Benchmarks: add scripts for FastRNNs results comparison. (#44134)

Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/44134

Test Plan: Imported from OSS

Reviewed By: bertmaher

Differential Revision: D23505810

Pulled By: ZolotukhinM

fbshipit-source-id: d0b3d70d4c2a44a8c3773631d09a25a98ec59370

benchmarks/compare-fastrnn-results.py

@@ -0,0 +1,55 @@
+import argparse
+import json
+from collections import namedtuple
+
+Result = namedtuple("Result", ["name", "base_time", "diff_time"])
+
+def construct_name(fwd_bwd, test_name):
+    bwd = 'backward' in fwd_bwd
+    suite_name = fwd_bwd.replace('-backward', '')
+    return '{suite}[{test}]:{fwd_bwd}'.format(suite=suite_name, test=test_name, fwd_bwd='bwd' if bwd else 'fwd')
+
+def get_times(json_data):
+    r = {}
+    for fwd_bwd in json_data:
+        for test_name in json_data[fwd_bwd]:
+            name = construct_name(fwd_bwd, test_name)
+            r[name] = json_data[fwd_bwd][test_name]
+    return r
+
+parser = argparse.ArgumentParser("compare two pytest jsons")
+parser.add_argument('base', help="base json file")
+parser.add_argument('diff', help='diff json file')
+parser.add_argument('--format', default='md', type=str, help='output format (csv, md, json, table)')
+args = parser.parse_args()
+
+with open(args.base, "r") as base:
+    base_times = get_times(json.load(base))
+with open(args.diff, "r") as diff:
+    diff_times = get_times(json.load(diff))
+
+all_keys = set(base_times.keys()).union(diff_times.keys())
+results = [
+    Result(name, base_times.get(name, float("nan")), diff_times.get(name, float("nan")))
+    for name in sorted(all_keys)
+]
+
+header_fmt = {'table' : '{:48s} {:>13s} {:>15s} {:>10s}',
+              'md'    : '| {:48s} | {:>13s} | {:>15s} | {:>10s} |',
+              'csv'   : '{:s}, {:s}, {:s}, {:s}'}
+data_fmt = {'table' : '{:48s} {:13.6f} {:15.6f} {:9.1f}%',
+            'md'    : '| {:48s} | {:13.6f} | {:15.6f} | {:9.1f}% |',
+            'csv'   : '{:s}, {:.6f}, {:.6f}, {:.2f}%'}
+
+if args.format in ['table', 'md', 'csv']:
+    header_fmt_str = header_fmt[args.format]
+    data_fmt_str = data_fmt[args.format]
+    print(header_fmt_str.format("name", "base time (s)", "diff time (s)", "% change"))
+    if args.format == 'md':
+        print(header_fmt_str.format(":---", "---:", "---:", "---:"))
+    for r in results:
+        print(data_fmt_str.format(r.name, r.base_time, r.diff_time, (r.diff_time / r.base_time - 1.0) * 100.0))
+elif args.format == 'json':
+    print(json.dumps(results))
+else:
+    raise ValueError('Unknown output format: ' + args.format)

benchmarks/compare.sh

@@ -0,0 +1,4 @@
+#!/bin/bash
+python -m fastrnns.bench --fuser=old --group=rnns --print-json oss > old.json
+python -m fastrnns.bench --fuser=te --group=rnns  --print-json oss > te.json
+python compare-fastrnn-results.py old.json te.json --format md