Add XPlane to OpMetricsDb converter.
PiperOrigin-RevId: 286225031 Change-Id: I866ae69a24a47517aba285c40dbd9f2ecd615026
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@ -8,6 +8,7 @@ cc_library(
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srcs = ["host_threads_xplane_to_tf_metrics_db.cc"],
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srcs = ["host_threads_xplane_to_tf_metrics_db.cc"],
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hdrs = ["host_threads_xplane_to_tf_metrics_db.h"],
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hdrs = ["host_threads_xplane_to_tf_metrics_db.h"],
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deps = [
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deps = [
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":op_metrics_db_combiner",
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":op_stack",
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":op_stack",
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"//tensorflow/core/platform:types",
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"//tensorflow/core/platform:types",
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"//tensorflow/core/profiler/protobuf:op_metrics_proto_cc",
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"//tensorflow/core/profiler/protobuf:op_metrics_proto_cc",
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@ -20,6 +20,8 @@ limitations under the License.
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#include "absl/algorithm/container.h"
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#include "absl/algorithm/container.h"
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#include "absl/container/flat_hash_map.h"
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#include "absl/container/flat_hash_map.h"
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#include "tensorflow/core/profiler/convert/op_stack.h"
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#include "tensorflow/core/profiler/convert/op_stack.h"
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#include "tensorflow/core/profiler/protobuf/op_metrics.pb.h"
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#include "tensorflow/core/profiler/protobuf/xplane.pb.h"
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#include "tensorflow/core/profiler/utils/op_utils.h"
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#include "tensorflow/core/profiler/utils/op_utils.h"
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#include "tensorflow/core/profiler/utils/timespan.h"
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#include "tensorflow/core/profiler/utils/timespan.h"
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#include "tensorflow/core/profiler/utils/xplane_visitor.h"
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#include "tensorflow/core/profiler/utils/xplane_visitor.h"
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@ -137,6 +139,23 @@ void CollectTfActivities(const XLineVisitor& line,
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} // namespace
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} // namespace
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absl::flat_hash_map<int64, TfOp> CollectTfOpsFromHostThreadsXPlane(
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const XPlane& host_trace) {
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absl::flat_hash_map<int64, TfOp> tf_ops;
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for (const auto& id_metadata : host_trace.event_metadata()) {
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const XEventMetadata& metadata = id_metadata.second;
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// On the host, we have added some user-specified TraceMe's in addition to
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// the TraceMe's added to every TensorFlow op by the system. These
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// user-inserted TraceMe's have "unknown" type. We don't count them in
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// Tf-stats.
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TfOp tf_op = ParseTfOpFullname(metadata.name());
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if (!IsUnknownOp(tf_op.type)) {
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tf_ops.try_emplace(metadata.id(), tf_op);
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}
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}
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return tf_ops;
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}
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TfMetricsDbData ConvertHostThreadsXLineToTfMetricsDbData(
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TfMetricsDbData ConvertHostThreadsXLineToTfMetricsDbData(
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const XLineVisitor& line, const absl::flat_hash_map<int64, TfOp>& tf_ops) {
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const XLineVisitor& line, const absl::flat_hash_map<int64, TfOp>& tf_ops) {
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TfMetricsDbData tf_metrics_db_data;
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TfMetricsDbData tf_metrics_db_data;
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@ -148,5 +167,24 @@ TfMetricsDbData ConvertHostThreadsXLineToTfMetricsDbData(
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return tf_metrics_db_data;
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return tf_metrics_db_data;
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}
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}
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void ConsumeTfMetricsDbData(TfMetricsDbData src, OpMetricsDbCombiner* dst) {
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AddIdleOp(&src.tf_metrics_db);
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dst->Combine(src.tf_metrics_db);
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src.tf_metrics_db.Clear();
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}
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OpMetricsDb ConvertHostThreadsXPlaneToTfMetricsDb(const XPlane& host_trace) {
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absl::flat_hash_map<int64, TfOp> tf_ops =
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CollectTfOpsFromHostThreadsXPlane(host_trace);
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OpMetricsDb result;
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OpMetricsDbCombiner combiner(&result);
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XPlaneVisitor plane(&host_trace);
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plane.ForEachLine([&tf_ops, &combiner](const XLineVisitor& line) {
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ConsumeTfMetricsDbData(
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ConvertHostThreadsXLineToTfMetricsDbData(line, tf_ops), &combiner);
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});
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return result;
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}
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} // namespace profiler
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} // namespace profiler
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} // namespace tensorflow
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} // namespace tensorflow
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@ -18,6 +18,7 @@ limitations under the License.
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#include "absl/container/flat_hash_map.h"
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#include "absl/container/flat_hash_map.h"
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#include "tensorflow/core/platform/types.h"
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#include "tensorflow/core/platform/types.h"
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#include "tensorflow/core/profiler/convert/op_metrics_db_combiner.h"
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#include "tensorflow/core/profiler/protobuf/op_metrics.pb.h"
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#include "tensorflow/core/profiler/protobuf/op_metrics.pb.h"
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#include "tensorflow/core/profiler/protobuf/xplane.pb.h"
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#include "tensorflow/core/profiler/protobuf/xplane.pb.h"
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#include "tensorflow/core/profiler/utils/event_span.h"
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#include "tensorflow/core/profiler/utils/event_span.h"
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@ -40,9 +41,16 @@ struct TfMetricsDbData {
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HostOpMetricsDbBuilder tf_metrics_db_builder{&tf_metrics_db};
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HostOpMetricsDbBuilder tf_metrics_db_builder{&tf_metrics_db};
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};
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};
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absl::flat_hash_map<int64, TfOp> CollectTfOpsFromHostThreadsXPlane(
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const XPlane& host_trace);
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TfMetricsDbData ConvertHostThreadsXLineToTfMetricsDbData(
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TfMetricsDbData ConvertHostThreadsXLineToTfMetricsDbData(
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const XLineVisitor& line, const absl::flat_hash_map<int64, TfOp>& tf_ops);
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const XLineVisitor& line, const absl::flat_hash_map<int64, TfOp>& tf_ops);
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void ConsumeTfMetricsDbData(TfMetricsDbData src, OpMetricsDbCombiner* dst);
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OpMetricsDb ConvertHostThreadsXPlaneToTfMetricsDb(const XPlane& host_trace);
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} // namespace profiler
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} // namespace profiler
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} // namespace tensorflow
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} // namespace tensorflow
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