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--- |
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license: llama2 |
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language: |
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- en |
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library_name: transformers |
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pipeline_tag: text-generation |
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tags: |
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- CodeMate |
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- Code |
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--- |
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# **CodeMate-v0.1** |
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CodeMate-v0.1 is an intelligent programming assistant developed by [CodeMate](https://codemate.ai). |
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This model aims to assist users in generating high-quality code solutions for programming problems. |
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Please note that this model is currently in version 0.1. |
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## Model Details |
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- **Training Data:** Exclusively fine-tuned on a proprietary dataset of 1.8 billion tokens of high-quality programming problems and solutions. |
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- The dataset was generated manually and is internal to CodeMate. |
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- **Training Techniques:** The model was fine-tuned using Flash Attention 2, trained over 15 hours on 40 A100-80GB GPUs. |
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- A sequence length of 8096 tokens was used during training. |
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- **Multilingual Support:** CodeMate-v0.1 is proficient in multiple programming languages, including Python, C/C++, TypeScript, Java, and more. |
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## How to Get Started with the Model |
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Make sure to install Transformers from the main git branch: |
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```bash |
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pip install git+https://github.com/huggingface/transformers.git |
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``` |
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## How to Prompt the Model |
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This model accepts prompts in the Alpaca/Vicuna instruction format. For example: |
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```markdown |
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### System Prompt |
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You are an intelligent programming assistant. |
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### User Message |
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Implement a linked list in C++ |
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### Assistant |
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... |
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``` |
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## Load the Model: |
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To load the model, utilize the following Python script: |
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```python |
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from transformers import AutoTokenizer, AutoModelForCausalLM |
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# Initialize the model |
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model_path = "codemateai/CodeMate-v0.1" |
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model = AutoModelForCausalLM.from_pretrained(model_path, device_map="auto") |
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tokenizer = AutoTokenizer.from_pretrained(model_path) |
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# ... generate response ... |
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``` |
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## Bias, Risks, and Limitations |
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This model has undergone very limited testing. CodeMate recommends additional safety testing before any real-world deployments. |
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For more information and updates, visit the [CodeMate website](https://codemate.ai). |
