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78 lines
2.4 KiB
78 lines
2.4 KiB
# Processing Multiple Images
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This tutorial shows how to process multiple images with a single agent using Swarms' multi-modal capabilities. You'll learn to configure an agent for batch image analysis, enabling efficient processing for quality control, object detection, or image comparison tasks.
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## Installation
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Install the swarms package using pip:
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```bash
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pip install -U swarms
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```
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## Basic Setup
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1. First, set up your environment variables:
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```python
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WORKSPACE_DIR="agent_workspace"
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ANTHROPIC_API_KEY=""
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```
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## Code
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- Create a list of images by their file paths
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- Pass it into the `Agent.run(imgs=[str])` parameter
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- Activate `summarize_multiple_images=True` if you want the agent to output a summary of the image analyses
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```python
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from swarms import Agent
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from swarms.prompts.logistics import (
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Quality_Control_Agent_Prompt,
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)
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# Image for analysis
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factory_image = "image.jpg"
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# Quality control agent
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quality_control_agent = Agent(
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agent_name="Quality Control Agent",
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agent_description="A quality control agent that analyzes images and provides a detailed report on the quality of the product in the image.",
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model_name="claude-3-5-sonnet-20240620",
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system_prompt=Quality_Control_Agent_Prompt,
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multi_modal=True,
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max_loops=1,
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output_type="str-all-except-first",
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summarize_multiple_images=True,
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)
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response = quality_control_agent.run(
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task="what is in the image?",
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imgs=[factory_image, factory_image],
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)
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print(response)
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```
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## Support and Community
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If you're facing issues or want to learn more, check out the following resources to join our Discord, stay updated on Twitter, and watch tutorials on YouTube!
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| Platform | Link | Description |
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|----------|------|-------------|
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| 📚 Documentation | [docs.swarms.world](https://docs.swarms.world) | Official documentation and guides |
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| 📝 Blog | [Medium](https://medium.com/@kyeg) | Latest updates and technical articles |
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| 💬 Discord | [Join Discord](https://discord.gg/EamjgSaEQf) | Live chat and community support |
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| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
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| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
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| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
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| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
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