71 lines
2.0 KiB
Markdown
71 lines
2.0 KiB
Markdown
---
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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). |