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astc_test_image.py
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#!/usr/bin/env python3
# SPDX-License-Identifier: Apache-2.0
# -----------------------------------------------------------------------------
# Copyright 2019-2024 Arm Limited
#
# Licensed 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.
# -----------------------------------------------------------------------------
"""
The image test runner is used for image quality and performance testing.
It is designed to process directories of arbitrary test images, using the
directory structure and path naming conventions to self-describe how each image
is to be compressed. Some built-in test sets are provided in the ./Test/Images
directory, and others can be downloaded by running the astc_test_image_dl
script.
Attributes:
RESULT_THRESHOLD_WARN: The result threshold (dB) for getting a WARN.
RESULT_THRESHOLD_FAIL: The result threshold (dB) for getting a FAIL.
TEST_BLOCK_SIZES: The block sizes we can test. This is a subset of the
block sizes supported by ASTC, simply to keep test run times
manageable.
"""
import argparse
import os
import platform
import sys
import testlib.encoder as te
import testlib.testset as tts
import testlib.resultset as trs
# Require bit exact with reference scores
RESULT_THRESHOLD_WARN = -0.00
RESULT_THRESHOLD_FAIL = -0.00
RESULT_THRESHOLD_3D_FAIL = -0.00
TEST_BLOCK_SIZES = ["4x4", "5x5", "6x6", "8x8", "12x12", "3x3x3", "6x6x6"]
TEST_QUALITIES = ["fastest", "fast", "medium", "thorough", "verythorough", "exhaustive"]
def is_3d(blockSize):
"""
Is the given block size a 3D block type?
Args:
blockSize (str): The block size.
Returns:
bool: ``True`` if the block string is a 3D block size, ``False`` if 2D.
"""
return blockSize.count("x") == 2
def count_test_set(testSet, blockSizes):
"""
Count the number of test executions needed for a test set.
Args:
testSet (TestSet): The test set to run.
blockSizes (list(str)): The block sizes to run.
Returns:
int: The number of test executions needed.
"""
count = 0
for blkSz in blockSizes:
for image in testSet.tests:
# 3D block sizes require 3D images
if is_3d(blkSz) != image.is3D:
continue
count += 1
return count
def determine_result(image, reference, result):
"""
Determine a test result against a reference and thresholds.
Args:
image (TestImage): The image being compressed.
reference (Record): The reference result to compare against.
result (Record): The test result.
Returns:
Result: The result code.
"""
dPSNR = result.psnr - reference.psnr
if (dPSNR < RESULT_THRESHOLD_FAIL) and (not image.is3D):
return trs.Result.FAIL
if (dPSNR < RESULT_THRESHOLD_3D_FAIL) and image.is3D:
return trs.Result.FAIL
if dPSNR < RESULT_THRESHOLD_WARN:
return trs.Result.WARN
return trs.Result.PASS
def format_solo_result(image, result):
"""
Format a metrics string for a single (no compare) result.
Args:
image (TestImage): The image being tested.
result (Record): The test result.
Returns:
str: The metrics string.
"""
name = "%5s %s" % (result.blkSz, result.name)
tPSNR = "%2.3f dB" % result.psnr
tTTime = "%.3f s" % result.tTime
tCTime = "%.3f s" % result.cTime
tCMTS = "%.3f MT/s" % result.cRate
return "%-32s | %8s | %9s | %9s | %11s" % \
(name, tPSNR, tTTime, tCTime, tCMTS)
def format_result(image, reference, result):
"""
Format a metrics string for a comparison result.
Args:
image (TestImage): The image being tested.
reference (Record): The reference result to compare against.
result (Record): The test result.
Returns:
str: The metrics string.
"""
dPSNR = result.psnr - reference.psnr
try:
sTTime = reference.tTime / result.tTime
except ZeroDivisionError:
sTTime = float('NaN')
try:
sCTime = reference.cTime / result.cTime
except ZeroDivisionError:
sCTime = float('NaN')
name = "%5s %s" % (result.blkSz, result.name)
tPSNR = "%2.3f dB (% 1.3f dB)" % (result.psnr, dPSNR)
tTTime = "%.3f s (%1.2fx)" % (result.tTime, sTTime)
tCTime = "%.3f s (%1.2fx)" % (result.cTime, sCTime)
tCMTS = "%.3f MT/s" % (result.cRate)
result = determine_result(image, reference, result)
return "%-32s | %22s | %15s | %15s | %11s | %s" % \
(name, tPSNR, tTTime, tCTime, tCMTS, result.name)
def run_test_set(encoder, testRef, testSet, quality, blockSizes, testRuns,
keepOutput, threads):
"""
Execute all tests in the test set.
Args:
encoder (EncoderBase): The encoder to use.
testRef (ResultSet): The test reference results.
testSet (TestSet): The test set.
quality (str): The quality level to execute the test against.
blockSizes (list(str)): The block sizes to execute each test against.
testRuns (int): The number of test repeats to run for each image test.
keepOutput (bool): Should the test preserve output images? This is
only a hint and discarding output may be ignored if the encoder
version used can't do it natively.
threads (int or None): The thread count to use.
Returns:
ResultSet: The test results.
"""
resultSet = trs.ResultSet(testSet.name)
curCount = 0
maxCount = count_test_set(testSet, blockSizes)
dat = (testSet.name, encoder.name, quality)
title = "Test Set: %s / Encoder: %s -%s" % dat
print(title)
print("=" * len(title))
for blkSz in blockSizes:
for image in testSet.tests:
# 3D block sizes require 3D images
if is_3d(blkSz) != image.is3D:
continue
curCount += 1
dat = (curCount, maxCount, blkSz, image.testFile)
print("Running %u/%u %s %s ... " % dat, end='', flush=True)
res = encoder.run_test(image, blkSz, "-%s" % quality, testRuns,
keepOutput, threads)
res = trs.Record(blkSz, image.testFile, res[0], res[1], res[2], res[3])
resultSet.add_record(res)
if testRef:
refResult = testRef.get_matching_record(res)
res.set_status(determine_result(image, refResult, res))
try:
res.tTimeRel = refResult.tTime / res.tTime
except ZeroDivisionError:
res.tTimeRel = float('NaN')
try:
res.cTimeRel = refResult.cTime / res.cTime
except ZeroDivisionError:
res.cTimeRel = float('NaN')
res.psnrRel = res.psnr - refResult.psnr
res = format_result(image, refResult, res)
else:
res = format_solo_result(image, res)
print("\r[%3u] %s" % (curCount, res))
return resultSet
def get_encoder_params(encoderName, referenceName, imageSet):
"""
The the encoder and image set parameters for a test run.
Args:
encoderName (str): The encoder name.
referenceName (str): The reference encoder name.
imageSet (str): The test image set.
Returns:
tuple(EncoderBase, str, str, str): The test parameters for the
requested encoder and test set. An instance of the encoder wrapper
class, the output data name, the output result directory, and the
reference to use.
"""
# 1.7 variants
if encoderName == "ref-1.7":
encoder = te.Encoder1_7()
name = "reference-1.7"
outDir = "Test/Images/%s" % imageSet
refName = None
return (encoder, name, outDir, refName)
if encoderName.startswith("ref"):
_, version, simd = encoderName.split("-")
# 2.x, 3.x, and 4.x variants
compatible2xPrefixes = ["2.", "3.", "4.", "5."]
if any(True for x in compatible2xPrefixes if version.startswith(x)):
encoder = te.Encoder2xRel(version, simd)
name = f"reference-{version}-{simd}"
outDir = "Test/Images/%s" % imageSet
refName = None
return (encoder, name, outDir, refName)
# Latest main
if version == "main":
encoder = te.Encoder2x(simd)
name = f"reference-{version}-{simd}"
outDir = "Test/Images/%s" % imageSet
refName = None
return (encoder, name, outDir, refName)
assert False, f"Encoder {encoderName} not recognized"
encoder = te.Encoder2x(encoderName)
name = "develop-%s" % encoderName
outDir = "TestOutput/%s" % imageSet
refName = referenceName.replace("ref", "reference")
return (encoder, name, outDir, refName)
def parse_command_line():
"""
Parse the command line.
Returns:
Namespace: The parsed command line container.
"""
parser = argparse.ArgumentParser()
# All reference encoders
refcoders = ["ref-1.7",
"ref-2.5-neon", "ref-2.5-sse2", "ref-2.5-sse4.1", "ref-2.5-avx2",
"ref-3.7-neon", "ref-3.7-sse2", "ref-3.7-sse4.1", "ref-3.7-avx2",
"ref-4.8-neon", "ref-4.8-sse2", "ref-4.8-sse4.1", "ref-4.8-avx2",
"ref-5.0-neon", "ref-5.0-sse2", "ref-5.0-sse4.1", "ref-5.0-avx2",
"ref-main-neon", "ref-main-sve_256", "ref-main-sve_128", "ref-main-sse2", "ref-main-sse4.1", "ref-main-avx2"]
# All test encoders
testcoders = ["none", "neon", "sve_256", "sve_128", "sse2", "sse4.1", "avx2", "native", "universal"]
testcodersAArch64 = ["neon", "sve_256", "sve_128"]
testcodersX86 = ["sse2", "sse4.1", "avx2"]
coders = refcoders + testcoders + ["all-aarch64", "all-x86"]
parser.add_argument("--encoder", dest="encoders", default="avx2",
choices=coders, help="test encoder variant")
parser.add_argument("--reference", dest="reference", default="ref-main-avx2",
choices=refcoders, help="reference encoder variant")
astcProfile = ["ldr", "ldrs", "hdr", "all"]
parser.add_argument("--color-profile", dest="profiles", default="all",
choices=astcProfile, help="test color profile")
imgFormat = ["l", "xy", "rgb", "rgba", "all"]
parser.add_argument("--color-format", dest="formats", default="all",
choices=imgFormat, help="test color format")
choices = list(TEST_BLOCK_SIZES) + ["all"]
parser.add_argument("--block-size", dest="blockSizes",
action="append", choices=choices,
help="test block size")
testDir = os.path.dirname(__file__)
testDir = os.path.join(testDir, "Images")
testSets = []
for path in os.listdir(testDir):
fqPath = os.path.join(testDir, path)
if os.path.isdir(fqPath):
testSets.append(path)
testSets.append("all")
parser.add_argument("--test-set", dest="testSets", default="Small",
choices=testSets, help="test image test set")
parser.add_argument("--test-image", dest="testImage", default=None,
help="select a specific test image from the test set")
choices = list(TEST_QUALITIES) + ["all", "all+"]
parser.add_argument("--test-quality", dest="testQual", default="thorough",
choices=choices, help="select a specific test quality")
parser.add_argument("--repeats", dest="testRepeats", default=1,
type=int, help="test iteration count")
parser.add_argument("--keep-output", dest="keepOutput", default=False,
action="store_true", help="keep image output")
parser.add_argument("-j", dest="threads", default=None,
type=int, help="thread count")
args = parser.parse_args()
# Turn things into canonical format lists
if args.encoders == "all-aarch64":
args.encoders = testcodersAArch64
elif args.encoders == "all-x86":
args.encoders = testcodersX86
else:
args.encoders = [args.encoders]
if args.testQual == "all+":
args.testQual = TEST_QUALITIES
elif args.testQual == "all":
args.testQual = TEST_QUALITIES
args.testQual.remove("verythorough")
args.testQual.remove("exhaustive")
else:
args.testQual = [args.testQual]
if not args.blockSizes or ("all" in args.blockSizes):
args.blockSizes = TEST_BLOCK_SIZES
args.testSets = testSets[:-1] if args.testSets == "all" \
else [args.testSets]
args.profiles = astcProfile[:-1] if args.profiles == "all" \
else [args.profiles]
args.formats = imgFormat[:-1] if args.formats == "all" \
else [args.formats]
return args
def main():
"""
The main function.
Returns:
int: The process return code.
"""
# Parse command lines
args = parse_command_line()
testSetCount = 0
worstResult = trs.Result.NOTRUN
for quality in args.testQual:
for imageSet in args.testSets:
for encoderName in args.encoders:
(encoder, name, outDir, refName) = \
get_encoder_params(encoderName, args.reference, imageSet)
testDir = "Test/Images/%s" % imageSet
testRes = "%s/astc_%s_%s_results.csv" % (outDir, name, quality)
testRef = None
if refName:
dat = (testDir, refName, quality)
testRefPath = "%s/astc_%s_%s_results.csv" % dat
testRef = trs.ResultSet(imageSet)
testRef.load_from_file(testRefPath)
testSetCount += 1
testSet = tts.TestSet(imageSet, testDir,
args.profiles, args.formats, args.testImage)
resultSet = run_test_set(encoder, testRef, testSet, quality,
args.blockSizes, args.testRepeats,
args.keepOutput, args.threads)
resultSet.save_to_file(testRes)
if refName:
summary = resultSet.get_results_summary()
worstResult = max(summary.get_worst_result(), worstResult)
print(summary)
if (testSetCount > 1) and (worstResult != trs.Result.NOTRUN):
print("OVERALL STATUS: %s" % worstResult.name)
if worstResult == trs.Result.FAIL:
return 1
return 0
if __name__ == "__main__":
sys.exit(main())
if __name__ == "__main__":
sys.exit(main())