xref: /aosp_15_r20/external/XNNPACK/tools/generate-lut-test.py (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1#!/usr/bin/env python
2# Copyright 2021 Google LLC
3#
4# This source code is licensed under the BSD-style license found in the
5# LICENSE file in the root directory of this source tree.
6
7import argparse
8import codecs
9import math
10import os
11import re
12import sys
13import yaml
14
15sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
16import xngen
17import xnncommon
18
19
20parser = argparse.ArgumentParser(
21  description='LUT microkernel test generator')
22parser.add_argument("-s", "--spec", metavar="FILE", required=True,
23                    help="Specification (YAML) file")
24parser.add_argument("-o", "--output", metavar="FILE", required=True,
25                    help='Output (C++ source) file')
26parser.set_defaults(defines=list())
27
28
29def split_ukernel_name(name):
30  match = re.fullmatch(r"xnn_x8_lut_ukernel__(.+)_x(\d+)", name)
31  if match is None:
32    raise ValueError("Unexpected microkernel name: " + name)
33  batch_tile = int(match.group(2))
34
35  arch, isa = xnncommon.parse_target_name(target_name=match.group(1))
36  return batch_tile, arch, isa
37
38
39LUT_TEST_TEMPLATE = """\
40TEST(${TEST_NAME}, batch_eq_${BATCH_TILE}) {
41  $if ISA_CHECK:
42    ${ISA_CHECK};
43  LUTMicrokernelTester()
44    .batch_size(${BATCH_TILE})
45    .Test(${UKERNEL_NAME});
46}
47
48$if BATCH_TILE > 1:
49  TEST(${TEST_NAME}, batch_div_${BATCH_TILE}) {
50    $if ISA_CHECK:
51      ${ISA_CHECK};
52    for (size_t batch_size = ${BATCH_TILE*2}; batch_size < ${BATCH_TILE*10}; batch_size += ${BATCH_TILE}) {
53      LUTMicrokernelTester()
54        .batch_size(batch_size)
55        .Test(${UKERNEL_NAME});
56    }
57  }
58
59  TEST(${TEST_NAME}, batch_lt_${BATCH_TILE}) {
60    $if ISA_CHECK:
61      ${ISA_CHECK};
62    for (size_t batch_size = 1; batch_size < ${BATCH_TILE}; batch_size++) {
63      LUTMicrokernelTester()
64        .batch_size(batch_size)
65        .Test(${UKERNEL_NAME});
66    }
67  }
68
69TEST(${TEST_NAME}, batch_gt_${BATCH_TILE}) {
70  $if ISA_CHECK:
71    ${ISA_CHECK};
72  for (size_t batch_size = ${BATCH_TILE+1}; batch_size < ${10 if BATCH_TILE == 1 else BATCH_TILE*2}; batch_size++) {
73    LUTMicrokernelTester()
74      .batch_size(batch_size)
75      .Test(${UKERNEL_NAME});
76  }
77}
78
79TEST(${TEST_NAME}, inplace) {
80  $if ISA_CHECK:
81    ${ISA_CHECK};
82  for (size_t batch_size = 1; batch_size <= ${BATCH_TILE*5}; batch_size += ${max(1, BATCH_TILE-1)}) {
83    LUTMicrokernelTester()
84      .batch_size(batch_size)
85      .inplace(true)
86      .Test(${UKERNEL_NAME});
87  }
88}
89"""
90
91
92def generate_test_cases(ukernel, batch_tile, isa):
93  """Generates all tests cases for a LUT micro-kernel.
94
95  Args:
96    ukernel: C name of the micro-kernel function.
97    batch_tile: Number of batch elements processed per one iteration of the
98                inner loop of the micro-kernel.
99    isa: instruction set required to run the micro-kernel. Generated unit test
100         will skip execution if the host processor doesn't support this ISA.
101
102  Returns:
103    Code for the test case.
104  """
105  _, test_name = ukernel.split("_", 1)
106  return xngen.preprocess(LUT_TEST_TEMPLATE, {
107      "TEST_NAME": test_name.upper().replace("UKERNEL_", ""),
108      "BATCH_TILE": batch_tile,
109      "UKERNEL_NAME": ukernel,
110      "ISA_CHECK": xnncommon.generate_isa_check_macro(isa),
111    })
112
113
114def main(args):
115  options = parser.parse_args(args)
116
117  with codecs.open(options.spec, "r", encoding="utf-8") as spec_file:
118    spec_yaml = yaml.safe_load(spec_file)
119    if not isinstance(spec_yaml, list):
120      raise ValueError("expected a list of micro-kernels in the spec")
121
122    tests = """\
123// Copyright 2021 Google LLC
124//
125// This source code is licensed under the BSD-style license found in the
126// LICENSE file in the root directory of this source tree.
127//
128// Auto-generated file. Do not edit!
129//   Specification: {specification}
130//   Generator: {generator}
131
132
133#include <gtest/gtest.h>
134
135#include <xnnpack/common.h>
136#include <xnnpack/isa-checks.h>
137
138#include <xnnpack/lut.h>
139#include "lut-microkernel-tester.h"
140""".format(specification=options.spec, generator=sys.argv[0])
141
142    for ukernel_spec in spec_yaml:
143      name = ukernel_spec["name"]
144      batch_tile, arch, isa = split_ukernel_name(name)
145
146      # specification can override architecture
147      arch = ukernel_spec.get("arch", arch)
148
149      test_case = generate_test_cases(name, batch_tile, isa)
150      tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa)
151
152    txt_changed = True
153    if os.path.exists(options.output):
154      with codecs.open(options.output, "r", encoding="utf-8") as output_file:
155        txt_changed = output_file.read() != tests
156
157    if txt_changed:
158      with codecs.open(options.output, "w", encoding="utf-8") as output_file:
159        output_file.write(tests)
160
161
162if __name__ == "__main__":
163  main(sys.argv[1:])
164