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README.md

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@@ -7,16 +7,14 @@ TwinGraph is used by adding decorators to Python functions to record attributes
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TwinGraph scales to hundreds of thousands of containerized compute tasks in a number of different compute nodes/hosts; communication of information between tasks is handled through message queues in an event-driven workflow chain. An example architectural flow of information is shown in Figure 1:
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<center>
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<img src="docs/figures/OverallPicture.png" width=780></center>
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<center>Figure 1: Overall Information Flow.</center>
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<p align="center">Figure 1: Overall Information Flow.</p>
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There are a number of key capabilities outlined in the following Figure 2 for TwinGraph. Instead of domain specific language (DSL) for specifying pipelines, TwinGraph uses algorithms defined in native Python (loops, conditionals & recursion) to define the control flow, i.e. dependencies of graph structure on intermediate outputs and runtime stochasticity.
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<img src="docs/figures/Challenges.png" width=780></center>
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<center>Figure 2: Challenges in Designing Orchestrators</center>
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<p align="center">Figure 2: Challenges in Designing Orchestrators</p>
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The examples highlighted in the next section provide an overview of the capabilities of TwinGraph.

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