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porting new upsample test case from nnvm to relay (apache#3115)
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gemfield authored and wweic committed May 13, 2019
1 parent 26e788b commit b36aeae
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30 changes: 30 additions & 0 deletions tests/python/frontend/onnx/test_forward.py
Original file line number Diff line number Diff line change
Expand Up @@ -427,9 +427,39 @@ def _test_upsample_bilinear():
tvm_out = get_tvm_output(model, in_array, target, ctx, out_shape, 'float32')
tvm.testing.assert_allclose(out_array, tvm_out, rtol=1e-5, atol=1e-5)

def _test_upsample_bilinear_opset9():
scale = 2
in_shape = (1, 1, 3, 3)
out_shape = (1, 1, 3*scale, 3*scale)
y = helper.make_node("Upsample", ['in','scales'], ['out'], mode='linear')
scales=[1.0, 1.0, 2.0, 2.0]
in_array = np.random.uniform(size=in_shape).astype(np.float32)
out_array = topi.testing.bilinear_resize_python(in_array, (3*scale, 3*scale), "NCHW")

ref_array = np.array(scales)
ref_node = helper.make_node('Constant',
inputs=[],
outputs=['scales'],
value=onnx.helper.make_tensor(name = 'const_tensor',
data_type = TensorProto.FLOAT,
dims = ref_array.shape,
vals = ref_array.flatten().astype(float)))

graph = helper.make_graph([ref_node, y],
'upsample_bilinear_opset9_test',
inputs = [helper.make_tensor_value_info("in", TensorProto.FLOAT, list(in_shape))],
outputs = [helper.make_tensor_value_info("out", TensorProto.FLOAT, list(out_shape))])

model = helper.make_model(graph, producer_name='upsample_bilinear_opset9_test')

for target, ctx in ctx_list():
tvm_out = get_tvm_output(model, in_array, target, ctx, out_shape, 'float32')
tvm.testing.assert_allclose(out_array, tvm_out, rtol=1e-5, atol=1e-5)

def test_upsample():
_test_upsample_nearest()
_test_upsample_bilinear()
_test_upsample_bilinear_opset9()

def _test_softmax(inshape, axis):
opname = 'Softmax'
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