connorgoggins commented on a change in pull request #17482: [OpPerf] Add Neural network loss ops URL: https://github.com/apache/incubator-mxnet/pull/17482#discussion_r373134254
########## File path: benchmark/opperf/nd_operations/nn_loss_operators.py ########## @@ -0,0 +1,56 @@ +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you 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. + +import mxnet as mx +from benchmark.opperf.utils.benchmark_utils import run_op_benchmarks +from benchmark.opperf.utils.op_registry_utils import get_all_loss_operators + +"""Performance benchmark tests for MXNet Neural Network Loss Operators + +1. smooth_l1 +2. CTCLoss +3. MakeLoss +4. softmax_cross_entropy +""" + + +def run_loss_operators_benchmarks(ctx=mx.cpu(), dtype='float32', profiler='native', warmup=25, runs=100): + """Runs benchmarks with the given context and precision (dtype) for all the + Neural Network loss operators in MXNet. + + Parameters + ---------- + ctx: mx.ctx + Context to run benchmarks + dtype: str, default 'float32' + Precision to use for benchmarks + warmup: int, default 25 + Number of times to run for warmup + runs: int, default 100 + Number of runs to capture benchmark results + + Returns + ------- + Dictionary of results. Key -> Name of the operator, Value -> Benchmark results. + + """ + # Fetch all loss operators + mx_rearrange_ops = get_all_loss_operators() + + # Run benchmarks + mx_rearrange_op_results = run_op_benchmarks(mx_rearrange_ops, dtype, ctx, profiler, warmup, runs) Review comment: Same here - `mx_loss_op_results` ---------------------------------------------------------------- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. For queries about this service, please contact Infrastructure at: [email protected] With regards, Apache Git Services
