Graphs
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Luigi
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Task Graphs
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Parameters
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Specification
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Composition
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Declarative
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Atomic Targets
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target.exists()
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target.open()
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Task Anatomy
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Special Task Types
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External
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Wrappers
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External Programs
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The Big Picture
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The Big Picture
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Salted Graphs
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Three Approaches To State Management
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Latest - new outputs
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Makefile - always update
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Luigi - write once, deterministically
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Summary of approaches
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The Sorry State of Stateful Data
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Data Dependency Hell
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Content Addressable Filesystems
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Git, Blockchain, Merkle
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Data Documents
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The Pseudocode
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The resolution
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The Point
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The Workflow
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Minimal Implementation
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Advanced Luigi
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The Inevitable Creep
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My Example
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Task Skeleton
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Output
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Requirements
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The Point of Requirement
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How to test a Task?
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