Kuricheti, Mythreya
f27f76716e
* Add Stack IDs * Add memcpy test * Add async corr id record * Async events use `rocprofiler_async_correlation_id_t` * Sync events use `rocprofiler_correlation_id_t` * Update ATT to use asnyc IDs * Review comments
518 sor
20 KiB
Python
518 sor
20 KiB
Python
#!/usr/bin/env python3
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# MIT License
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#
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# Copyright (c) 2024-2025 Advanced Micro Devices, Inc. All rights reserved.
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#
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# Permission is hereby granted, free of charge, to any person obtaining a copy
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# of this software and associated documentation files (the "Software"), to deal
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# in the Software without restriction, including without limitation the rights
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# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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# copies of the Software, and to permit persons to whom the Software is
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# furnished to do so, subject to the following conditions:
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#
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# The above copyright notice and this permission notice shall be included in
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# all copies or substantial portions of the Software.
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#
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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# THE SOFTWARE.
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import sys
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import pytest
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# helper function
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def node_exists(name, data, min_len=1):
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assert name in data
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assert data[name] is not None
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if isinstance(data[name], (list, tuple, dict, set)):
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assert len(data[name]) >= min_len, f"{name}:\n{data}"
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def get_operation(record, kind_name, op_name=None):
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for idx, itr in enumerate(record["names"]):
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if kind_name == itr["kind"]:
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if op_name is None:
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return idx, itr["operations"]
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else:
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for oidx, oname in enumerate(itr["operations"]):
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if op_name == oname:
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return oidx
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return None
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def test_data_structure(input_data):
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"""verify minimum amount of expected data is present"""
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data = input_data
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node_exists("rocprofiler-sdk-json-tool", data)
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sdk_data = data["rocprofiler-sdk-json-tool"]
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node_exists("metadata", sdk_data)
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node_exists("pid", sdk_data["metadata"])
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node_exists("main_tid", sdk_data["metadata"])
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node_exists("init_time", sdk_data["metadata"])
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node_exists("fini_time", sdk_data["metadata"])
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node_exists("agents", sdk_data)
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node_exists("call_stack", sdk_data)
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node_exists("callback_records", sdk_data)
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node_exists("buffer_records", sdk_data)
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node_exists("names", sdk_data["callback_records"])
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node_exists("code_objects", sdk_data["callback_records"])
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node_exists("kernel_symbols", sdk_data["callback_records"])
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node_exists("host_functions", sdk_data["callback_records"])
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node_exists("hsa_api_traces", sdk_data["callback_records"])
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node_exists("hip_api_traces", sdk_data["callback_records"], 0)
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node_exists("marker_api_traces", sdk_data["callback_records"])
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node_exists("kernel_dispatch", sdk_data["callback_records"])
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node_exists("memory_copies", sdk_data["callback_records"], 24)
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node_exists("names", sdk_data["buffer_records"])
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node_exists("kernel_dispatch", sdk_data["buffer_records"])
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node_exists("memory_copies", sdk_data["buffer_records"], 12)
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node_exists("hsa_api_traces", sdk_data["buffer_records"])
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node_exists("hip_api_traces", sdk_data["buffer_records"], 0)
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node_exists("marker_api_traces", sdk_data["buffer_records"])
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node_exists("retired_correlation_ids", sdk_data["buffer_records"])
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def test_size_entries(input_data):
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# check that size fields are > 0 but account for function arguments
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# which are named "size"
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def check_size(data, bt):
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if "size" in data.keys():
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if isinstance(data["size"], str) and bt.endswith('["args"]'):
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pass
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else:
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assert data["size"] > 0, f"origin: {bt}"
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# recursively check the entire data structure
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def iterate_data(data, bt):
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if isinstance(data, (list, tuple)):
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for i, itr in enumerate(data):
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if isinstance(itr, dict):
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check_size(itr, f"{bt}[{i}]")
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iterate_data(itr, f"{bt}[{i}]")
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elif isinstance(data, dict):
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check_size(data, f"{bt}")
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for key, itr in data.items():
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iterate_data(itr, f'{bt}["{key}"]')
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# start recursive check over entire JSON dict
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iterate_data(input_data, "input_data")
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def test_timestamps(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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cb_start = {}
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cb_end = {}
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for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
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for itr in sdk_data["callback_records"][titr]:
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cid = itr["correlation_id"]["internal"]
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phase = itr["phase"]
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if phase == 1:
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cb_start[cid] = itr["timestamp"]
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elif phase == 2:
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cb_end[cid] = itr["timestamp"]
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assert cb_start[cid] <= itr["timestamp"]
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else:
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assert phase == 1 or phase == 2
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for itr in sdk_data["buffer_records"][titr]:
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assert itr["start_timestamp"] <= itr["end_timestamp"]
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for titr in ["kernel_dispatch", "memory_copies"]:
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for itr in sdk_data["buffer_records"][titr]:
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assert itr["start_timestamp"] < itr["end_timestamp"], f"[{titr}] {itr}"
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assert itr["correlation_id"]["internal"] > 0, f"[{titr}] {itr}"
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assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
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assert (
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sdk_data["metadata"]["init_time"] < itr["start_timestamp"]
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), f"[{titr}] {itr}"
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assert (
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sdk_data["metadata"]["init_time"] < itr["end_timestamp"]
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), f"[{titr}] {itr}"
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assert (
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sdk_data["metadata"]["fini_time"] > itr["start_timestamp"]
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), f"[{titr}] {itr}"
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assert (
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sdk_data["metadata"]["fini_time"] > itr["end_timestamp"]
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), f"[{titr}] {itr}"
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api_start = cb_start[itr["correlation_id"]["internal"]]
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# api_end = cb_end[itr["correlation_id"]["internal"]]
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assert api_start < itr["start_timestamp"], f"[{titr}] {itr}"
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# assert api_end <= itr["end_timestamp"], f"[{titr}] {itr}"
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def test_internal_correlation_ids(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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api_corr_ids = []
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for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
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for itr in sdk_data["callback_records"][titr]:
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api_corr_ids.append(itr["correlation_id"]["internal"])
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for itr in sdk_data["buffer_records"][titr]:
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api_corr_ids.append(itr["correlation_id"]["internal"])
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api_corr_ids_sorted = sorted(api_corr_ids)
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api_corr_ids_unique = list(set(api_corr_ids))
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for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
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assert itr["correlation_id"]["internal"] in api_corr_ids_unique
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for itr in sdk_data["buffer_records"]["memory_copies"]:
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assert itr["correlation_id"]["internal"] in api_corr_ids_unique
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len_corr_id_unq = len(api_corr_ids_unique)
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assert len(api_corr_ids) != len_corr_id_unq
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assert max(api_corr_ids_sorted) == len_corr_id_unq
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def test_external_correlation_ids(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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extern_corr_ids = []
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for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
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for itr in sdk_data["callback_records"][titr]:
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assert itr["correlation_id"]["external"] > 0
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assert itr["thread_id"] == itr["correlation_id"]["external"]
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extern_corr_ids.append(itr["correlation_id"]["external"])
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extern_corr_ids = list(set(sorted(extern_corr_ids)))
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for titr in ["hsa_api_traces", "marker_api_traces", "hip_api_traces"]:
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for itr in sdk_data["buffer_records"][titr]:
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assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
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assert (
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itr["thread_id"] == itr["correlation_id"]["external"]
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), f"[{titr}] {itr}"
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assert itr["thread_id"] in extern_corr_ids, f"[{titr}] {itr}"
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assert itr["correlation_id"]["external"] in extern_corr_ids, f"[{titr}] {itr}"
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for titr in ["kernel_dispatch", "memory_copies"]:
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for itr in sdk_data["buffer_records"][titr]:
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assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
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assert itr["correlation_id"]["external"] in extern_corr_ids, f"[{titr}] {itr}"
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for itr in sdk_data["callback_records"][titr]:
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assert itr["correlation_id"]["external"] > 0, f"[{titr}] {itr}"
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assert itr["correlation_id"]["external"] in extern_corr_ids, f"[{titr}] {itr}"
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def test_kernel_ids(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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symbol_info = {}
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for itr in sdk_data["callback_records"]["kernel_symbols"]:
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phase = itr["phase"]
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payload = itr["payload"]
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kern_id = payload["kernel_id"]
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assert phase == 1 or phase == 2
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assert kern_id > 0
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if phase == 1:
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assert len(payload["kernel_name"]) > 0
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symbol_info[kern_id] = payload
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elif phase == 2:
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assert payload["kernel_id"] in symbol_info.keys()
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assert payload["kernel_name"] == symbol_info[kern_id]["kernel_name"]
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for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
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assert itr["dispatch_info"]["kernel_id"] in symbol_info.keys()
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for itr in sdk_data["callback_records"]["kernel_dispatch"]:
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assert itr["payload"]["dispatch_info"]["kernel_id"] in symbol_info.keys()
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def test_kernel_dispatch_ids(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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num_dispatches = len(sdk_data["buffer_records"]["kernel_dispatch"])
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num_cb_dispatches = len(sdk_data["callback_records"]["kernel_dispatch"])
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assert num_cb_dispatches == (3 * num_dispatches)
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bf_seq_ids = []
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for itr in sdk_data["buffer_records"]["kernel_dispatch"]:
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bf_seq_ids.append(itr["dispatch_info"]["dispatch_id"])
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cb_seq_ids = []
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for itr in sdk_data["callback_records"]["kernel_dispatch"]:
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cb_seq_ids.append(itr["payload"]["dispatch_info"]["dispatch_id"])
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bf_seq_ids = sorted(bf_seq_ids)
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cb_seq_ids = sorted(cb_seq_ids)
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assert (3 * len(bf_seq_ids)) == len(cb_seq_ids)
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assert bf_seq_ids[0] == cb_seq_ids[0]
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assert bf_seq_ids[-1] == cb_seq_ids[-1]
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def get_uniq(data):
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return list(set(data))
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bf_seq_ids_uniq = get_uniq(bf_seq_ids)
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cb_seq_ids_uniq = get_uniq(cb_seq_ids)
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assert bf_seq_ids == bf_seq_ids_uniq
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assert len(cb_seq_ids) == (3 * len(cb_seq_ids_uniq))
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assert len(bf_seq_ids) == num_dispatches
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assert len(bf_seq_ids_uniq) == num_dispatches
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assert len(cb_seq_ids_uniq) == num_dispatches
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def test_async_copy_direction(input_data):
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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# Direction values:
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# 0 == ??? (unknown)
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# 1 == H2H (host to host)
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# 2 == H2D (host to device)
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# 3 == D2H (device to host)
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# 4 == D2D (device to device)
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default_async_dir_cnt = dict([(idx, 0) for idx in range(0, 5)])
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thread_async_dir_cnt = {}
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for itr in sdk_data.buffer_records.memory_copies:
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tid = itr.thread_id
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if tid not in thread_async_dir_cnt.keys():
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thread_async_dir_cnt[tid] = default_async_dir_cnt
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op_id = itr.operation
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assert op_id > 1, f"{itr}"
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assert op_id < 4, f"{itr}"
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thread_async_dir_cnt[tid][op_id] += 1
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for itr in sdk_data.callback_records.memory_copies:
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tid = itr.thread_id
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if tid not in thread_async_dir_cnt.keys():
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thread_async_dir_cnt[tid] = default_async_dir_cnt
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op_id = itr.operation
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assert op_id > 1, f"{itr}"
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assert op_id < 4, f"{itr}"
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thread_async_dir_cnt[tid][op_id] += 1
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phase = itr.phase
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pitr = itr.payload
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assert phase is not None, f"{itr}"
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assert pitr is not None, f"{itr}"
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if phase == 1:
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assert pitr.start_timestamp == 0, f"{itr}"
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assert pitr.end_timestamp == 0, f"{itr}"
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elif phase == 2:
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assert pitr.start_timestamp > 0, f"{itr}"
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assert pitr.end_timestamp > 0, f"{itr}"
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assert pitr.end_timestamp >= pitr.start_timestamp, f"{itr}"
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else:
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assert phase == 1 or phase == 2, f"{itr}"
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# in the transpose test which generates the input file,
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# two threads each perform one H2D + one D2H memory copy.
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# there are at least two callback records (phase start +
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# phase end) and one buffer record for each memory copy,
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# i.e., at least 3 records per memory copy
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assert len(thread_async_dir_cnt) == 2, f"{thread_async_dir_cnt}"
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for tid, async_dir_cnt in thread_async_dir_cnt.items():
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min_copy_records = 3
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assert async_dir_cnt[0] == 0
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assert async_dir_cnt[1] == 0
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assert async_dir_cnt[2] >= min_copy_records, f"TID={tid}:\n\t{async_dir_cnt}"
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assert async_dir_cnt[3] >= min_copy_records, f"TID={tid}:\n\t{async_dir_cnt}"
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assert async_dir_cnt[4] == 0
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# HIP memory copies may be decomposed into more than one
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# memory copy at the HSA level so require it to be a multiple
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# of min_copy_records
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assert (
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async_dir_cnt[2] % min_copy_records
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) == 0, f"TID={tid}:\n\t{async_dir_cnt}"
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assert (
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async_dir_cnt[3] % min_copy_records
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) == 0, f"TID={tid}:\n\t{async_dir_cnt}"
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def test_ancestor_ids(input_data):
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from rocprofiler_sdk.pytest_utils.dotdict import dotdict
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data = input_data
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sdk_data = data["rocprofiler-sdk-json-tool"]
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buffer_records = sdk_data.buffer_records
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hip_memcopy_id = get_operation(buffer_records, "HIP_RUNTIME_API", "hipMemcpyAsync")
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has_async_memcopy_id = get_operation(
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buffer_records, "HSA_AMD_EXT_API", "hsa_amd_memory_async_copy_on_engine"
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)
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def by_thread_id(trace_item, op_id, corr_id_name):
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"""
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Returns a dict like so, where corr_id_name == "ancestor" or "internal"
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{
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tid: {
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corr_id-1: [ list of objects with value of corr_id_name == corr_id-1 ]
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corr_id-2: [ list of objects with value of corr_id_name == corr_id-2 ]
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...
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}
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}
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"""
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ret = {}
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for x in trace_item:
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if x.operation == op_id:
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corr_id = x.correlation_id[corr_id_name]
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if x.thread_id not in ret.keys():
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ret[x.thread_id] = {}
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if corr_id in ret[x.thread_id].keys():
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ret[x.thread_id][corr_id].append(x)
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else:
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ret[x.thread_id][corr_id] = [x]
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return dotdict(ret)
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# dict with tid -> internal id -> record
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hip_memcopies = by_thread_id(
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buffer_records.hip_api_traces, hip_memcopy_id, "internal"
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)
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# dict with tid -> ancestor id -> record
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hsa_memcopies = by_thread_id(
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buffer_records.hsa_api_traces, has_async_memcopy_id, "ancestor"
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)
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# We expect the same keys in hip.thread_id and hsa.thread_id, because they are parent <-> child corr ids
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# both must have same thread ids
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# For each tid, hip.ancestor and hsa.internal keys must be same
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assert (
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hip_memcopies.keys() == hsa_memcopies.keys()
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), "TIDs are not same for hsa and hip calls"
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for tid in hip_memcopies.keys():
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assert (
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hip_memcopies[tid].keys() == hsa_memcopies[tid].keys()
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), "Parent-child keys are not equal"
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memcopies = buffer_records.memory_copies
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num_hsa_memcopies = sum(
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[
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len(val)
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for tid in hsa_memcopies.keys()
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for _, val in hsa_memcopies[tid].items()
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]
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)
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assert (
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len(memcopies) == num_hsa_memcopies
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), "Expected number of memcopies to be same as number of async HSA (hsa_amd_memory_async_copy_on_engine) calls"
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print(" > hip_memcopy_id : ", hip_memcopy_id)
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print(" > has_async_memcopy_id : ", has_async_memcopy_id)
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print(
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" > len(hip_memcopies) : ", num_hsa_memcopies, len(hip_memcopies), len(memcopies)
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)
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for tid in hip_memcopies:
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# We expect only 1 record with this internal id, per thread
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for corr_id, records in hip_memcopies[tid].items():
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assert (
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len(records) == 1
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), "Expected only one record with this (thread_id, corr_id)"
|
|
|
|
for _, tid_records in hsa_memcopies.items():
|
|
for _, records in tid_records.items():
|
|
for record in records:
|
|
child_memcpy_record = [
|
|
x
|
|
for x in buffer_records.memory_copies
|
|
if x.correlation_id.internal == record.correlation_id.internal
|
|
]
|
|
assert (
|
|
len(child_memcpy_record) == 1
|
|
), "Expected only one memcpy record with this internal ID"
|
|
child_memcpy_record = child_memcpy_record[0]
|
|
|
|
assert record.thread_id in hsa_memcopies.keys()
|
|
assert record.thread_id in hip_memcopies.keys()
|
|
assert (
|
|
record.correlation_id.ancestor
|
|
in hip_memcopies[record.thread_id].keys()
|
|
)
|
|
# This is basically the same as the Expected only one record with this (thread_id, corr_id) test
|
|
assert (
|
|
len(hip_memcopies[record.thread_id][record.correlation_id.ancestor])
|
|
== 1
|
|
), "Expected only one record with this (thread_id, corr_id)"
|
|
|
|
ancestor_hip_record = hip_memcopies[record.thread_id][
|
|
record.correlation_id.ancestor
|
|
][0]
|
|
assert (
|
|
ancestor_hip_record.correlation_id.internal
|
|
== record.correlation_id.ancestor
|
|
)
|
|
assert ancestor_hip_record.thread_id == record.thread_id
|
|
|
|
|
|
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()))
|
|
|
|
|
|
if __name__ == "__main__":
|
|
exit_code = pytest.main(["-x", __file__] + sys.argv[1:])
|
|
sys.exit(exit_code)
|