Add Plugin-Level Profiler

[mhliu0001]

Adds a profiler module to analyze the performance of individual plugins in the simulation chain, useful for identifying bottlenecks before optimization.

Usage

import appletree as apt

tree = apt.Context(get_file_path("rn220.json"))

# Profile all plugins and show top bottlenecks
apt.profile_context(tree, batch_size=1_000_000)

# Compare individual plugins vs JIT-fused pipeline
apt.compare_plugin_vs_full(tree, batch_size=1_000_000)

# Inspect plugin execution order and generated code
apt.profiler.print_worksheet(component)
apt.profiler.print_component_code(component)

[coveralls]

Pull Request Test Coverage Report for Build 21299858151

Details

• 190 of 190 (100.0%) changed or added relevant lines in 2 files are covered.
• No unchanged relevant lines lost coverage.
• Overall coverage increased (+1.0%) to 85.234%

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Totals
Change from base Build 21299847632:	1.0%
Covered Lines:	2661
Relevant Lines:	3122

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💛 - Coveralls

[mhliu0001]

I think the test fails because the upstream strax does not list the module pytz as a dependency. Maybe @dachengx can have a look if you have the time