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This PR adds missing visitor methods in the TIR FLOP estimator to handle AssertStmtNode and StringImmNode. The fix ensures that FLOP estimation properly processes assertion statements and string literals without throwing internal errors, improving the robustness of the FLOP analysis pass.

Fix #18387

cc @tqchen @mshr-h @cbalint13

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Summary of Changes

Hello @jikechao, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly improves the robustness of the TIR FLOP estimator by introducing new visitor methods for AssertStmtNode and StringImmNode. These additions ensure that the FLOP analysis pass can correctly process assertion statements and string literals, thereby preventing previously encountered internal errors and providing a more comprehensive and reliable estimation of floating-point operations.

Highlights

  • FLOP Estimator Enhancement: Added a VisitStmt_ method for AssertStmtNode within the TIR FLOP estimator. This method ensures that assertion statements, including their conditions, messages, and bodies, are properly traversed during FLOP estimation.
  • String Literal Handling: Implemented a VisitExpr_ method for StringImmNode in the FLOP estimator. This change allows the estimator to correctly handle string literals, preventing errors and improving robustness.
  • Bug Fix: Resolved an issue where the FLOP estimator would throw internal errors when encountering AssertStmtNode and StringImmNode, leading to more reliable FLOP analysis.
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Code Review

This pull request adds missing visitor methods for AssertStmtNode and StringImmNode to the TIR FLOP estimator, which is a good fix to prevent crashes during analysis. The implementation for StringImmNode is correct. However, the visitor for AssertStmtNode could be improved for accuracy. It currently includes the FLOPs for evaluating the assertion message, which is only executed on the exceptional path when the assertion fails. For a more accurate estimation of the main execution path, the message's cost should be excluded.

Comment on lines +196 to +203
TResult VisitStmt_(const AssertStmtNode* op) override {
TResult result = VisitExpr(op->condition);
if (op->message.defined()) {
result += VisitExpr(op->message);
}
result += VisitStmt(op->body);
return result;
}
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medium

The cost of evaluating the assertion message should likely be excluded from the FLOP count. The message is only evaluated on the exceptional path when the assertion fails, whereas FLOP estimation is typically concerned with the performance of the successful execution path. Including the message's FLOPs could lead to an overestimation, especially if the message formatting involves computations.

  TResult VisitStmt_(const AssertStmtNode* op) override {
    TResult result = VisitExpr(op->condition);
    result += VisitStmt(op->body);
    return result;
  }

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LGTM!

@tlopex tlopex merged commit e28b510 into apache:main Oct 24, 2025
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[Bug] Do not have a default for tir.AssertStmt

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