Adding design document and diagrams.
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DESIGN.md
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DESIGN.md
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# System Design
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This document contains a systems design for a product capable of helping software engineers by accepting prompts
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from a variety of sources (Github, Jira, IDEs, etc) and autonomously retrieving context, creating a plan to solve the
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prompt, executing the plan, verifying the results, and then pushing the results back to the most appropriate tool.
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At a very high level the system looks like this: \
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Components:
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* API - A REST based API capable of accepting incoming webhooks from a variety of tools. The webhooks will generate
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tasks that will require context gathering, planning, execution, and testing to resolve. These get passed to the
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indexer to gather context.
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* Indexer - An event based processor that accepts tasks from the API and gathers context (e.g. Git files / commits, Jira
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ticket status, etc) that will need to be indexed and stored for efficient retrieval by later stages.
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* Agent Runner - Takes the task and associated context generated by the Indexer and generates an execution plan. Works
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synchronously with the task executor to execute the plan. As tasks are executed the plan should be adjusted to ensure
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the task is accomplished.
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* Task Executor - A protected process running with [gVisor](https://gvisor.dev/) (a container security orchestration
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mechanism) that has a set of tools available to it that the agent runner can execute to perform its task. The executor
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will have a Network Policy applied such that network access is restricted the bare minimum required to use the
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tools. \
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Example tools include:
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* Code Context - Select appropriate context for code generators.
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* Code Generators - Generate code for given tasks.
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* Compilers - Ensure code compiles.
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* Linters - Ensure code is well formatted and doesn't violate any defined coding standards.
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* Run Tests - Ensure tests (unit, integration, system) continue to pass after making changes, make sure new tests
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pass.
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* Result Processor - Responsible for receiving the result of a task from the Agent Runner and disseminating it to
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interested parties through the API and directly to integrated services.
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## System Dependencies
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* The solution sits on top of `Amazon Web Services` as an industry standard compute provider. We intentionally will
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not use AWS products that do not have good analogs with other compute providers (e.g. Kinesis, Nova, Bedrock, etc) to
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avoid vendor lock in.
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* The solution is built and deployed on top of `Elastic Kubernetes Service` to provide a flexible orchestration layer
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that will allow us to deploy, scale, monitor, and repair the application with relatively low effort. Updates with EKS
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can be orchestrated such that they are delivered without downtime to consumers.
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* For asynchronous event flows we'll use `Apache Kafka` this will allow us to handle a very large event volume with low
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performance overhead. Events can be processed as cluster capacity allows and events will not be dropped in the event
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of an application availability issue.
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* For observability, we'll use `Prometheus` and `Grafana` in the application to provide metrics. For logs we'll use `Grafana
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Loki`. This will allow us to see how the application is performing as well as identify any issues as they arise.
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* To provide large language and embedding models we can host `ollama` on top of GPU equipped GKE nodes. Models can be
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distributed via persistent volumes and models can be pre-loaded into vRAM with an init container. Autoscalers can be
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used to scale up and down specific model versions based on demand. This doesn't preclude using LLM-as-a-service
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providers.
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* Persistent data storage will be done via `PostgreSQL` hosted on top of `Amazon Relational Database Service`. The
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`pgvector`
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extension will be used to provide efficient vector searches for searching embeddings.
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## Scaling Considerations
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The system can dynamically scale based on load. A horizontal pod autoscaler can be used on each component of the system
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to allow the system to scale up or down based on the current load. For "compute" instances CPU utilization can be used
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to determine when to scale. For "gpu" instances an external metric measuring GPU utilization can be used to determine
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when scaling operations are appropriate. For efficient usage of GPU vRAM and load spreading, models can be packaged
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together such that they saturate most of the available vRAM, they can be scaled independently.
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In order to accommodate load bursts the system will operate largely asynchronously. Boundaries between system components
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will be buffered with Kafka to allow the components to only consume what they're able to handle without data getting
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lost or the need for complex retry mechanisms. If the number of models gets large a proxy could be developed that can
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dynamically route requests to the appropriate backend with the appropriate model pre-loaded.
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## Testing / Model Migration Strategy
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An essential property of any AI based system is the ability to measure the performance of the system over time. This is
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important to ensure that models can be safely migrated as the market evolves and better models are released.
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A simple approach to measure performance over time is to create a representative set of example tasks that should be
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run when changes are introduced. Performance should be measured against the baseline on a number of different metrics
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such as:
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* Number of agentic iterations required to solve the task (less is better).
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* Amount of code / responses generated (less is better).
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* Success rate (more is better).
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Over time, as problematic areas are identified, new tasks should be introduced to the set to improve the training data.
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## Migrating / Managing Embeddings
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One particularly sensitive area for migrating models is around embeddings models. Better models are routinely published
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but, it is expensive to re-index data, especially if the volumes are large.
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The vector database should store the model that produced each embedding. When new embedding models are introduced the
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indexer should use the new embedding model to index new content, but should allow old content to be searched using old
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models. If models are permanently retired the content should be re-indexed with a supported embeddings model. The vector
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database should allow the same content to be indexed with multiple models at the same time.
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## Data Flow
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## Sequence Diagram
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@@ -20,6 +20,8 @@ work.
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The reason this approach was taken was that it could be implemented quickly and produces reasonable looking results
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The reason this approach was taken was that it could be implemented quickly and produces reasonable looking results
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while being a solid platform for further iteration.
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while being a solid platform for further iteration.
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A design for a more full-featured and robust implementation can be found in [DESIGN.md](DESIGN.md).
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## Code Structure
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## Code Structure
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| Package | Description |
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| Package | Description |
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diagrams/arch-diagram.drawio
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diagrams/arch-diagram.drawio
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BIN
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BIN
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<mxPoint x="615" y="280" as="targetPoint" />
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<mxPoint as="offset" />
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</mxGeometry>
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||||||
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</mxCell>
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||||||
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<mxCell id="R9xhgmwoiYYisnBT6Gz--7" value="Agent Runner" style="shape=umlLifeline;perimeter=lifelinePerimeter;whiteSpace=wrap;html=1;container=0;dropTarget=0;collapsible=0;recursiveResize=0;outlineConnect=0;portConstraint=eastwest;newEdgeStyle={"edgeStyle":"elbowEdgeStyle","elbow":"vertical","curved":0,"rounded":0};" vertex="1" parent="1">
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<mxGeometry x="450" y="40" width="100" height="440" as="geometry" />
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</mxCell>
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||||||
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<mxCell id="R9xhgmwoiYYisnBT6Gz--8" value="" style="html=1;points=[];perimeter=orthogonalPerimeter;outlineConnect=0;targetShapes=umlLifeline;portConstraint=eastwest;newEdgeStyle={"edgeStyle":"elbowEdgeStyle","elbow":"vertical","curved":0,"rounded":0};" vertex="1" parent="R9xhgmwoiYYisnBT6Gz--7">
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||||||
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<mxGeometry x="45" y="140" width="10" height="170" as="geometry" />
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</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--13" value="indexRequest" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;dashed=1;" edge="1" parent="1" source="aM9ryv3xv72pqoxQDRHE-6">
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<mxGeometry relative="1" as="geometry">
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<mxPoint x="250" y="130" as="sourcePoint" />
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<Array as="points">
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<mxPoint x="335" y="130" />
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</Array>
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<mxPoint x="370" y="130" as="targetPoint" />
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</mxGeometry>
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</mxCell>
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||||||
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<mxCell id="R9xhgmwoiYYisnBT6Gz--16" value="planExecuteTasks" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;dashed=1;" edge="1" parent="1">
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<mxGeometry relative="1" as="geometry">
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<mxPoint x="380" y="209.78" as="sourcePoint" />
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<Array as="points">
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<mxPoint x="470" y="209.78" />
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</Array>
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<mxPoint x="494.9999999999998" y="209.77999999999997" as="targetPoint" />
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</mxGeometry>
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||||||
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</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--17" value="executeTask" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;" edge="1" parent="1">
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||||||
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<mxGeometry relative="1" as="geometry">
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<mxPoint x="504.9999999999998" y="240" as="sourcePoint" />
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<Array as="points">
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<mxPoint x="600" y="240" />
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</Array>
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<mxPoint x="615" y="240" as="targetPoint" />
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</mxGeometry>
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||||||
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</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--19" value="taskResponse" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;" edge="1" parent="1">
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<mxGeometry relative="1" as="geometry">
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<mxPoint x="615" y="300" as="sourcePoint" />
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<Array as="points">
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<mxPoint x="590" y="300" />
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<mxPoint x="610" y="280" />
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</Array>
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<mxPoint x="504.9999999999998" y="300" as="targetPoint" />
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<mxPoint as="offset" />
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</mxGeometry>
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</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--25" value="<div align="center">Until task complete</div>" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=10;" vertex="1" parent="1">
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||||||
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<mxGeometry x="480" y="210" width="160" height="10" as="geometry" />
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</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--28" value="Until content indexed" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=10;" vertex="1" parent="1">
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||||||
|
<mxGeometry x="230" y="140" width="160" height="10" as="geometry" />
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|
</mxCell>
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||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--36" value="completedTask" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;" edge="1" parent="1" target="R9xhgmwoiYYisnBT6Gz--35">
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|
<mxGeometry x="-0.7755" relative="1" as="geometry">
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<mxPoint x="735" y="370" as="sourcePoint" />
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|
<Array as="points">
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|
<mxPoint x="715" y="370" />
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||||||
|
<mxPoint x="735" y="350" />
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|
</Array>
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||||||
|
<mxPoint x="270" y="370" as="targetPoint" />
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||||||
|
<mxPoint as="offset" />
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||||||
|
</mxGeometry>
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||||||
|
</mxCell>
|
||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--39" value="taskCompleteNotify" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;dashed=1;" edge="1" parent="1" source="R9xhgmwoiYYisnBT6Gz--6" target="R9xhgmwoiYYisnBT6Gz--34">
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||||||
|
<mxGeometry x="-0.8281" relative="1" as="geometry">
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<mxPoint x="730" y="400" as="sourcePoint" />
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|
<Array as="points">
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||||||
|
<mxPoint x="710" y="400" />
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||||||
|
<mxPoint x="730" y="380" />
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||||||
|
</Array>
|
||||||
|
<mxPoint x="240" y="400" as="targetPoint" />
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||||||
|
<mxPoint as="offset" />
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||||||
|
</mxGeometry>
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||||||
|
</mxCell>
|
||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--40" value="result" style="html=1;verticalAlign=bottom;startArrow=block;endArrow=none;startSize=8;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;startFill=1;" edge="1" parent="1">
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||||||
|
<mxGeometry relative="1" as="geometry">
|
||||||
|
<mxPoint y="470.15999999999997" as="sourcePoint" />
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||||||
|
<mxPoint x="85" y="469.9966666666667" as="targetPoint" />
|
||||||
|
</mxGeometry>
|
||||||
|
</mxCell>
|
||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--42" value="resultRequest" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;" edge="1" parent="1" source="R9xhgmwoiYYisnBT6Gz--34" target="R9xhgmwoiYYisnBT6Gz--41">
|
||||||
|
<mxGeometry relative="1" as="geometry">
|
||||||
|
<mxPoint x="105" y="420" as="sourcePoint" />
|
||||||
|
<Array as="points">
|
||||||
|
<mxPoint x="190" y="420" />
|
||||||
|
</Array>
|
||||||
|
<mxPoint x="210" y="420" as="targetPoint" />
|
||||||
|
</mxGeometry>
|
||||||
|
</mxCell>
|
||||||
|
<mxCell id="R9xhgmwoiYYisnBT6Gz--43" value="resultResponse" style="html=1;verticalAlign=bottom;endArrow=block;edgeStyle=elbowEdgeStyle;elbow=vertical;curved=0;rounded=0;" edge="1" parent="1">
|
||||||
|
<mxGeometry x="0.0339" relative="1" as="geometry">
|
||||||
|
<mxPoint x="234.99999999999977" y="449.9966666666667" as="sourcePoint" />
|
||||||
|
<Array as="points" />
|
||||||
|
<mxPoint x="95" y="449.9966666666667" as="targetPoint" />
|
||||||
|
<mxPoint as="offset" />
|
||||||
|
</mxGeometry>
|
||||||
|
</mxCell>
|
||||||
|
</root>
|
||||||
|
</mxGraphModel>
|
||||||
|
</diagram>
|
||||||
|
</mxfile>
|
||||||
BIN
diagrams/sequence-diagram.png
Normal file
BIN
diagrams/sequence-diagram.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 67 KiB |
Reference in New Issue
Block a user