pypto

Profile PyPTO kernels in-core with the Ascend msprof op-simulator — cycle-accurate per-kernel traces. Use when the user wants to profile a built case, inspect kernel timing or instruction streams, or generate MindStudio Insight traces.

Generate a weekly changelog markdown file summarizing external API and feature changes from git commits in a date range. Extracts before/after Python examples per commit, groups by theme (DSL / distributed / runtime / IR deprecations), and attributes each change to its author. Use when the user asks for a weekly report, changelog, commit summary, or interface-change digest.

Compare codegen output (.pto files and pass dumps) between origin/main and the current branch for a given test case. Runs the test with --save-kernels and --dump-passes on both branches via git worktree, then diffs the results. Use when the user asks to compare codegen output, diff .pto files between branches, or check what changed in generated code.

Add new operator definitions to PyPTO across all layers (C++, Python IR, Python DSL, tests, codegen, docs). Covers tile ops, tensor ops, tensor-to-tile conversion, and codegen registration. Use when the user asks to add a new op, define a new operator, implement a new tile/tensor operation, or extend the operator system.

Create a GitHub PR then autonomously loop on CI failures and review comments until the PR is fully green. Combines branch prep, PR creation, and a hands-off fix loop. Use when the user wants to ship a PR end-to-end, auto-fix a PR until green, or create-and-fix a PR in one go.

Fix GitHub PR issues — address review comments and resolve CI failures in a loop until the PR is fully clean. Fetches CI errors online and triages review feedback. Use when fixing PR problems, addressing review comments, or resolving CI failures.

Fix a GitHub issue by fetching content, creating a branch, planning the fix, and implementing it. Use when the user asks to fix a specific issue number or work on a GitHub issue.

Create a GitHub issue following the project's issue templates. Classifies the issue type, fills required fields per template, creates it via gh CLI, and sets project board fields (Status, Priority, Effort, Sprint). Use when the user wants to file a bug, request a feature, report a pass bug, or create any GitHub issue.

Complete git commit workflow for PyPTO including pre-commit review, staging, message generation, and verification. Use when creating commits, preparing changes for commit, or when the user asks to commit changes.

Review code changes against PyPTO project standards before committing. Use when reviewing code, preparing commits, checking pull requests, or when the user asks for code review.

Verify testing coverage and run tests for PyPTO project. Use when running tests, checking test coverage, or when the user asks about testing.

Create a GitHub pull request after committing, rebasing, and pushing changes. Use when the user asks to create a PR, submit changes for review, or open a pull request.

Remove stale local and remote git branches that have been merged into main. Detects regular merges and squash merges. Cleans up fork remote branches and prunes tracking refs. Use when the user asks to clean up branches, remove merged branches, or tidy up git.