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/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* Licensed 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.
*/
#include "subgraph_const_migration_pass.h"
#include "graph/utils/node_utils.h"
#include "ge_local_engine/engine/host_cpu_engine.h"
#include "graph/passes/folding_pass.h"
namespace ge {
constexpr uint32_t kDataOutIndex = 0;
constexpr uint32_t kCaseInputBase = 1;
constexpr uint32_t kInvalidParent = 0x7fffffffU;
bool IsSameOpNode(const NodePtr &src_node, const NodePtr &dst_node) {
if ((src_node == nullptr) && (dst_node == nullptr)) {
return true;
}
if ((src_node == nullptr) || (dst_node == nullptr)) {
return false;
}
if (src_node->GetType() != dst_node->GetType()) {
return false;
}
if ((src_node->GetInControlNodes().size() != dst_node->GetInControlNodes().size()) ||
(src_node->GetOutDataNodesSize() != dst_node->GetOutDataNodesSize())) {
return false;
}
set<uint32_t> related_parent;
const auto in_nodes = src_node->GetInControlNodes();
for (uint32_t i = 0; i < in_nodes.size(); ++i) {
const auto owner_node = in_nodes.at(i);
uint32_t parent_index = 0;
if (!AttrUtils::GetInt(owner_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
return false;
}
related_parent.insert(parent_index);
}
for (const auto &in_node : dst_node->GetInControlNodes()) {
uint32_t parent_index = 0;
if (!AttrUtils::GetInt(in_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
return false;
}
if (related_parent.count(parent_index) == 0) {
return false;
}
}
return true;
}
/***********************************************************************************************************************
+-----------+
| Data |
+-----------+
|
|
+-----------+
| Cast |
+-----------+
|
|
+-----------+ +-----------+ +-----------+
| TransData | | Data | | Data |
+-----------+ +-----------+ +-----------+
\ | /
\ | /
\ | /
\ | /
+-----------+ +-----------+ +-----------+ +-----------+ +-----------+ +-----------+ +-----------+
| Data | | Data | | Data | | Data | | Data | | Data | | Conv2D |
+-----------+ +-----------+ +-----------+ +-----------+ +-----------+ +-----------+ +-----------+
\ \ | / / | |
\ \ | / / | |
\ \ | / / | |
\ \ | / / | |
\ +-----------+ / | +-----------+
+---------------| Const |----------------+ | | Pooling |
+-----------+ | +-----------+
\ | /
\ | /
\ +-----------+ /
+-----------------------------------| Conv2D |------+
+-----------+
|
|
+-----------+
| Node |
+-----------+
***********************************************************************************************************************/
Status SubgraphConstMigrationPass::Run(ComputeGraphPtr graph) {
GE_CHECK_NOTNULL(graph);
if (graph->GetParentGraph() != nullptr) {
GELOGD("Subgraph %s skip the SubgraphConstMigrationPass", graph->GetName().c_str());
return SUCCESS;
}
GELOGD("Begin to run Subgraph Const Migration on graph: %s", graph->GetName().c_str());
for (const auto &node : graph->GetDirectNode()) {
if (node->GetType() != CASE) {
continue;
}
const auto &func_desc = node->GetOpDesc();
if (!func_desc->HasAttr(ATTR_NAME_BATCH_NUM)) {
GELOGD("Not multi-batch, Skip Case: %s", node->GetName().c_str());
continue;
}
do {
migration_append_ = false;
map<ComputeGraphPtr, map<uint32_t, NodePtr>> graph_datas;
if (ClassifyDataNodes(graph, func_desc, graph_datas) != SUCCESS) {
return FAILED;
}
if (graph_datas.empty()) {
GELOGW("Graph: %s subgraph is empty", graph->GetName().c_str());
break;
}
// {subgraph0, {{1, Data}, {2, Data}, {3, Data}, {4, Data}, ..., {n, Data}}}
// {subgraph1, {{1, Data}, {2, Data}, {3, Data}, {4, Data}, ..., {n, Data}}}
// {subgraph2, {{1, Data}, {2, Data}, {3, Data}, {4, Data}, ..., {n, Data}}}
const auto base_nodes = graph_datas.begin()->second; // Need copy.
for (const auto &node_item : base_nodes) {
if (GraphNodeMigration(graph, node, graph_datas, node_item.second, node_item.first) != SUCCESS) {
return FAILED;
}
}
} while (migration_append_);
}
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Get all Data nodes for all subgraph.
/// @param [in] graph: Root compute graph.
/// @param [in] func_desc: functional OpDesc of Case.
/// @param [out] graph_datas: Data groups of subgraph.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::ClassifyDataNodes(const ComputeGraphPtr &graph, const OpDescPtr &func_desc,
map<ComputeGraphPtr, map<uint32_t, NodePtr>> &graph_datas) {
for (const auto &name : func_desc->GetSubgraphInstanceNames()) {
const auto &subgraph = graph->GetSubgraph(name);
if (subgraph == nullptr) {
GELOGE(GE_GRAPH_EMPTY_SUBGRAPH, "Subgraph not found, name: %s", name.c_str());
return GE_GRAPH_EMPTY_SUBGRAPH;
}
auto &data_nodes = graph_datas[subgraph];
for (auto &data : subgraph->GetDirectNode()) {
if (data->GetType() != DATA) {
continue;
}
uint32_t parent_index = 0;
if (!AttrUtils::GetInt(data->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
GELOGE(FAILED, "Parent index not found, name: %s", data->GetName().c_str());
return FAILED;
}
data_nodes[parent_index] = data;
GELOGD("%s, Parent index: %u, Data: %s", subgraph->GetName().c_str(), parent_index, data->GetName().c_str());
}
}
auto iter = graph_datas.begin();
if (iter == graph_datas.end()) {
return SUCCESS;
}
for (const auto &data_nodes : graph_datas) {
if (data_nodes.second.size() != iter->second.size()) {
GELOGE(FAILED, "Subgraph %s has invalid Data nodes[%zu != %zu]",
data_nodes.first->GetName().c_str(), data_nodes.second.size(), iter->second.size());
return FAILED;
}
}
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Get all Data nodes for all subgraph.
/// @param [in] node: Const node of subgraph.
/// @param [out] inputs: parent index to Const.
/// @param [out] outputs: Data groups of subgraph.
/// @return true: SUCCESS / false: FAILED
///
bool SubgraphConstMigrationPass::GetAssociatedNodes(const NodePtr &node, map<uint32_t, uint32_t> &inputs,
map<uint32_t, uint32_t> &outputs) {
for (uint32_t i = 0; i < node->GetAllOutDataAnchorsSize(); ++i) {
outputs[i] = kInvalidParent;
}
uint32_t out_index = 0;
const auto in_nodes = node->GetInAllNodes();
for (size_t i = 0; i < in_nodes.size(); ++i) {
const auto owner_node = in_nodes.at(i);
if (owner_node->GetType() != DATA) {
return false;
}
uint32_t parent_index = 0;
if (!AttrUtils::GetInt(owner_node->GetOpDesc(), ATTR_NAME_PARENT_NODE_INDEX, parent_index)) {
return false;
}
// Input Data feed other Node, need add new Data.
inputs[i] = parent_index;
if ((out_index == outputs.size()) && owner_node->GetOutDataNodes().empty()) {
outputs[out_index] = parent_index;
++out_index;
}
}
return true;
}
///
/// @ingroup ge
/// @brief Get all Data nodes for all subgraph.
/// @param [in] graph_nodes: Data groups of subgraph.
/// @param [in] data_base: Data Node for migration.
/// @param [in] data_idx: Data groups of subgraph.
/// @param [in] data_idx: Data groups of subgraph.
/// @return true: Same / false: not same
///
bool SubgraphConstMigrationPass::IsParallelNodeSame(const map<ComputeGraphPtr, map<uint32_t, NodePtr>> &graph_datas,
const NodePtr &const_node, uint32_t parent_index, size_t index) {
auto it = graph_datas.begin();
for (++it; it != graph_datas.end(); ++it) {
const auto &data_nodes = it->second;
auto data_it = data_nodes.find(parent_index);
if (data_it == data_nodes.end()) {
GELOGE(FAILED, "Data: %s not fount, index: %u", const_node->GetName().c_str(), parent_index);
return false;
}
const auto &work_data = data_it->second;
const auto &out_anchor = work_data->GetOutControlAnchor();
const auto &in_anchors = out_anchor->GetPeerInControlAnchors();
if (in_anchors.size() <= index || in_anchors.at(index) == nullptr) {
GELOGW("Node anchors not same, Data: %s -> %s anchor size: %zu, index: %zu",
work_data->GetName().c_str(), const_node->GetName().c_str(), in_anchors.size(), index);
return false;
}
const auto &in_anchor = in_anchors.at(index);
const auto &work_node = in_anchor->GetOwnerNode();
if (work_node == nullptr) {
GELOGE(FAILED, "Data: %s not found, parent: %u, index: %zu", const_node->GetName().c_str(), parent_index, index);
return false;
}
if (!IsSameOpNode(const_node, work_node)) {
GELOGI("OpDesc not same: %s %s, parent: %u, index: %zu",
const_node->GetName().c_str(), work_node->GetName().c_str(), parent_index, index);
return false;
}
}
return true;
}
///
/// @ingroup ge
/// @brief Migration subgraph Node to Root
/// @param [in] graph: Root compute graph.
/// @param [in] func_node: functional Node of Case.
/// @param [in] graph_nodes: Data groups of subgraph.
/// @param [in] data_base: Data Node for migration.
/// @param [in] data_idx: Data groups of subgraph.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::GraphNodeMigration(const ComputeGraphPtr &graph, const NodePtr &func_node,
map<ComputeGraphPtr, map<uint32_t, NodePtr>> &graph_datas,
const NodePtr &data_node, uint32_t parent_index) {
bool can_extrapolation = false;
do {
can_extrapolation = false;
const auto &out_anchor = data_node->GetOutControlAnchor();
const auto &in_anchors = out_anchor->GetPeerInControlAnchors();
for (size_t i = in_anchors.size(); i > 0; --i) {
const auto &in_anchor = in_anchors.at(i - 1);
const auto &work_node = in_anchor->GetOwnerNode();
GELOGD("Data: %s, node: %s, parent: %u, index: %zu",
data_node->GetName().c_str(), work_node->GetName().c_str(), parent_index, i);
if (work_node->GetType() != CONSTANT) {
continue;
}
// Get associated Data, if Data feed other nodes, need append new Data.
map<uint32_t, uint32_t> inputs;
map<uint32_t, uint32_t> outputs;
if (!GetAssociatedNodes(work_node, inputs, outputs)) {
continue;
}
if (!IsParallelNodeSame(graph_datas, work_node, parent_index, i - 1)) {
continue;
}
GELOGI("Move node: %s, parent: %u, index: %zu", work_node->GetName().c_str(), parent_index, i);
if (AppendParallelNode(graph_datas, func_node, outputs) != SUCCESS) {
return FAILED;
}
if (MoveNodeToParent(graph, func_node, graph_datas, parent_index, i - 1, inputs, outputs) != SUCCESS) {
return FAILED;
}
can_extrapolation = true;
break;
}
} while (can_extrapolation);
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Append Input Tensor for functional node.
/// @param [in] graph_nodes: Data groups of subgraph.
/// @param [in] func_node: functional Node of Case.
/// @param [in] outputs: Parent index of Node output.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::AppendParallelNode(map<ComputeGraphPtr, map<uint32_t, NodePtr>> &graph_datas,
const NodePtr &func_node, map<uint32_t, uint32_t> &outputs) {
// If outputs index invalid, add Data and Input Tensor.
for (auto &item : outputs) {
if (item.second != kInvalidParent) {
continue;
}
// Add Data to subgraph.
map<ComputeGraphPtr, uint32_t> append_num;
for (auto &groups : graph_datas) {
const auto &subgraph = groups.first;
auto &data_nodes = groups.second;
item.second = func_node->GetAllInDataAnchorsSize() + append_num[subgraph]; // Update to valid parent index.
const auto data_name = subgraph->GetName() + "_data_" + std::to_string(item.second);
OpDescBuilder op_builder(data_name, DATA);
const OpDescPtr op_desc = op_builder.AddInput("x").AddOutput("y").Build();
if (op_desc == nullptr) {
GELOGE(OUT_OF_MEMORY, "Create multi-batch subgraph data desc failed");
return OUT_OF_MEMORY;
}
uint32_t data_index = item.second - kCaseInputBase;
if (!AttrUtils::SetInt(op_desc, ATTR_NAME_INDEX, data_index)) {
GELOGE(FAILED, "Parent index not found, name: %s", op_desc->GetName().c_str());
return FAILED;
}
if (!AttrUtils::SetInt(op_desc, ATTR_NAME_PARENT_NODE_INDEX, item.second)) {
GELOGE(FAILED, "Parent index not found, name: %s", op_desc->GetName().c_str());
return FAILED;
}
append_num[subgraph]++;
data_nodes[item.second] = subgraph->AddNode(op_desc);
GELOGI("Add Node: %s, parent index: %u", op_desc->GetName().c_str(), item.second);
}
// Add InputTensor to functional Node.
NodeUtils::AppendInputAnchor(func_node, item.second + 1);
}
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Delete Node from all subgraph.
/// @param [in] graph_nodes: Data groups of subgraph.
/// @param [in] detach: Node will move to parent.
/// @param [in] outputs: Parent index of Node output.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::DetachParallelNode(const map<uint32_t, NodePtr> &graph_datas, const NodePtr &detach,
const map<uint32_t, uint32_t> &outputs) {
// Break Data and Move node.
const auto &in_anchor = detach->GetInControlAnchor();
const auto &out_anchors = in_anchor->GetPeerOutControlAnchors();
for (size_t i = out_anchors.size(); i > 0; --i) {
const auto &out_anchor = out_anchors.at(i - 1);
GE_CHK_GRAPH_STATUS_RET(GraphUtils::RemoveEdge(out_anchor, in_anchor), "Remove edge failed");
const auto &owner_node = out_anchor->GetOwnerNode();
GELOGI("Remove Edge: %s %s", owner_node->GetName().c_str(), detach->GetName().c_str());
}
// Break Move and follow, Link Data and follow.
for (uint32_t i = 0; i < detach->GetAllOutDataAnchorsSize(); ++i) {
auto it_idx = outputs.find(i);
if (it_idx == outputs.end()) {
GELOGE(FAILED, "Node: %s parent index %u not found", detach->GetName().c_str(), i);
return FAILED;
}
auto it_data = graph_datas.find(it_idx->second);
if (it_data == graph_datas.end()) {
GELOGE(FAILED, "Node: %s parent index %u not found", detach->GetName().c_str(), i);
return FAILED;
}
const auto &data_node = it_data->second;
const auto &out_anchor = detach->GetOutDataAnchor(i);
const auto &out_desc = detach->GetOpDesc()->GetOutputDesc(i);
const auto &data_desc = data_node->GetOpDesc();
(void)data_desc->UpdateInputDesc(kDataOutIndex, out_desc); // Set Data Input to new connect Node.
(void)data_desc->UpdateOutputDesc(kDataOutIndex, out_desc); // Set Data Output to new connect Node.
for (const auto &in_anchor : out_anchor->GetPeerInDataAnchors()) {
if (in_anchor == nullptr) {
continue;
}
GE_CHK_GRAPH_STATUS_RET(GraphUtils::RemoveEdge(out_anchor, in_anchor), "Remove edge failed");
const auto &owner_node = in_anchor->GetOwnerNode();
GELOGI("Remove Edge: %s %s", detach->GetName().c_str(), owner_node->GetName().c_str());
const auto &data_out_anchor = data_node->GetOutDataAnchor(kDataOutIndex);
GE_CHK_GRAPH_STATUS_RET(GraphUtils::AddEdge(data_out_anchor, in_anchor), "Add edge failed");
GELOGI("Add Edge: %s %s", data_node->GetName().c_str(), owner_node->GetName().c_str());
}
}
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Move Node to Parent Graph.
/// @param [in] graph: Parent compute graph.
/// @param [in] func_node: functional Node of Case.
/// @param [in] attach: Node will move to parent.
/// @param [in] inputs: Parent index of Node input.
/// @param [in] outputs: Parent index of Node output.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::AttachParallelNode(const ComputeGraphPtr &graph, const NodePtr &func_node,
const NodePtr &attach, const map<uint32_t, uint32_t> &inputs,
const map<uint32_t, uint32_t> &outputs) {
GE_CHECK_NOTNULL(attach);
for (const auto item : inputs) {
if (item.second == kInvalidParent) { // Not connect, Skip.
continue;
}
const auto &in_anchor = func_node->GetInDataAnchor(item.second);
const auto &out_anchor = in_anchor->GetPeerOutAnchor();
const auto &owner_node = out_anchor->GetOwnerNode();
const auto &in_control = attach->GetInControlAnchor();
GE_CHK_GRAPH_STATUS_RET(GraphUtils::AddEdge(owner_node->GetOutControlAnchor(), in_control), "Add edge failed");
GELOGI("Add Edge: %s %s", owner_node->GetName().c_str(), attach->GetName().c_str());
}
for (const auto &item : outputs) {
const auto &func_desc = func_node->GetOpDesc();
const auto &out_desc = attach->GetOpDesc()->GetOutputDesc(item.second);
(void)func_desc->UpdateInputDesc(item.second, out_desc); // Set Data Input to new connect Node.
const auto &in_anchor = func_node->GetInDataAnchor(item.second);
const auto &out_anchor = in_anchor->GetPeerOutAnchor();
if (out_anchor != nullptr) {
GE_CHK_GRAPH_STATUS_RET(GraphUtils::RemoveEdge(out_anchor, in_anchor), "Remove edge failed");
const auto &owner_node = out_anchor->GetOwnerNode();
GELOGI("Remove Edge: %s %s", owner_node->GetName().c_str(), func_node->GetName().c_str());
}
GE_CHK_GRAPH_STATUS_RET(GraphUtils::AddEdge(attach->GetOutDataAnchor(item.first), in_anchor), "Add edge failed");
GELOGI("Add Edge: %s %s", attach->GetName().c_str(), func_node->GetName().c_str());
}
(void)graph->AddNode(attach);
(void)attach->SetOwnerComputeGraph(graph);
GELOGI("Add Node: %s %s", graph->GetName().c_str(), attach->GetName().c_str());
return SUCCESS;
}
///
/// @ingroup ge
/// @brief Move node to Parent graph.
/// @param [in] graph: Root compute graph.
/// @param [in] func_node: functional Node of Case.
/// @param [in] graph_nodes: Data groups of subgraph.
/// @param [in] index: anchor index of move Node.
/// @param [in] inputs: Parent index of Node input.
/// @param [in] outputs: Parent index of Node output.
/// @return 0: SUCCESS / others: FAILED
///
Status SubgraphConstMigrationPass::MoveNodeToParent(const ComputeGraphPtr &graph, const NodePtr &func_node,
const map<ComputeGraphPtr, map<uint32_t, NodePtr>> &graph_datas,
uint32_t parent_index, uint32_t index,
const map<uint32_t, uint32_t> &inputs,
const map<uint32_t, uint32_t> &outputs) {
if (inputs.empty()) {
GELOGE(FAILED, "Graph: %s, inputs is empty", graph->GetName().c_str());
return FAILED;
}
NodePtr move_node;
for (auto &groups : graph_datas) {
const auto &subgraph = groups.first;
const auto &data_nodes = groups.second;
auto it = data_nodes.find(parent_index);
if (it == data_nodes.end()) {
GELOGE(FAILED, "Graph: %s, Data: %u node not found", subgraph->GetName().c_str(), parent_index);
return FAILED;
}
const auto &base_data = it->second;
const auto &out_anchor = base_data->GetOutControlAnchor();
const auto &in_anchors = out_anchor->GetPeerInControlAnchors();
if (in_anchors.size() <= index || in_anchors.at(index) == nullptr) {
GELOGE(FAILED, "Data: %s, anchor size: %zu, index: %u not found",
base_data->GetName().c_str(), in_anchors.size(), index);
return FAILED;
}
const auto &in_anchor = in_anchors.at(index);
move_node = in_anchor->GetOwnerNode();
if (move_node == nullptr) {
GELOGE(FAILED, "Data: %s not found, index: %u", base_data->GetName().c_str(), parent_index);
return FAILED;
}
if (DetachParallelNode(data_nodes, move_node, outputs) != SUCCESS) {
GELOGE(FAILED, "Data: %s not found, index: %u", base_data->GetName().c_str(), parent_index);
return FAILED;
}
GE_CHK_GRAPH_STATUS_RET(subgraph->RemoveNode(move_node), "Remove node failed");
GELOGI("Remove Node: %s %s", subgraph->GetName().c_str(), move_node->GetName().c_str());
}
if (AttachParallelNode(graph, func_node, move_node, inputs, outputs) != SUCCESS) {
return FAILED;
}
migration_append_ = true;
return SUCCESS;
}
} // namespace ge