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#!/usr/bin/env python3
# ########################################################################
# Copyright (C) 2019-2024 Advanced Micro Devices, Inc. All rights Reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
#
# ########################################################################
"""Expand rocSPARSE YAML test data file into binary Arguments records"""
import re
import sys
import os
import argparse
import ctypes
import glob
from fnmatch import fnmatchcase
try: # Import either the C or pure-Python YAML parser
from yaml import CLoader as Loader
except ImportError:
from yaml import Loader
import yaml
# Regex for type names in the YAML file. Optional *nnn indicates array.
TYPE_RE = re.compile(r'[a-z_A-Z]\w*(:?\s*\*\s*\d+)?$')
# Regex for integer ranges A..B[..C]
INT_RANGE_RE = re.compile(r'\s*(-?\d+)\s*\.\.\s*(-?\d+)\s*(?:\.\.\s*(-?\d+)\s*)?$')
# Regex for include: YAML extension
INCLUDE_RE = re.compile(r'include\s*:\s*(.*)')
# Regex for complex types
COMPLEX_RE = re.compile(r'f\d+_c$')
args = {}
testcases = set()
datatypes = {}
param = {}
def main():
args.update(parse_args().__dict__)
for doc in get_yaml_docs():
process_doc(doc)
def process_doc(doc):
"""Process one document in the YAML file"""
# Ignore empty documents
if not doc or not doc.get('Tests'):
return
# Clear datatypes and params from previous documents
datatypes.clear()
param.clear()
# Return dictionary of all known datatypes
datatypes.update(get_datatypes(doc))
# Arguments structure corresponding to C/C++ structure
param['Arguments'] = type('Arguments', (ctypes.Structure,),
{'_fields_': get_arguments(doc)})
# Special names which get expanded as lists of arguments
param['dict_lists_to_expand'] = doc.get('Dictionary lists to expand') or ()
# Lists which are not expanded
param['lists_to_not_expand'] = doc.get('Lists to not expand') or ()
# Defaults
defaults = doc.get('Defaults') or {}
# Known Bugs
param['known_bugs'] = doc.get('Known bugs') or []
# Functions
param['Functions'] = doc.get('Functions') or {}
# Instantiate all of the tests, starting with defaults
for test in doc['Tests']:
case = defaults.copy()
case.update(test)
generate(case, instantiate)
def parse_args():
"""Parse command-line arguments, returning input and output files"""
parser = argparse.ArgumentParser(description="""
Expand rocSPARSE YAML test data file into binary Arguments records
""")
parser.add_argument('infile',
nargs='?',
type=argparse.FileType('r'),
default=sys.stdin)
parser.add_argument('-o', '--out',
dest='outfile',
type=argparse.FileType('wb'),
default=sys.stdout)
parser.add_argument('-I',
help="Add include path",
action='append',
dest='includes',
default=[])
parser.add_argument('-t', '--template',
type=argparse.FileType('r'))
parser.add_argument('-m', '--matrices-dir',
dest='matrices-dir',
default='./')
return parser.parse_args()
def read_yaml_file(file):
"""Read the YAML file, processing include: lines as an extension"""
file_dir = os.path.dirname(file.name) or os.getcwd()
source = []
for line_no, line in enumerate(file, start=1):
# Keep track of file names and line numbers for each line of YAML
match = line.startswith('include') and INCLUDE_RE.match(line)
if not match:
source.append([line, file.name, line_no])
else:
include_file = match.group(1)
include_dirs = [file_dir] + args['includes']
for path in include_dirs:
path = os.path.join(path, include_file)
if os.path.exists(path):
source.extend(read_yaml_file(open(path, 'r')))
break
else:
sys.exit("In file " + file.name + ", line " +
str(line_no) + ", column " + str(match.start(1)+1) +
":\n" + line.rstrip() + "\n" + " " * match.start(1) +
"^\nCannot open " + include_file +
"\n\nInclude paths:\n" + "\n".join(include_dirs))
file.close()
return source
def get_yaml_docs():
"""Parse the YAML file"""
source = read_yaml_file(args['infile'])
if args.get('template'):
source = read_yaml_file(args['template']) + source
source_str = ''.join([line[0] for line in source])
def mark_str(mark):
line = source[mark.line]
return("In file " + line[1] + ", line " + str(line[2]) + ", column " +
str(mark.column + 1) + ":\n" + line[0].rstrip() + "\n" +
' ' * mark.column + "^\n")
# We iterate through all of the documents to properly diagnose errors,
# because the load_all generator does not handle exceptions correctly.
docs = []
load = Loader(source_str)
while load.check_data():
try:
doc = load.get_data()
except yaml.YAMLError as err:
sys.exit((mark_str(err.problem_mark) if err.problem_mark else "") +
(err.problem + "\n" if err.problem else "") +
(err.note + "\n" if err.note else ""))
else:
docs.append(doc)
return docs
def get_datatypes(doc):
""" Get datatypes from YAML doc"""
dt = ctypes.__dict__.copy()
for declaration in doc.get('Datatypes') or ():
for name, decl in declaration.items():
if isinstance(decl, dict):
# Create derived class type based on bases and attr entries
dt[name] = type(name,
tuple([eval(t, dt)
for t in decl.get('bases') or ()
if TYPE_RE.match(t)]
), decl.get('attr') or {})
# Import class' attributes into the datatype namespace
for subtype in decl.get('attr') or {}:
if TYPE_RE.match(subtype):
dt[subtype] = eval(name+'.'+subtype, dt)
elif isinstance(decl, str) and TYPE_RE.match(decl):
dt[name] = dt[decl]
else:
sys.exit("Unrecognized data type "+name+": "+repr(decl))
return dt
def get_arguments(doc):
"""The kernel argument list, with argument names and types"""
return [(var, eval(decl[var], datatypes))
for decl in doc.get('Arguments') or ()
if len(decl) == 1
for var in decl
if TYPE_RE.match(decl[var])]
def setdefaults(test):
"""Set default values for parameters"""
# Do not put constant defaults here -- use rocsparse_common.yaml for that.
# These are only for dynamic defaults
# TODO: This should be ideally moved to YAML file, with eval'd expressions.
if test['transA'] == 111 or test['transB'] == 111:
test.setdefault('lda', 0)
test.setdefault('ldb', 0)
test.setdefault('ldc', 0)
test.setdefault('ldd', 0)
else:
test.setdefault('lda', test['M'] if test['transA'] == 111 else
test['K'])
test.setdefault('ldb', test['K'] if test['transB'] == 111 else
test['N'])
test.setdefault('ldc', test['M'])
test.setdefault('ldd', test['M'])
def write_signature(out):
"""Write the signature used to verify binary file compatibility"""
if 'signature_written' not in args:
sig = 0
byt = bytearray("rocSPARSE", 'utf_8')
byt.append(0)
last_ofs = 0
for (name, ctype) in param['Arguments']._fields_:
member = getattr(param['Arguments'], name)
for i in range(0, member.offset - last_ofs):
byt.append(0)
for i in range(0, member.size):
byt.append(sig ^ i)
sig = (sig + 89) % 256
last_ofs = member.offset + member.size
for i in range(0, ctypes.sizeof(param['Arguments']) - last_ofs):
byt.append(0)
byt.extend(bytes("ROCsparse", 'utf_8'))
byt.append(0)
out.write(byt)
args['signature_written'] = True
def write_test(test):
"""Write the test case out to the binary file if not seen already"""
# For each argument declared in arguments, we generate a positional
# argument in the Arguments constructor. For strings, we pass the
# value of the string directly. For arrays, we unpack their contents
# into the ctype array constructor and pass the ctype array. For
# scalars, we coerce the string/numeric value into ctype.
arg = []
for name, ctype in param['Arguments']._fields_:
try:
if issubclass(ctype, ctypes.Array):
if issubclass(ctype._type_, ctypes.c_char):
arg.append(bytes(test[name], 'utf_8'))
else:
arg.append(ctype(*test[name]))
elif issubclass(ctype, ctypes.c_char):
arg.append(bytes(test[name], 'utf_8'))
else:
arg.append(ctype(test[name]))
except TypeError as err:
sys.exit("TypeError: " + str(err) + " for " + name +
", which has type " + str(type(test[name])) + "\n")
byt = bytes(param['Arguments'](*arg))
if byt not in testcases:
testcases.add(byt)
write_signature(args['outfile'])
args['outfile'].write(byt)
def instantiate(test):
"""Instantiate a given test case"""
test = test.copy()
# Any Arguments fields declared as enums
enum_args = [decl[0] for decl in param['Arguments']._fields_
if decl[1].__module__ == '__main__']
try:
setdefaults(test)
# If no enum arguments are complex, clear alphai and betai
for typename in enum_args:
if COMPLEX_RE.match(test[typename]):
break
else:
for name in ('alphai', 'betai', 'boostvali'):
if name in test:
test[name] = 0.0
# For enum arguments, replace name with value
for typename in enum_args:
test[typename] = datatypes[test[typename]]
# Match known bugs
if test['category'] not in ('known_bug', 'disabled'):
for bug in param['known_bugs']:
for key, value in bug.items():
if key not in test:
break
if key == 'function':
if not fnmatchcase(test[key], value):
break
# For keys declared as enums, compare resulting values
elif test[key] != (datatypes.get(value) if key in enum_args
else value):
break
else: # All values specified in known bug match test case
test['category'] = 'known_bug'
break
write_test(test)
except KeyError as err:
sys.exit("Undefined value " + str(err) + "\n" + str(test))
def generate(test, function):
"""Generate test combinations by iterating across lists recursively"""
test = test.copy()
# For specially named lists, they are expanded and merged into the test
# argument list. When the list name is a dictionary of length 1, its pairs
# indicate that the argument named by its key takes on values paired with
# the argument named by its value, which is another dictionary list. We
# process the value dictionaries' keys in alphabetic order, to ensure
# deterministic test ordering.
for argname in param['dict_lists_to_expand']:
if type(argname) == dict:
if len(argname) == 1:
arg, target = list(argname.items())[0]
if arg in test and type(test[arg]) == dict:
pairs = sorted(list(test[arg].items()), key=lambda x: x[0])
for test[arg], test[target] in pairs:
generate(test, function)
return
elif argname in test and type(test[argname]) in (tuple, list, dict):
# Pop the list and iterate across it
ilist = test.pop(argname)
# For a bare dictionary, wrap it in a list and apply it once
for item in [ilist] if type(ilist) == dict else ilist:
try:
case = test.copy()
case.update(item) # original test merged with each item
generate(case, function)
except TypeError as err:
sys.exit("TypeError: " + str(err) + " for " + argname +
", which has type " + str(type(item)) +
"\nA name listed in \"Dictionary lists to expand\" "
"must be a defined as a dictionary.\n")
return
matrices_dir = str(args['matrices-dir'])
if matrices_dir[-1] != "/":
matrices_dir+="/"
for key in sorted(list(test)):
# Integer arguments which are ranges (A..B[..C]) are expanded
if type(test[key]) == str:
match = INT_RANGE_RE.match(str(test[key]))
if match:
for test[key] in range(int(match.group(1)),
int(match.group(2))+1,
int(match.group(3) or 1)):
generate(test, function)
return
# For sequence arguments, they are expanded into scalars
elif (type(test[key]) in (tuple, list) and
key not in param['lists_to_not_expand']):
if key == "filename" and test[key] != "*":
cleanlist=[]
for test[key] in test[key]:
#
# Get argument.
#
filename_arg = matrices_dir + str(test[key])
#
# Check if this is a valid argument
#
if ((not os.path.isdir(filename_arg))
and (not glob.glob(filename_arg))
and (not glob.glob(filename_arg + ".csr"))
and (not glob.glob(filename_arg + ".bsr"))):
# Debian: We don't have these files
#print("skip unrecognized filename, directory or filename glob expression: '" + test[key] + "'")
pass
else:
cleanlist.append(test[key])
if not cleanlist:
return;
test[key] = cleanlist
for test[key] in test[key]:
#
# Get argument.
#
filename_arg = matrices_dir + str(test[key])
#
# It is a directory.
#
if os.path.isdir(filename_arg):
#
# List the files.
#
names = glob.glob(filename_arg + "/*")
for name in names:
subpath=os.path.splitext(name.replace(matrices_dir,""))[0]
test[key]=[subpath]
generate(test,function)
else:
#
# Might be a glob expression
#
names = glob.glob(filename_arg)
if not names:
names = glob.glob(filename_arg + ".csr")
if not names:
names = glob.glob(filename_arg + ".bsr")
generate(test,function)
else:
for name in names:
subpath=os.path.splitext(name.replace(matrices_dir,""))[0]
test[key]=[subpath]
generate(test,function)
else:
for test[key] in test[key]:
generate(test,function)
return
# Replace typed function names with generic functions and types
if 'rocsparse_function' in test:
func = test.pop('rocsparse_function')
if func in param['Functions']:
test.update(param['Functions'][func])
else:
test['function'] = func
generate(test, function)
return
function(test)
if __name__ == '__main__':
main()
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