liangfu commented on a change in pull request #5601: URL: https://github.com/apache/incubator-tvm/pull/5601#discussion_r432266454
########## File path: src/tir/transforms/bf16_legalize.cc ########## @@ -0,0 +1,384 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ + +/*! + * \file bf16_legalize.cc + * \brief legalize bf16 type by adding cast_to_fp32 + */ + +#include <tvm/runtime/registry.h> +#include <tvm/tir/op.h> +#include <tvm/tir/transform.h> + +#include <cmath> +#include <tuple> + +#include "../../arith/ir_mutator_with_analyzer.h" +#include "../../arith/ir_visitor_with_analyzer.h" + +namespace tvm { +namespace tir { + +using arith::Analyzer; +using arith::IRMutatorWithAnalyzer; + +class BF16PromoteRewriter : public StmtExprMutator { + public: + BF16PromoteRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + std::tuple<PrimExpr, PrimExpr> DoCast(PrimExpr orig_a, PrimExpr orig_b, bool* is_bfloat16) { + auto a = this->VisitExpr(orig_a); + auto b = this->VisitExpr(orig_b); + *is_bfloat16 = false; + if (a->dtype.is_bfloat16()) { + CHECK(b->dtype.is_bfloat16()); + *is_bfloat16 = true; + } else if (b->dtype.is_bfloat16()) { + CHECK(a->dtype.is_bfloat16()); + *is_bfloat16 = true; + } + + if (*is_bfloat16) { + DataType fp32ty(kDLFloat, 32, 1); + a = CastNode::make(fp32ty, a); + b = CastNode::make(fp32ty, b); + } + return std::make_tuple(a, b); + } + + PrimExpr VisitExpr_(const AddNode* op) final; + PrimExpr VisitExpr_(const SubNode* op) final; + PrimExpr VisitExpr_(const MulNode* op) final; + PrimExpr VisitExpr_(const DivNode* op) final; + PrimExpr VisitExpr_(const MinNode* op) final; + PrimExpr VisitExpr_(const MaxNode* op) final; + PrimExpr VisitExpr_(const LTNode* op) final; + PrimExpr VisitExpr_(const LENode* op) final; + PrimExpr VisitExpr_(const GTNode* op) final; + PrimExpr VisitExpr_(const GENode* op) final; +}; + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + if (!is_bfloat16) \ + return ret; \ + else \ + return CastNode::make(DataType(kTVMBFloat, 16, 1), ret); \ + } \ + } + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + return ret; \ + } \ + } + +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(AddNode, operator+) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(SubNode, operator-) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MulNode, operator*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(DivNode, div) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MinNode, min) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MaxNode, max) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LTNode, operator<) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LENode, operator<=) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GTNode, operator>) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GENode, operator>=) // NOLINT(*) + +/* + * Eliminate verbose casting between fp32 and bf16 + * Checks if the AST has the pattern: + * castto32(castto16(some_fp32_op(...))) + * The verbose casting is generated by BF16Promote for multiple + * bf16 Ops in a row. e.g.: + * X[i] + Y[i] + T[i] => + * bf16((float32(bf16((float32(X[i]) + float32(Y[i])))) + float32(T[i]))) + * After this pass: + * bf16(float32(X[i]) + float32(Y[i]) + float32(T[i])) + */ +class BF16CastEliminationRewriter : public StmtExprMutator { + public: + BF16CastEliminationRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->dtype.is_float() && op->dtype.bits() == 32) { + // if is cast_to_fp32, check if op->value is cast_to_fp16 + // and op->value->value is a float32 + if (auto innercast = op_val.as<CastNode>()) { + if (innercast->dtype.is_bfloat16() && innercast->value->dtype.is_float() && + innercast->value->dtype.bits() == 32) { + return innercast->value; + } + } + } + if (op->value.same_as(op_val)) return GetRef<PrimExpr>(op); + return CastNode::make(op->dtype, op_val); + } +}; + +// implementation from +// https://github.com/pytorch/pytorch/blob/master/c10/util/BFloat16.h +inline uint16_t round_to_nearest_even(float src) { + if (std::isnan(src)) { + return UINT16_C(0x7FC0); + } else { + union { + uint32_t U32; + float F32; + }; + + F32 = src; + uint32_t rounding_bias = ((U32 >> 16) & 1) + UINT32_C(0x7FFF); + return static_cast<uint16_t>((U32 + rounding_bias) >> 16); + } +} + +/* + * Lower the bf16 type to int16 + * Lower cast between bf16 and fp32 + * Lower bf16 FloatImm to int16 + */ +class BF16LowerRewriter : StmtExprMutator { + public: + BF16LowerRewriter() {} + + std::unordered_map<const BufferNode*, Buffer> buffer_remap; + std::unordered_map<const VarNode*, Var> var_remap; + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->value->dtype.is_bfloat16()) { + // if is cast_from_bf16, check if is to fp32 + CHECK(op->dtype.is_float() && op->dtype.bits() == 32); + auto uint32_dtype = DataType(kDLUInt, 32, op_val->dtype.lanes()); + auto uint32_v = CastNode::make(uint32_dtype, op_val); + return CallNode::make(op->dtype, CallNode::reinterpret, {uint32_v << 16}, Review comment: add a note for future update in endian invariant like https://github.com/apache/incubator-tvm/blob/95b3ad971dfed6aa4e9f18d4f43c846806fd5292/src/runtime/stackvm/stackvm.cc#L211 ########## File path: src/tir/transforms/bf16_legalize.cc ########## @@ -0,0 +1,384 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ + +/*! + * \file bf16_legalize.cc + * \brief legalize bf16 type by adding cast_to_fp32 + */ + +#include <tvm/runtime/registry.h> +#include <tvm/tir/op.h> +#include <tvm/tir/transform.h> + +#include <cmath> +#include <tuple> + +#include "../../arith/ir_mutator_with_analyzer.h" +#include "../../arith/ir_visitor_with_analyzer.h" + +namespace tvm { +namespace tir { + +using arith::Analyzer; +using arith::IRMutatorWithAnalyzer; + +class BF16PromoteRewriter : public StmtExprMutator { + public: + BF16PromoteRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + std::tuple<PrimExpr, PrimExpr> DoCast(PrimExpr orig_a, PrimExpr orig_b, bool* is_bfloat16) { + auto a = this->VisitExpr(orig_a); + auto b = this->VisitExpr(orig_b); + *is_bfloat16 = false; + if (a->dtype.is_bfloat16()) { + CHECK(b->dtype.is_bfloat16()); + *is_bfloat16 = true; + } else if (b->dtype.is_bfloat16()) { + CHECK(a->dtype.is_bfloat16()); + *is_bfloat16 = true; + } + + if (*is_bfloat16) { + DataType fp32ty(kDLFloat, 32, 1); + a = CastNode::make(fp32ty, a); + b = CastNode::make(fp32ty, b); + } + return std::make_tuple(a, b); + } + + PrimExpr VisitExpr_(const AddNode* op) final; + PrimExpr VisitExpr_(const SubNode* op) final; + PrimExpr VisitExpr_(const MulNode* op) final; + PrimExpr VisitExpr_(const DivNode* op) final; + PrimExpr VisitExpr_(const MinNode* op) final; + PrimExpr VisitExpr_(const MaxNode* op) final; + PrimExpr VisitExpr_(const LTNode* op) final; + PrimExpr VisitExpr_(const LENode* op) final; + PrimExpr VisitExpr_(const GTNode* op) final; + PrimExpr VisitExpr_(const GENode* op) final; +}; + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + if (!is_bfloat16) \ + return ret; \ + else \ + return CastNode::make(DataType(kTVMBFloat, 16, 1), ret); \ + } \ + } + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + return ret; \ + } \ + } + +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(AddNode, operator+) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(SubNode, operator-) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MulNode, operator*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(DivNode, div) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MinNode, min) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MaxNode, max) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LTNode, operator<) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LENode, operator<=) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GTNode, operator>) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GENode, operator>=) // NOLINT(*) + +/* + * Eliminate verbose casting between fp32 and bf16 + * Checks if the AST has the pattern: + * castto32(castto16(some_fp32_op(...))) + * The verbose casting is generated by BF16Promote for multiple + * bf16 Ops in a row. e.g.: + * X[i] + Y[i] + T[i] => + * bf16((float32(bf16((float32(X[i]) + float32(Y[i])))) + float32(T[i]))) + * After this pass: + * bf16(float32(X[i]) + float32(Y[i]) + float32(T[i])) + */ +class BF16CastEliminationRewriter : public StmtExprMutator { + public: + BF16CastEliminationRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->dtype.is_float() && op->dtype.bits() == 32) { + // if is cast_to_fp32, check if op->value is cast_to_fp16 + // and op->value->value is a float32 + if (auto innercast = op_val.as<CastNode>()) { + if (innercast->dtype.is_bfloat16() && innercast->value->dtype.is_float() && + innercast->value->dtype.bits() == 32) { + return innercast->value; + } + } + } + if (op->value.same_as(op_val)) return GetRef<PrimExpr>(op); + return CastNode::make(op->dtype, op_val); + } +}; + +// implementation from +// https://github.com/pytorch/pytorch/blob/master/c10/util/BFloat16.h +inline uint16_t round_to_nearest_even(float src) { + if (std::isnan(src)) { + return UINT16_C(0x7FC0); + } else { + union { + uint32_t U32; + float F32; + }; + + F32 = src; + uint32_t rounding_bias = ((U32 >> 16) & 1) + UINT32_C(0x7FFF); + return static_cast<uint16_t>((U32 + rounding_bias) >> 16); + } +} + +/* + * Lower the bf16 type to int16 + * Lower cast between bf16 and fp32 + * Lower bf16 FloatImm to int16 + */ +class BF16LowerRewriter : StmtExprMutator { + public: + BF16LowerRewriter() {} + + std::unordered_map<const BufferNode*, Buffer> buffer_remap; + std::unordered_map<const VarNode*, Var> var_remap; + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->value->dtype.is_bfloat16()) { + // if is cast_from_bf16, check if is to fp32 + CHECK(op->dtype.is_float() && op->dtype.bits() == 32); + auto uint32_dtype = DataType(kDLUInt, 32, op_val->dtype.lanes()); + auto uint32_v = CastNode::make(uint32_dtype, op_val); + return CallNode::make(op->dtype, CallNode::reinterpret, {uint32_v << 16}, + CallNode::PureIntrinsic); + + } else if (op->dtype.is_bfloat16()) { + // if is cast_to_bf16, check if op->value is fp32 + CHECK(op->value->dtype.is_float() && op->value->dtype.bits() == 32); + auto uint32_dtype = DataType(kDLUInt, 32, op_val->dtype.lanes()); + auto uint32_v = + CallNode::make(uint32_dtype, CallNode::reinterpret, {op_val}, CallNode::PureIntrinsic); + auto uint16_dtype = DataType(kDLUInt, 16, op_val->dtype.lanes()); + // uint32_t rounding_bias = ((U32 >> 16) & 1) + UINT32_C(0x7FFF); Review comment: clean up ########## File path: src/tir/transforms/bf16_legalize.cc ########## @@ -0,0 +1,384 @@ +/* + * Licensed to the Apache Software Foundation (ASF) under one + * or more contributor license agreements. See the NOTICE file + * distributed with this work for additional information + * regarding copyright ownership. The ASF licenses this file + * to you under the Apache License, Version 2.0 (the + * "License"); you may not use this file except in compliance + * with the License. You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, + * software distributed under the License is distributed on an + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + * KIND, either express or implied. See the License for the + * specific language governing permissions and limitations + * under the License. + */ + +/*! + * \file bf16_legalize.cc + * \brief legalize bf16 type by adding cast_to_fp32 + */ + +#include <tvm/runtime/registry.h> +#include <tvm/tir/op.h> +#include <tvm/tir/transform.h> + +#include <cmath> +#include <tuple> + +#include "../../arith/ir_mutator_with_analyzer.h" +#include "../../arith/ir_visitor_with_analyzer.h" + +namespace tvm { +namespace tir { + +using arith::Analyzer; +using arith::IRMutatorWithAnalyzer; + +class BF16PromoteRewriter : public StmtExprMutator { + public: + BF16PromoteRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + std::tuple<PrimExpr, PrimExpr> DoCast(PrimExpr orig_a, PrimExpr orig_b, bool* is_bfloat16) { + auto a = this->VisitExpr(orig_a); + auto b = this->VisitExpr(orig_b); + *is_bfloat16 = false; + if (a->dtype.is_bfloat16()) { + CHECK(b->dtype.is_bfloat16()); + *is_bfloat16 = true; + } else if (b->dtype.is_bfloat16()) { + CHECK(a->dtype.is_bfloat16()); + *is_bfloat16 = true; + } + + if (*is_bfloat16) { + DataType fp32ty(kDLFloat, 32, 1); + a = CastNode::make(fp32ty, a); + b = CastNode::make(fp32ty, b); + } + return std::make_tuple(a, b); + } + + PrimExpr VisitExpr_(const AddNode* op) final; + PrimExpr VisitExpr_(const SubNode* op) final; + PrimExpr VisitExpr_(const MulNode* op) final; + PrimExpr VisitExpr_(const DivNode* op) final; + PrimExpr VisitExpr_(const MinNode* op) final; + PrimExpr VisitExpr_(const MaxNode* op) final; + PrimExpr VisitExpr_(const LTNode* op) final; + PrimExpr VisitExpr_(const LENode* op) final; + PrimExpr VisitExpr_(const GTNode* op) final; + PrimExpr VisitExpr_(const GENode* op) final; +}; + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + if (!is_bfloat16) \ + return ret; \ + else \ + return CastNode::make(DataType(kTVMBFloat, 16, 1), ret); \ + } \ + } + +#define DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(OP, FUNC) \ + PrimExpr BF16PromoteRewriter::VisitExpr_(const OP* op) { \ + PrimExpr a, b; \ + bool is_bfloat16; \ + std::tie(a, b) = DoCast(op->a, op->b, &is_bfloat16); \ + if (a.same_as(op->a) && b.same_as(op->b)) { \ + return GetRef<PrimExpr>(op); \ + } else { \ + auto ret = FUNC(a, b); \ + return ret; \ + } \ + } + +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(AddNode, operator+) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(SubNode, operator-) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MulNode, operator*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(DivNode, div) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MinNode, min) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH(MaxNode, max) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LTNode, operator<) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(LENode, operator<=) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GTNode, operator>) // NOLINT(*) +DEFINE_BIOP_EXPR_MUTATE_WITH_TYPE_MATCH_NO_CAST(GENode, operator>=) // NOLINT(*) + +/* + * Eliminate verbose casting between fp32 and bf16 + * Checks if the AST has the pattern: + * castto32(castto16(some_fp32_op(...))) + * The verbose casting is generated by BF16Promote for multiple + * bf16 Ops in a row. e.g.: + * X[i] + Y[i] + T[i] => + * bf16((float32(bf16((float32(X[i]) + float32(Y[i])))) + float32(T[i]))) + * After this pass: + * bf16(float32(X[i]) + float32(Y[i]) + float32(T[i])) + */ +class BF16CastEliminationRewriter : public StmtExprMutator { + public: + BF16CastEliminationRewriter() {} + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->dtype.is_float() && op->dtype.bits() == 32) { + // if is cast_to_fp32, check if op->value is cast_to_fp16 + // and op->value->value is a float32 + if (auto innercast = op_val.as<CastNode>()) { + if (innercast->dtype.is_bfloat16() && innercast->value->dtype.is_float() && + innercast->value->dtype.bits() == 32) { + return innercast->value; + } + } + } + if (op->value.same_as(op_val)) return GetRef<PrimExpr>(op); + return CastNode::make(op->dtype, op_val); + } +}; + +// implementation from +// https://github.com/pytorch/pytorch/blob/master/c10/util/BFloat16.h +inline uint16_t round_to_nearest_even(float src) { + if (std::isnan(src)) { + return UINT16_C(0x7FC0); + } else { + union { + uint32_t U32; + float F32; + }; + + F32 = src; + uint32_t rounding_bias = ((U32 >> 16) & 1) + UINT32_C(0x7FFF); + return static_cast<uint16_t>((U32 + rounding_bias) >> 16); + } +} + +/* + * Lower the bf16 type to int16 + * Lower cast between bf16 and fp32 + * Lower bf16 FloatImm to int16 + */ +class BF16LowerRewriter : StmtExprMutator { + public: + BF16LowerRewriter() {} + + std::unordered_map<const BufferNode*, Buffer> buffer_remap; + std::unordered_map<const VarNode*, Var> var_remap; + + Stmt operator()(Stmt s) { return VisitStmt(s); } + + PrimExpr VisitExpr_(const CastNode* op) final { + auto op_val = StmtExprMutator::VisitExpr(op->value); + if (op->value->dtype.is_bfloat16()) { + // if is cast_from_bf16, check if is to fp32 + CHECK(op->dtype.is_float() && op->dtype.bits() == 32); + auto uint32_dtype = DataType(kDLUInt, 32, op_val->dtype.lanes()); + auto uint32_v = CastNode::make(uint32_dtype, op_val); + return CallNode::make(op->dtype, CallNode::reinterpret, {uint32_v << 16}, + CallNode::PureIntrinsic); + + } else if (op->dtype.is_bfloat16()) { + // if is cast_to_bf16, check if op->value is fp32 + CHECK(op->value->dtype.is_float() && op->value->dtype.bits() == 32); + auto uint32_dtype = DataType(kDLUInt, 32, op_val->dtype.lanes()); + auto uint32_v = + CallNode::make(uint32_dtype, CallNode::reinterpret, {op_val}, CallNode::PureIntrinsic); + auto uint16_dtype = DataType(kDLUInt, 16, op_val->dtype.lanes()); + // uint32_t rounding_bias = ((U32 >> 16) & 1) + UINT32_C(0x7FFF); + // return static_cast<uint16_t>((U32 + rounding_bias) >> 16); + auto rounding_bias = ((uint32_v >> 16) & 1) + make_const(uint16_dtype, 0x7FFF); + return CastNode::make(uint16_dtype, {(uint32_v + rounding_bias) >> 16}); Review comment: add a note for future update in endian invariant like https://github.com/apache/incubator-tvm/blob/95b3ad971dfed6aa4e9f18d4f43c846806fd5292/src/runtime/stackvm/stackvm.cc#L211 ---------------------------------------------------------------- This is an automated message from the Apache Git Service. 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