ROCProfV3 PC sampling tests: Initial multi-agents test (#72)
Testing multi-agent host-trap PC sampling support in ROCProfV3.
[ROCm/rocprofiler-sdk commit: 00d4c179c6]
This commit is contained in:
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#
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add_subdirectory(exec-mask-manipulation)
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add_subdirectory(transpose-multiple-agents)
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#
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# rocprofv3 tool test
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#
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cmake_minimum_required(VERSION 3.21.0 FATAL_ERROR)
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project(
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rocprofiler-tests-pc-sampling
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LANGUAGES CXX
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VERSION 0.0.0)
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find_package(rocprofiler-sdk REQUIRED)
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rocprofiler_configure_pytest_files(CONFIG pytest.ini COPY validate.py conftest.py
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input.json input.yml)
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# To ensure we sample all agents, use 16 threads each assigned to one agent in a round
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# robin manner. To keep the job per device reasonable, each thread offloads 100 instances
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# of a transpose kernel.
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set(TRANSPOSE_NUM_THREADS 16)
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set(TRANSPOSE_NUM_ITERATIONS 100)
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-cmd-execute
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COMMAND
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$<TARGET_FILE:rocprofiler-sdk::rocprofv3> --kernel-trace --pc-sampling-unit time
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--pc-sampling-method host_trap --pc-sampling-interval 1 -d
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_cmd_input -o out --output-format csv --
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$<TARGET_FILE:transpose> ${TRANSPOSE_NUM_THREADS} ${TRANSPOSE_NUM_ITERATIONS})
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string(REPLACE "LD_PRELOAD=" "ROCPROF_PRELOAD=" PRELOAD_ENV
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"${ROCPROFILER_MEMCHECK_PRELOAD_ENV}")
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set(pc-sampling-env-host-trap-transpose-multiple-agents "${PRELOAD_ENV}")
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-cmd-execute
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PROPERTIES TIMEOUT
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45
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LABELS
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"integration-tests;pc-sampling"
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ENVIRONMENT
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"${pc-sampling-env-host-trap-transpose-multiple-agents}"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-json-execute
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COMMAND
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$<TARGET_FILE:rocprofiler-sdk::rocprofv3> -i
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${CMAKE_CURRENT_BINARY_DIR}/input.json -d
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_json_input -- $<TARGET_FILE:transpose>
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${TRANSPOSE_NUM_THREADS} ${TRANSPOSE_NUM_ITERATIONS})
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-json-execute
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PROPERTIES TIMEOUT
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45
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LABELS
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"integration-tests;pc-sampling"
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ENVIRONMENT
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"${pc-sampling-env-host-trap-transpose-multiple-agents}"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-yaml-execute
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COMMAND
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$<TARGET_FILE:rocprofiler-sdk::rocprofv3> -i
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${CMAKE_CURRENT_BINARY_DIR}/input.yml -d
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_yaml_input -o out --output-format csv --
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$<TARGET_FILE:transpose> ${TRANSPOSE_NUM_THREADS} ${TRANSPOSE_NUM_ITERATIONS})
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-yaml-execute
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PROPERTIES TIMEOUT
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45
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LABELS
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"integration-tests;pc-sampling"
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ENVIRONMENT
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"${pc-sampling-env-host-trap-transpose-multiple-agents}"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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# ========================= Validation tests
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-cmd-validate
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COMMAND
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${Python3_EXECUTABLE} ${CMAKE_CURRENT_BINARY_DIR}/validate.py -k
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test_multi_agent_support --input-samples-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_cmd_input/out_pc_sampling_host_trap.csv
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--input-kernel-trace-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_cmd_input/out_kernel_trace.csv
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--input-agent-info-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_cmd_input/out_agent_info.csv)
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-cmd-validate
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PROPERTIES
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TIMEOUT
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60
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LABELS
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"integration-tests;pc-sampling"
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DEPENDS
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"rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-cmd-execute"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-json-validate
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COMMAND
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${Python3_EXECUTABLE} ${CMAKE_CURRENT_BINARY_DIR}/validate.py -k
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test_multi_agent_support --input-samples-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_json_input/out_pc_sampling_host_trap.csv
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--input-kernel-trace-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_json_input/out_kernel_trace.csv
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--input-agent-info-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_json_input/out_agent_info.csv)
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-json-validate
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PROPERTIES
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TIMEOUT
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60
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LABELS
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"integration-tests;pc-sampling"
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DEPENDS
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"rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-json-execute"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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add_test(
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NAME rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-yaml-validate
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COMMAND
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${Python3_EXECUTABLE} ${CMAKE_CURRENT_BINARY_DIR}/validate.py -k
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test_multi_agent_support --input-samples-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_yaml_input/out_pc_sampling_host_trap.csv
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--input-kernel-trace-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_yaml_input/out_kernel_trace.csv
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--input-agent-info-csv
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${CMAKE_CURRENT_BINARY_DIR}/pc_sampling_yaml_input/out_agent_info.csv)
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set_tests_properties(
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rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-yaml-validate
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PROPERTIES
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TIMEOUT
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60
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LABELS
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"integration-tests;pc-sampling"
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DEPENDS
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"rocprofv3-test-pc-sampling-host-trap-transpose-multiple-agents-input-yaml-execute"
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FAIL_REGULAR_EXPRESSION
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"${ROCPROFILER_DEFAULT_FAIL_REGEX}"
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SKIP_REGULAR_EXPRESSION
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"PC sampling unavailable")
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+65
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#!/usr/bin/env python3
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import json
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import os
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import pytest
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import pandas as pd
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from rocprofiler_sdk.pytest_utils.dotdict import dotdict
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from rocprofiler_sdk.pytest_utils import collapse_dict_list
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def pytest_addoption(parser):
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parser.addoption(
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"--input-samples-csv",
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action="store",
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help="Path to CSV file containing PC samples.",
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)
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parser.addoption(
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"--input-kernel-trace-csv",
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action="store",
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help="Path to CSV file containing kernel trace.",
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)
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parser.addoption(
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"--input-agent-info-csv",
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action="store",
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help="Path to CSV file containing agents information.",
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)
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@pytest.fixture
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def input_samples_csv(request):
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filename = request.config.getoption("--input-samples-csv")
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if not os.path.isfile(filename):
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# The CSV file is not generated, because the dependency test
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# responsible to generate this file was skipped or failed.
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# Thus emit the message to skip this test as well.
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print("PC sampling unavailable")
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else:
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with open(filename, "r") as inp:
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return pd.read_csv(
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inp,
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na_filter=False, # parse empty fields as ""
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keep_default_na=False, # parse empty fields as ""
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dtype={
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"Exec_Mask": "uint64",
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"Instruction": str,
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"Instruction_Comment": str,
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},
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)
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@pytest.fixture
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def input_kernel_trace_csv(request):
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filename = request.config.getoption("--input-kernel-trace-csv")
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with open(filename, "r") as inp:
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return pd.read_csv(inp)
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@pytest.fixture
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def input_agent_info_csv(request):
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filename = request.config.getoption("--input-agent-info-csv")
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with open(filename, "r") as inp:
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return pd.read_csv(inp)
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+14
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{
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"jobs": [
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{
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"kernel_trace": true,
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"pc_sampling_unit": "time",
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"pc_sampling_method": "host_trap",
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"pc_sampling_interval": 1,
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"output_file": "out",
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"output_format": [
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"csv"
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]
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}
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]
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}
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+5
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jobs:
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- kernel_trace: true
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pc_sampling_unit: "time"
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pc_sampling_method: "host_trap"
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pc_sampling_interval: 1
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+5
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[pytest]
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addopts = --durations=20 -rA -s -vv
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testpaths = validate.py
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pythonpath = @ROCPROFILER_SDK_TESTS_BINARY_DIR@/pytest-packages
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+64
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#!/usr/bin/env python3
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import itertools
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import sys
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import pytest
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import numpy as np
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import pandas as pd
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def test_multi_agent_support(
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input_samples_csv: pd.DataFrame,
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input_kernel_trace_csv: pd.DataFrame,
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input_agent_info_csv: pd.DataFrame,
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):
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transpose_kernel_source_line_start = 137
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transpose_kernel_source_line_end = 145
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mi2xx_mi3xx_agents_df = input_agent_info_csv[
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input_agent_info_csv["Name"].apply(
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lambda name: name == "gfx90a" or name.startswith("gfx94")
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)
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]
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# Extract samples that originates from know code object it
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samples_df = input_samples_csv[input_samples_csv["Dispatch_Id"] != 0].copy()
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# Determine the agent on which sample was generated
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samples_df["Agent_Id"] = (
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samples_df["Dispatch_Id"]
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.map(input_kernel_trace_csv.set_index("Dispatch_Id")["Agent_Id"])
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.astype(np.uint64)
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)
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sampled_agents = samples_df["Agent_Id"].unique()
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sampled_agents_num = len(sampled_agents)
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# all agents must be sampled
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assert sampled_agents_num == len(mi2xx_mi3xx_agents_df)
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# separate samples per agents
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grouped_samples_per_agent = samples_df.groupby("Agent_Id")
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for agent_id, agent_samples_df in grouped_samples_per_agent:
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sampled_dispatches = agent_samples_df["Dispatch_Id"].unique()
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# at least 1 sampled dispatch per agent
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assert len(sampled_dispatches) >= 1
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# extract decoded samples that are mapped to the transpose.cpp file
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transpose_samples_df = samples_df[
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samples_df["Instruction_Comment"].apply(
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lambda comment: "transpose-all-agents.cpp" in comment
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)
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].copy()
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# determine the line number for each sample
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transpose_samples_df["Source_Line_Num"] = transpose_samples_df[
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"Instruction_Comment"
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].apply(lambda source_line: int(source_line.split(":")[-1]))
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# assert that line belongs to a kernel range
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assert (
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(transpose_samples_df["Source_Line_Num"] >= transpose_kernel_source_line_start)
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& (transpose_samples_df["Source_Line_Num"] <= transpose_kernel_source_line_end)
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).all()
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if __name__ == "__main__":
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exit_code = pytest.main(["-x", __file__] + sys.argv[1:])
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sys.exit(exit_code)
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