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And if we are pulling from an API with known limits then we might want to introduce artificial rate limits at 10ms.
When you call Stream you create a stream. When you call any method on a Stream , like Stream. All operations can be chained together.
Additionally, as discussed in the section on Branching, you can split multiple streams off of any point.
Streams will pass their outputs on to all downstream streams so that anyone can hook in at any point, and get a full view of what that stream is producing.
If you delete a part of a stream then it will stop getting data. Streamz follows normal Python garbage collection semantics so once all references to a stream have been lost those operations will no longer occur.
The one counter example to this is sink , which is intended to be used with side effects and will stick around even without a reference.
Sink streams store themselves in streamz. You can remove them permanently by clearing that collection. By connecting sources to sinks you can create feedback loops.
As an example, here is a tiny web crawler:. Execution order is important here, as if the print was ordered after the map; get node then the print would never run.
You may want to avoid pushing millions of individual elements per second through a stream. However, you can avoid performance issues by collecting lots of data into single elements, for example by pushing through Pandas dataframes instead of individual integers and strings.
This will be faster regardless, just because projects like NumPy and Pandas can be much faster than Python generally. In the following example we pass filenames through a stream, convert them to Pandas dataframes, and then map pandas-level functions on those dataframes.
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