yelite commented on code in PR #12914: URL: https://github.com/apache/tvm/pull/12914#discussion_r981523847
########## python/tvm/meta_schedule/testing/torchbench/run.py: ########## @@ -0,0 +1,504 @@ +# 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. +""" +This script is for benchmarking TVM performance on models from TorchBench. +It uses the torchdynamo as the frontend to ingest models into TVM, and it also +leverages the benchmark util from torchdynamo. + +torchdynamo (https://github.com/pytorch/torchdynamo) and TorchBench +(https://github.com/pytorch/benchmark) need to be in the parent directory of TVM. +We need a local clone of these repos because torchbench and the benchmark runner +in torchdynamo isn't designed to be used as a Python package. + +To setup the environment, run the following commands in the parent directory of TVM and with +the appropriate Python environment: +``` +# torchdynamo requires nightly pytorch +pip3 install --pre \ + --extra-index-url https://download.pytorch.org/whl/nightly/cu116 \ + torch==1.13.0.dev20220926 \ + torchvision==0.14.0.dev20220926 \ + torchtext==0.14.0.dev20220926 Review Comment: The earliest wheel on that index was built on 07/30. So I guess the retention is 60 days. Those wheels are pretty large in size (1 GB). I added a message in the comment string to suggest trying latest nightly if this one can not be found -- 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. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
