a4f533fa92
* remove double RocpdImportData calls from execute() in each module * formatting fix
485 satır
14 KiB
Python
485 satır
14 KiB
Python
#!/usr/bin/env python3
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###############################################################################
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# MIT License
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#
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# Copyright (c) 2025 Advanced Micro Devices, Inc.
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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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###############################################################################
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import os
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import re
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from .importer import RocpdImportData
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from .query import export_sqlite_query
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from . import output_config
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from . import libpyrocpd
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def write_sql_query_to_csv(
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connection: RocpdImportData,
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config,
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query,
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filename="",
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postfix="trace",
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) -> None:
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"""Write the contents of a SQL query to a CSV file in the specified output path."""
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query_not_empty = f"""
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SELECT EXISTS (
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{query}
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)
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"""
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# just return if the result is empty
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if not connection.execute(query_not_empty).fetchone()[0]:
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return
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# call query module to export to csv
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file_prefix = config.output_file + "_" if config.output_file else ""
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file_postfix = "_" + postfix if postfix else ""
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export_path = os.path.join(
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config.output_path, f"{file_prefix}{filename}{file_postfix}.csv"
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)
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kwargs = {"title_columns": True}
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export_sqlite_query(
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connection, query, export_format="csv", export_path=export_path, **kwargs
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)
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def write_agent_info_csv(importData, config) -> None:
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# Define mapping of output column name to JSON key
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json_keys = [
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"node_id",
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"logical_node_id",
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"cpu_cores_count",
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"simd_count",
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"cpu_core_id_base",
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"simd_id_base",
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"max_waves_per_simd",
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"lds_size_in_kb",
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"gds_size_in_kb",
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"num_gws",
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"wave_front_size",
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"num_xcc",
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"cu_count",
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"array_count",
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"num_shader_banks",
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"simd_arrays_per_engine",
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"cu_per_simd_array",
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"simd_per_cu",
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"max_slots_scratch_cu",
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"gfx_target_version",
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"vendor_id",
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"device_id",
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"location_id",
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"domain",
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"drm_render_minor",
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"num_sdma_engines",
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"num_sdma_xgmi_engines",
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"num_sdma_queues_per_engine",
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"num_cp_queues",
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"max_engine_clk_ccompute",
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"max_engine_clk_fcompute",
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"sdma_fw_version.uCodeSDMA AS Sdma_Fw_Version",
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"fw_version.uCode AS Fw_Version",
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"cu_per_engine",
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"max_waves_per_cu",
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"workgroup_max_size",
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"family_id",
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"grid_max_size",
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"local_mem_size",
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"hive_id",
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"gpu_id",
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"workgroup_max_dim.x AS Workgroup_Max_Dim_X",
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"workgroup_max_dim.y AS Workgroup_Max_Dim_Y",
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"workgroup_max_dim.z AS Workgroup_Max_Dim_Z",
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"grid_max_dim.x AS Grid_Max_Dim_X",
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"grid_max_dim.y AS Grid_Max_Dim_Y",
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"grid_max_dim.z AS Grid_Max_Dim_Z",
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"vendor_name",
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"product_name",
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]
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# Build SELECT clause for json_extract columns
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select_json = []
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for column in json_keys:
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match = re.match(r"(.+?)\s+AS\s+(.+)", column, re.IGNORECASE)
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column_name, column_alias = (
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(match.group(1), match.group(2)) if match else (column, column)
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)
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select_json.append(f"json_extract(extdata, '$.{column_name}') AS {column_alias}")
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capabilities = [
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"HotPluggable",
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"HSAMMUPresent",
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"SharedWithGraphics",
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"QueueSizePowerOfTwo",
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"QueueSize32bit",
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"QueueIdleEvent",
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"VALimit",
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"WatchPointsSupported",
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"WatchPointsTotalBits",
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"DoorbellType",
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"AQLQueueDoubleMap",
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"DebugTrapSupported",
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"WaveLaunchTrapOverrideSupported",
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"WaveLaunchModeSupported",
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"PreciseMemoryOperationsSupported",
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"DEPRECATED_SRAM_EDCSupport",
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"Mem_EDCSupport",
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"RASEventNotify",
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"ASICRevision",
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"SRAM_EDCSupport",
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"SVMAPISupported",
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"CoherentHostAccess",
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"DebugSupportedFirmware",
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"PreciseALUOperationsSupported",
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"PerQueueResetSupported",
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]
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# Build SELECT clause for Capability columns
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select_capability = []
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for capability in capabilities:
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select_capability.append(
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f"json_extract(extdata, '$.capability.{capability}') AS Cap_{capability}"
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)
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# Add non-JSON columns
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fixed_keys = [
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"guid",
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"type AS Agent_Type",
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"name",
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"model_name",
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]
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# to keep the right order
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select_clause = (
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fixed_keys[:1]
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+ select_json[:2]
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+ fixed_keys[1:2]
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+ select_json[2:33]
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+ select_capability
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+ select_json[33:47]
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+ fixed_keys[2:3]
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+ select_json[47:]
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+ fixed_keys[3:4]
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)
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select_clause = ",\n ".join(select_clause)
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query = f"""
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SELECT
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{select_clause}
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FROM "rocpd_info_agent"
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"""
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write_sql_query_to_csv(importData, config, query, "agent_info", "")
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def build_agent_id_string(agent_index_value, prefix=""):
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agent_prefix = prefix + "_" if prefix else ""
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if agent_index_value == libpyrocpd.agent_indexing.node: # absolute
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return f"'Agent ' || {agent_prefix}agent_abs_index"
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elif (
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agent_index_value == libpyrocpd.agent_indexing.logical_node
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): # relative (default)
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return f"'Agent ' || {agent_prefix}agent_log_index"
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elif (
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agent_index_value == libpyrocpd.agent_indexing.logical_node_type
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): # type-relative
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return f"{agent_prefix}agent_type || ' ' || {agent_prefix}agent_type_index"
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else:
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return ""
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def write_kernel_csv(importData, config) -> None:
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agent_id = build_agent_id_string(config.agent_index_value)
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if config.kernel_rename:
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kernel_name = "region"
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else:
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kernel_name = "name"
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select_columns = [
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"guid",
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"'KERNEL_DISPATCH' AS Kind",
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f"{agent_id} AS Agent_Id",
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"queue_id",
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"stream_id",
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"tid AS Thread_Id",
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"dispatch_id",
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"kernel_Id",
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f"{kernel_name} AS Kernel_Name",
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"stack_id AS Correlation_Id",
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"start AS Start_Timestamp",
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"end AS End_Timestamp",
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"lds_size AS Lds_Block_Size",
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"scratch_size",
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"vgpr_count",
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"accum_vgpr_count",
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"sgpr_count",
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"workgroup_x AS Workgroup_Size_X",
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"workgroup_y AS Workgroup_Size_Y",
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"workgroup_z AS Workgroup_Size_Z",
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"grid_x AS Grid_Size_X",
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"grid_y AS Grid_Size_Y",
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"grid_z AS Grid_Size_Z",
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]
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aliased_headers = []
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for column in select_columns:
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aliased_headers.append(column)
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select_clause = ",\n".join(aliased_headers)
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query = f"""
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SELECT
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{select_clause}
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FROM "kernels"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "kernel")
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def write_memory_copy_csv(importData, config) -> None:
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src_agent_id = build_agent_id_string(config.agent_index_value, "src")
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dst_agent_id = build_agent_id_string(config.agent_index_value, "dst")
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query = f"""
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SELECT
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guid,
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'MEMORY_COPY' AS Kind,
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name AS Direction,
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stream_id,
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{src_agent_id} AS Source_Agent_Id,
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{dst_agent_id} AS Destination_Agent_Id,
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stack_id AS Correlation_Id,
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start AS Start_Timestamp,
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end AS End_Timestamp
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FROM "memory_copies"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "memory_copy")
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def write_memory_allocation_csv(importData, config) -> None:
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agent_id = build_agent_id_string(config.agent_index_value)
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query = f"""
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SELECT
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guid,
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'MEMORY_ALLOCATION' AS Kind,
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CASE
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WHEN type = 'ALLOC'
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THEN 'MEMORY_ALLOCATION_ALLOCATE'
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ELSE 'MEMORY_ALLOCATION_' || type
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END AS Operation,
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CASE
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WHEN type != 'FREE'
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THEN {agent_id}
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ELSE '"'
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END AS Agent_Id,
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size AS Allocation_Size,
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'0x' || printf('%016X', address) AS Address,
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stack_id AS Correlation_Id,
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start AS Start_Timestamp,
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end AS End_Timestamp
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FROM "memory_allocations"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "memory_allocation")
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def write_counters_csv(importData, config) -> None:
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agent_id = build_agent_id_string(config.agent_index_value)
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select_columns = [
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"guid",
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"stack_id AS Correlation_Id",
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"dispatch_id",
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f"{agent_id} AS Agent_Id",
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"queue_id",
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"pid AS Process_Id",
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"tid AS Thread_Id",
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"grid_size",
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"kernel_id",
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"kernel_name",
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"workgroup_size",
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"lds_block_size AS Lds_Block_Size",
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"scratch_size",
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"vgpr_count",
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"accum_vgpr_count",
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"sgpr_count",
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"counter_name",
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"value AS Counter_Value",
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"start AS Start_Timestamp",
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"end AS End_Timestamp",
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]
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aliased_headers = []
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for column in select_columns:
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aliased_headers.append(column)
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select_clause = ",\n".join(aliased_headers)
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query = f"""
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SELECT
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{select_clause}
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FROM "counters_collection"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "counter_collection")
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def write_scratch_memory_csv(importData, config) -> None:
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agent_id = build_agent_id_string(config.agent_index_value)
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query = f"""
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SELECT
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guid,
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'SCRATCH_MEMORY' AS Kind,
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'SCRATCH_MEMORY_' || operation AS Operation,
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{agent_id} AS Agent_Id,
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queue_id,
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tid AS Thread_Id,
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alloc_flags,
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start AS Start_Timestamp,
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end AS End_Timestamp
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FROM "scratch_memory"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "scratch_memory")
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def write_region_csv(importData, config) -> None:
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query = """
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SELECT
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guid,
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category AS Domain,
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name AS Function,
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pid AS Process_Id,
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tid AS Thread_Id,
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stack_id AS Correlation_Id,
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start AS Start_Timestamp,
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end AS End_Timestamp
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FROM "regions"
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ORDER BY
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guid ASC, start ASC, end DESC
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"""
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write_sql_query_to_csv(importData, config, query, "regions")
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def write_csv(importData, config):
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write_agent_info_csv(importData, config)
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write_counters_csv(importData, config)
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write_kernel_csv(importData, config)
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write_memory_allocation_csv(importData, config)
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write_memory_copy_csv(importData, config)
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write_region_csv(importData, config)
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write_scratch_memory_csv(importData, config)
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def execute(input, config=None, **kwargs):
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config = (
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output_config.output_config(**kwargs)
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if config is None
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else config.update(**kwargs)
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)
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write_csv(input, config)
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def add_args(parser):
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"""Add csv arguments."""
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def process_args(input, args):
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ret = {}
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return ret
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return process_args
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def main(argv=None):
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import argparse
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from . import time_window
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from . import output_config
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parser = argparse.ArgumentParser(
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description="Convert rocPD to CSV files",
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allow_abbrev=False,
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formatter_class=argparse.RawTextHelpFormatter,
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)
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required_params = parser.add_argument_group("Required arguments")
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required_params.add_argument(
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"-i",
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"--input",
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required=True,
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type=output_config.check_file_exists,
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nargs="+",
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help="Input path and filename to one or more database(s), separated by spaces",
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)
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process_out_config_args = output_config.add_args(parser)
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process_generic_args = output_config.add_generic_args(parser)
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process_time_window_args = time_window.add_args(parser)
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process_csv_args = add_args(parser)
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args = parser.parse_args(argv)
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input = RocpdImportData(
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args.input, automerge_limit=getattr(args, "automerge_limit", None)
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)
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out_cfg_args = process_out_config_args(input, args)
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generic_out_cfg_args = process_generic_args(input, args)
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csv_args = process_csv_args(input, args)
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process_time_window_args(input, args)
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all_args = {
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**out_cfg_args,
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**generic_out_cfg_args,
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**csv_args,
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}
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execute(input, **all_args)
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if __name__ == "__main__":
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main()
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