-
[NODE][IR] Introduce StructuralEqual Infra for the unified IR. (#5154) · 997a14ed
* [NODE][IR] Introduce StructuralEqual Infra for the Unified IR. This PR introduces a new way to handle structural equality for both TIR and relay nodes in an extensive way. - Each object can now register an optional SEqualReduce function, which describes how to reduce its structural equality to another instance into equality of the children. - Optionally, the object can choose to allow remapping of vars(e.g. function parameters) by calling DefEqual - We implemented a non-recursive structural equality checker that recursively traverses the objects and does the structural equality checking. This PR also fixes a few potential problems in previous relay's AlphaEqual. - In particular, the new structural equality relation will be communicative. - It is can be dangerous to use same_as relation to quickly check equality, demonstrated by the following case. (%x, %y) are shared vars between two functions. - function0: fn (%x, %y) { %x + %y } - function1: fn (%y, %x) { %x + %y } The new structural equal is intented to supersede AlphaEqual and AttrsEqual. Follow-up PRs should be performed to redirect the existing usages, and removes the corresponding implementation. * Update the rule to distinguish between graph node and non-graph nodes. * Refactor the test cases to use structural equal. * address comments * Mark more relay::Expr as graph node, fix a testcase issue(was bug that was not caught by previous alpha equal) * Remove unrelated comment * Fix file comment * Address review comment * Relax condition to fit flaky case
Tianqi Chen committed
Name |
Last commit
|
Last update |
---|---|---|
.. | ||
ir | Loading commit data... | |
pass | Loading commit data... | |
transforms | Loading commit data... |