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test updated
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arlesniak committed Feb 2, 2022
1 parent e00e38b commit bafccdc
Showing 1 changed file with 23 additions and 3 deletions.
26 changes: 23 additions & 3 deletions python/paddle/fluid/contrib/tests/test_model_cast_to_bf16.py
Original file line number Diff line number Diff line change
Expand Up @@ -19,13 +19,28 @@
import contextlib
import unittest
import numpy as np
import struct
import paddle.fluid.layers as layers
import paddle.static.amp as amp
from paddle.fluid import core

paddle.enable_static()


def convert_uint16_to_float(in_list):
if in_list.dtype == np.uint16:
in_list = np.asarray(in_list)
out = np.vectorize(
lambda x: struct.unpack('<f', struct.pack('<I', x << 16))[0],
otypes=[np.float32])(in_list.flat)
return np.reshape(out, in_list.shape)
else:
return in_list


cutf = convert_uint16_to_float


@unittest.skipIf(not core.supports_bfloat16(),
"place does not support BF16 evaluation")
class TestModelCastBF16(unittest.TestCase):
Expand Down Expand Up @@ -111,10 +126,13 @@ def _graph_common(self, _amp_fun, startup_prog=None):
'tt_bf16': nn_bf16,
},
fetch_list=[ret_bf16, ret, ret_fp32bf16],
amp_fun=lambda prog: amp.bf16.rewrite_program_bf16(prog))
amp_fun=_amp_fun,
startup_prog=startup_prog)

self.assertTrue(np.allclose(static_ret_bf16, static_ret, 1e-2))
self.assertTrue(np.allclose(static_ret_bf16, ret_fp32bf16, 1e-2))
self.assertTrue(
np.allclose(cutf(static_ret_bf16), cutf(static_ret), 1e-2))
self.assertTrue(
np.allclose(cutf(static_ret_bf16), cutf(ret_fp32bf16), 1e-2))

with self.static_graph():
t = layers.data(name='t', shape=[size, size], dtype='float32')
Expand All @@ -141,6 +159,7 @@ def test_graph_rewrite(self):
self._graph_common(lambda prog: amp.bf16.rewrite_program_bf16(
prog,
amp.bf16.AutoMixedPrecisionListsBF16(
custom_bf16_list={'elementwise_add'},
custom_fp32_varnames={'elementwise_add_0.tmp_0'})
))

Expand All @@ -149,6 +168,7 @@ def test_graph_cast(self):
prog,
startup_prog,
amp.bf16.AutoMixedPrecisionListsBF16(
custom_bf16_list={'elementwise_add'},
custom_fp32_list={'elementwise_mul'}),
use_bf16_guard=True
), startup_prog=fluid.default_startup_program())
Expand Down

1 comment on commit bafccdc

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Congratulation! Your pull request passed all required CI. You could ask reviewer(s) to approve and merge. 🎉

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