Read the [ethics guidelines](docs/charm15_ethics_guidelines.pdf) for more details.
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+
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+ ## License
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+ Licensed under [Apache 2.0](LICENSE).
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+
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+ ## Contributors
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+ - Chatflare AI Team
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+ - Hugging Face Community