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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | + * or more contributor license agreements. See the NOTICE file |
| 4 | + * distributed with this work for additional information |
| 5 | + * regarding copyright ownership. The ASF licenses this file |
| 6 | + * to you under the Apache License, Version 2.0 (the |
| 7 | + * "License"); you may not use this file except in compliance |
| 8 | + * with the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, |
| 13 | + * software distributed under the License is distributed on an |
| 14 | + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 15 | + * KIND, either express or implied. See the License for the |
| 16 | + * specific language governing permissions and limitations |
| 17 | + * under the License. |
| 18 | + */ |
| 19 | + |
| 20 | +/*! |
| 21 | + * \file extract_constants.cc |
| 22 | + * \brief Collects constants from PrimFunc |
| 23 | + TODO: |
| 24 | + For more information, see the RFC: |
| 25 | + TODO |
| 26 | + https://discuss.tvm.apache.org/t/rfc-introducing-a-rolling-buffer-scheduling-primitive/9836 |
| 27 | + */ |
| 28 | +#include <tvm/arith/analyzer.h> |
| 29 | +#include <tvm/runtime/registry.h> |
| 30 | +#include <tvm/tir/stmt_functor.h> |
| 31 | +#include <tvm/tir/transform.h> |
| 32 | + |
| 33 | +#include "ir_utils.h" |
| 34 | + |
| 35 | +namespace tvm { |
| 36 | +namespace tir { |
| 37 | + |
| 38 | +// Replaces constant data to index into mod's "Constants" attrs array. |
| 39 | +// Only processes tir::PrimFunc and ignores everything else |
| 40 | +using ConstArrayType = Array<runtime::NDArray>; |
| 41 | +class Applicator : public tir::StmtExprVisitor { |
| 42 | + protected: |
| 43 | + // returns index of the a in constant_array_, if not found - appends |
| 44 | + size_t deDup(const runtime::NDArray& a) { |
| 45 | + tvm::SEqualReducer eql; |
| 46 | + auto it = std::find_if( |
| 47 | + constant_array_.begin(), constant_array_.end(), [&eql, a](const runtime::NDArray& v) { |
| 48 | + return NDArrayContainerTrait::SEqualReduce(a.as<runtime::NDArray::Container>(), |
| 49 | + v.as<runtime::NDArray::Container>(), eql); |
| 50 | + }); |
| 51 | + if (it != constant_array_.end()) { |
| 52 | + return it - constant_array_.begin(); |
| 53 | + } |
| 54 | + constant_array_.push_back(std::move(a)); |
| 55 | + return constant_array_.size() - 1; |
| 56 | + } |
| 57 | + |
| 58 | + public: |
| 59 | + ConstArrayType Apply(tir::Stmt body, const ConstArrayType& constant_array) { |
| 60 | + constant_array_ = constant_array; |
| 61 | + this->VisitStmt(body); |
| 62 | + return constant_array_; |
| 63 | + } |
| 64 | + |
| 65 | + void VisitStmt_(const tir::AllocateConstNode* acn) override { |
| 66 | + tir::AllocateConstNode* node = const_cast<tir::AllocateConstNode*>(acn); |
| 67 | + // Check whether the data already defined within the module's attrs |
| 68 | + // and replace it with array index; |
| 69 | + ICHECK(node->data) << "data field should be defined"; |
| 70 | + if (node->data) { |
| 71 | + node->irmod_storage_idx = Optional<Integer>(Integer(deDup(node->data.value()))); |
| 72 | + } |
| 73 | + tir::StmtExprVisitor::VisitStmt_(acn); |
| 74 | + } |
| 75 | + |
| 76 | + private: |
| 77 | + ConstArrayType constant_array_; |
| 78 | +}; |
| 79 | + |
| 80 | +namespace transform { |
| 81 | + |
| 82 | +Pass ExtractPrimFuncConstants() { |
| 83 | + auto pass_func = [=](PrimFunc f, IRModule m, PassContext ctx) { |
| 84 | + auto* func = f.CopyOnWrite(); |
| 85 | + if (!m->attrs.defined()) { |
| 86 | + m->attrs = DictAttrs(Map<String, ObjectRef>()); |
| 87 | + } |
| 88 | + auto* attrs = m->attrs.CopyOnWrite(); |
| 89 | + ConstArrayType constant_array_ = |
| 90 | + (attrs->dict.count(tvm::attr::kConstantsArray)) |
| 91 | + ? Downcast<ConstArrayType>(attrs->dict[tvm::attr::kConstantsArray]) |
| 92 | + : ConstArrayType(); |
| 93 | + |
| 94 | + const ConstArrayType constant_list = Applicator().Apply(func->body, constant_array_); |
| 95 | + if (constant_list.size()) { |
| 96 | + attrs->dict.Set(tvm::attr::kConstantsArray, constant_list); |
| 97 | + } |
| 98 | + return f; |
| 99 | + }; |
| 100 | + return CreatePrimFuncPass(pass_func, 0, "tir.ExtractPrimFuncConstants", {}); |
| 101 | +} |
| 102 | + |
| 103 | +TVM_REGISTER_GLOBAL("tir.transform.ExtractPrimFuncConstants") |
| 104 | + .set_body_typed(ExtractPrimFuncConstants); |
| 105 | + |
| 106 | +} // namespace transform |
| 107 | + |
| 108 | +} // namespace tir |
| 109 | +} // namespace tvm |
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