Debugging Tips
There are numerous functions available for debugging purposes. After running the example in Tutorial 1, you can use the following methods: note:
s is a Session
s.p6 is a Pipeline
each item in s.p6.contains is a Component
s.p6.contains[0].steps[0] is a Step.
s.p6.sub_node_graph.graph.nodes[???] is a node
Cache and Component Inspection
s.p6.cache # Check cache
s.p6.contains # Check contained Components
s.p6.get_all_params() # Get all params recursively
Graph Visualization and debugging
s.p6.sub_node_graph.plot(if_pyvis=True) # Plot node graph using pyvis
s.p6.sub_step_graph.plot(if_pyvis=True) # Plot step graph using pyvis
# Note: For fewer steps, you can also use if_pyvis=False
s.p6.sub_node_graph.show_node_by_attr("step_name") # print nodes index grouping by their step_name attribute value
Component and Step Analysis
s.p6.get_all_cps() # Get all components recursively (useful for nested pipelines)
uuid_ex.show_objects() # Show all declared objects with uuid_ex class instances in a graph
# Note: This class method will be removed in future formal versions
s.p6.contains[0].steps # Access steps this way
s.p6.sub_steps_history # View previously run Steps
Data Saving and Review
s.p6.save_elements() # Save elements like nodes or other attributes
# Review them in more detail using JSON format
s.p6.sub_node_graph.save() # Save node graph's data