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- /*
- * Copyright (C) 2018 The Android Open Source Project
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
- #ifndef ANDROID_ML_NN_COMMON_TRACING_H
- #define ANDROID_ML_NN_COMMON_TRACING_H
- #define ATRACE_TAG ATRACE_TAG_NNAPI
- #include "utils/Trace.h"
- // Neural Networks API (NNAPI) systracing
- //
- // Primary goal of the tracing is to capture and present timings for NNAPI.
- // (Other uses include providing visibility to split of execution between
- // drivers and the CPU fallback, and the ability to visualize call sequences).
- //
- // The tracing has three parts:
- // 1 Trace macros defined in this file and used throughout the codebase,
- // modelled after and using atrace. These implement a naming convention for
- // the tracepoints, interpreted by the systrace parser.
- // 2 Android systrace (atrace) on-device capture and host-based analysis.
- // 3 A systrace parser (TODO) to summarize the timings.
- //
- // For an overview and introduction, please refer to the "NNAPI Systrace design
- // and HOWTO" (internal Docs for now). This header doesn't try to replicate all
- // the information in that document. For the contract between traces in code and
- // the statistics created by the systrace parser, see
- // tools/systrace-parser/contract-between-code-and-parser.txt.
- //
- // Glossary:
- // - Phase: stage in processing (e.g., Preparation, Compilation, Execution);
- // Overall phase nests rest, Execution nests Input/Output, Transformation,
- // Computation and Results; optionally Executions can be nested in a
- // Warmup and Benchmark - otherwise not nested (Initialization phase
- // functions may occur inside other phases but will be counted out during
- // analysis). Nested phases (other than Initialization) are analysed as a
- // breakdown of the parent phase.
- // - Layer: component in the stack (from top to bottom: App, Runtime, IPC,
- // Driver/CPU). Calls to lower layers are typically nested within calls to upper
- // layers.
- // - Bucket: unit of timing analysis, the combination of Phase and Layer (and
- // thus also typically nested).
- // - Detail: specific unit being executed, typically a function.
- // Convenience macros to be used in the code (phases defined below).
- // (Macros so that string concatenation is done at compile time).
- //
- // These exist in three variants:
- // - Simple (NNTRACE_<layer and potentially phase>) - to be used when only one
- // Phase is active within a scope
- // - "Switch" (NNTRACE_<...>_SWITCH) - to be used when multiple Phases
- // share a scope (e.g., transformation of data and computation in same
- // function).
- // - "Subtract" (NNTRACE_<...>_SUBTRACT) - to be used when nesting is violated
- // and the time should be subtracted from the parent scope
- // Arguments:
- // - phase: one of the NNTRACE_PHASE_* macros defined below.
- // - detail: free-form string constant, typically function name.
- // Example usage:
- // // Simple
- // int ANeuralNetworksMemory_createFromFd(...) {
- // NNTRACE_RT(NNTRACE_PHASE_PREPARATION, "ANeuralNetworksMemory_createFromFd");
- // }
- // // Switch
- // bool concatenationFloat32(...) {
- // NNTRACE_TRANS("concatenationFloat32"); // Transformation of data begins
- // ...
- // NNTRACE_COMP_SWITCH("optimized_ops::Concatenation"); // Transformation
- // // ends and computation
- // // begins
- // }
- // // Subtract
- // static int compile(...) {
- // NNTRACE_FULL(NNTRACE_LAYER_IPC, NNTRACE_PHASE_COMPILATION, "prepareModel");
- // device->getInterface()->prepareModel(..., preparedModelCallback);
- // preparedModelCallback->wait()
- // }
- // ErrorStatus VersionedIDevice::prepareModel(...) {
- // ... IPC work ...
- // {
- // NNTRACE_FULL_SUBTRACT(NNTRACE_LAYER_RUNTIME, NNTRACE_PHASE_COMPILATION,
- // "VersionedIDevice::prepareModel");
- // ... Runtime work ...
- // }
- // ... IPC work ...
- // }
- //
- // Layer Application - For native applications (e.g., unit tests)
- #define NNTRACE_APP(phase, detail) NNTRACE_FULL(NNTRACE_LAYER_APPLICATION, phase, detail)
- #define NNTRACE_APP_SWITCH(phase, detail) \
- NNTRACE_FULL_SWITCH(NNTRACE_LAYER_APPLICATION, phase, detail)
- // Layer Runtime - For the NNAPI runtime
- #define NNTRACE_RT(phase, detail) NNTRACE_FULL(NNTRACE_LAYER_RUNTIME, phase, detail)
- #define NNTRACE_RT_SWITCH(phase, detail) NNTRACE_FULL_SWITCH(NNTRACE_LAYER_RUNTIME, phase, detail)
- // Layer CPU - CPU executor
- #define NNTRACE_CPU(phase, detail) NNTRACE_FULL(NNTRACE_LAYER_CPU, phase, detail)
- #define NNTRACE_COMP(detail) NNTRACE_FULL(NNTRACE_LAYER_CPU, \
- NNTRACE_PHASE_COMPUTATION, detail)
- #define NNTRACE_COMP_SWITCH(detail) NNTRACE_FULL_SWITCH(NNTRACE_LAYER_CPU, \
- NNTRACE_PHASE_COMPUTATION, detail)
- #define NNTRACE_TRANS(detail) NNTRACE_FULL(NNTRACE_LAYER_CPU, \
- NNTRACE_PHASE_TRANSFORMATION, detail)
- // Fully specified macros to be used when no convenience wrapper exists for your
- // need.
- #define NNTRACE_FULL(layer, phase, detail) NNTRACE_NAME_1(("[NN_" layer "_" phase "]" detail))
- #define NNTRACE_FULL_SWITCH(layer, phase, detail) \
- NNTRACE_NAME_SWITCH(("[SW][NN_" layer "_" phase "]" detail))
- #define NNTRACE_FULL_SUBTRACT(layer, phase, detail) \
- NNTRACE_NAME_1(("[SUB][NN_" layer "_" phase "]" detail))
- // Raw macro without scoping requirements, for special cases
- #define NNTRACE_FULL_RAW(layer, phase, detail) android::ScopedTrace PASTE(___tracer, __LINE__) \
- (ATRACE_TAG, ("[NN_" layer "_" phase "]" detail))
- // Tracing buckets - for calculating timing summaries over.
- //
- // Application-only phases
- #define NNTRACE_PHASE_OVERALL "PO" // Overall program, e.g., one benchmark case
- #define NNTRACE_PHASE_WARMUP "PWU" // Warmup (nesting multiple executions)
- #define NNTRACE_PHASE_BENCHMARK "PBM" // Benchmark (nesting multiple executions)
- // Main phases, usable by all layers
- #define NNTRACE_PHASE_INITIALIZATION "PI" // Initialization - not related to a model
- #define NNTRACE_PHASE_PREPARATION "PP" // Model construction
- #define NNTRACE_PHASE_COMPILATION "PC" // Model compilation
- #define NNTRACE_PHASE_EXECUTION "PE" // Executing the model
- #define NNTRACE_PHASE_TERMINATION "PT" // Tearing down
- #define NNTRACE_PHASE_UNSPECIFIED "PU" // Helper code called from multiple phases
- // Subphases of execution
- #define NNTRACE_PHASE_INPUTS_AND_OUTPUTS "PIO" // Setting inputs/outputs and allocating buffers
- #define NNTRACE_PHASE_TRANSFORMATION "PTR" // Transforming data for computation
- #define NNTRACE_PHASE_COMPUTATION "PCO" // Computing operations' outputs
- #define NNTRACE_PHASE_RESULTS "PR" // Reading out results
- // Layers
- #define NNTRACE_LAYER_APPLICATION "LA"
- #define NNTRACE_LAYER_RUNTIME "LR"
- #define NNTRACE_LAYER_IPC "LI"
- #define NNTRACE_LAYER_DRIVER "LD"
- #define NNTRACE_LAYER_CPU "LC"
- #define NNTRACE_LAYER_OTHER "LO"
- #define NNTRACE_LAYER_UTILITY "LU" // Code used from multiple layers
- // Implementation
- //
- // Almost same as ATRACE_NAME, but enforcing explicit distinction between
- // phase-per-scope and switching phases.
- //
- // Basic trace, one per scope allowed to enforce disjointness
- #define NNTRACE_NAME_1(name) android::ScopedTrace ___tracer_1(ATRACE_TAG, name)
- // Switching trace, more than one per scope allowed, translated by
- // systrace_parser.py. This is mainly useful for tracing multiple phases through
- // one function / scope.
- #define NNTRACE_NAME_SWITCH(name) android::ScopedTrace PASTE(___tracer, __LINE__) \
- (ATRACE_TAG, name); \
- (void)___tracer_1 // ensure switch is only used after a basic trace
- // Disallow use of raw ATRACE macros
- #undef ATRACE_NAME
- #undef ATRACE_CALL
- #endif // ANDROID_ML_NN_COMMON_TRACING_H
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