license: llama2
language:
- en
library_name: transformers
pipeline_tag: text-generation
model-index:
- name: CodeMate-v0.1
results:
- task:
type: text-generation
dataset:
name: HumanEval
type: openai_humaneval
metrics:
- name: pass@1
type: pass@1
value: 74.9%
verified: false
tags:
- CodeMate
- Code
- CodeLLaMa
CodeMate-v0.1
CodeMate-v0.1 is an intelligent programming assistant developed by CodeMate. This model aims to assist users in generating high-quality code solutions for programming problems. Please note that this model is currently in version 0.1.
Model Details
Training Data: Exclusively fine-tuned on a proprietary dataset of 1.8 billion tokens of high-quality programming problems and solutions.
The dataset was generated manually and is internal to CodeMate.
Training Techniques: The model was fine-tuned using Flash Attention 2, trained over 15 hours on 40 A100-80GB GPUs.
A sequence length of 8096 tokens was used during training.
Multilingual Support: CodeMate-v0.1 is proficient in multiple programming languages, including Python, C/C++, TypeScript, Java, and more.
How to Get Started with the Model
Make sure to install Transformers from the main git branch:
pip install git+https://github.com/huggingface/transformers.git
How to Prompt the Model
This model accepts prompts in the Alpaca/Vicuna instruction format. For example:
### System Prompt
You are an intelligent programming assistant.
### User Message
Implement a linked list in C++
### Assistant
...
Load the Model:
To load the model, utilize the following Python script:
from transformers import AutoTokenizer, AutoModelForCausalLM
# Initialize the model
model_path = "codemateai/CodeMate-v0.1"
model = AutoModelForCausalLM.from_pretrained(model_path, device_map="auto")
tokenizer = AutoTokenizer.from_pretrained(model_path)
# ... generate response ...
Bias, Risks, and Limitations
This model has undergone very limited testing. CodeMate recommends additional safety testing before any real-world deployments.
For more information and updates, visit the CodeMate website.