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}
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/******************************************************************************
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The MIT License(MIT)
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Embedded Template Library.
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https://github.com/ETLCPP/etl
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ERROR: type should be string, got "https://www.etlcpp.com\n" |
Copyright(c) 2021 Bo Rydberg
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files(the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and / or sell
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copies of the Software, and to permit persons to whom the Software is
|
furnished to do so, subject to the following conditions :
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The above copyright notice and this permission notice shall be included in all
|
copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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******************************************************************************/
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#include <etl/debug_count.h>
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#include <torch/csrc/jit/codegen/cuda/ir_utils.h>
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#include <torch/csrc/jit/codegen/cuda/iter_visitor.h>
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#include <torch/csrc/jit/codegen/cuda/lower2device.h>
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#include <torch/csrc/jit/codegen/cuda/root_domain_map.h>
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#include <torch/csrc/jit/codegen/cuda/lower_trivial_broadcast.h>
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namespace torch {
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namespace jit {
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namespace fuser {
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namespace cuda {
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void ConcretizedBroadcastDomains::build(Fusion* fusion) {
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// Initialize the origin map with input broadcast domains
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for (const auto fusion_input_tv :
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ir_utils::filterByType<TensorView>(fusion->inputs())) {
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for (auto root_id : fusion_input_tv->getRootDomain()) {
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if (root_id->isBroadcast()) {
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broadcast_origin_map_.emplace(
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root_id, std::unordered_set<IterDomain*>({root_id}));
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}
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}
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}
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traverse(fusion);
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}
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bool ConcretizedBroadcastDomains::isConcretized(IterDomain* id) const {
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auto it = concretized_domains_.find(id);
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return it != concretized_domains_.end();
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}
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void ConcretizedBroadcastDomains::handle(BroadcastOp* bop) {
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// Create a new entry for each of new broadcast domains
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auto out = bop->out()->as<TensorView>();
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for (const auto i : c10::irange(out->getRootDomain().size())) {
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if (bop->getBroadcastDimFlags().at(i)) {
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auto new_bcast_id = out->getRootDomain().at(i);
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broadcast_origin_map_.emplace(
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new_bcast_id, std::unordered_set<IterDomain*>({new_bcast_id}));
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}
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}
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}
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void ConcretizedBroadcastDomains::handle(Expr* expr) {
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IterVisitor::handle(expr);
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// Propagate broadcast origin info from producers to consumers
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for (auto producer : ir_utils::filterByType<TensorView>(expr->inputs())) {
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std::unordered_set<IterDomain*> producer_broadcasts;
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// This assumes there's no merged broadcast axes between root and rfactor
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// domains which is not possible at the moment. If this assumption is ever
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// invalidated we would need to manaually propagate root IDs to rfactor IDs.
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for (auto producer_id : producer->getMaybeRFactorDomain()) {
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if (producer_id->isBroadcast()) {
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producer_broadcasts.insert(producer_id);
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}
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}
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if (producer_broadcasts.empty()) {
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continue;
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}
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for (auto consumer : ir_utils::filterByType<TensorView>(expr->outputs())) {
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auto p2c_map =
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PairwiseRootDomainMap(producer, consumer)
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.mapProducerToConsumer(
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producer->domain(), consumer->domain(), producer_broadcasts);
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