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Kernel: Merged gemv-simd code

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This commit is contained in:
Philippe Tillet
2015-08-13 10:06:18 -07:00
parent 3f17413ffc
commit 0bb73602f9
5 changed files with 295 additions and 268 deletions
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2
lib/CMakeLists.txt
View File

@@ -1,5 +1,5 @@
#Database
set(DATABASE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/model/presets/")
set(DATABASE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/profiles/presets/")
file(GLOB_RECURSE JSON_FILES "${DATABASE_PATH}/json/*.json")
CODE_TO_H(SOURCES ${JSON_FILES} VARNAME json_files EXTENSION "hpp" OUTPUT_DIR "${DATABASE_PATH}"
NAMESPACE "isaac presets" TARGET database EOF "1")

65
lib/kernels/templates/gemv.cpp
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@@ -24,8 +24,6 @@ num_groups_0(_num_groups_0), num_groups_1(_num_groups_1), fetch_policy(_fetch_po
int gemv::is_invalid_impl(driver::Device const &, expressions_tuple const &) const
{
if(dot_type_==REDUCE_ROWS && p_.simd_width>1)
return TEMPLATE_INVALID_SIMD_WIDTH;
if (p_.fetch_policy==FETCH_FROM_LOCAL)
return TEMPLATE_INVALID_FETCHING_POLICY_TYPE;
return TEMPLATE_VALID;
@@ -73,6 +71,7 @@ std::string gemv::generate_impl(std::string const & suffix, expressions_tuple co
arguments += e->process(Global(backend).get() + " " + numeric_type + "* #name_temp, ");
}
int col_simd_width = (dot_type_ == REDUCE_COLUMNS) ? 1 : p_.simd_width;
switch(backend)
{
#ifdef ISAAC_WITH_CUDA
@@ -94,25 +93,27 @@ std::string gemv::generate_impl(std::string const & suffix, expressions_tuple co
std::string local_size_0_ld_str = to_string(local_size_0_ld);
for (const auto & e : dots)
stream << e->process(Local(backend).get() + " #scalartype #name_buf[" + to_string(p_.local_size_1*local_size_0_ld) + "];") << std::endl;
stream << e->process(Local(backend).get() + " " + append_width("#scalartype", col_simd_width) + " #name_buf[" + to_string(p_.local_size_1*local_size_0_ld) + "];") << std::endl;
stream << "for(" << _size_t << " r = " << GlobalIdx1(backend) << "; r < (M +" << p_.local_size_1 - 1 << ")/" << p_.local_size_1 << "*" << p_.local_size_1 << "; r += " << GlobalSize1(backend) << ")" << std::endl;
stream << "for(" << _size_t << " r = " << GlobalIdx1(backend) << "*" << col_simd_width << "; r < (M +" << p_.local_size_1 - 1 << ")/" << p_.local_size_1 << "*" << p_.local_size_1*col_simd_width << "; r += " << GlobalSize1(backend) << "*" << col_simd_width << ")" << std::endl;
stream << "{" << std::endl;
stream.inc_tab();
stream << "" << _size_t << " lidx = " << LocalIdx0(backend) << ";" << std::endl;
stream << "" << _size_t << " lidy = " << LocalIdx1(backend) <<";" << std::endl;
for (const auto & e : dots)
stream << e->process("#scalartype #name_acc = " + neutral_element((e)->root_op(), backend, "#scalartype") + ";") << std::endl;
for (const auto & e : dots){
std::string data_type = append_width("#scalartype",col_simd_width);
stream << e->process(data_type + " #name_acc = " + neutral_element((e)->root_op(), backend, "#scalartype") + ";") << std::endl;
}
stream << "if (r < M)" << std::endl;
stream << "{" << std::endl;
stream.inc_tab();
element_wise_loop_1D(stream, p_.fetch_policy, p_.simd_width, "c", "N", GlobalIdx0(backend).get(), GlobalSize0(backend).get(), device, [&](unsigned int simd_width)
element_wise_loop_1D(stream, p_.fetch_policy, (dot_type_==REDUCE_COLUMNS)?p_.simd_width:1, "c", "N", GlobalIdx0(backend).get(), GlobalSize0(backend).get(), device, [&](unsigned int row_simd_width)
{
std::string data_type = append_width("#scalartype",simd_width);
for (const auto & e : dots)
@@ -120,32 +121,34 @@ std::string gemv::generate_impl(std::string const & suffix, expressions_tuple co
std::map<std::string, std::string> accessors;
if(dot_type_==REDUCE_COLUMNS)
{
accessors["array2"] = data_type + " #namereg = " + vload(simd_width, "#scalartype", "c*#stride", "#pointer + r*#ld", backend)+";";
accessors["repeat"] = data_type + " #namereg = " + vload(simd_width, "#scalartype", "(c%#tuplearg0)*#stride", "#pointer + (r%#tuplearg1)*#stride ", backend)+";";
std::string data_type = append_width("#scalartype",row_simd_width);
accessors["array2"] = data_type + " #namereg = " + vload(row_simd_width, "#scalartype", "c*#stride", "#pointer + r*#ld", backend)+";";
accessors["repeat"] = data_type + " #namereg = " + vload(row_simd_width, "#scalartype", "(c%#tuplearg0)*#stride", "#pointer + (r%#tuplearg1)*#stride ", backend)+";";
}
else
{
accessors["array2"] = "#scalartype #namereg = #pointer[r*#stride + c*#ld];";
std::string data_type = append_width("#scalartype",col_simd_width);
accessors["array2"] = data_type + " #namereg = " + vload(col_simd_width, "#scalartype", "0", "#pointer + r*#stride + c*#ld", backend) + ";";
accessors["repeat"] = "#scalartype #namereg = $VALUE{(r%#tuplearg0)*#stride, (c%#tuplearg1)*#stride};";
}
e->process_recursive(stream, PARENT_NODE_TYPE, accessors);
}
//Update accumulators
std::vector<std::string> str(simd_width);
if (simd_width==1)
std::vector<std::string> str(row_simd_width);
if (row_simd_width==1)
str[0] = "#namereg";
else
for (unsigned int a = 0; a < simd_width; ++a)
for (unsigned int a = 0; a < row_simd_width; ++a)
str[a] = access_vector_type("#namereg",a);
for (auto & elem : dots)
for (unsigned int a = 0; a < simd_width; ++a)
for (unsigned int a = 0; a < row_simd_width; ++a)
{
std::string value = elem->evaluate_recursive(LHS_NODE_TYPE, {{"array2", str[a]}, {"repeat", str[a]}, {"array0", "#namereg"}});
if (elem->is_index_dot())
compute_index_dot(stream, elem->process("#name_acc"), "c*"+to_string(simd_width) + to_string(a), elem->process("#name_acc_value"), value, elem->root_op());
compute_index_dot(stream, elem->process("#name_acc"), "c*"+to_string(row_simd_width) + to_string(a), elem->process("#name_acc_value"), value, elem->root_op());
else
compute_dot(stream, elem->process("#name_acc"), value,elem->root_op());
}
@@ -187,17 +190,37 @@ std::string gemv::generate_impl(std::string const & suffix, expressions_tuple co
if(p_.num_groups_0==1)
{
std::map<std::string, std::string> accessors;
for(int s = 0 ; s < col_simd_width ; ++s)
{
accessors["gemv"] = "#name_buf[lidy*" + local_size_0_ld_str + "]";
accessors["array1"] = "#pointer[r*#stride]";
if(col_simd_width > 1)
accessors["gemv"] = access_vector_type(accessors["gemv"], s);
accessors["array1"] = "#pointer[(r +" + to_string(s) + ")*#stride]";
evaluate(stream, PARENT_NODE_TYPE, accessors, expressions, mappings);
}
}
else
{
for (mapped_dot const * e : dots)
{
if(col_simd_width > 1)
stream << "if(M - r > " << col_simd_width << "){" << std::endl;
if (e->is_index_dot())
stream << e->process("#name_temp_value[r + M*" + GroupIdx0(backend).get() + "] = #name_buf_value[lidy*" + local_size_0_ld_str + "];") << std::endl;
stream << e->process("#name_temp[r + M*" + GroupIdx0(backend).get() + "] = #name_buf[lidy*" + local_size_0_ld_str + "];") << std::endl;
stream << e->process(vstore(col_simd_width,"uint", "#name_buf_value[lidy*" + local_size_0_ld_str + "]", "0", "#name_temp_value + r + M*" + GroupIdx0(backend).get(),backend)) << ";" << std::endl;
stream << e->process(vstore(col_simd_width,"#scalartype", "#name_buf[lidy*" + local_size_0_ld_str + "]", "0", "#name_temp + r + M*" + GroupIdx0(backend).get(),backend)) << ";" << std::endl;
if(col_simd_width > 1)
{
stream << "}" << std::endl;
stream << "else{" << std::endl;
stream.inc_tab();
for(int s = 0 ; s < col_simd_width ; ++s){
if (e->is_index_dot())
stream << "if(r + " << s << "< M) " << e->process("#name_temp_value[r + " + to_string(s) + " + M*" + GroupIdx0(backend).get() + "] = " + access_vector_type("#name_buf_value[lidy*" + local_size_0_ld_str + "]", s)) << ";" << std::endl;
stream << "if(r + " << s << "< M) " << e->process("#name_temp[r + " + to_string(s) + " + M*" + GroupIdx0(backend).get() + "] = " + access_vector_type("#name_buf[lidy*" + local_size_0_ld_str + "]", s)) << ";" << std::endl;
}
stream.dec_tab();
stream << "}" << std::endl;
}
}
}
stream.dec_tab();
@@ -210,6 +233,8 @@ std::string gemv::generate_impl(std::string const & suffix, expressions_tuple co
stream.dec_tab();
stream << "}" << std::endl;
// std::cout << stream.str() << std::endl;
if(p_.num_groups_0>1)
{
/////////////////////////////////////////
@@ -338,7 +363,7 @@ void gemv::enqueue(driver::CommandQueue & queue, driver::Program const & program
}
//Fallback
if(dot_type_==REDUCE_COLUMNS && p_.simd_width>1 && requires_fallback(expressions))
if(p_.simd_width>1 && requires_fallback(expressions))
{
fallback.enqueue(queue, program, "fallback", fallback, controller);
return;

454
lib/profiles/presets/broadwell.hpp
View File

@@ -295,129 +295,220 @@ static const char broadwell[] = {
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0x2c, 0x20, 0x31, 0x2c, 0x20, 0x38, 0x2c, 0x20, 0x32, 0x2c,
0x20, 0x38, 0x2c, 0x20, 0x30, 0x2c, 0x20, 0x30, 0x2c, 0x20,
0x34, 0x2c, 0x20, 0x33, 0x32, 0x5d, 0x2c, 0x20, 0x5b, 0x32,
0x2c, 0x20, 0x31, 0x36, 0x2c, 0x20, 0x31, 0x32, 0x38, 0x2c,
0x20, 0x31, 0x36, 0x2c, 0x20, 0x31, 0x2c, 0x20, 0x34, 0x2c,
0x20, 0x34, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x30, 0x2c, 0x20,
0x30, 0x2c, 0x20, 0x33, 0x32, 0x2c, 0x20, 0x38, 0x5d, 0x2c,
0x20, 0x5b, 0x34, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x31, 0x36,
0x2c, 0x20, 0x31, 0x36, 0x2c, 0x20, 0x32, 0x2c, 0x20, 0x38,
0x2c, 0x20, 0x34, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x30, 0x2c,
0x20, 0x30, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x31, 0x36, 0x5d,
0x2c, 0x20, 0x5b, 0x34, 0x2c, 0x20, 0x38, 0x2c, 0x20, 0x31,
0x36, 0x2c, 0x20, 0x38, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x38,
0x2c, 0x20, 0x32, 0x2c, 0x20, 0x38, 0x2c, 0x20, 0x30, 0x2c,
0x20, 0x30, 0x2c, 0x20, 0x34, 0x2c, 0x20, 0x31, 0x36, 0x5d,
0x5d, 0x7d, 0x7d, 0x7d, 0xa, 0x0};
static const std::size_t broadwell_len = 5298;
static const std::size_t broadwell_len = 5436;
}
}

2
lib/profiles/presets/json/broadwell.json
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File diff suppressed because one or more lines are too long

36
python/setup.py
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@@ -112,11 +112,10 @@ def main():
library_dirs = [config['lib'] for config in [opencl_config, cuda_config] if config is not None]
#Include directories
numpy_include = os.path.join(find_module("numpy")[1], "core", "include")
include =' src/include src/lib/external'.split() + ['external/boost/', 'external/boost/boost/', numpy_include]
include =' src/include src/lib/external'.split() + ['external/boost/', 'external/boost/boost/', os.path.join(find_module("numpy")[1], "core", "include")]
#Source files
src = 'src/lib/symbolic/preset.cpp src/lib/symbolic/execute.cpp src/lib/symbolic/io.cpp src/lib/symbolic/expression.cpp src/lib/array.cpp src/lib/value_scalar.cpp src/lib/driver/backend.cpp src/lib/driver/device.cpp src/lib/driver/kernel.cpp src/lib/driver/buffer.cpp src/lib/driver/platform.cpp src/lib/driver/check.cpp src/lib/driver/program.cpp src/lib/driver/command_queue.cpp src/lib/driver/program_cache.cpp src/lib/driver/context.cpp src/lib/driver/event.cpp src/lib/driver/ndrange.cpp src/lib/driver/handle.cpp src/lib/exception/unknown_datatype.cpp src/lib/exception/operation_not_supported.cpp src/lib/profiles/presets.cpp src/lib/profiles/profiles.cpp src/lib/profiles/predictors/random_forest.cpp src/lib/kernels/templates/gemv.cpp src/lib/kernels/templates/axpy.cpp src/lib/kernels/templates/gemm.cpp src/lib/kernels/templates/ger.cpp src/lib/kernels/templates/dot.cpp src/lib/kernels/templates/base.cpp src/lib/kernels/mapped_object.cpp src/lib/kernels/stream.cpp src/lib/kernels/parse.cpp src/lib/kernels/keywords.cpp src/lib/kernels/binder.cpp src/lib/wrap/clBLAS.cpp '.split() + [os.path.join('src', 'bind', sf) for sf in ['_isaac.cpp', 'core.cpp', 'driver.cpp', 'kernels.cpp', 'exceptions.cpp']]
src = 'src/lib/profiles/profiles.cpp src/lib/profiles/presets.cpp src/lib/profiles/predictors/random_forest.cpp src/lib/kernels/templates/ger.cpp src/lib/kernels/templates/gemv.cpp src/lib/kernels/templates/gemm.cpp src/lib/kernels/templates/dot.cpp src/lib/kernels/templates/base.cpp src/lib/kernels/templates/axpy.cpp src/lib/kernels/stream.cpp src/lib/kernels/parse.cpp src/lib/kernels/mapped_object.cpp src/lib/kernels/keywords.cpp src/lib/kernels/binder.cpp src/lib/wrap/clBLAS.cpp src/lib/array.cpp src/lib/value_scalar.cpp src/lib/symbolic/execute.cpp src/lib/symbolic/preset.cpp src/lib/symbolic/io.cpp src/lib/symbolic/expression.cpp src/lib/exception/unknown_datatype.cpp src/lib/exception/operation_not_supported.cpp src/lib/driver/command_queue.cpp src/lib/driver/backend.cpp src/lib/driver/kernel.cpp src/lib/driver/program_cache.cpp src/lib/driver/platform.cpp src/lib/driver/ndrange.cpp src/lib/driver/handle.cpp src/lib/driver/device.cpp src/lib/driver/context.cpp src/lib/driver/buffer.cpp src/lib/driver/check.cpp src/lib/driver/program.cpp src/lib/driver/event.cpp '.split() + [os.path.join('src', 'bind', sf) for sf in ['_isaac.cpp', 'core.cpp', 'driver.cpp', 'kernels.cpp', 'exceptions.cpp']]
boostsrc = 'external/boost/libs/'
for s in ['numpy','python','smart_ptr','system','thread']:
src = src + [x for x in recursive_glob('external/boost/libs/' + s + '/src/','.cpp') if 'win32' not in x and 'pthread' not in x]
@@ -130,25 +129,6 @@ def main():
src= [f for f in src if not f.endswith("once_atomic.cpp")]
#Setup
extensions = []
#ISAAC
extensions += [Extension(
'_isaac',src,
extra_compile_args= backend_defines + ['-std=c++11', '-Wno-unused-function', '-Wno-unused-local-typedefs', '-Wno-sign-compare', '-Wno-attributes', '-DBOOST_PYTHON_SOURCE '],
extra_link_args=['-Wl,-soname=_isaac.so'],
undef_macros=[],
include_dirs=include,
library_dirs=library_dirs,
libraries=libraries
)]
#External
extensions += [Extension('external._tree',
['isaac/external/_tree.c'],
extra_compile_args = ["-O3", "-Wall"],
include_dirs = ['.', numpy_include])]
setup(
name='isaac',
version='1.0',
@@ -156,9 +136,17 @@ def main():
author='Philippe Tillet',
author_email='ptillet@g.harvard.edu',
license='MPL 2.0',
packages=["isaac", "isaac.external"],
packages=["isaac"],
ext_package="isaac",
ext_modules=extensions,
ext_modules=[Extension(
'_isaac',src,
extra_compile_args= backend_defines + ['-std=c++11', '-Wno-unused-function', '-Wno-unused-local-typedefs', '-Wno-sign-compare', '-Wno-attributes', '-DBOOST_PYTHON_SOURCE '],
extra_link_args=['-Wl,-soname=_isaac.so'],
undef_macros=[],
include_dirs=include,
library_dirs=library_dirs,
libraries=libraries
)],
cmdclass={'build_py': build_py, 'build_ext': build_ext_subclass},
classifiers=[
'Environment :: Console',