Smart & Lazy Coding
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Parallel Code
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Make it faster!
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Performance Bottlenecks
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Is Complex
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Is Limited
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Is Chunky
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Is Waiting
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Threads and Processes
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Processes
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Threads
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What is shared?
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Parallel TL/DR
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Threads
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Processes
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Machines
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Basic Pools
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Threads
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Processes
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GIL and Parallelism
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Frameworks
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Luigi
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Dask
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Dask and Parallelism
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Memory Views
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Memoization
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Lazy Props
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Global Caches
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Instance Cache
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Why memoize?
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Time/Memory Tradeoff
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Lazy is Simpler
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Lazy Properties
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Global Cache
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Instance Cache
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Key Equivalence
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Cache Backends
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Backend Considerations
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Metadata and Alg
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Medium
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Auto Purging
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Least Recently Used
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Least Frequently Used
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Persistent Caches
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Sketching
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Summary Stats
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Sketches
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Set Testing
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Bloom Filters
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Sketches
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Summarizing Rarity
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Measuring Rarity
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Cardinality Estimation
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Unnecessary!
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Daily Aggregates
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The Point
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Readings
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