Explore Gemini 1.5 Pro API, a cutting-edge multimodal AI model with 2 Million context window designed for developers, featuring extensive capabilities.
Gemini 1.5 Pro is a powerful multimodal AI model for developers.
Gemini 1.5 Pro Description
Basic Information
Model Name: Gemini 1.5 Pro
Developer/Creator: Google DeepMind
Release Date: February 15, 2024
Version: 1.5 Pro
Model Type: Multimodal (Text, Image, Video, Audio, Code)
Overview
Gemini 1.5 Pro is a state-of-the-art multimodal AI model designed to process and understand various data types, including text, images, videos, audio, and code. It excels in tasks requiring long-context understanding and interleaving of different modalities.
Key Features
2-million-token context window
Natively multimodal, allowing simultaneous processing of text, images, audio, and video
Enhanced efficiency with a Mixture-of-Experts (MoE) architecture
Capable of processing extensive data inputs, such as long-form videos and large codebases
Improved performance in reasoning and generating relevant responses across modalities
Intended Use
Gemini 1.5 Pro is designed for applications requiring comprehensive data analysis, such as research, content generation, and complex reasoning tasks. It is particularly useful in scenarios involving large datasets, such as analyzing videos or summarizing extensive documents.
Gemini 1.5 Pro symptom analysis & diagnosis in healthcare since it provides high-confidence outputs with precision but lower recall, suited for clinical scenarios of critical diagnostic accuracy. Learn more about this and other models and their applications in Healthcare here.
Language Support
The model supports multiple languages, enhancing its applicability in diverse linguistic contexts.
Technical Details
Performance Metrics
Gemini 1.5 Pro demonstrates superior performance metrics, including high accuracy in multimodal tasks and the ability to maintain 100% recall at 200,000 tokens, with minimal reduction in performance up to 10 million tokens.
Gemini 1.5 Pro utilizes a sparse Mixture-of-Experts (MoE) Transformer architecture, which optimizes performance while reducing computational requirements. This architecture allows it to manage extensive context lengths without performance degradation.
Data Source and Size
The training dataset includes a wide range of sources, ensuring a comprehensive understanding of various contexts. The exact size of the dataset has not been disclosed, but it is designed to cover multiple domains effectively.
Knowledge Cutoff
The model's knowledge is February 2024.
Diversity and Bias
Efforts have been made to include diverse datasets in the training process, aiming to reduce biases and improve the model's robustness.
Comparison to Other Models
Data from Artificial Analysis
Gemini 1.5 Pro ranks impressively across key benchmarks, competing closely with top models like GPT-4o, Claude 3.5, and Llama 3.1 405B. It scores 1265 in General Ability, 86% in Reasoning & Knowledge, and 84.1% in Coding, outperforming models like Mixtral 8x22B and Gemini 1.0 Pro, while trailing slightly behind Claude 3.5 and GPT-4o in specific areas.
Usage
Code Samples
The model is available on the AI/ML API platform as "gemini-1.5-pro".
Creates a chat completion
const { OpenAI } = require('openai');const api = new OpenAI({ baseURL: 'https://api.aimlapi.com/v1', apiKey: '<YOUR_API_KEY>',});const main = async () => { const result = await api.chat.completions.create({ model: 'gemini-1.5-pro', messages: [ { role: 'system', content: 'You are an AI assistant who knows everything.', }, { role: 'user', content: 'Tell me, why is the sky blue?' } ], }); const message = result.choices[0].message.content; console.log(`Assistant: ${message}`);};main();
API Documentation
Detailed API Documentation is available on the AI/ML API website, providing comprehensive guidelines for integration.
Ethical Guidelines
The development and use of Gemini 1.5 Pro adhere to ethical AI principles, focusing on safety, fairness, and transparency. Users are encouraged to assess ethical implications before deploying the model in specific applications.
Licensing
Gemini 1.5 Pro is available under a licensing model that includes both commercial and non-commercial usage rights, though specific terms are subject to Google's policies.
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