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Function _test_resize

dali/test/python/operator_2/test_resize_seq.py:140–173  ·  view source on GitHub ↗
(layout, interp, dtype, w, h)

Source from the content-addressed store, hash-verified

138
139
140def _test_resize(layout, interp, dtype, w, h):
141 channel_first = layout == "FCHW"
142 pipe_dali = create_dali_pipe(channel_first, 8, interp, dtype, w, h)
143 pipe_ref = create_ref_pipe(channel_first, 8, interp, dtype, w, h)
144 eps = 1e-2
145 max_err = 6
146 for iter in range(4):
147 out_dali = pipe_dali.run()
148 out_ref = pipe_ref.run()[0]
149 dali_cpu = out_dali[0]
150 dali_gpu = out_dali[1]
151 if interp == types.INTERP_LANCZOS3:
152 # PIL can't resize float data. Lanczos resampling generates overshoot which we have
153 # to get rid of for the comparison to succeed.
154 dali_cpu = [np.array(x).clip(0, 255) for x in dali_cpu]
155 dali_gpu = [np.array(x).clip(0, 255) for x in dali_gpu.as_cpu()]
156 else:
157 dali_cpu = [np.array(x) for x in dali_cpu]
158 dali_gpu = [np.array(x) for x in dali_gpu.as_cpu()]
159 if channel_first:
160 out_ref = [np.array(x)[:, :, 1:-1, 1:-1] for x in out_ref]
161 dali_gpu = [x[:, :, 1:-1, 1:-1] for x in dali_gpu]
162 dali_cpu = [x[:, :, 1:-1, 1:-1] for x in dali_cpu]
163 else:
164 out_ref = [np.array(x)[:, 1:-1, 1:-1, :] for x in out_ref]
165 dali_gpu = [x[:, 1:-1, 1:-1, :] for x in dali_gpu]
166 dali_cpu = [x[:, 1:-1, 1:-1, :] for x in dali_cpu]
167 check_batch(dali_cpu, out_ref, 2, eps=eps, max_allowed_error=max_err)
168 check_batch(dali_gpu, out_ref, 2, eps=eps, max_allowed_error=max_err)
169 ext_size = out_dali[2]
170 size_cpu = out_dali[3]
171 size_gpu = out_dali[4]
172 check_batch(ext_size, size_cpu, 2)
173 check_batch(ext_size, size_gpu, 2)
174
175
176def test_resize():

Callers

nothing calls this directly

Calls 4

check_batchFunction · 0.90
create_dali_pipeFunction · 0.85
create_ref_pipeFunction · 0.85
runMethod · 0.45

Tested by

no test coverage detected