Magicoder

🚀 PEFT

PEFT (Parameter-Efficient Fine-Tuning) adapter for code generation based on Mistral-7B-v0.1, supporting multiple programming languages.

🚀 Quick Start

You can try querying this adapter for free in Lora Land at https://predibase.com/lora-land!

💻 Usage Examples

Basic Usage

# Try using this adapter yourself!
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "mistralai/Mistral-7B-v0.1"
peft_model_id = "predibase/magicoder"

model = AutoModelForCausalLM.from_pretrained(model_id)
model.load_adapter(peft_model_id)

Sample Input and Output

• Sample Input: Below is a programming problem, paired with a language in which the solution should be written. Write a solution in the provided that appropriately solves the programming problem.

Problem:

def strlen(string: str) -> int:
    """ Return length of given string
    >>> strlen('')
    0
    >>> strlen('abc')
    3
    """

Language: python

Solution:

• Sample Output:

def strlen(string: str) -> int:
    return len(string)

📚 Documentation

Model Information