rocm-systems/tests/kernel-tracing/validate.py

#!/usr/bin/env python3

import sys
import pytest


# helper function
def node_exists(name, data, min_len=1):
    assert name in data
    assert data[name] is not None
    if isinstance(data[name], (list, tuple, dict, set)):
        assert len(data[name]) >= min_len


def test_data_structure(input_data):
    """verify minimum amount of expected data is present"""
    data = input_data

    node_exists("rocprofiler-sdk-json-tool", data)

    sdk_data = data["rocprofiler-sdk-json-tool"]

    node_exists("metadata", sdk_data)
    node_exists("pid", sdk_data["metadata"])
    node_exists("main_tid", sdk_data["metadata"])
    node_exists("init_time", sdk_data["metadata"])
    node_exists("fini_time", sdk_data["metadata"])

    node_exists("agents", sdk_data)
    node_exists("call_stack", sdk_data)
    node_exists("callback_records", sdk_data)
    node_exists("buffer_records", sdk_data)

    node_exists("names", sdk_data["callback_records"])
    node_exists("code_objects", sdk_data["callback_records"])
    node_exists("kernel_symbols", sdk_data["callback_records"])
    node_exists("host_functions", sdk_data["callback_records"])
    node_exists("hsa_api_traces", sdk_data["callback_records"])
    node_exists("hip_api_traces", sdk_data["callback_records"], 0)
    node_exists("marker_api_traces", sdk_data["callback_records"])
    node_exists("kernel_dispatch", sdk_data["callback_records"])

    node_exists("names", sdk_data["buffer_records"])
    node_exists("kernel_dispatch", sdk_data["buffer_records"])
    node_exists("memory_copies", sdk_data["buffer_records"], 0)
    node_exists("hsa_api_traces", sdk_data["buffer_records"])
    node_exists("hip_api_traces", sdk_data["buffer_records"], 0)
    node_exists("marker_api_traces", sdk_data["buffer_records"])
    node_exists("retired_correlation_ids", sdk_data["buffer_records"])


def test_size_entries(input_data):
    # check that size fields are > 0 but account for function arguments
    # which are named "size"
    def check_size(data, bt):
        if "size" in data.keys():
            if isinstance(data["size"], str) and bt.endswith('["args"]'):
                pass
            else:
                assert data["size"] > 0, f"origin: {bt}"

    # recursively check the entire data structure
    def iterate_data(data, bt):
        if isinstance(data, (list, tuple)):
            for i, itr in enumerate(data):
                if isinstance(itr, dict):
                    check_size(itr, f"{bt}[{i}]")
                iterate_data(itr, f"{bt}[{i}]")
        elif isinstance(data, dict):
            check_size(data, f"{bt}")
            for key, itr in data.items():
                iterate_data(itr, f'{bt}["{key}"]')

    # start recursive check over entire JSON dict
    iterate_data(input_data, "input_data")


def test_timestamps(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    cb_start = {}
    cb_end = {}
    for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
        for itr in sdk_data["callback_records"][titr]:
            cid = itr["correlation_id"]["internal"]
            phase = itr["phase"]
            if phase == 1:
                cb_start[cid] = itr["timestamp"]
            elif phase == 2:
                cb_end[cid] = itr["timestamp"]
                assert cb_start[cid] <= itr["timestamp"]
            else:
                assert phase == 1 or phase == 2

        for itr in sdk_data["buffer_records"][titr]:
            assert itr["start_timestamp"] <= itr["end_timestamp"]

    for titr in ["kernel_dispatch", "memory_copies"]:
        for itr in sdk_data["buffer_records"][titr]:
            assert itr["start_timestamp"] < itr["end_timestamp"], f"[{titr}] {itr}"
            assert itr["correlation_id"]["internal"] > 0, f"[{titr}] {itr}"
            assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
            assert (
                sdk_data["metadata"]["init_time"] < itr["start_timestamp"]
            ), f"[{titr}] {itr}"
            assert (
                sdk_data["metadata"]["init_time"] < itr["end_timestamp"]
            ), f"[{titr}] {itr}"
            assert (
                sdk_data["metadata"]["fini_time"] > itr["start_timestamp"]
            ), f"[{titr}] {itr}"
            assert (
                sdk_data["metadata"]["fini_time"] > itr["end_timestamp"]
            ), f"[{titr}] {itr}"

            api_start = cb_start[itr["correlation_id"]["internal"]]
            # api_end = cb_end[itr["correlation_id"]["internal"]]
            assert api_start < itr["start_timestamp"], f"[{titr}] {itr}"
            # assert api_end <= itr["end_timestamp"], f"[{titr}] {itr}"


def test_total_runtime(input_data):
    sdk_data = input_data["rocprofiler-sdk-json-tool"]

    runtime_data = []
    for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
        elapsed = itr["end_timestamp"] - itr["start_timestamp"]
        runtime_data.append(elapsed)  # in nanoseconds

    expected_runtime = 1.0e3  # one second in milliseconds

    assert (sum(runtime_data) * 1.0e-6) >= (0.8 * expected_runtime)
    assert (sum(runtime_data) * 1.0e-6) <= (1.2 * expected_runtime)


def test_internal_correlation_ids(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    api_corr_ids = []
    for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
        for itr in sdk_data["callback_records"][titr]:
            api_corr_ids.append(itr["correlation_id"]["internal"])

        for itr in sdk_data["buffer_records"][titr]:
            api_corr_ids.append(itr["correlation_id"]["internal"])

    api_corr_ids_sorted = sorted(api_corr_ids)
    api_corr_ids_unique = list(set(api_corr_ids))

    for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
        assert itr["correlation_id"]["internal"] in api_corr_ids_unique

    for itr in sdk_data["buffer_records"]["memory_copies"]:
        assert itr["correlation_id"]["internal"] in api_corr_ids_unique

    len_corr_id_unq = len(api_corr_ids_unique)
    assert len(api_corr_ids) != len_corr_id_unq
    assert max(api_corr_ids_sorted) == len_corr_id_unq


def test_retired_correlation_ids(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    def _sort_dict(inp):
        return dict(sorted(inp.items()))

    api_corr_ids = {}
    for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
        for itr in sdk_data["buffer_records"][titr]:
            corr_id = itr["correlation_id"]["internal"]
            assert corr_id not in api_corr_ids.keys()
            api_corr_ids[corr_id] = itr

    async_corr_ids = {}
    for titr in ["kernel_dispatch", "memory_copies"]:
        for itr in sdk_data["buffer_records"][titr]:
            corr_id = itr["correlation_id"]["internal"]
            assert corr_id not in async_corr_ids.keys()
            async_corr_ids[corr_id] = itr

    retired_corr_ids = {}
    for itr in sdk_data["buffer_records"]["retired_correlation_ids"]:
        corr_id = itr["internal_correlation_id"]
        assert corr_id not in retired_corr_ids.keys()
        retired_corr_ids[corr_id] = itr

    api_corr_ids = _sort_dict(api_corr_ids)
    async_corr_ids = _sort_dict(async_corr_ids)
    retired_corr_ids = _sort_dict(retired_corr_ids)

    for cid, itr in async_corr_ids.items():
        assert cid in retired_corr_ids.keys()
        retired_ts = retired_corr_ids[cid]["timestamp"]
        end_ts = itr["end_timestamp"]
        assert (retired_ts - end_ts) > 0, f"correlation-id: {cid}, data: {itr}"

    for cid, itr in api_corr_ids.items():
        assert cid in retired_corr_ids.keys()
        retired_ts = retired_corr_ids[cid]["timestamp"]
        end_ts = itr["end_timestamp"]
        assert (retired_ts - end_ts) > 0, f"correlation-id: {cid}, data: {itr}"

    assert len(api_corr_ids.keys()) == (len(retired_corr_ids.keys()))


def test_external_correlation_ids(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    extern_corr_ids = []
    for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
        for itr in sdk_data["callback_records"][titr]:
            assert itr["correlation_id"]["external"] > 0
            assert itr["thread_id"] == itr["correlation_id"]["external"]
            extern_corr_ids.append(itr["correlation_id"]["external"])

    extern_corr_ids = list(set(sorted(extern_corr_ids)))
    for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
        for itr in sdk_data["buffer_records"][titr]:
            assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
            assert (
                itr["thread_id"] == itr["correlation_id"]["external"]
            ), f"[{titr}] {itr}"
            assert itr["thread_id"] in extern_corr_ids, f"[{titr}] {itr}"
            assert itr["correlation_id"]["external"] in extern_corr_ids, f"[{titr}] {itr}"

    for titr in ["kernel_dispatch", "memory_copies"]:
        for itr in sdk_data["buffer_records"][titr]:
            assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
            assert itr["correlation_id"]["external"] in extern_corr_ids, f"[{titr}] {itr}"


def test_kernel_ids(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    symbol_info = {}
    for itr in sdk_data["callback_records"]["kernel_symbols"]:
        phase = itr["phase"]
        payload = itr["payload"]
        kern_id = payload["kernel_id"]

        assert phase == 1 or phase == 2
        assert kern_id > 0
        if phase == 1:
            assert len(payload["kernel_name"]) > 0
            symbol_info[kern_id] = payload
        elif phase == 2:
            assert payload["kernel_id"] in symbol_info.keys()
            assert payload["kernel_name"] == symbol_info[kern_id]["kernel_name"]

    for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
        assert itr["dispatch_info"]["kernel_id"] in symbol_info.keys()

    for itr in sdk_data["callback_records"]["kernel_dispatch"]:
        assert itr["payload"]["dispatch_info"]["kernel_id"] in symbol_info.keys()


def test_kernel_dispatch_ids(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    num_dispatches = len(sdk_data["buffer_records"]["kernel_dispatch"])
    num_cb_dispatches = len(sdk_data["callback_records"]["kernel_dispatch"])

    assert num_cb_dispatches == (3 * num_dispatches)

    bf_seq_ids = []
    for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
        bf_seq_ids.append(itr["dispatch_info"]["dispatch_id"])

    cb_seq_ids = []
    for itr in sdk_data["callback_records"]["kernel_dispatch"]:
        cb_seq_ids.append(itr["payload"]["dispatch_info"]["dispatch_id"])

    bf_seq_ids = sorted(bf_seq_ids)
    cb_seq_ids = sorted(cb_seq_ids)

    assert (3 * len(bf_seq_ids)) == len(cb_seq_ids)

    assert bf_seq_ids[0] == cb_seq_ids[0]
    assert bf_seq_ids[-1] == cb_seq_ids[-1]

    def get_uniq(data):
        return list(set(data))

    bf_seq_ids_uniq = get_uniq(bf_seq_ids)
    cb_seq_ids_uniq = get_uniq(cb_seq_ids)

    assert bf_seq_ids == bf_seq_ids_uniq
    assert len(cb_seq_ids) == (3 * len(cb_seq_ids_uniq))
    assert len(bf_seq_ids) == num_dispatches
    assert len(bf_seq_ids_uniq) == num_dispatches
    assert len(cb_seq_ids_uniq) == num_dispatches


def test_async_copy_direction(input_data):
    data = input_data
    sdk_data = data["rocprofiler-sdk-json-tool"]

    # Direction values:
    #   0 == ??? (unknown)
    #   1 == H2H (host to host)
    #   2 == H2D (host to device)
    #   3 == D2H (device to host)
    #   4 == D2D (device to device)
    async_dir_cnt = dict([(idx, 0) for idx in range(0, 5)])
    for itr in sdk_data["buffer_records"]["memory_copies"]:
        op_id = itr["operation"]
        async_dir_cnt[op_id] += 1

    # in the reproducible-runtime test which generates the input file,
    # we don't expect any async memory copy operations
    assert async_dir_cnt[0] == 0
    assert async_dir_cnt[1] == 0
    assert async_dir_cnt[2] == 0
    assert async_dir_cnt[3] == 0
    assert async_dir_cnt[4] == 0


if __name__ == "__main__":
    exit_code = pytest.main(["-x", __file__] + sys.argv[1:])
    sys.exit(exit_code)