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[DOCS] add benchmark log format doc #4366

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[DOCS] add benchmark log format doc #4366

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add benchmark log format doc
anwang2009 Nov 18, 2019
4039e27
code review changes
anwang2009 Nov 22, 2019
8d1d8a1
remove runtime_config, add md5 field
anwang2009 Nov 22, 2019
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schema edits
anwang2009 Nov 25, 2019
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137 changes: 137 additions & 0 deletions docs/dev/benchmark.rst
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.. 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.
********************************
Benchmark Performance Log Format
********************************
This page details schema v0.1 for a unified benchmark log format. This schema will allow easier cross-references with other frameworks/runs, experiment reproduction, data for nightly perf regression, and the separation of logging/visualization efforts.

Log Format Overview
~~~~~~~~~~~~~~~~~~~

For simplicity, we suggest prioritizing the fields `workload`, `engine`, `hardware` `runtime_ms_mean`, and `runtime_ms_std`. For finer-grained logging, one may additionally propagate the `*_config` fields.

+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| header | examples | category | notes/justification |
+=======================+==============================================================================================================================================================================+==============+==============================================================================+
| workload | resnet-18 | workload | name of workload |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| engine | "tvm" / "onnxruntime" | compiler | |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| hardware | "gcp-c2-standard-16" | hardware | descriptor of target hardware environment |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| runtime_ms_mean | 12.452 | statistics | |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| runtime_ms_std | 5.3 | statistics | |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| timestamp | 1572282699.6 | metadata | indicates when this record is logged |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| schema\_version | "0.1" | metadata | ensure reproducibility as we iterate on this schema |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| metadata | { "docker\_tag":"gcr.io/.../0a680", ... } | metadata | ``docker_tag`` is optional |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| workload\_args | {“input\_name”: "Input3", “input\_shape”: [list\_of\_shape], “data\_layout”: NHCW} | workload | |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| workload\_metadata | {"class": "vision","doc\_url": "``https://github.com/.../README.md``", "opset": 7,"type": "body\_analysis","url": "``https://onnxzoo...ferplus.tar.gz``", "md5": "07fc7..."} | workload | source of workload |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| engine\_version | "1.0.5" | compiler | use semvar format |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| engine\_config | {“llvm”: “llvm-8”, “nvcc”: 10.1, "accelerator": "MLAS", "relay_opt_level": 3, "tvm_target":"llvm -mcpu=cascadelake"} | compiler | fields are optionally specified |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| compilation\_config | {"opt_level": 3, "layer_schedules":[]/ <SHA_to_schedules>} | compiler | fields are optionally specified |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| software\_config | {"os": "ubuntu:18.04","pip": { "docker": "4.1.0", "gitpython": "3.0.4", "numpy": "1.17.4", "onnx": "1.6.0"}, “cudnn”: “cudnn-8”, "cuda_driver”: “480.10.1”} | backend | env dependency list |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| runtime\_config | {"num_cpu_threads": 3} | backend | info on non-hardware, non-software metadata |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| hardware\_config | {"cpu_count": 16, "cloud_machine_type":"c2-standard-16", "memory_GB":64} | hardware | json descriptor of target hardware environment |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| execution\_config | {“number”: 1, “repeat”: 10, “min\_repeat\_ms”, 0} | statistics | workload execution parameters |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| metrics | {“accuracy”: 48.5,“compilation_ms_mean”: 12} | statistics | other metrics |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+
| runtime_raw | [{"runtime_ms": 12, ...}, {"runtime_ms":13,...},...] | statistics | optional raw metrics array |
+-----------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------+------------------------------------------------------------------------------+



Storage format
~~~~~~~~~~~~~~
Currently we're prototyping benchmark data as JSON objects for extensibility and convenience, especially in early versions of the schema. However, as we scale up benchmark aggregation and stabilize parameters, we anticipate switching to a columnar format, such as Arrow or Parquet.

Here is sample data encoded as JSON:

::

{
"workload":"arcface_resnet100",
"engine":"tvm",
"hardware":"gcp-c2-standard-16",
"runtime_ms_mean":109.43004820081924,
"runtime_ms_std":0.09078385126800587,
"timestamp":"20191123003411",
"schema_version":"0.1",
"metadata":{
"docker_tag":"tvmai/ci-gpu:v0.53"
},
"workload_args":{
"input_shape_dict":{
"data":[
1,
3,
112,
112
]
},
"input_type_dict":{
"data":"float32"
},
"input_value_dict":{}
},
"workload_metadata":{
"class":"vision",
"doc_url":"https://github.com/onnx/models/blob/master/vision/body_analysis/arcface/README.md",
"md5":"66074b860f905295aab5a842be57f37d",
"opset":8,
"type":"body_analysis",
"url":"https://s3.amazonaws.com/onnx-model-zoo/arcface/resnet100/resnet100.tar.gz"
},
"engine_version":"1.0.0",
"engine_config":{},
"compilation_config":{
"relay_opt_level": 3
},
"software_config":{
"os":"ubuntu:18.04",
"pip":{
"docker":"4.1.0",
"gitpython":"3.0.4",
"numpy":"1.17.4",
"onnx":"1.6.0"
}
},
"runtime_config":{},
"hardware_config":{
"cloud_machine_type":"c2-standard-16",
"cloud_provider":"GCP",
"cpu_count":16,
"cpu_platform":"Intel Cascade Lake",
"memory_GB":64
},
"execution_config":{},
"metrics":{}
}
1 change: 1 addition & 0 deletions docs/dev/index.rst
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Expand Up @@ -36,3 +36,4 @@ In this part of documentation, we share the rationale for the specific choices m
inferbound
nnvm_json_spec
nnvm_overview
benchmark