💻 programming

Dria-Agent-a-7B

A large language model trained based on the Qwen2.5-Coder series, focusing on agent applications.

#text generation
#Large language model
#Programming assistance
#Intelligent agent
Dria-Agent-a-7B

Product Details

Dria-Agent-a-7B is a large language model based on Qwen2.5-Coder series training, focusing on agent applications. It adopts Pythonic function calling method, which has the advantages of single parallel multi-function calling, free-form reasoning and action, and instant complex solution generation compared with the traditional JSON function calling method. The model performs well on multiple benchmarks, including Berkeley Function Calling Leaderboard (BFCL), MMLU-Pro, and Dria-Pythonic-Agent-Benchmark (DPAB). The model size is 7.62 billion parameters, uses BF16 tensor type, and supports text generation tasks. Its main advantages include powerful programming assistance capabilities, efficient function calling methods, and high accuracy in specific fields. This model is suitable for application scenarios that require complex logic processing and multi-step task execution, such as automated programming, intelligent agents, etc. Currently, the model is available on the Hugging Face platform for free use by users.

Main Features

1
Interact with tools based on Python code blocks and output actions
2
Utilize multiple synchronization processes to resolve issues within a single chat round
3
Free-form reasoning and action, no special prompts or adjustments required
4
Generate complex Python program solutions with support for conditional and synchronized pipelines
5
Excellent performance in multiple benchmarks, covering a variety of scenarios and tasks

How to Use

1
1. Import necessary libraries such as transformers and AutoTokenizer.
2
2. Initialize the model and tokenizer using the pretrained model name.
3
3. Prepare a system prompt including available functions and constraints.
4
4. Construct the user query and form the input message together with the system prompts.
5
5. Use a tokenizer to encode the message and generate model input.
6
6. Call the model generation function to obtain the output.
7
7. Decode the output and obtain the Python code solution generated by the model.

Target Users

The target audience includes developers, researchers, and enterprises that require complex logic processing and multi-step task execution. For developers, this model can assist programming and improve development efficiency; for researchers, it provides a platform to study the application of large language models in specific fields; for enterprises, it can be used to build intelligent agent systems and optimize business processes.

Examples

Developers use this model to quickly generate code snippets and accelerate the software development process.

Researchers use models to study the performance of Pythonic function calls in different tasks.

Enterprises build intelligent agents to automatically handle customer inquiries and task scheduling.

Quick Access

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Categories

💻 programming
› Development and Tools
› code assistant

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