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<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
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<meta name="author" content="Swarms">
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<title>Deploy on Google Cloud Run - Swarms</title>
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Swarms
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Deploy on Google Cloud Run
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Swarms Cloud API
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Swarms Rust
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About Swarms
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kyegomez/swarms
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Environment Configuration
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Quickstart
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Agents
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Multi-Agent Architectures
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</a>
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<li class="md-nav__item">
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<a href="../../swarms/features/" class="md-nav__link">
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<span class="md-ellipsis">
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Feature Set
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</span>
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<span class="md-ellipsis">
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AgentRearrange
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_17" >
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<label class="md-nav__link" for="__nav_1_6_5_17" id="__nav_1_6_5_17_label" tabindex="0">
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<span class="md-ellipsis">
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GroupChats
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_17_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_6_5_17">
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<span class="md-nav__icon md-icon"></span>
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GroupChats
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/group_chat/" class="md-nav__link">
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<span class="md-ellipsis">
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GroupChat
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/interactive_groupchat/" class="md-nav__link">
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<span class="md-ellipsis">
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Interactive Group Chat
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_18" >
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<label class="md-nav__link" for="__nav_1_6_5_18" id="__nav_1_6_5_18_label" tabindex="0">
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<span class="md-ellipsis">
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Workflows
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_18_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_1_6_5_18">
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<span class="md-nav__icon md-icon"></span>
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Workflows
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/structs/concurrentworkflow/" class="md-nav__link">
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<span class="md-ellipsis">
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ConcurrentWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/sequential_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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SequentialWorkflow
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/graph_workflow/" class="md-nav__link">
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<span class="md-ellipsis">
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GraphWorkflow
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_19" >
|
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<label class="md-nav__link" for="__nav_1_6_5_19" id="__nav_1_6_5_19_label" tabindex="0">
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<span class="md-ellipsis">
|
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Storage
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_19_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_1_6_5_19">
|
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|
<span class="md-nav__icon md-icon"></span>
|
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Storage
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms/structs/agent_registry/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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AgentRegistry
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/structs/conversation/" class="md-nav__link">
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<span class="md-ellipsis">
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Communication Structure
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7" >
|
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<label class="md-nav__link" for="__nav_1_7" id="__nav_1_7_label" tabindex="">
|
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<span class="md-ellipsis">
|
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|
Tools
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_7_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_1_7">
|
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<span class="md-nav__icon md-icon"></span>
|
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|
Tools
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../swarms_tools/overview/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Overview
|
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/tools/base_tool/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
BaseTool Reference
|
|
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|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
|
|
<a href="../../swarms/tools/mcp_client_call/" class="md-nav__link">
|
|
|
|
|
|
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|
|
|
|
<span class="md-ellipsis">
|
|
|
MCP Client Utils
|
|
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|
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4" >
|
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|
|
<label class="md-nav__link" for="__nav_1_7_4" id="__nav_1_7_4_label" tabindex="0">
|
|
|
|
|
|
|
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|
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|
|
<span class="md-ellipsis">
|
|
|
Vertical Tools
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
</label>
|
|
|
|
|
|
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_7_4_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_1_7_4">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Vertical Tools
|
|
|
</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/finance/" class="md-nav__link">
|
|
|
|
|
|
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|
|
|
<span class="md-ellipsis">
|
|
|
Finance
|
|
|
|
|
|
</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/search/" class="md-nav__link">
|
|
|
|
|
|
|
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|
|
|
<span class="md-ellipsis">
|
|
|
Search
|
|
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|
|
</span>
|
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4_3" >
|
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|
|
|
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|
|
<label class="md-nav__link" for="__nav_1_7_4_3" id="__nav_1_7_4_3_label" tabindex="0">
|
|
|
|
|
|
|
|
|
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|
|
<span class="md-ellipsis">
|
|
|
Social Media
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
</label>
|
|
|
|
|
|
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_7_4_3_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_1_7_4_3">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Social Media
|
|
|
</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
|
|
<a href="../../swarms_tools/twitter/" class="md-nav__link">
|
|
|
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|
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|
|
<span class="md-ellipsis">
|
|
|
Twitter
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
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</a>
|
|
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</li>
|
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</ul>
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</nav>
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</li>
|
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</ul>
|
|
|
</nav>
|
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</li>
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Deploy on Google Cloud Run
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Deploy on Google Cloud Run
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Project Structure
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Step 1: Prerequisites
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Step 2: Creating the Files
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</a>
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<nav class="md-nav" aria-label="Step 2: Creating the Files">
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<a href="#1-apiapipy" class="md-nav__link">
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<span class="md-ellipsis">
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1. api/api.py
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<span class="md-ellipsis">
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2. requirements.txt
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3. Dockerfile
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Step 3: Deploying to Google Cloud Run
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1. Authenticate with Google Cloud
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2. Build the Docker Image
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3. Deploy to Cloud Run
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Step 4: Testing the Deployment
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Step 5: Updating the Service
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Troubleshooting
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Conclusion
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</a>
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</nav>
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<a href="../phala_deploy/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Deploy on Phala
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</span>
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</a>
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More About Us
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<span class="md-nav__icon md-icon"></span>
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<label class="md-nav__title" for="__nav_1_9">
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<span class="md-nav__icon md-icon"></span>
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More About Us
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<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
|
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Swarms Ecosystem
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</span>
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Technical Support
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</nav>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" >
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<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
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<span class="md-ellipsis">
|
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Examples
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_2">
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<span class="md-nav__icon md-icon"></span>
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Examples
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../examples/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Overview
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../examples/cookbook_index/" class="md-nav__link">
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<span class="md-ellipsis">
|
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CookBook Index
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../examples/paper_implementations/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Paper Implementations
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../examples/templates/" class="md-nav__link">
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|
<span class="md-ellipsis">
|
|
|
Templates & Applications
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
|
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<label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
|
|
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<span class="md-ellipsis">
|
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|
Basic Examples
|
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|
</span>
|
|
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|
<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_2_5">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Basic Examples
|
|
|
</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Individual Agents
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<span class="md-ellipsis">
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Basic Agent
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Tool Usage
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<span class="md-ellipsis">
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Agents with Vision and Tool Usage
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms/examples/agent_with_tools/" class="md-nav__link">
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<span class="md-ellipsis">
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Agents with Callable Tools
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</span>
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</a>
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<span class="md-ellipsis">
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Agent with Structured Outputs
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</span>
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</a>
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<span class="md-ellipsis">
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Agent With MCP Integration
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</span>
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</a>
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Vision
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<span class="md-nav__icon md-icon"></span>
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Vision
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/examples/vision_processing/" class="md-nav__link">
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<span class="md-ellipsis">
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Agents with Vision
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms/examples/multiple_images/" class="md-nav__link">
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<span class="md-ellipsis">
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Agent with Multiple Images
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</span>
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</a>
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</li>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Utils
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</span>
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<span class="md-nav__icon md-icon"></span>
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<span class="md-ellipsis">
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Agent with Streaming
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</span>
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</a>
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<span class="md-ellipsis">
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Agent Output Types
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</a>
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<span class="md-ellipsis">
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Gradio Chat Interface
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</span>
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</a>
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<span class="md-ellipsis">
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LLM Providers
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<span class="md-nav__icon md-icon"></span>
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LLM Providers
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/examples/model_providers/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/openai_example/" class="md-nav__link">
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<span class="md-ellipsis">
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OpenAI
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/claude/" class="md-nav__link">
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<span class="md-ellipsis">
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Anthropic
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/groq/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Groq
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/cohere/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Cohere
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/deepseek/" class="md-nav__link">
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<span class="md-ellipsis">
|
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DeepSeek
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/ollama/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Ollama
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/openrouter/" class="md-nav__link">
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<span class="md-ellipsis">
|
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OpenRouter
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</span>
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</a>
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<span class="md-ellipsis">
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HierarchicalSwarm Examples
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<a href="../../swarms/examples/board_of_directors_example.md" class="md-nav__link">
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<span class="md-ellipsis">
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Board of Directors Example
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</span>
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<a href="../../swarms/examples/hhcs_examples/" class="md-nav__link">
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<span class="md-ellipsis">
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Hybrid Hierarchical-Cluster Swarm Example
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</span>
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</a>
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<li class="md-nav__item">
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<a href="../../swarms/examples/groupchat_example/" class="md-nav__link">
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<span class="md-ellipsis">
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Group Chat Example
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<span class="md-ellipsis">
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Sequential Workflow Example
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<span class="md-ellipsis">
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SwarmRouter Example
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</span>
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</a>
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<span class="md-ellipsis">
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MultiAgentRouter Minimal Example
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</span>
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<span class="md-ellipsis">
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ConcurrentWorkflow Example
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<span class="md-ellipsis">
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Mixture of Agents Example
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</span>
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</a>
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Unique Swarms
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<span class="md-ellipsis">
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Agents as Tools
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<span class="md-ellipsis">
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Aggregate Multi-Agent Responses
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<span class="md-ellipsis">
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Interactive GroupChat Example
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</span>
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</a>
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Applications
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<span class="md-nav__icon md-icon"></span>
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<span class="md-nav__icon md-icon"></span>
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Applications
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarms_dao/" class="md-nav__link">
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<span class="md-ellipsis">
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Swarms DAO
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<li class="md-nav__item">
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<a href="../../swarms/examples/swarms_of_browser_agents/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Swarms of Browser Agents
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/examples/vllm/" class="md-nav__link">
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<span class="md-ellipsis">
|
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ConcurrentWorkflow with VLLM Agents
|
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</span>
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</a>
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</li>
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</nav>
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</ul>
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</nav>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
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<span class="md-ellipsis">
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Swarms Cloud API
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</span>
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<span class="md-nav__icon md-icon"></span>
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<label class="md-nav__title" for="__nav_3">
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<span class="md-nav__icon md-icon"></span>
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Swarms Cloud API
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../swarms_api/" class="md-nav__link">
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<span class="md-ellipsis">
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<li class="md-nav__item">
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<a href="../quickstart/" class="md-nav__link">
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<span class="md-ellipsis">
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Quickstart
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<li class="md-nav__item">
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<a href="../mcp/" class="md-nav__link">
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<span class="md-ellipsis">
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MCP Server
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</a>
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Rate Limits
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<li class="md-nav__item md-nav__item--nested">
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<span class="md-ellipsis">
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Capabilities
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<span class="md-nav__icon md-icon"></span>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_3_6">
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<span class="md-nav__icon md-icon"></span>
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Capabilities
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_1" >
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<label class="md-nav__link" for="__nav_3_6_1" id="__nav_3_6_1_label" tabindex="0">
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<span class="md-ellipsis">
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Agents
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_1_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_3_6_1">
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<span class="md-nav__icon md-icon"></span>
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Agents
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../agent_api/" class="md-nav__link">
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<span class="md-ellipsis">
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Individual Agent Completions
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../swarms_api_tools/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Tools
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2" >
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<label class="md-nav__link" for="__nav_3_6_2" id="__nav_3_6_2_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Multi-Agent
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</span>
|
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|
<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_3_6_2">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
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Multi-Agent
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|
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../swarm_types/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Multi Agent Architectures Available
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2_2" >
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<label class="md-nav__link" for="__nav_3_6_2_2" id="__nav_3_6_2_2_label" tabindex="0">
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<span class="md-ellipsis">
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Examples
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_3_6_2_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_3_6_2_2">
|
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<span class="md-nav__icon md-icon"></span>
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Examples
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/swarms_api_medical/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
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Medical Swarm
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms/examples/swarms_api_finance/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
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Finance Swarm
|
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</span>
|
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7" >
|
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<label class="md-nav__link" for="__nav_3_7" id="__nav_3_7_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Clients
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_7_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_3_7">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
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Clients
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</label>
|
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|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../api_clients/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Overview
|
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../python_client/" class="md-nav__link">
|
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|
<span class="md-ellipsis">
|
|
|
Python Client
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../rust_client/" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|
|
Rust Client
|
|
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|
|
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</span>
|
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_8" >
|
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|
<label class="md-nav__link" for="__nav_3_8" id="__nav_3_8_label" tabindex="0">
|
|
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|
<span class="md-ellipsis">
|
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Pricing
|
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</span>
|
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|
|
<span class="md-nav__icon md-icon"></span>
|
|
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</label>
|
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|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_8_label" aria-expanded="false">
|
|
|
<label class="md-nav__title" for="__nav_3_8">
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
Pricing
|
|
|
</label>
|
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../api_pricing/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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|
Pricing
|
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</span>
|
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|
</a>
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<li class="md-nav__item">
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<a href="../subscription_tiers/" class="md-nav__link">
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Subscription Tiers
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</a>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
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<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
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<span class="md-ellipsis">
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Swarms Marketplace
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4">
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Swarms Marketplace
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<li class="md-nav__item">
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<a href="../../swarms_platform/" class="md-nav__link">
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<span class="md-ellipsis">
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Overview
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<li class="md-nav__item md-nav__item--nested">
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<label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
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<span class="md-ellipsis">
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Marketplace
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<span class="md-nav__icon md-icon"></span>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4_2">
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<span class="md-nav__icon md-icon"></span>
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Marketplace
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Share and Discover Agents, Prompts, and Tools
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</span>
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</a>
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<span class="md-ellipsis">
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Monetize Your Prompts, Agents, and Tools
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</span>
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</a>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0">
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<span class="md-ellipsis">
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Platform
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_4_3">
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<span class="md-nav__icon md-icon"></span>
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Platform
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms_platform/apps_page/" class="md-nav__link">
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<span class="md-ellipsis">
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Customize Your Sidebar
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms_platform/playground_page/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Playground
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms_platform/apikeys/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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API Key Management
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms_platform/account_management/" class="md-nav__link">
|
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<span class="md-ellipsis">
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Account Management
|
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
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<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Swarms Rust
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</span>
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_5">
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<span class="md-nav__icon md-icon"></span>
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Swarms Rust
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms_rs/overview/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Overview
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../swarms_rs/agents/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Agents
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</span>
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</a>
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</li>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
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<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
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<span class="md-ellipsis">
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Contributors
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_6">
|
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<span class="md-nav__icon md-icon"></span>
|
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Contributors
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../contributors/main/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Overview
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
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<span class="md-ellipsis">
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Environment Setup
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<span class="md-ellipsis">
|
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Bounty Program
|
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</span>
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4" >
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<label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="0">
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<span class="md-ellipsis">
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Development Guides
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</span>
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_6_4">
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<span class="md-nav__icon md-icon"></span>
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Development Guides
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../swarms/framework/code_cleanliness/" class="md-nav__link">
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<span class="md-ellipsis">
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Code Style Guide & Best Practices
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../swarms/framework/test/" class="md-nav__link">
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Adding Tests
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Adding Documentation
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<span class="md-ellipsis">
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New Tools & Plugins
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Architecture & Design
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Architecture & Design
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Understanding Swarms Architecture
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Development Philosophy & Principles
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About Swarms
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<span class="md-nav__icon md-icon"></span>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_7">
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<span class="md-nav__icon md-icon"></span>
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About Swarms
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<span class="md-ellipsis">
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Vision & Mission
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<span class="md-ellipsis">
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Swarm Ecosystem
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<a href="../../swarms/products/" class="md-nav__link">
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<span class="md-ellipsis">
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Products
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</div>
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</div>
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</div>
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<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
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<div class="md-sidebar__scrollwrap">
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<div class="md-sidebar__inner">
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<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
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<label class="md-nav__title" for="__toc">
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<span class="md-nav__icon md-icon"></span>
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Table of contents
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</label>
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<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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<a href="#project-structure" class="md-nav__link">
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<span class="md-ellipsis">
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Project Structure
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#step-1-prerequisites" class="md-nav__link">
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<span class="md-ellipsis">
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Step 1: Prerequisites
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</a>
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<a href="#step-2-creating-the-files" class="md-nav__link">
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<span class="md-ellipsis">
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Step 2: Creating the Files
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</a>
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<nav class="md-nav" aria-label="Step 2: Creating the Files">
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<span class="md-ellipsis">
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1. api/api.py
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2. requirements.txt
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<a href="#3-dockerfile" class="md-nav__link">
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<span class="md-ellipsis">
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3. Dockerfile
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</span>
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</a>
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</li>
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<a href="#step-3-deploying-to-google-cloud-run" class="md-nav__link">
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<span class="md-ellipsis">
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Step 3: Deploying to Google Cloud Run
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<nav class="md-nav" aria-label="Step 3: Deploying to Google Cloud Run">
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<a href="#1-authenticate-with-google-cloud" class="md-nav__link">
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<span class="md-ellipsis">
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1. Authenticate with Google Cloud
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<a href="#2-build-the-docker-image" class="md-nav__link">
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<span class="md-ellipsis">
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2. Build the Docker Image
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<a href="#3-deploy-to-cloud-run" class="md-nav__link">
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<span class="md-ellipsis">
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3. Deploy to Cloud Run
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</span>
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</a>
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<li class="md-nav__item">
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<a href="#step-4-testing-the-deployment" class="md-nav__link">
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<span class="md-ellipsis">
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Step 4: Testing the Deployment
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#step-5-updating-the-service" class="md-nav__link">
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<span class="md-ellipsis">
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Step 5: Updating the Service
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="#troubleshooting" class="md-nav__link">
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<span class="md-ellipsis">
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Troubleshooting
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</span>
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</a>
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<a href="#conclusion" class="md-nav__link">
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<span class="md-ellipsis">
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Conclusion
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</div>
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</div>
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</div>
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<div class="md-content" data-md-component="content">
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<article class="md-content__inner md-typeset">
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<h1 id="hosting-agents-on-google-cloud-run">Hosting Agents on Google Cloud Run<a class="headerlink" href="#hosting-agents-on-google-cloud-run" title="Permanent link">¶</a></h1>
|
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|
<p>This documentation provides a highly detailed, step-by-step guide to hosting your agents using Google Cloud Run. It uses a well-structured project setup that includes a Dockerfile at the root level, a folder dedicated to your API file, and a <code>requirements.txt</code> file to manage all dependencies. This guide will ensure your deployment is scalable, efficient, and easy to maintain.</p>
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|
<hr />
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|
<h2 id="project-structure"><strong>Project Structure</strong><a class="headerlink" href="#project-structure" title="Permanent link">¶</a></h2>
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|
|
<p>Your project directory should adhere to the following structure to ensure compatibility and ease of deployment:</p>
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|
|
<div class="language-text highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>.
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|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>├── Dockerfile
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|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>├── requirements.txt
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|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>└── api/
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</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> └── api.py
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</span></code></pre></div>
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|
|
<p>Each component serves a specific purpose in the deployment pipeline, ensuring modularity and maintainability.</p>
|
|
|
<hr />
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|
|
<h2 id="step-1-prerequisites"><strong>Step 1: Prerequisites</strong><a class="headerlink" href="#step-1-prerequisites" title="Permanent link">¶</a></h2>
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|
<p>Before you begin, make sure to satisfy the following prerequisites to avoid issues during deployment:</p>
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<ol>
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<li><strong>Google Cloud Account</strong>:</li>
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<li>Create a Google Cloud account at <a href="https://console.cloud.google.com/">Google Cloud Console</a>.</li>
|
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<li>
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|
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<p>Enable billing for your project. Billing is necessary for accessing Cloud Run services.</p>
|
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</li>
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<li>
|
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|
<p><strong>Install Google Cloud SDK</strong>:</p>
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</li>
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<li>
|
|
|
<p>Follow the <a href="https://cloud.google.com/sdk/docs/install">installation guide</a> to set up the Google Cloud SDK on your local machine.</p>
|
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</li>
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<li>
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|
|
<p><strong>Install Docker</strong>:</p>
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</li>
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<li>
|
|
|
<p>Download and install Docker by following the <a href="https://docs.docker.com/get-docker/">official Docker installation guide</a>. Docker is crucial for containerizing your application.</p>
|
|
|
</li>
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<li>
|
|
|
<p><strong>Create a Google Cloud Project</strong>:</p>
|
|
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</li>
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<li>
|
|
|
<p>Navigate to the Google Cloud Console and create a new project. Assign it a meaningful name and note the <strong>Project ID</strong>, as it will be used throughout this guide.</p>
|
|
|
</li>
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<li>
|
|
|
<p><strong>Enable Required APIs</strong>:</p>
|
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|
</li>
|
|
|
<li>Visit the <a href="https://console.cloud.google.com/apis/library">API Library</a> and enable the following APIs:<ul>
|
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|
<li>Cloud Run API</li>
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<li>Cloud Build API</li>
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<li>Artifact Registry API</li>
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</ul>
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</li>
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<li>These APIs are essential for deploying and managing your application in Cloud Run.</li>
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</ol>
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<hr />
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<h2 id="step-2-creating-the-files"><strong>Step 2: Creating the Files</strong><a class="headerlink" href="#step-2-creating-the-files" title="Permanent link">¶</a></h2>
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<h3 id="1-apiapipy">1. <strong><code>api/api.py</code></strong><a class="headerlink" href="#1-apiapipy" title="Permanent link">¶</a></h3>
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<p>This is the main Python script where you define your Swarms agents and expose an API endpoint for interacting with them. Here’s an example:</p>
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<div class="language-python highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">flask</span><span class="w"> </span><span class="kn">import</span> <span class="n">Flask</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">jsonify</span>
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</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms</span><span class="w"> </span><span class="kn">import</span> <span class="n">Agent</span> <span class="c1"># Assuming `swarms` is the framework you're using</span>
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</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>
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</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="n">app</span> <span class="o">=</span> <span class="n">Flask</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
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</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>
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</span><span id="__span-1-6"><a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="c1"># Example Swarm agent</span>
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</span><span id="__span-1-7"><a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="n">agent</span> <span class="o">=</span> <span class="n">Agent</span><span class="p">(</span>
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</span><span id="__span-1-8"><a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a> <span class="n">agent_name</span><span class="o">=</span><span class="s2">"Stock-Analysis-Agent"</span><span class="p">,</span>
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</span><span id="__span-1-9"><a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a> <span class="n">model_name</span><span class="o">=</span><span class="s2">"gpt-4o-mini"</span><span class="p">,</span>
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</span><span id="__span-1-10"><a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a> <span class="n">max_loops</span><span class="o">=</span><span class="s2">"auto"</span><span class="p">,</span>
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</span><span id="__span-1-11"><a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a> <span class="n">interactive</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
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</span><span id="__span-1-12"><a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a> <span class="n">streaming_on</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
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</span><span id="__span-1-13"><a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a><span class="p">)</span>
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</span><span id="__span-1-14"><a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a>
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</span><span id="__span-1-15"><a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a><span class="nd">@app</span><span class="o">.</span><span class="n">route</span><span class="p">(</span><span class="s1">'/run-agent'</span><span class="p">,</span> <span class="n">methods</span><span class="o">=</span><span class="p">[</span><span class="s1">'POST'</span><span class="p">])</span>
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</span><span id="__span-1-16"><a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a><span class="k">def</span><span class="w"> </span><span class="nf">run_agent</span><span class="p">():</span>
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</span><span id="__span-1-17"><a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a> <span class="n">data</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">json</span>
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</span><span id="__span-1-18"><a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a> <span class="n">task</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'task'</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span>
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</span><span id="__span-1-19"><a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a> <span class="n">result</span> <span class="o">=</span> <span class="n">agent</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
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</span><span id="__span-1-20"><a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"result"</span><span class="p">:</span> <span class="n">result</span><span class="p">})</span>
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</span><span id="__span-1-21"><a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a>
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</span><span id="__span-1-22"><a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">'__main__'</span><span class="p">:</span>
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</span><span id="__span-1-23"><a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a> <span class="n">app</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">host</span><span class="o">=</span><span class="s1">'0.0.0.0'</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="mi">8080</span><span class="p">)</span>
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</span></code></pre></div>
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<p>This example sets up a basic API that listens for POST requests, processes a task using a Swarm agent, and returns the result as a JSON response. Customize it based on your agent’s functionality.</p>
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<hr />
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<h3 id="2-requirementstxt">2. <strong><code>requirements.txt</code></strong><a class="headerlink" href="#2-requirementstxt" title="Permanent link">¶</a></h3>
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<p>This file lists all Python dependencies required for your project. Example:</p>
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<div class="language-text highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>flask
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</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>swarms
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</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a># add any other dependencies here
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</span></code></pre></div>
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<p>Be sure to include any additional libraries your agents rely on. Keeping this file up to date ensures smooth dependency management during deployment.</p>
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<hr />
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<h3 id="3-dockerfile">3. <strong><code>Dockerfile</code></strong><a class="headerlink" href="#3-dockerfile" title="Permanent link">¶</a></h3>
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<p>The Dockerfile specifies how your application is containerized. Below is a sample Dockerfile for your setup:</p>
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<div class="language-dockerfile highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="c"># Use an official Python runtime as the base image</span>
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</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">FROM</span><span class="w"> </span><span class="s">python:3.10-slim</span>
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</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>
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</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="c"># Set the working directory</span>
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</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="k">WORKDIR</span><span class="w"> </span><span class="s">/app</span>
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</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a>
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</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="c"># Copy requirements.txt and install dependencies</span>
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</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="k">COPY</span><span class="w"> </span>requirements.txt<span class="w"> </span>.
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</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a><span class="k">RUN</span><span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>--no-cache-dir<span class="w"> </span>-r<span class="w"> </span>requirements.txt
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</span><span id="__span-3-10"><a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a>
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</span><span id="__span-3-11"><a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a><span class="c"># Copy the application code</span>
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</span><span id="__span-3-12"><a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a><span class="k">COPY</span><span class="w"> </span>api/<span class="w"> </span>./api/
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</span><span id="__span-3-13"><a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a>
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</span><span id="__span-3-14"><a id="__codelineno-3-14" name="__codelineno-3-14" href="#__codelineno-3-14"></a><span class="c"># Expose port 8080 (Cloud Run default port)</span>
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</span><span id="__span-3-15"><a id="__codelineno-3-15" name="__codelineno-3-15" href="#__codelineno-3-15"></a><span class="k">EXPOSE</span><span class="w"> </span><span class="s">8080</span>
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</span><span id="__span-3-16"><a id="__codelineno-3-16" name="__codelineno-3-16" href="#__codelineno-3-16"></a>
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</span><span id="__span-3-17"><a id="__codelineno-3-17" name="__codelineno-3-17" href="#__codelineno-3-17"></a><span class="c"># Run the application</span>
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</span><span id="__span-3-18"><a id="__codelineno-3-18" name="__codelineno-3-18" href="#__codelineno-3-18"></a><span class="k">CMD</span><span class="w"> </span><span class="p">[</span><span class="s2">"python"</span><span class="p">,</span><span class="w"> </span><span class="s2">"api/api.py"</span><span class="p">]</span>
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</span></code></pre></div>
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<p>This Dockerfile ensures your application is containerized with minimal overhead, focusing on slim images for efficiency.</p>
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<hr />
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<h2 id="step-3-deploying-to-google-cloud-run"><strong>Step 3: Deploying to Google Cloud Run</strong><a class="headerlink" href="#step-3-deploying-to-google-cloud-run" title="Permanent link">¶</a></h2>
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<h3 id="1-authenticate-with-google-cloud">1. <strong>Authenticate with Google Cloud</strong><a class="headerlink" href="#1-authenticate-with-google-cloud" title="Permanent link">¶</a></h3>
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<p>Log in to your Google Cloud account by running:</p>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>gcloud<span class="w"> </span>auth<span class="w"> </span>login
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</span></code></pre></div>
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<p>Set the active project to match your deployment target:</p>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>gcloud<span class="w"> </span>config<span class="w"> </span><span class="nb">set</span><span class="w"> </span>project<span class="w"> </span><span class="o">[</span>PROJECT_ID<span class="o">]</span>
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</span></code></pre></div>
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<p>Replace <code>[PROJECT_ID]</code> with your actual Project ID.</p>
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<hr />
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<h3 id="2-build-the-docker-image">2. <strong>Build the Docker Image</strong><a class="headerlink" href="#2-build-the-docker-image" title="Permanent link">¶</a></h3>
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<p>Use Google Cloud's Artifact Registry to store and manage your Docker image. Follow these steps:</p>
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<ol>
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<li><strong>Create a Repository</strong>:</li>
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</ol>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a>gcloud<span class="w"> </span>artifacts<span class="w"> </span>repositories<span class="w"> </span>create<span class="w"> </span>my-repo<span class="w"> </span>--repository-format<span class="o">=</span>Docker<span class="w"> </span>--location<span class="o">=</span>us-central1
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</span></code></pre></div>
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<ol>
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<li><strong>Authenticate Docker with Google Cloud</strong>:</li>
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</ol>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>gcloud<span class="w"> </span>auth<span class="w"> </span>configure-docker<span class="w"> </span>us-central1-docker.pkg.dev
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</span></code></pre></div>
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<ol>
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<li><strong>Build and Tag the Image</strong>:</li>
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</ol>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-8-1"><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image<span class="w"> </span>.
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</span></code></pre></div>
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<ol>
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<li><strong>Push the Image</strong>:</li>
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</ol>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-9-1"><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>docker<span class="w"> </span>push<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image
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</span></code></pre></div>
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<hr />
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<h3 id="3-deploy-to-cloud-run">3. <strong>Deploy to Cloud Run</strong><a class="headerlink" href="#3-deploy-to-cloud-run" title="Permanent link">¶</a></h3>
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<p>Deploy the application to Cloud Run with the following command:</p>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-10-1"><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a>gcloud<span class="w"> </span>run<span class="w"> </span>deploy<span class="w"> </span>my-agent-service<span class="w"> </span><span class="se">\</span>
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</span><span id="__span-10-2"><a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="w"> </span>--image<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image<span class="w"> </span><span class="se">\</span>
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</span><span id="__span-10-3"><a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="w"> </span>--platform<span class="w"> </span>managed<span class="w"> </span><span class="se">\</span>
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</span><span id="__span-10-4"><a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="w"> </span>--region<span class="w"> </span>us-central1<span class="w"> </span><span class="se">\</span>
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</span><span id="__span-10-5"><a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="w"> </span>--allow-unauthenticated
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|
</span></code></pre></div>
|
|
|
<p>Key points:
|
|
|
- Replace <code>[PROJECT_ID]</code> with your actual Project ID.
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|
|
- The <code>--allow-unauthenticated</code> flag makes the service publicly accessible. Exclude it to restrict access.</p>
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|
|
<hr />
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|
|
<h2 id="step-4-testing-the-deployment"><strong>Step 4: Testing the Deployment</strong><a class="headerlink" href="#step-4-testing-the-deployment" title="Permanent link">¶</a></h2>
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|
|
<p>Once the deployment is complete, test the service:</p>
|
|
|
<ol>
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|
|
<li>Note the URL provided by Cloud Run.</li>
|
|
|
<li>Use <code>curl</code> or Postman to send a request. Example:</li>
|
|
|
</ol>
|
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-11-1"><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span><span class="o">[</span>CLOUD_RUN_URL<span class="o">]</span>/run-agent<span class="w"> </span><span class="se">\</span>
|
|
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</span><span id="__span-11-2"><a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"Content-Type: application/json"</span><span class="w"> </span><span class="se">\</span>
|
|
|
</span><span id="__span-11-3"><a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">'{"task": "example task"}'</span>
|
|
|
</span></code></pre></div>
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|
|
<p>This tests whether your agent processes the task correctly and returns the expected output.</p>
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|
|
<hr />
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<h2 id="step-5-updating-the-service"><strong>Step 5: Updating the Service</strong><a class="headerlink" href="#step-5-updating-the-service" title="Permanent link">¶</a></h2>
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|
|
<p>To apply changes to your application:</p>
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|
|
<ol>
|
|
|
<li>Edit the necessary files.</li>
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|
|
<li>Rebuild and push the updated Docker image:</li>
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|
|
</ol>
|
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-12-1"><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image<span class="w"> </span>.
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</span><span id="__span-12-2"><a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>docker<span class="w"> </span>push<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image
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</span></code></pre></div>
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<ol>
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<li>Redeploy the service:</li>
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</ol>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-13-1"><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a>gcloud<span class="w"> </span>run<span class="w"> </span>deploy<span class="w"> </span>my-agent-service<span class="w"> </span><span class="se">\</span>
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</span><span id="__span-13-2"><a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a><span class="w"> </span>--image<span class="w"> </span>us-central1-docker.pkg.dev/<span class="o">[</span>PROJECT_ID<span class="o">]</span>/my-repo/my-image
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</span></code></pre></div>
|
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<p>This ensures the latest version of your application is live.</p>
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<hr />
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|
<h2 id="troubleshooting"><strong>Troubleshooting</strong><a class="headerlink" href="#troubleshooting" title="Permanent link">¶</a></h2>
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<ul>
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<li><strong>Permission Errors</strong>:
|
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Ensure your account has roles like Cloud Run Admin and Artifact Registry Reader.</li>
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<li><strong>Port Issues</strong>:
|
|
|
Confirm the application listens on port 8080. Cloud Run expects this port by default.</li>
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<li><strong>Logs</strong>:
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Use the Google Cloud Console or CLI to review logs for debugging:</li>
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</ul>
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<div class="language-bash highlight"><pre><span></span><code><span id="__span-14-1"><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a>gcloud<span class="w"> </span>logs<span class="w"> </span><span class="nb">read</span><span class="w"> </span>--project<span class="w"> </span><span class="o">[</span>PROJECT_ID<span class="o">]</span>
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</span></code></pre></div>
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<hr />
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<h2 id="conclusion"><strong>Conclusion</strong><a class="headerlink" href="#conclusion" title="Permanent link">¶</a></h2>
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<p>By following this comprehensive guide, you can deploy your agents on Google Cloud Run with ease. This method leverages Docker for containerization and Google Cloud services for seamless scalability and management. With a robust setup like this, you can focus on enhancing your agents’ capabilities rather than worrying about deployment challenges.</p>
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