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Dracarys-Llama-3.1-70B-Instruct

Built with Meta Llama 3

Introduction

We introduce the latest in the Smaug series, the Dracarys family of finetunes targeting coding performance improvements across a variety of base models.

This variant is a finetune of meta-llama/Meta-Llama-3.1-70B-Instruct

Compared to meta-llama/Meta-Llama-3.1-70B-Instruct, Dracarys has better LiveCodeBench scores (see evaluation results below).

Model Description

How to use

The prompt format is unchanged from Llama 3 70B Instruct (see evaluations for prompt details for LCB)

Use with transformers

See the snippet below for usage with Transformers:

import transformers
import torch

model_id = "abacusai/Dracarys-72B-Instruct"

pipeline = transformers.pipeline(
    "text-generation",
    model=model_id,
    model_kwargs={"torch_dtype": torch.bfloat16},
    device_map="auto",
)

messages = [
    {"role": "system", "content": "You are data science coding assistant that generates Python code using Pandas and Numpy."},
    {"role": "user", "content": "Write code to select rows from the dataframe `df` having the maximum `temp` for each `city`"},
]

prompt = pipeline.tokenizer.apply_chat_template(
        messages, 
        tokenize=False, 
        add_generation_prompt=True
)

terminators = [
    pipeline.tokenizer.eos_token_id,
    pipeline.tokenizer.convert_tokens_to_ids("<|eot_id|>"),
    pipeline.tokenizer.convert_tokens_to_ids("<|end_of_text|>"),
]

outputs = pipeline(
    prompt,
    max_new_tokens=256,
    eos_token_id=terminators,
    do_sample=True,
    temperature=0.6,
    top_p=0.9,
)
print(outputs[0]["generated_text"][len(prompt):])

Evaluation Results

LiveCodeBench

Model Code Generation Code Execution Test Output Prediction
Dracarys-Llama-3.1-70B-Instruct 33.34 48.329 49.90
Meta-Llama-3.1-70B-Instruct 32.23 48.768 41.40

Breakdown of LiveCodeBench CodeGeneration

Model Easy Medium Hard
Dracarys-Llama-3.1-70B-Instruct 71.89 17.30 4.23
Meta-Llama-3.1-70B-Instruct 68.4 17.99 3.57

Breakdown of LiveCodeBench TestOutputPrediction

Model Easy Medium Hard
Dracarys-Llama-3.1-70B-Instruct 60.88 44.53 39.30
Meta-Llama-3.1-70B-Instruct 51.22 35.91 34.30

LiveBench(July update)

Model Global Average Coding Average Reasoning Average Mathematics Average Data Analysis Average Language Average IF Average
Dracarys-Llama-3.1-70B-Instruct 48.67 35.23 44.0 45.68 48 41.77 77.37
Meta-Llama-3.1-70B-Instruct 48.44 32.67 40.67 45.58 50.29 42.36 79.08
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