- 28 Mar, 2020 2 commits
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* [NODE][IR] Introduce StructuralHash for the Unified IR. This PR introduces a new way to handle structural hash for the unified IR. - Each object can now register an optional SEqualHash function, which describes how to reduce its structural equality to sequence of hash values. - Optionally, the object can choose to allow labeling of vars(e.g. function parameters) by calling DefHash - We implemented a non-recursive structural hasher that maintains its own stack to traverse te IR. This PR also improves the hash value property from the previous relay's hash utility. In particular, the graph node mode hashs a DAG differently from a tree by attaching an unique occurence index to each graph node. In all of the test cases so far, structural_hash is consistent with structural_equal. - if structrual(x, y) then structural_hash(x) == structural_hash(y) - if structural_hash(x) == structural_hash(y) then highly likely structural_equal(x, y) - hash no collison is found in our testcases. Ideally we should work on automatically generating these functions in the future. * Fix cases for EnvFunc and Array dims * fix testcase * Update src/node/structural_hash.cc Co-Authored-By: 雾雨魔理沙 <lolisa@marisa.moe> Co-authored-by: 雾雨魔理沙 <lolisa@marisa.moe>
Tianqi Chen committed -
* [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
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- 18 Mar, 2020 1 commit
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Zhi committed
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- 14 Mar, 2020 1 commit
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This PR introduces tir::PrimFunc which will be used as the TIR function container in the unified IR. Also streamlined the function attributes a bit further. - All common attributes are under tvm::attr - TIR specific attributes are under tvm::tir::attr and comes with a tir prefix - Use stl_style for attributes for now
Tianqi Chen committed
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- 12 Mar, 2020 1 commit
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* [REFACTOR] Streamline Function Attr interface. There has been quite a few recent changes that depends heavily on the function attr interface. This PR streamlines that interface by introducing two APIs that covers most of the usages. - GetAttr which gets a typed object for a given key - HasNonzeroAttr is a quick helper that calls GetAttr to quickly check an attribute - WithAttr that creates a new function object with the given attr - The API comes with copy on write optimization to avoid multiple copies - We deliberately pick the prefix With(instead of Set) to indicate this function does not mutate the original input. On the python side: - We allow read access via func.attrs (which is a DictAttr) - func.with_attrs to create a new instance with updated attrs. We also get rid of the small wrapper functions and make sure the API centered around the GetAttr and HasNonzeroAttr interface. This PR also changes the function construction to follow the new convention. * Address review comments * Address review comments * Fix doxygen path
Tianqi Chen committed
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