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InternVL2_5-78B-MPO

This is an advanced family of multi-modal large-scale language models that demonstrates excellent overall performance.

#multimodal
#Large language model
#reasoning
#generate
#Mixed preference optimization
InternVL2_5-78B-MPO

Product Details

InternVL2.5-MPO is a series of multi-modal large-scale language models based on InternVL2.5 and Mixed Preference Optimization (MPO). It performs well on multi-modal tasks by integrating the newly incrementally pretrained InternViT with multiple pretrained large language models (LLMs), such as InternLM 2.5 and Qwen 2.5, using randomly initialized MLP projectors. This model series was trained on the multi-modal reasoning preference data set MMPR, which contains approximately 3 million samples. Through effective data construction processes and hybrid preference optimization technology, the model's reasoning capabilities and answer quality are improved.

Main Features

1
Supports multi-modal data processing, including images and videos
2
Use mixed preference optimization technology to improve model performance
3
Provide multiple model variants to meet different scale needs
4
Possess powerful multi-modal reasoning and generation capabilities
5
Supports multiple loading methods, including 16-bit and 8-bit quantization
6
Enables multi-turn dialogue and batch reasoning

How to Use

1
1. Select the appropriate model variant, such as InternVL2_5-78B-MPO
2
2. Use the transformers library to load the model, with the option of 16-bit or 8-bit quantization.
3
3. Prepare input data, such as images or videos, for preprocessing
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4. Call the chat method of the model to have a conversation or generate text
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5. Multiple rounds of dialogue or batch reasoning can be performed by modifying parameters
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6. Use LMDeploy for model deployment and provide RESTful API services

Target Users

The target audience includes researchers, developers and enterprises, and is suitable for scenarios that require multi-modal understanding and generation, such as smart assistants, content creation, image and video analysis, etc. The model's high performance and flexibility make it ideal for handling complex multi-modal tasks.

Examples

Acts as an intelligent assistant that understands images or videos uploaded by users and conducts conversations

In content creation, generating descriptive text or stories from images

For image and video analysis, providing detailed analysis reports and insights

Quick Access

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