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ICP4D Updates for Python development guide
markheger edited this page Nov 19, 2020
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Proposed additions in bold
Completed additions in strikethrough
- Installing Python APIs
- Developing for the IBM Streaming Analytics service
Developing for ICP4Data
- Developing with an IBM Streams installation
- Common Streams operations
4.1 Connecting to known data sources-
4.x Aggregation
Creating a window usinglast()
orbatch()
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Simple aggregation usingWindow.aggregate
(use pandas)Partitioned windows
4.x Newfilter
option for splitting streams in matching and non-matching streams4.x Newsplit
function for splitting streams- 4.x Data model - namedtuples vs streams schema etc
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4.x Using viewsUsing views in a notebook
- 4.x Saving credentials in app configs - a best practice to make code reusable
- API features:
Scalablity, fault toleranceUDP (parallel
fns)Fault tolerance (consistent regions)
- The Python REST API
connect to CP4D examples
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Using SPL Operators in Python
- Using Aggregate, Functor, Deduplicate etc. from streamsx.standard
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AI - CP4D services
- Connecting to Watson Machine learning
- Connecting to Speech to Text Gateway
- Scoring a model in Python
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Improving performance
- Reduce latency using
low_latency
- Using
isolate
- resource tags?
- Reduce latency using
- Metrics/Logging