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TheRock/rocm-systems/projects/rocprofiler-sdk/tests/rocprofv3/tracing/validate.py
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Flatten subprojects into a single base monorepo
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421 lines
15 KiB
Python

#!/usr/bin/env python3
# MIT License
#
# Copyright (c) 2024-2025 Advanced Micro Devices, Inc. All rights reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# 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 SOFTWARE.
import sys
import pytest
import re
BLIT_KERN_REGEX = re.compile(r"__amd_rocclr_.*")
def test_agent_info(agent_info_input_data):
logical_node_id = max([int(itr["Logical_Node_Id"]) for itr in agent_info_input_data])
assert logical_node_id + 1 == len(agent_info_input_data)
for row in agent_info_input_data:
agent_type = row["Agent_Type"]
assert agent_type in ("CPU", "GPU")
if agent_type == "CPU":
assert int(row["Cpu_Cores_Count"]) > 0
assert int(row["Simd_Count"]) == 0
assert int(row["Max_Waves_Per_Simd"]) == 0
else:
assert int(row["Cpu_Cores_Count"]) == 0
assert int(row["Simd_Count"]) > 0
assert int(row["Max_Waves_Per_Simd"]) > 0
def test_hsa_api_trace(hsa_input_data):
functions = []
correlation_ids = []
for row in hsa_input_data:
assert row["Domain"] in (
"HSA_CORE_API",
"HSA_AMD_EXT_API",
"HSA_IMAGE_EXT_API",
"HSA_FINALIZE_EXT_API",
)
assert int(row["Process_Id"]) > 0
assert int(row["Thread_Id"]) >= int(row["Process_Id"])
assert int(row["End_Timestamp"]) >= int(row["Start_Timestamp"])
functions.append(row["Function"])
correlation_ids.append(int(row["Correlation_Id"]))
correlation_ids = sorted(list(set(correlation_ids)))
hsa_api_calls_offset = 2 # roctxRangePush is first
num_marker_api_calls = 6 # seven marker API calls, only six entries in
# marker csv data because roctxRangePush + roctxRangePop is one entry
# all correlation ids are unique
assert len(correlation_ids) == len(hsa_input_data)
# correlation ids are numbered from 1 to N
assert correlation_ids[0] == hsa_api_calls_offset
assert correlation_ids[-1] == len(correlation_ids) + num_marker_api_calls
functions = list(set(functions))
assert "hsa_amd_memory_async_copy_on_engine" in functions
def test_hsa_api_trace_json(json_data):
data = json_data["rocprofiler-sdk-tool"]
def get_operation_name(kind_id, op_id):
return data["strings"]["buffer_records"][kind_id]["operations"][op_id]
def get_kind_name(kind_id):
return data["strings"]["buffer_records"][kind_id]["kind"]
valid_domain_names = (
"HSA_CORE_API",
"HSA_AMD_EXT_API",
"HSA_IMAGE_EXT_API",
"HSA_FINALIZE_EXT_API",
)
hsa_api_data = data["buffer_records"]["hsa_api"]
functions = []
correlation_ids = []
for api in hsa_api_data:
kind = get_kind_name(api["kind"])
assert kind in valid_domain_names
assert api["end_timestamp"] >= api["start_timestamp"]
functions.append(get_operation_name(api["kind"], api["operation"]))
correlation_ids.append(api["correlation_id"]["internal"])
correlation_ids = sorted(list(set(correlation_ids)))
hsa_api_calls_offset = 2 # roctxRangePush is first
num_marker_api_calls = 6 # seven marker API calls, only six entries in
# marker csv data because roctxRangePush + roctxRangePop is one entry
# all correlation ids are unique
assert len(correlation_ids) == len(hsa_api_data)
# correlation ids are numbered from 1 to N
assert correlation_ids[0] == hsa_api_calls_offset
assert correlation_ids[-1] == len(correlation_ids) + num_marker_api_calls
functions = list(set(functions))
assert "hsa_amd_memory_async_copy_on_engine" in functions
def test_kernel_trace(kernel_input_data):
valid_kernel_names = (
"_Z15matrixTransposePfS_i.kd",
"matrixTranspose(float*, float*, int)",
)
found_valid_kernel = False
# Blit kernel maybe recorded, when greater than 1.
assert len(kernel_input_data) >= 1
for row in kernel_input_data:
if BLIT_KERN_REGEX.search(row["Kernel_Name"]):
continue
assert row["Kind"] == "KERNEL_DISPATCH"
assert int(row["Agent_Id"].split(" ")[-1]) >= 0
assert int(row["Queue_Id"]) > 0
assert int(row["Kernel_Id"]) > 0
assert row["Kernel_Name"] in valid_kernel_names
assert int(row["Correlation_Id"]) > 0
assert int(row["Workgroup_Size_X"]) == 4
assert int(row["Workgroup_Size_Y"]) == 4
assert int(row["Workgroup_Size_Z"]) == 1
assert int(row["Grid_Size_X"]) == 1024
assert int(row["Grid_Size_Y"]) == 1024
assert int(row["Grid_Size_Z"]) == 1
assert int(row["End_Timestamp"]) >= int(row["Start_Timestamp"])
found_valid_kernel = True
assert found_valid_kernel
def test_host_functions_json(json_data):
data = json_data["rocprofiler-sdk-tool"]
def get_kernel_name(kernel_id):
return data["kernel_symbols"][kernel_id]["truncated_kernel_name"]
def get_host_function_name(host_function_id):
return data["host_functions"][host_function_id]["truncated_host_function_name"]
host_function_data = data.host_functions
kernel_symbols_data = data.kernel_symbols
code_objects_data = data.code_objects
assert len(host_function_data) > 0
for host_function in host_function_data:
if host_function.host_function_id == 0:
continue
assert host_function.host_function_id > 0
assert host_function.kernel_id > 0 and host_function.kernel_id <= len(
kernel_symbols_data
)
assert host_function.code_object_id > 0 and host_function.code_object_id <= len(
code_objects_data
)
assert get_host_function_name(
host_function["host_function_id"]
) == get_kernel_name(host_function.kernel_id)
def test_kernel_trace_json(json_data):
data = json_data["rocprofiler-sdk-tool"]
def get_kernel_name(kernel_id):
return data["kernel_symbols"][kernel_id]["formatted_kernel_name"]
def get_kind_name(kind_id):
return data["strings"]["buffer_records"][kind_id]["kind"]
valid_kernel_names = (
"_Z15matrixTransposePfS_i.kd",
"matrixTranspose(float*, float*, int)",
)
found_valid_kernel = False
kernel_dispatch_data = data["buffer_records"]["kernel_dispatch"]
# Blit kernel maybe recorded, when greater than 1.
assert len(kernel_dispatch_data) >= 1
for dispatch in kernel_dispatch_data:
dispatch_info = dispatch["dispatch_info"]
kernel_name = get_kernel_name(dispatch_info["kernel_id"])
assert get_kind_name(dispatch["kind"]) == "KERNEL_DISPATCH"
assert dispatch["correlation_id"]["internal"] > 0
assert dispatch_info["agent_id"]["handle"] > 0
assert dispatch_info["queue_id"]["handle"] > 0
assert dispatch_info["kernel_id"] > 0
if BLIT_KERN_REGEX.search(kernel_name):
continue
assert kernel_name in valid_kernel_names
assert dispatch_info["workgroup_size"]["x"] == 4
assert dispatch_info["workgroup_size"]["y"] == 4
assert dispatch_info["workgroup_size"]["z"] == 1
assert dispatch_info["grid_size"]["x"] == 1024
assert dispatch_info["grid_size"]["y"] == 1024
assert dispatch_info["grid_size"]["z"] == 1
assert dispatch["end_timestamp"] >= dispatch["start_timestamp"]
found_valid_kernel = True
assert found_valid_kernel
def test_memory_copy_trace(
agent_info_input_data,
memory_copy_input_data,
kernel_input_data,
):
def get_agent(node_id):
for row in agent_info_input_data:
if row["Logical_Node_Id"] == node_id:
return row
return None
has_blit_kernel = any(
BLIT_KERN_REGEX.search(row["Kernel_Name"]) for row in kernel_input_data
)
# memory copies may be missing if rocr decides to use blit kernels
if not has_blit_kernel:
assert len(memory_copy_input_data) > 0
directions = set()
valid_directions = ("MEMORY_COPY_HOST_TO_DEVICE", "MEMORY_COPY_DEVICE_TO_HOST")
for row in memory_copy_input_data:
assert row["Kind"] == "MEMORY_COPY"
direction = row["Direction"]
assert direction in valid_directions
directions.add(direction)
src_agent = get_agent(row["Source_Agent_Id"].split(" ")[-1])
dst_agent = get_agent(row["Destination_Agent_Id"].split(" ")[-1])
assert src_agent is not None and dst_agent is not None, f"{agent_info_input_data}"
if direction == "MEMORY_COPY_HOST_TO_DEVICE":
assert src_agent["Agent_Type"] == "CPU"
assert dst_agent["Agent_Type"] == "GPU"
else:
assert src_agent["Agent_Type"] == "GPU"
assert dst_agent["Agent_Type"] == "CPU"
assert int(row["Correlation_Id"]) > 0
assert int(row["End_Timestamp"]) >= int(row["Start_Timestamp"])
expected_directions = set(valid_directions)
if has_blit_kernel:
assert directions.issubset(expected_directions)
else:
assert (
directions == expected_directions
), f"Expected directions {expected_directions}, got {directions}"
def test_memory_copy_json_trace(json_data):
data = json_data["rocprofiler-sdk-tool"]
buffer_records = data["buffer_records"]
agent_data = data["agents"]
memory_copy_data = buffer_records["memory_copy"]
def get_kind_name(kind_id):
return data["strings"]["buffer_records"][kind_id]["kind"]
def get_agent(node_id):
for agent in agent_data:
if agent["id"]["handle"] == node_id["handle"]:
return agent
return None
# one threads * two directions
kernel_dispatch_data = buffer_records.get("kernel_dispatch", [])
has_blit_kernel = False
for dispatch in kernel_dispatch_data:
dispatch_info = dispatch["dispatch_info"]
kernel_name = data["kernel_symbols"][dispatch_info["kernel_id"]][
"formatted_kernel_name"
]
if BLIT_KERN_REGEX.search(kernel_name):
has_blit_kernel = True
break
# memory copies may be missing if rocr decides to use blit kernels
if not has_blit_kernel:
assert len(memory_copy_data) > 0, f"{memory_copy_data}"
directions = set()
expected_directions = {
"MEMORY_COPY_HOST_TO_DEVICE",
"MEMORY_COPY_DEVICE_TO_HOST",
}
for row in memory_copy_data:
src_agent = get_agent(row["src_agent_id"])
dst_agent = get_agent(row["dst_agent_id"])
assert get_kind_name(row["kind"]) == "MEMORY_COPY"
assert src_agent is not None, f"{row}"
assert dst_agent is not None, f"{row}"
if src_agent["type"] == 1 and dst_agent["type"] == 2:
directions.add("MEMORY_COPY_HOST_TO_DEVICE")
elif src_agent["type"] == 2 and dst_agent["type"] == 1:
directions.add("MEMORY_COPY_DEVICE_TO_HOST")
else:
assert (
False
), f"Unexpected agent types: {src_agent['type']} -> {dst_agent['type']}"
assert row["correlation_id"]["internal"] > 0
assert row["end_timestamp"] >= row["start_timestamp"]
if has_blit_kernel:
assert directions.issubset(expected_directions)
else:
assert (
directions == expected_directions
), f"Expected directions {expected_directions}, got {directions}"
def test_marker_api_trace(marker_input_data):
functions = []
for row in marker_input_data:
assert row["Domain"] in [
"MARKER_CORE_API",
"MARKER_CONTROL_API",
"MARKER_NAME_API",
"MARKER_CORE_RANGE_API",
]
assert int(row["Process_Id"]) > 0
assert int(row["Thread_Id"]) == 0 or int(row["Thread_Id"]) >= int(
row["Process_Id"]
)
assert int(row["End_Timestamp"]) >= int(row["Start_Timestamp"])
functions.append(row["Function"])
functions = list(set(functions))
assert "main" in functions
def test_marker_api_trace_json(json_data):
data = json_data["rocprofiler-sdk-tool"]
def get_kind_name(kind_id):
return data["strings"]["buffer_records"][kind_id]["kind"]
valid_domain = (
"MARKER_CORE_API",
"MARKER_CONTROL_API",
"MARKER_NAME_API",
"MARKER_CORE_RANGE_API",
)
buffer_records = data["buffer_records"]
marker_data = buffer_records["marker_api"]
for marker in marker_data:
assert get_kind_name(marker["kind"]) in valid_domain
assert marker["thread_id"] >= data["metadata"]["pid"]
assert marker["end_timestamp"] >= marker["start_timestamp"]
# rocprofv3 does not support output of KFD data to CSV
def test_kfd_trace_json(json_data):
data = json_data["rocprofiler-sdk-tool"]
def get_kind_name(kind_id):
return data["strings"]["buffer_records"][kind_id]["kind"]
valid_kind = (
"KFD_EVENT_PAGE_MIGRATE",
"KFD_EVENT_PAGE_FAULT",
"KFD_EVENT_QUEUE",
"KFD_EVENT_UNMAP_FROM_GPU",
"KFD_EVENT_DROPPED_EVENTS",
"KFD_PAGE_MIGRATE",
"KFD_PAGE_FAULT",
"KFD_QUEUE",
)
buffer_records = data["buffer_records"]
kfd_data = buffer_records["kfd"]
for record in kfd_data:
kind_id = record["kind"]
op_id = record["operation"]
assert get_kind_name(kind_id) in valid_kind
assert op_id >= 0 and op_id < len(
data["strings"]["buffer_records"][kind_id]["operations"]
)
if "end_timestamp" in record:
assert record["end_timestamp"] >= record["start_timestamp"]
def test_perfetto_data(pftrace_data, json_data):
import rocprofiler_sdk.tests.rocprofv3 as rocprofv3
rocprofv3.test_perfetto_data(
pftrace_data, json_data, ("hip", "hsa", "marker", "kernel", "memory_copy")
)
def test_rocpd_data(rocpd_data, json_data):
import rocprofiler_sdk.tests.rocprofv3 as rocprofv3
rocprofv3.test_rocpd_data(
rocpd_data, json_data, ("hip", "hsa", "marker", "kernel", "memory_copy")
)
if __name__ == "__main__":
exit_code = pytest.main(["-x", __file__] + sys.argv[1:])
sys.exit(exit_code)