Add API to get ep graph partitioning info by adrianlizarraga · Pull Request #26781 · microsoft/onnxruntime
alex-spacemit pushed a commit to spacemit-com/onnxruntime that referenced this pull request
Jan 20, 2026### Description
- Adds API functions to get information about the subgraphs/nodes
assigned to the EPs in the session.
- `Session_GetEpGraphAssignmentInfo`: Returns a list of "subgraphs",
each with information about the assigned EP and nodes.
- Note: App must enable session configuration
`"session.record_ep_graph_assignment_info"` to signal ORT to collect
this information. If not enabled, API returns empty results.
- `EpAssignedSubgraph_GetEpName`: Returns the name of the EP to which
the subgraph is assigned
- `EpAssignedSubgraph_GetNodes`: Returns a list of assigned nodes
- `EpAssignedNode_GetName`: Returns the assigned node's name
- `EpAssignedNode_GetDomain`: Returns the assigned node's domain
- `EpAssignedNode_GetOperatorType`: Returns the assigned node's operator
type
- Also adds C++ and Python bindings
#### Structure of returned information
The API returns a list of "subgraphs". Each subgraph has the following
information:
- Subgraph info:
- EP name: The name of the execution provider to which this subgraph is
assigned.
- nodes: Name and operator type of each node. Ex: `[{"multiply", "Mul"},
...]`
Python example program (taken from unit tests):
```python
def test_get_graph_provider_assignment_info(self):
"""
Tests querying for information about the nodes assigned to the CPU EP.
"""
# Create session options that enables recording EP graph partitioning info.
session_options = onnxrt.SessionOptions()
session_options.add_session_config_entry("session.record_ep_graph_assignment_info", "1")
session = onnxrt.InferenceSession(get_name("add_mul_add.onnx"), sess_options=session_options)
# Query session for information on each subgraph assigned to an EP.
ep_subgraphs = session.get_provider_graph_assignment_info()
# Check that all 3 nodes are assigned to CPU EP (each in its own subgraph)
self.assertEqual(len(ep_subgraphs), 3)
for ep_subgraph in ep_subgraphs:
self.assertEqual(ep_subgraph.ep_name, "CPUExecutionProvider")
self.assertEqual(len(ep_subgraph.get_nodes()), 1)
# Serialize each node to an identifier (concatenates operator type and node name)
node_ids: list[str] = [f"{n.op_type}/{n.name}" for s in ep_subgraphs for n in s.get_nodes()]
# Should have 1 Mul and 2 Adds.
self.assertEqual(len(node_ids), 3)
self.assertIn("Add/add_0", node_ids)
self.assertIn("Add/add_1", node_ids)
self.assertIn("Mul/mul_0", node_ids)
```
C++ program (taken from unit test):
```c++
// Check the ep graph partitioning (Mul on plugin EP, others on CPU EP).
// Model has 3 subgraphs (in no particular order):
// - Subgraph 1: Add assigned to CPU EP.
// - Subgraph 2: Mul assigned to plugin EP.
// - Subgraph 3: Add assigned to CPU EP.
std::vector<Ort::ConstEpAssignedSubgraph> ep_subgraphs = session.GetEpGraphAssignmentInfo();
ASSERT_EQ(ep_subgraphs.size(), 3);
for (Ort::ConstEpAssignedSubgraph ep_subgraph : ep_subgraphs) {
std::string ep_name = ep_subgraph.EpName();
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name || ep_name == kCpuExecutionProvider);
const std::vector<Ort::ConstEpAssignedNode> ep_nodes = ep_subgraph.GetNodes();
ASSERT_GE(ep_nodes.size(), 1); // All of these subgraphs just have one node.
if (ep_name == kCpuExecutionProvider) {
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Add");
ASSERT_TRUE(node_name == "add_0" || node_name == "add_1");
} else {
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name);
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Mul");
ASSERT_EQ(node_name, "mul_0");
}
}
```
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
---------
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
tianleiwu pushed a commit that referenced this pull request
Jan 21, 2026### Description
- Adds API functions to get information about the subgraphs/nodes
assigned to the EPs in the session.
- `Session_GetEpGraphAssignmentInfo`: Returns a list of "subgraphs",
each with information about the assigned EP and nodes.
- Note: App must enable session configuration
`"session.record_ep_graph_assignment_info"` to signal ORT to collect
this information. If not enabled, API returns empty results.
- `EpAssignedSubgraph_GetEpName`: Returns the name of the EP to which
the subgraph is assigned
- `EpAssignedSubgraph_GetNodes`: Returns a list of assigned nodes
- `EpAssignedNode_GetName`: Returns the assigned node's name
- `EpAssignedNode_GetDomain`: Returns the assigned node's domain
- `EpAssignedNode_GetOperatorType`: Returns the assigned node's operator
type
- Also adds C++ and Python bindings
#### Structure of returned information
The API returns a list of "subgraphs". Each subgraph has the following
information:
- Subgraph info:
- EP name: The name of the execution provider to which this subgraph is
assigned.
- nodes: Name and operator type of each node. Ex: `[{"multiply", "Mul"},
...]`
Python example program (taken from unit tests):
```python
def test_get_graph_provider_assignment_info(self):
"""
Tests querying for information about the nodes assigned to the CPU EP.
"""
# Create session options that enables recording EP graph partitioning info.
session_options = onnxrt.SessionOptions()
session_options.add_session_config_entry("session.record_ep_graph_assignment_info", "1")
session = onnxrt.InferenceSession(get_name("add_mul_add.onnx"), sess_options=session_options)
# Query session for information on each subgraph assigned to an EP.
ep_subgraphs = session.get_provider_graph_assignment_info()
# Check that all 3 nodes are assigned to CPU EP (each in its own subgraph)
self.assertEqual(len(ep_subgraphs), 3)
for ep_subgraph in ep_subgraphs:
self.assertEqual(ep_subgraph.ep_name, "CPUExecutionProvider")
self.assertEqual(len(ep_subgraph.get_nodes()), 1)
# Serialize each node to an identifier (concatenates operator type and node name)
node_ids: list[str] = [f"{n.op_type}/{n.name}" for s in ep_subgraphs for n in s.get_nodes()]
# Should have 1 Mul and 2 Adds.
self.assertEqual(len(node_ids), 3)
self.assertIn("Add/add_0", node_ids)
self.assertIn("Add/add_1", node_ids)
self.assertIn("Mul/mul_0", node_ids)
```
C++ program (taken from unit test):
```c++
// Check the ep graph partitioning (Mul on plugin EP, others on CPU EP).
// Model has 3 subgraphs (in no particular order):
// - Subgraph 1: Add assigned to CPU EP.
// - Subgraph 2: Mul assigned to plugin EP.
// - Subgraph 3: Add assigned to CPU EP.
std::vector<Ort::ConstEpAssignedSubgraph> ep_subgraphs = session.GetEpGraphAssignmentInfo();
ASSERT_EQ(ep_subgraphs.size(), 3);
for (Ort::ConstEpAssignedSubgraph ep_subgraph : ep_subgraphs) {
std::string ep_name = ep_subgraph.EpName();
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name || ep_name == kCpuExecutionProvider);
const std::vector<Ort::ConstEpAssignedNode> ep_nodes = ep_subgraph.GetNodes();
ASSERT_GE(ep_nodes.size(), 1); // All of these subgraphs just have one node.
if (ep_name == kCpuExecutionProvider) {
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Add");
ASSERT_TRUE(node_name == "add_0" || node_name == "add_1");
} else {
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name);
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Mul");
ASSERT_EQ(node_name, "mul_0");
}
}
```
### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
---------
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
(cherry picked from commit d8f0318)
This was referenced
Jan 21, 2026tianleiwu added a commit that referenced this pull request
Jan 23, 2026### Description This PR cherry-picks the following changes for the 1.24.0 release. ### Cherry-picked Commits | Commit | Commit Title | Author | |---|---|---| | 744e7fe | Add type definitions, registration, utilities for INT2/UINT2 support (#26824) | vraspar | | 530a1fb | [QNN EP] Add BFloat16 dtype support in QNN EP (#26987) | tirupath-qti | | 8e050d1 | Implement new experimental lookup-based matrix multiplication method(TMAC) (#26695) | vraspar | | 2d2ba6b | [MLAS/CPU EP] Improve performance of Silu activation path within the QuickGelu CPU kernel (#26753) | Hariharan Seshadri | | 1c02b79 | [QNN EP] Add support for handling 0-dimension for Concat Op (#27000) | Ashwath Shankarnarayan | | cc2b01b | Fix ClipQuantFusion crash when Clip has multiple input edges (#27016) | Edward Chen | | bbd3850 | [QNN EP] Support quantized BatchNorm with per-channel DQ params on QNN HTP (#26959) | qti-yuduo | | d8f0318 | Add API to get ep graph partitioning info (#26781) | Adrian Lizarraga | | b912b18 | [OVEP] OpenVINO EP Features and bug-fixes for ORT-1.24 - Follow up (#27007) | Preetha Veeramalai | | ba11af4 | [QNN-EP] Add MatMulNBits translation for GPU (#26340) | quic-tirupath | | c03c419 | [MLAS/NEON] Add dedicated kernel for depthwise convolution for ARM64 using NEON intrinsics (#26688) | Hariharan Seshadri | | e7dfd69 | [QNN-EP] Support alternate Layernorm fusion pattern in QNN preprocess (#26060) | qti-mattsinc | | 4013dc1 | Implement multithreading in qgemm_kleidi (#26301) | Melike Kaptan | | 9f06181 | [CXX] Enable users to specify custom OrtSyncStream via RunOptions (#26988) | Dmitri Smirnov | | cfccd64 | Added support for QMX kernels in MLAS (#26849) | qti-vaiskv | | 29d9b2f | Tweak external resource importer handle structs (#27040) | Scott McKay | | 9d108d0 | [QNN EP] Add QuickGELU operator support for QNN provider (#27034) | tirupath-qti | | b35688f | Add INT2 and UINT2 support for QDQ, transpose and cast ops (#27022) | vraspar | | 6d34aba | Introducing BF16 Pointwise NCHWc Convolution for Arm64 (#26838) | Rohanjames1997 | | 36017ad | [EP ABI] Add CreateCustomOpDomains() API for plugin EP to register custom ops (#27050) | Chi Lo | | 50a03e4 | Add a new pipeline for CUDA 13 nuget builds (#27023) | eserscor | | a0d4439 | [EP ABI] Update Graph_GetGraphView() implementation (#26711) | Chi Lo | | 34bb209 | [webgpu] Fix a bug for im2col (#27069) | Wenqin Yang | | 46e8d45 | [QNN EP] Add FusedMatMul operator support (#27044) | tirupath-qti | | 5e7e7a3 | Disable Float32_2Bits_Asymmetric_256x256 test (#27046) | vraspar | | 39f966e | Fix Doxygen documentation build error in onnxruntime_c_api.h (#27083) | Nick Eubanks | | 8a7a797 | Print tensor for new packed type of 2 bits (#27064) | Tianlei Wu | | 01f40e6 | Fix GPU JAR testing on Linux (#27011) | eserscor | | b6ed7f3 | Fix warning around ununsed code in QNN Android Emulator builds by clang (#27026) | Hariharan Seshadri | | d7daa45 | Raise the timeout for the ios simulator job (#27045) | Hariharan Seshadri | | 7e1d818 | upgrade emsdk to 4.0.23 (#27029) | Yulong Wang | | 347b990 | Fix failing mainline build on Arm64 linux (#27101) | Rohanjames1997 | | f481b17 | Add dedicated API to support extracting compatibility string from model metadata (#27015) | adrastogi | --------- Signed-off-by: Liqun Fu <liqun.fu@microsoft.com> Signed-off-by: bfilipek <bartlomiej.filipek@intel.com> Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Jonathan Clohessy <jonathan.clohessy@arm.com> Signed-off-by: Christian Bourjau <christian.bourjau@quantco.com> Signed-off-by: melkap01 <melike.kaptan@arm.com> Co-authored-by: vraspar <vrajang@outlook.com> Co-authored-by: tirupath-qti <tirupath@qti.qualcomm.com> Co-authored-by: Ashwath Shankarnarayan <ashwshan@qti.qualcomm.com> Co-authored-by: Liqun Fu <liqun.fu@microsoft.com> Co-authored-by: carzh <wolfivyaura@gmail.com> Co-authored-by: Hector Li <hecli@microsoft.com> Co-authored-by: carzh <carolinezhu@microsoft.com> Co-authored-by: Vrajang Parikh <vrparikh@microsoft.com> Co-authored-by: Hariharan Seshadri <shariharan91@gmail.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com> Co-authored-by: Yuduo Wu <yuduow@qti.qualcomm.com> Co-authored-by: Adrian Lizarraga <adlizarraga@microsoft.com> Co-authored-by: Preetha Veeramalai <preetha.veeramalai@intel.com> Co-authored-by: jatinwadhwa921 <110383850+jatinwadhwa921@users.noreply.github.com> Co-authored-by: jatinwadhwa921 <jatin.wadhwa@intel.com> Co-authored-by: saurabh <saurabh1.kale@intel.com> Co-authored-by: Ankit Maheshkar <ankit.maheshkar@intel.com> Co-authored-by: sfatimar <sahar.fatima@intel.com> Co-authored-by: Javier Martinez <javier.e.martinez@intel.com> Co-authored-by: Bartlomiej Filipek <bartlomiej.filipek@intel.com> Co-authored-by: bopeng1234 <bo.peng@intel.com> Co-authored-by: Eric Crawford <eric.r.crawford@intel.com> Co-authored-by: MayureshV1 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alex-spacemit pushed a commit to spacemit-com/onnxruntime that referenced this pull request
Jan 27, 2026- Adds API functions to get information about the subgraphs/nodes
assigned to the EPs in the session.
- `Session_GetEpGraphAssignmentInfo`: Returns a list of "subgraphs",
each with information about the assigned EP and nodes.
- Note: App must enable session configuration
`"session.record_ep_graph_assignment_info"` to signal ORT to collect
this information. If not enabled, API returns empty results.
- `EpAssignedSubgraph_GetEpName`: Returns the name of the EP to which
the subgraph is assigned
- `EpAssignedSubgraph_GetNodes`: Returns a list of assigned nodes
- `EpAssignedNode_GetName`: Returns the assigned node's name
- `EpAssignedNode_GetDomain`: Returns the assigned node's domain
- `EpAssignedNode_GetOperatorType`: Returns the assigned node's operator
type
- Also adds C++ and Python bindings
The API returns a list of "subgraphs". Each subgraph has the following
information:
- Subgraph info:
- EP name: The name of the execution provider to which this subgraph is
assigned.
- nodes: Name and operator type of each node. Ex: `[{"multiply", "Mul"},
...]`
Python example program (taken from unit tests):
```python
def test_get_graph_provider_assignment_info(self):
"""
Tests querying for information about the nodes assigned to the CPU EP.
"""
# Create session options that enables recording EP graph partitioning info.
session_options = onnxrt.SessionOptions()
session_options.add_session_config_entry("session.record_ep_graph_assignment_info", "1")
session = onnxrt.InferenceSession(get_name("add_mul_add.onnx"), sess_options=session_options)
# Query session for information on each subgraph assigned to an EP.
ep_subgraphs = session.get_provider_graph_assignment_info()
# Check that all 3 nodes are assigned to CPU EP (each in its own subgraph)
self.assertEqual(len(ep_subgraphs), 3)
for ep_subgraph in ep_subgraphs:
self.assertEqual(ep_subgraph.ep_name, "CPUExecutionProvider")
self.assertEqual(len(ep_subgraph.get_nodes()), 1)
# Serialize each node to an identifier (concatenates operator type and node name)
node_ids: list[str] = [f"{n.op_type}/{n.name}" for s in ep_subgraphs for n in s.get_nodes()]
# Should have 1 Mul and 2 Adds.
self.assertEqual(len(node_ids), 3)
self.assertIn("Add/add_0", node_ids)
self.assertIn("Add/add_1", node_ids)
self.assertIn("Mul/mul_0", node_ids)
```
C++ program (taken from unit test):
```c++
// Check the ep graph partitioning (Mul on plugin EP, others on CPU EP).
// Model has 3 subgraphs (in no particular order):
// - Subgraph 1: Add assigned to CPU EP.
// - Subgraph 2: Mul assigned to plugin EP.
// - Subgraph 3: Add assigned to CPU EP.
std::vector<Ort::ConstEpAssignedSubgraph> ep_subgraphs = session.GetEpGraphAssignmentInfo();
ASSERT_EQ(ep_subgraphs.size(), 3);
for (Ort::ConstEpAssignedSubgraph ep_subgraph : ep_subgraphs) {
std::string ep_name = ep_subgraph.EpName();
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name || ep_name == kCpuExecutionProvider);
const std::vector<Ort::ConstEpAssignedNode> ep_nodes = ep_subgraph.GetNodes();
ASSERT_GE(ep_nodes.size(), 1); // All of these subgraphs just have one node.
if (ep_name == kCpuExecutionProvider) {
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Add");
ASSERT_TRUE(node_name == "add_0" || node_name == "add_1");
} else {
ASSERT_TRUE(ep_name == Utils::example_ep_info.ep_name);
std::string op_type = ep_nodes[0].OpType();
std::string node_name = ep_nodes[0].Name();
ASSERT_EQ(op_type, "Mul");
ASSERT_EQ(node_name, "mul_0");
}
}
```
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
---------
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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