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@ -17,6 +17,7 @@
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#include "graph/utils/node_utils.h"
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#include "graph/utils/tensor_utils.h"
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#include "graph/debug/ge_attr_define.h"
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namespace ge {
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const size_t kTwoInputNodesSize = 2;
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@ -32,53 +33,110 @@ Status MarkAgnosticPass::Run(ComputeGraphPtr graph) {
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GELOGD("Op: %s, Index:0,has no input", node->GetName().c_str());
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continue;
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}
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AttrUtils::SetInt(op_tensor, "_format_continuous", 1);
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AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
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AttrUtils::SetListInt(node->GetOpDesc(), "_format_agnostic_except_input", std::vector<int64_t>({1}));
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AttrUtils::SetInt(op_tensor, ATTR_NAME_FORMAT_CONTINUOUS, 1);
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AttrUtils::SetInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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AttrUtils::SetListInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC_EXCEPT_INPUT, std::vector<int64_t>({1}));
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continue;
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}
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if (node_type == IDENTITY) {
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GELOGD("Mark format agnostic for identity node %s", node->GetName().c_str());
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AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
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AttrUtils::SetInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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continue;
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}
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if (node_type == REFMERGE || node_type == REFSWITCH) {
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GELOGD("Mark format agnostic for regmerge and refswitch node %s", node->GetName().c_str());
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AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
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AttrUtils::SetListInt(node->GetOpDesc(), "_format_agnostic_except_input", std::vector<int64_t>({1}));
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AttrUtils::SetInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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AttrUtils::SetListInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC_EXCEPT_INPUT, std::vector<int64_t>({1}));
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continue;
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}
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if (node_type == MERGE) {
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GELOGD("Mark format agnostic and continuous for merge node %s", node->GetName().c_str());
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const auto &input_nodes = node->GetInAllNodes();
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/// Enter-----------+
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/// +-> Merge
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/// NextIteration---+
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if (input_nodes.size() == kTwoInputNodesSize) {
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if (input_nodes.at(0)->GetType() == ENTER && input_nodes.at(1)->GetType() == NEXTITERATION) {
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continue;
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}
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}
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const OpDescPtr op_desc = node->GetOpDesc();
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const GeTensorDescPtr op_tensor = op_desc->MutableOutputDesc(0);
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if (op_tensor == nullptr) {
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GELOGD("Op: %s, Index:0,has no output", node->GetName().c_str());
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continue;
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}
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AttrUtils::SetInt(op_tensor, "_format_continuous", 1);
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// Merge----------->NetOutput only set format_cofntinuous attr
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const auto &output_nodes = node->GetOutAllNodes();
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if (output_nodes.size() > 0) {
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// Always set continuous attr for merge output 0
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GE_CHK_STATUS_RET(SetContinuousAttr(node, {0}));
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// Merge-->NetOutput only set merge output 0's continuous attr
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const auto &output_nodes = node->GetOutDataNodes();
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if (!output_nodes.empty()) {
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if (output_nodes.at(0)->GetType() == NETOUTPUT) {
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continue;
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}
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}
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AttrUtils::SetInt(node->GetOpDesc(), "_format_agnostic", 1);
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AttrUtils::SetListInt(node->GetOpDesc(), "_format_agnostic_except_output", std::vector<int64_t>({1}));
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// Set format agnostic attr for merge in and out tensordesc
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AttrUtils::SetInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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AttrUtils::SetListInt(node->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC_EXCEPT_OUTPUT, std::vector<int64_t>({1}));
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// Set attr for enter and nextiteration
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if (HandWhileLoop(node) != SUCCESS) {
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GELOGE(FAILED, "Node: %s type merge handle while loop failed", node->GetName().c_str());
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return FAILED;
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}
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continue;
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}
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}
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return SUCCESS;
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}
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bool MarkAgnosticPass::IsWhileLoop(const NodePtr &merge_node, NodePtr &enter, NodePtr &next) {
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auto node_type = NodeUtils::GetNodeType(*merge_node);
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if (node_type != MERGE) {
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GELOGW("Node %s type %s is not merge op.", merge_node->GetName().c_str(), node_type.c_str());
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return false;
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}
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/// Enter-----------+
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/// +-> Merge
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/// NextIteration---+
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auto input_nodes = merge_node->GetInDataNodes();
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if (input_nodes.size() != kTwoInputNodesSize) {
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GELOGD("Node %s type %s with [data input size[%zu]] is not enter-merge-nextiteration target.",
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merge_node->GetName().c_str(), node_type.c_str(), input_nodes.size());
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return false;
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}
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auto in_node0 = input_nodes.at(0);
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auto in_node1 = input_nodes.at(1);
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auto in_type0 = NodeUtils::GetNodeType(in_node0);
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auto in_type1 = NodeUtils::GetNodeType(in_node1);
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if ((in_type0 != ENTER || in_type1 != NEXTITERATION) && (in_type0 != NEXTITERATION || in_type1 != ENTER)) {
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GELOGD("Node %s type %s with [data input0's type %s input1's type %s] is not enter-merge-nextiteration target.",
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merge_node->GetName().c_str(), node_type.c_str(), in_type0.c_str(), in_type1.c_str());
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return false;
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}
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enter = in_node0;
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next = in_node1;
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return true;
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}
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Status MarkAgnosticPass::HandWhileLoop(const NodePtr &node) {
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NodePtr enter = nullptr;
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NodePtr next = nullptr;
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if (!IsWhileLoop(node, enter, next)) {
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return SUCCESS;
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}
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GE_CHECK_NOTNULL(enter);
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GE_CHECK_NOTNULL(next);
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// Set continuous attr
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GE_CHK_STATUS_RET(SetContinuousAttr(enter, {0}));
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GE_CHK_STATUS_RET(SetContinuousAttr(next, {0}));
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// Set format agnostic attr
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(void)AttrUtils::SetInt(enter->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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(void)AttrUtils::SetInt(next->GetOpDesc(), ATTR_NAME_FORMAT_AGNOSTIC, 1);
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return SUCCESS;
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}
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Status MarkAgnosticPass::SetContinuousAttr(const NodePtr &node, const std::vector<uint32_t> &indexes) {
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auto op_desc = node->GetOpDesc();
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GE_CHECK_NOTNULL(op_desc);
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// This flag is for fe performance optimization
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(void)AttrUtils::SetBool(op_desc, ATTR_NAME_REFRESH_CONTINUOUS_FLAG, true);
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for (auto index : indexes) {
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auto out = op_desc->MutableOutputDesc(index);
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GE_CHECK_NOTNULL(out);
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// This attr is for out's dtype and format continuous with it's peer input
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(void)AttrUtils::SetInt(out, ATTR_NAME_FORMAT_CONTINUOUS, 1);
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}
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return SUCCESS;
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}
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} // namespace ge
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