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lit==16.0.6 | ||
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# for tests/poly/runner/generate_test_cases.py | ||
tomli==2.0.1 | ||
sympy==1.12 | ||
mpmath==1.3.0 |
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load("@rules_python//python:py_binary.bzl", "py_binary") | ||
load("//bazel:lit.bzl", "glob_lit_tests") | ||
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package( | ||
default_applicable_licenses = ["@heir//:license"], | ||
default_visibility = ["//visibility:public"], | ||
) | ||
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py_binary( | ||
name = "generate_test_cases", | ||
srcs = [ | ||
"generate_test_cases.py", | ||
], | ||
python_version = "PY3", | ||
srcs_version = "PY3", | ||
deps = [ | ||
"@heir_pip_deps_sympy//:pkg", | ||
"@heir_pip_deps_tomli//:pkg", | ||
], | ||
) | ||
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glob_lit_tests( | ||
name = "all_tests", | ||
data = ["@heir//tests:test_utilities"], | ||
driver = "@heir//tests:run_lit.sh", | ||
test_file_exts = ["mlir"], | ||
) |
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To re-generate the tests in this directory: | ||
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``` | ||
cd tests/poly/runner | ||
rm lower_mul_*.mlir | ||
bazel run generate_test_cases -- --tests_toml_path $PWD/lower_mul_tests.toml --output_test_stem=$PWD/lower_mul_ | ||
``` |
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"""Generate mlir-cpu-runner tests for lowering poly.mul ops from a config.""" | ||
import argparse | ||
import sys | ||
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import sympy | ||
import tomli | ||
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HEADER = """// WARNING: this file is autogenerated. Do not edit manually, instead see | ||
// tests/poly/runner/generate_test_cases.py | ||
//------------------------------------------------------- | ||
// entry and check_prefix are re-set per test execution | ||
// DEFINE: %{entry} = | ||
// DEFINE: %{check_prefix} = | ||
// DEFINE: %{compile} = heir-opt %s --heir-polynomial-to-llvm | ||
// DEFINE: %{run} = mlir-cpu-runner -e %{entry} -entry-point-result=void --shared-libs="%mlir_lib_dir/libmlir_c_runner_utils%shlibext,%mlir_runner_utils" | ||
// DEFINE: %{check} = FileCheck %s --check-prefix=%{check_prefix} | ||
//------------------------------------------------------- | ||
func.func private @printMemrefI32(memref<*xi32>) attributes { llvm.emit_c_interface } | ||
""" | ||
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def test_setup(i: int): | ||
entry_def = '// REDEFINE: %{entry} = test_' + str(i) | ||
check_def = '// REDEFINE: %{check_prefix} = CHECK_TEST_' + str(i) | ||
run = '// RUN: %{compile} | %{run} | %{check}' | ||
return '\n'.join([entry_def, check_def, run]) | ||
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# Params: | ||
# - ideal | ||
# - cmod | ||
# - p0 | ||
# - p1 | ||
# - test_number | ||
# - gen_tensor_op | ||
# - degree | ||
# - expected | ||
# - coefficient_list | ||
TEST_TEMPLATE = """ | ||
#ideal_{{test_number}} = #poly.polynomial<{{ideal}}> | ||
#ring_{{test_number}} = #poly.ring<cmod={{cmod}}, ideal=#ideal_{{test_number}}> | ||
!poly_ty_{{test_number}} = !poly.poly<#ring_{{test_number}}> | ||
func.func @test_{{test_number}}() {{{{ | ||
%const0 = arith.constant 0 : index | ||
%0 = poly.constant <{{p0}}> : !poly_ty_{{test_number}} | ||
%1 = poly.constant <{{p1}}> : !poly_ty_{{test_number}} | ||
%2 = poly.mul(%0, %1) : !poly_ty_{{test_number}} | ||
{gen_tensor_op} | ||
%ref = bufferization.to_memref %tensor : memref<{{degree}}xi32> | ||
%U = memref.cast %ref : memref<{{degree}}xi32> to memref<*xi32> | ||
func.call @printMemrefI32(%U) : (memref<*xi32>) -> () | ||
return | ||
}}}} | ||
// expected_result: {{expected}} | ||
// CHECK_TEST_{{test_number}}: {{coefficient_list}} | ||
""" | ||
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# We need to compare the final output in i32s because that's the only type | ||
# supported by the mlir-cpu-runner. So we need to truncate or extend the bits. | ||
# I have not looked into the possibility of adding more functions to the | ||
# upstream mlir-cpu-runner. | ||
GEN_TENSOR_OP_TEMPLATE_WITH_TRUNC = """ | ||
%3 = poly.to_tensor %2 : !poly_ty_{{test_number}} -> tensor<{{degree}}x{{container_type}}> | ||
%tensor = arith.{trunc_ext_op} %3 : tensor<{{degree}}x{{container_type}}> to tensor<{{degree}}xi32> | ||
""" | ||
GEN_TENSOR_OP_TEMPLATE = """ | ||
%tensor = poly.to_tensor %2 : !poly_ty_{test_number} -> tensor<{degree}x{container_type}> | ||
""" | ||
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def make_test_template(container_bit_width: int): | ||
if container_bit_width != 32: | ||
trunc_ext_op = 'trunci' if container_bit_width > 32 else 'extsi' | ||
return TEST_TEMPLATE.format( | ||
gen_tensor_op=GEN_TENSOR_OP_TEMPLATE_WITH_TRUNC.format( | ||
trunc_ext_op=trunc_ext_op | ||
) | ||
) | ||
else: | ||
return TEST_TEMPLATE.format(gen_tensor_op=GEN_TENSOR_OP_TEMPLATE) | ||
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parser = argparse.ArgumentParser( | ||
description=( | ||
'Generate a list of mlir-cpu-runner integration tests for lowering' | ||
' poly.mul ops' | ||
) | ||
) | ||
parser.add_argument( | ||
'--tests_toml_path', | ||
type=str, | ||
help='A filepath to a toml file containing a list of tests to generate.', | ||
) | ||
parser.add_argument( | ||
'--output_test_file', | ||
type=str, | ||
help='A filepath to the output file containing all the tests.', | ||
) | ||
parser.add_argument( | ||
'--output_test_stem', | ||
type=str, | ||
help=( | ||
'If specified, generate each test as its own file with this argument' | ||
' as the path stem.' | ||
), | ||
) | ||
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def get_key_or_err(the_dict, key: str, error: str = None): | ||
error = error or f'[[test]] Missing key {key}, parsed dict={the_dict}' | ||
try: | ||
return the_dict[key] | ||
except KeyError: | ||
print(error) | ||
sys.exit(1) | ||
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def parse_poly(poly_str: str) -> list[tuple[int, int]]: | ||
"""Parse a polynomial string into a list of coeff-degree pairs.""" | ||
terms = [x.strip().split('x**') for x in poly_str.split('+')] | ||
term_dict = dict() | ||
for term in terms: | ||
if term[0]: | ||
term_coeff = int(term[0]) | ||
else: | ||
term_coeff = 1 | ||
if len(term) == 1: | ||
term_dict[0] = term_coeff | ||
else: | ||
degree = int(term[1]) | ||
term_dict[degree] = term_coeff | ||
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return list((coeff, degree) for (degree, coeff) in term_dict.items()) | ||
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def parse_to_sympy(poly_str: str, var: sympy.Symbol, cmod: int): | ||
terms = parse_poly(poly_str) | ||
poly = 0 | ||
for coeff, degree in terms: | ||
poly += coeff * var**degree | ||
return poly.as_poly(domain=f'ZZ[{cmod}]') | ||
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def main(args: argparse.Namespace) -> None: | ||
if not args.tests_toml_path: | ||
print('No test config was passed via --tests_toml_path') | ||
sys.exit(1) | ||
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if not args.output_test_file and not args.output_test_stem: | ||
print('Must pass one of --output_test_file or --output_test_stem') | ||
sys.exit(1) | ||
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with open(args.tests_toml_path, 'r') as infile: | ||
config = tomli.load(infile) | ||
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tests = [] | ||
try: | ||
tests = config['test'] | ||
except KeyError: | ||
print('TOML file must contain one or more sections like [[test]]') | ||
sys.exit(1) | ||
test_count = len(tests) | ||
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print(f'Generating {test_count} tests...') | ||
output_tests = [] | ||
for i, test in enumerate(tests): | ||
(ideal, cmod, p0, p1, container_type) = ( | ||
get_key_or_err(test, s) | ||
for s in ['ideal', 'cmod', 'p0', 'p1', 'container_type'] | ||
) | ||
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x = sympy.Symbol('x') | ||
parsed_ideal = parse_to_sympy(ideal, x, cmod) | ||
parsed_p0 = parse_to_sympy(p0, x, cmod) | ||
parsed_p1 = parse_to_sympy(p1, x, cmod) | ||
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expected_remainder = sympy.rem(parsed_p0 * parsed_p1, parsed_ideal, x) | ||
print( | ||
f'{expected_remainder.domain} : ({p0}) * ({p1}) =' | ||
f' {expected_remainder.as_expr()} mod ({ideal})' | ||
) | ||
coeff_list_len = parsed_ideal.degree() | ||
expected_coeffs = list(reversed(expected_remainder.all_coeffs())) | ||
if len(expected_coeffs) < coeff_list_len: | ||
expected_coeffs = expected_coeffs + [0] * ( | ||
coeff_list_len - len(expected_coeffs) | ||
) | ||
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container_width = int(container_type[1:]) | ||
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output_tests.append( | ||
'\n'.join([ | ||
test_setup(i), | ||
make_test_template(container_width).format( | ||
ideal=ideal, | ||
cmod=cmod, | ||
p0=p0, | ||
p1=p1, | ||
test_number=i, | ||
container_type=container_type, | ||
degree=parsed_ideal.degree(), | ||
expected=expected_remainder, | ||
coefficient_list=expected_coeffs, | ||
), | ||
]) | ||
) | ||
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if args.output_test_stem: | ||
for i, test in enumerate(output_tests): | ||
with open(f'{args.output_test_stem}{i}.mlir', 'w') as outfile: | ||
outfile.write(HEADER) | ||
outfile.write(test) | ||
else: | ||
with open(args.output_test_file, 'w') as outfile: | ||
outfile.write(HEADER) | ||
outfile.write('\n'.join(output_tests)) | ||
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print('Done') | ||
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if __name__ == '__main__': | ||
main(parser.parse_args()) |
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// WARNING: this file is autogenerated. Do not edit manually, instead see | ||
// tests/poly/runner/generate_test_cases.py | ||
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//------------------------------------------------------- | ||
// entry and check_prefix are re-set per test execution | ||
// DEFINE: %{entry} = | ||
// DEFINE: %{check_prefix} = | ||
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// DEFINE: %{compile} = heir-opt %s --heir-polynomial-to-llvm | ||
// DEFINE: %{run} = mlir-cpu-runner -e %{entry} -entry-point-result=void --shared-libs="%mlir_lib_dir/libmlir_c_runner_utils%shlibext,%mlir_runner_utils" | ||
// DEFINE: %{check} = FileCheck %s --check-prefix=%{check_prefix} | ||
//------------------------------------------------------- | ||
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func.func private @printMemrefI32(memref<*xi32>) attributes { llvm.emit_c_interface } | ||
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// REDEFINE: %{entry} = test_0 | ||
// REDEFINE: %{check_prefix} = CHECK_TEST_0 | ||
// RUN: %{compile} | %{run} | %{check} | ||
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#ideal_0 = #poly.polynomial<1 + x**12> | ||
#ring_0 = #poly.ring<cmod=4294967296, ideal=#ideal_0> | ||
!poly_ty_0 = !poly.poly<#ring_0> | ||
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func.func @test_0() { | ||
%const0 = arith.constant 0 : index | ||
%0 = poly.constant <1 + x**10> : !poly_ty_0 | ||
%1 = poly.constant <1 + x**11> : !poly_ty_0 | ||
%2 = poly.mul(%0, %1) : !poly_ty_0 | ||
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%tensor = poly.to_tensor %2 : !poly_ty_0 -> tensor<12xi32> | ||
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%ref = bufferization.to_memref %tensor : memref<12xi32> | ||
%U = memref.cast %ref : memref<12xi32> to memref<*xi32> | ||
func.call @printMemrefI32(%U) : (memref<*xi32>) -> () | ||
return | ||
} | ||
// expected_result: Poly(x**11 + x**10 - x**9 + 1, x, domain='ZZ[4294967296]') | ||
// CHECK_TEST_0: [1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1] |
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[[test]] | ||
ideal = "1 + x**12" | ||
cmod = 4294967296 # 2**32 | ||
p0 = "1 + x**10" | ||
p1 = "1 + x**11" | ||
container_type = "i32" |
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