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50eff811
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50eff811
authored
2月 24, 2017
作者:
Arnaud Bergeron
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Add an example kernel float16 conversion.
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extending_theano_gpu.txt
doc/extending/extending_theano_gpu.txt
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doc/extending/extending_theano_gpu.txt
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50eff811
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@@ -198,6 +198,47 @@ by :function:`load_w`. Similarly writes should be wrapped in the
...
@@ -198,6 +198,47 @@ by :function:`load_w`. Similarly writes should be wrapped in the
function returned by :function:`write_w`. Finally working data should
function returned by :function:`write_w`. Finally working data should
have the type returned by :function:`work_dtype`.
have the type returned by :function:`work_dtype`.
Here is a +1 kernel that is not ready to deal with float16 input::
type_x = dtype_to_ctype(x.dtype)
type_y = dtype_to_ctype(y.dtype)
"""
KERNEL void k(const ga_size n, %(type_x)s *x, %(type_y)s *y) {
ga_size i = GID_0 * LDIM_0 + LID_0;
%(type_x) z = x[i];
z += 1;
y[i] = z;
}
""" % dict(dtype_x=dtype_x, dtype_y=dtype_y)
Here is the same kernel, but now ready to handle float16::
type_x = dtype_to_ctype(x.dtype)
type_y = dtype_to_ctype(y.dtype)
work_x = dtype_to_ctype(work_dtype(x.dtype))
load_x = load_w(x.dtype)
write_y = write_w(y.dtype)
"""
KERNEL void k(const ga_size n, %(type_x)s *x, %(type_y)s *y) {
ga_size i = GID_0 * LDIM_0 + LID_0;
%(work_x) z = %(load_w)(x[i]);
z += 1;
y[i] = %(write_w)(z);
}
""" % dict(dtype_x=dtype_x, dtype_y=dtype_y, work_x=work_x, load_x=load_x,
write_y=write_y)
Once you have converted your kernels for float16 support you need to
tag your op with ``_f16_ok = True`` so that the linker will accept to
generate C code on float16 types. This is done by inserting it as a
class property like this::
class SomeOp(Op):
_f16_ok = True
If this attribute is not present or is False, the linker will print a
message saying that it's refusing to use C code for float16.
A Complete Example
A Complete Example
==================
==================
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