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authorCedric Nugteren <web@cedricnugteren.nl>2017-04-05 21:27:25 +0200
committerCedric Nugteren <web@cedricnugteren.nl>2017-04-05 21:27:25 +0200
commit674ff96fdf79b171ba4d100fefff437d7943ddc9 (patch)
treebd4a41e1803cb2ec32f50c6a8ac277fe898f61c9 /scripts
parentaf9a521042ffc2823f60e12018db9e0a29120628 (diff)
Added a first version of a cuBLAS wrapper (WIP)
Diffstat (limited to 'scripts')
-rwxr-xr-xscripts/generator/generator.py11
-rw-r--r--scripts/generator/generator/convert.py13
-rw-r--r--scripts/generator/generator/cpp.py46
-rw-r--r--scripts/generator/generator/routine.py85
4 files changed, 149 insertions, 6 deletions
diff --git a/scripts/generator/generator.py b/scripts/generator/generator.py
index 086b27d3..3f3fab62 100755
--- a/scripts/generator/generator.py
+++ b/scripts/generator/generator.py
@@ -38,11 +38,12 @@ FILES = [
"/src/clblast_c.cpp",
"/test/wrapper_clblas.hpp",
"/test/wrapper_cblas.hpp",
+ "/test/wrapper_cublas.hpp",
"/include/clblast_netlib_c.h",
"/src/clblast_netlib_c.cpp",
]
-HEADER_LINES = [123, 76, 126, 23, 29, 41, 65, 32]
-FOOTER_LINES = [25, 138, 27, 38, 6, 6, 9, 2]
+HEADER_LINES = [123, 76, 126, 23, 29, 41, 29, 65, 32]
+FOOTER_LINES = [25, 138, 27, 38, 6, 6, 6, 9, 2]
HEADER_LINES_DOC = 0
FOOTER_LINES_DOC = 63
@@ -194,7 +195,7 @@ def main(argv):
# Re-writes the body of the file
with open(library_root + FILES[i], "w") as f:
body = ""
- levels = [1, 2, 3] if (i == 4 or i == 5) else [1, 2, 3, 4]
+ levels = [1, 2, 3] if (i == 4 or i == 5 or i == 6) else [1, 2, 3, 4]
for level in levels:
body += cpp.LEVEL_SEPARATORS[level - 1] + "\n"
for routine in ROUTINES[level - 1]:
@@ -211,9 +212,11 @@ def main(argv):
if i == 5:
body += cpp.wrapper_cblas(routine)
if i == 6:
+ body += cpp.wrapper_cublas(routine)
+ if i == 7:
if not routine.batched:
body += cpp.clblast_netlib_c_h(routine)
- if i == 7:
+ if i == 8:
if not routine.batched:
body += cpp.clblast_netlib_c_cc(routine)
f.write("".join(file_header))
diff --git a/scripts/generator/generator/convert.py b/scripts/generator/generator/convert.py
index c0309ec3..80b6f338 100644
--- a/scripts/generator/generator/convert.py
+++ b/scripts/generator/generator/convert.py
@@ -56,6 +56,19 @@ def option_to_cblas(x):
}[x]
+def option_to_cublas(x):
+ """As above, but for clBLAS data-types"""
+ return {
+ 'layout': "cublas_has_no_layout",
+ 'a_transpose': "cublasOperation_t",
+ 'b_transpose': "cublasOperation_t",
+ 'ab_transpose': "cublasOperation_t",
+ 'side': "cublasSideMode_t",
+ 'triangle': "cublasFillMode_t",
+ 'diagonal': "cublasDiagType_t",
+ }[x]
+
+
def option_to_documentation(x):
"""Translates an option name to a documentation string"""
return {
diff --git a/scripts/generator/generator/cpp.py b/scripts/generator/generator/cpp.py
index 03da7985..49240095 100644
--- a/scripts/generator/generator/cpp.py
+++ b/scripts/generator/generator/cpp.py
@@ -290,6 +290,52 @@ def wrapper_cblas(routine):
return result
+def wrapper_cublas(routine):
+ """The wrapper to the reference cuBLAS routines (for performance/correctness testing)"""
+ result = ""
+ if routine.has_tests:
+ result += NL + "// Forwards the cuBLAS calls for %s" % routine.short_names_tested() + NL
+ if routine.no_scalars():
+ result += routine.routine_header_wrapper_cublas(routine.template, True, 23) + ";" + NL
+ for flavour in routine.flavours:
+ result += routine.routine_header_wrapper_cublas(flavour, False, 23) + " {" + NL
+
+ # There is a version available in cuBLAS
+ if flavour.precision_name in ["S", "D", "C", "Z"]:
+ indent = " " * (24 + routine.length())
+ arguments = routine.arguments_wrapper_cublas(flavour)
+ result += " cublasHandle_t handle;" + NL
+ result += " auto status = cublas" + flavour.name + routine.name + "(handle, "
+ result += ("," + NL + indent).join([a for a in arguments]) + ");" + NL
+ result += " cublasDestroy(handle);" + NL
+ result += " return status;"
+
+ # There is no cuBLAS available, forward the call to one of the available functions
+ else: # Half-precision
+ result += " return CUBLAS_STATUS_NOT_SUPPORTED;"
+ # indent = " " * (24 + routine.length())
+
+ # # Convert to float (note: also integer buffers are stored as half/float)
+ # for buf in routine.inputs + routine.outputs:
+ # result += " auto " + buf + "_buffer_bis = HalfToFloatBuffer(" + buf + "_buffer, queues[0]);" + NL
+
+ # # Call the float routine
+ # result += " cublasHandle_t handle;" + NL
+ # result += " auto status = cublasX" + routine.name + "(handle,"
+ # result += ("," + NL + indent).join([a for a in routine.arguments_half()]) + ");" + NL
+ # result += " cublasDestroy(handle);" + NL
+ # result += " return status;" + NL
+
+ # # Convert back to half
+ # for buf in routine.outputs:
+ # result += " FloatToHalfBuffer(" + buf + "_buffer, " + buf + "_buffer_bis, queues[0]);" + NL
+ # result += " return status;"
+
+ # Complete
+ result += NL + "}" + NL
+ return result
+
+
def performance_test(routine, level_string):
"""Generates the body of a performance test for a specific routine"""
result = ""
diff --git a/scripts/generator/generator/routine.py b/scripts/generator/generator/routine.py
index 59b2ed73..9414eb50 100644
--- a/scripts/generator/generator/routine.py
+++ b/scripts/generator/generator/routine.py
@@ -257,7 +257,7 @@ class Routine:
return []
def buffer_def_wrapper_cl(self, name, flavour):
- """As above but with data-types"""
+ """As above but for OpenCL"""
prefix = "const " if name in self.inputs else ""
if name in self.inputs or name in self.outputs:
a = [prefix + "Buffer<" + flavour.buffer_type + ">& " + name + "_buffer"]
@@ -266,6 +266,16 @@ class Routine:
return [", ".join(a + b + c)]
return []
+ def buffer_def_wrapper_cuda(self, name, flavour):
+ """As above but for CUDA"""
+ prefix = "const " if name in self.inputs else ""
+ if name in self.inputs or name in self.outputs:
+ a = [prefix + flavour.buffer_type + "* " + name + "_buffer"]
+ b = ["const size_t " + name + "_offset"]
+ c = ["const size_t " + name + "_" + self.postfix(name)] if name not in self.buffers_without_ld_inc() else []
+ return [", ".join(a + b + c)]
+ return []
+
def buffer_def_vector(self, name, flavour):
"""As above but as vectors"""
prefix = "const " if name in self.inputs else ""
@@ -329,6 +339,18 @@ class Routine:
return [", ".join(a + c)]
return []
+ def buffer_wrapper_cublas(self, name):
+ """As above but for cuBLAS the wrapper"""
+ if name in self.inputs or name in self.outputs:
+ a = ["&" + name + "_buffer[" + name + "_offset]"]
+ c = []
+ if name in ["x", "y"]:
+ c = ["static_cast<int>(" + name + "_" + self.postfix(name) + ")"]
+ elif name in ["a", "b", "c"]:
+ c = [name + "_" + self.postfix(name)]
+ return [", ".join(a + c)]
+ return []
+
def buffer_type(self, name):
"""As above, but only data-types"""
prefix = "const " if (name in self.inputs) else ""
@@ -399,6 +421,16 @@ class Routine:
return [name]
return []
+ def scalar_use_wrapper_by_ref(self, name, flavour):
+ """As above, but for the cuBLAS wrapper"""
+ if name in self.scalars:
+ if name == "alpha":
+ return ["&" + flavour.use_alpha_opencl()]
+ elif name == "beta":
+ return ["&" + flavour.use_beta_opencl()]
+ return [name]
+ return []
+
def scalar_use_wrapper_cblas(self, name, flavour):
"""As above, but for the CBLAS wrapper"""
if name in self.scalars:
@@ -465,6 +497,12 @@ class Routine:
return [", ".join([s for s in self.sizes])]
return []
+ def sizes_list_as_int(self):
+ """Retrieves a list of comma-separated sizes (m, n, k) cast to integers"""
+ if self.sizes:
+ return [", ".join(["static_cast<int>(" + s + ")" for s in self.sizes])]
+ return []
+
def sizes_def(self):
"""Retrieves the definition of the sizes (m,n,k)"""
if self.sizes:
@@ -531,6 +569,13 @@ class Routine:
return [", ".join(definitions)]
return []
+ def options_def_wrapper_cublas(self):
+ """As above, but now using cuBLAS data-types"""
+ if self.options:
+ definitions = ["const " + convert.option_to_cublas(o) + " " + o for o in self.options]
+ return [", ".join(definitions)]
+ return []
+
def options_type(self):
"""Retrieves the types of the options (layout, transpose, side, etc.)"""
if self.options:
@@ -615,7 +660,7 @@ class Routine:
def arguments_wrapper_cblas(self, flavour):
"""As above, but for the CBLAS wrapper"""
- return (self.options_list() + self.sizes_list() +
+ return (self.options_list() + self.sizes_list_as_int() +
self.scalar_use_wrapper_cblas("alpha", flavour) +
list(chain(*[self.buffer_wrapper_cblas(b, flavour) for b in self.buffers_first()])) +
self.scalar_use_wrapper_cblas("beta", flavour) +
@@ -623,6 +668,17 @@ class Routine:
list(chain(*[self.buffer_wrapper_cblas(b, flavour) for b in self.scalar_buffers_second()])) +
list(chain(*[self.scalar_use_wrapper_cblas(s, flavour) for s in self.other_scalars()])))
+ def arguments_wrapper_cublas(self, flavour):
+ """As above, but for the cuBLAS wrapper"""
+ return (self.options_list() + self.sizes_list_as_int() +
+ list(chain(*[self.buffer_wrapper_cublas(b) for b in self.scalar_buffers_first()])) +
+ self.scalar_use_wrapper_by_ref("alpha", flavour) +
+ list(chain(*[self.buffer_wrapper_cublas(b) for b in self.buffers_first()])) +
+ self.scalar_use_wrapper_by_ref("beta", flavour) +
+ list(chain(*[self.buffer_wrapper_cublas(b) for b in self.buffers_second()])) +
+ list(chain(*[self.buffer_wrapper_cublas(b) for b in self.scalar_buffers_second()])) +
+ list(chain(*[self.scalar_use_wrapper_by_ref(s, flavour) for s in self.other_scalars()])))
+
def arguments_def(self, flavour):
"""Retrieves a combination of all the argument definitions"""
return (self.options_def() + self.sizes_def() +
@@ -683,6 +739,17 @@ class Routine:
list(chain(*[self.buffer_def_vector(b, flavour) for b in self.scalar_buffers_second()])) +
list(chain(*[self.scalar_def_plain(s, flavour) for s in self.other_scalars()])))
+ def arguments_def_wrapper_cublas(self, flavour):
+ """As above, but cuBLAS wrapper plain data-types"""
+ return (self.options_def_wrapper_cublas() + self.sizes_def() +
+ list(chain(*[self.buffer_def_wrapper_cuda(b, flavour) for b in self.scalar_buffers_first()])) +
+ self.scalar_def_plain("alpha", flavour) +
+ list(chain(*[self.buffer_def_wrapper_cuda(b, flavour) for b in self.buffers_first()])) +
+ self.scalar_def_plain("beta", flavour) +
+ list(chain(*[self.buffer_def_wrapper_cuda(b, flavour) for b in self.buffers_second()])) +
+ list(chain(*[self.buffer_def_wrapper_cuda(b, flavour) for b in self.scalar_buffers_second()])) +
+ list(chain(*[self.scalar_def_plain(s, flavour) for s in self.other_scalars()])))
+
def arguments_type(self, flavour):
"""Retrieves a combination of all the argument types"""
return (self.options_type() + self.sizes_type() +
@@ -781,3 +848,17 @@ class Routine:
result = "void cblasX" + self.name + "("
result += (",\n" + indent).join([a for a in self.arguments_def_wrapper_cblas(flavour)]) + ")"
return result
+
+ def routine_header_wrapper_cublas(self, flavour, def_only, spaces):
+ """As above, but now for the cuBLAS wrapper"""
+ template = "<" + flavour.template + ">" if self.no_scalars() and not def_only else ""
+ indent = " " * (spaces + self.length() + len(template))
+ result = ""
+ if self.no_scalars():
+ result += "template <"
+ if def_only:
+ result += flavour.name
+ result += ">\n"
+ result += "cublasStatus_t cublasX" + self.name + template + "("
+ result += (",\n" + indent).join([a for a in self.arguments_def_wrapper_cublas(flavour)]) + ")"
+ return result