Move NVBench JSON result parsing into cuda.bench.results with explicit
BenchmarkResult, BenchmarkResultDevice, BenchmarkResultSummary,
SubBenchmarkResult, and SubBenchmarkState types. Remove the result reader
from the top-level cuda.bench namespace and require construction through
BenchmarkResult.from_json() or BenchmarkResult.empty().
Preserve bulk sample/frequency parsing and estimator helpers while making
summaries rich objects that retain tag/name/hint/hide/description metadata.
Add nvbench-json-summary to render NVBench JSON output as an NVBench-style
markdown summary table, including axis formatting, device sections, hidden
summary filtering, and summary hint formatting.
Update packaging, type stubs, and tests for the new namespace, renamed
classes, Python 3.10-compatible annotations, and summary-table generation.
* Introduce function colorize to modularize colorization/no-color handling
* Use sns.set_theme instead of deprecated sns.set()
* Use str.format instead of legacy % syntax
* Simplified iteration over list
Use f-string (supported since Python 3.6) instead of str.format for
better readability and performance
* Add cuda architectures to build wheel for
* Package scripts in wheel
* Separate cuda major version extraction to fix architecutre selection logic
* Add back statement printing cuda version
* [pre-commit.ci] auto code formatting
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