xref: /aosp_15_r20/external/XNNPACK/src/operators/depth-to-space-nhwc.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Copyright 2020 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker //
3*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker 
6*4bdc9457SAndroid Build Coastguard Worker #include <stddef.h>
7*4bdc9457SAndroid Build Coastguard Worker #include <stdint.h>
8*4bdc9457SAndroid Build Coastguard Worker 
9*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack.h>
10*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/allocator.h>
11*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/operator.h>
12*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/log.h>
13*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/params.h>
14*4bdc9457SAndroid Build Coastguard Worker 
15*4bdc9457SAndroid Build Coastguard Worker 
create_depth_to_space_nhwc(size_t output_channels,size_t input_channel_stride,size_t output_channel_stride,uint32_t block_size,uint32_t flags,enum xnn_operator_type operator_type,xnn_operator_t * depth_to_space_op_out)16*4bdc9457SAndroid Build Coastguard Worker static enum xnn_status create_depth_to_space_nhwc(
17*4bdc9457SAndroid Build Coastguard Worker     size_t output_channels,
18*4bdc9457SAndroid Build Coastguard Worker     size_t input_channel_stride,
19*4bdc9457SAndroid Build Coastguard Worker     size_t output_channel_stride,
20*4bdc9457SAndroid Build Coastguard Worker     uint32_t block_size,
21*4bdc9457SAndroid Build Coastguard Worker     uint32_t flags,
22*4bdc9457SAndroid Build Coastguard Worker     enum xnn_operator_type operator_type,
23*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t* depth_to_space_op_out)
24*4bdc9457SAndroid Build Coastguard Worker {
25*4bdc9457SAndroid Build Coastguard Worker   xnn_operator_t depth_to_space_op = NULL;
26*4bdc9457SAndroid Build Coastguard Worker   enum xnn_status status = xnn_status_uninitialized;
27*4bdc9457SAndroid Build Coastguard Worker 
28*4bdc9457SAndroid Build Coastguard Worker   if ((xnn_params.init_flags & XNN_INIT_FLAG_XNNPACK) == 0) {
29*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to create %s operator: XNNPACK is not initialized",
30*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(operator_type));
31*4bdc9457SAndroid Build Coastguard Worker     goto error;
32*4bdc9457SAndroid Build Coastguard Worker   }
33*4bdc9457SAndroid Build Coastguard Worker 
34*4bdc9457SAndroid Build Coastguard Worker   status = xnn_status_invalid_parameter;
35*4bdc9457SAndroid Build Coastguard Worker 
36*4bdc9457SAndroid Build Coastguard Worker   if (output_channels == 0) {
37*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to create %s operator with %zu output channels: number of channels must be non-zero",
38*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(operator_type), output_channels);
39*4bdc9457SAndroid Build Coastguard Worker     goto error;
40*4bdc9457SAndroid Build Coastguard Worker   }
41*4bdc9457SAndroid Build Coastguard Worker 
42*4bdc9457SAndroid Build Coastguard Worker   if (output_channel_stride < output_channels) {
43*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error(
44*4bdc9457SAndroid Build Coastguard Worker       "failed to create %s operator with output channel stride of %zu: "
45*4bdc9457SAndroid Build Coastguard Worker       "stride must be at least as large as the number of output channels (%zu)",
46*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(operator_type),
47*4bdc9457SAndroid Build Coastguard Worker       output_channel_stride, output_channels);
48*4bdc9457SAndroid Build Coastguard Worker     goto error;
49*4bdc9457SAndroid Build Coastguard Worker   }
50*4bdc9457SAndroid Build Coastguard Worker 
51*4bdc9457SAndroid Build Coastguard Worker   if (block_size <= 1) {
52*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to create %s operator with %" PRIu32 " block size: block size must be greater than 1",
53*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(operator_type),
54*4bdc9457SAndroid Build Coastguard Worker       block_size);
55*4bdc9457SAndroid Build Coastguard Worker     goto error;
56*4bdc9457SAndroid Build Coastguard Worker   }
57*4bdc9457SAndroid Build Coastguard Worker 
58*4bdc9457SAndroid Build Coastguard Worker   const size_t input_channels = output_channels * block_size * block_size;
59*4bdc9457SAndroid Build Coastguard Worker   if (input_channel_stride < input_channels) {
60*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error(
61*4bdc9457SAndroid Build Coastguard Worker       "failed to create %s operator with input channel stride of %zu: "
62*4bdc9457SAndroid Build Coastguard Worker       "stride must be at least as large as the number of input channels (%" PRIu32 "x%" PRIu32 "x%zu)",
63*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(operator_type),
64*4bdc9457SAndroid Build Coastguard Worker       input_channel_stride, block_size, block_size, input_channels);
65*4bdc9457SAndroid Build Coastguard Worker     goto error;
66*4bdc9457SAndroid Build Coastguard Worker   }
67*4bdc9457SAndroid Build Coastguard Worker 
68*4bdc9457SAndroid Build Coastguard Worker   status = xnn_status_out_of_memory;
69*4bdc9457SAndroid Build Coastguard Worker 
70*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op = xnn_allocate_zero_simd_memory(sizeof(struct xnn_operator));
71*4bdc9457SAndroid Build Coastguard Worker   if (depth_to_space_op == NULL) {
72*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error(
73*4bdc9457SAndroid Build Coastguard Worker       "failed to allocate %zu bytes for %s operator descriptor",
74*4bdc9457SAndroid Build Coastguard Worker       sizeof(struct xnn_operator), xnn_operator_type_to_string(operator_type));
75*4bdc9457SAndroid Build Coastguard Worker     goto error;
76*4bdc9457SAndroid Build Coastguard Worker   }
77*4bdc9457SAndroid Build Coastguard Worker 
78*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->channels = output_channels;
79*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->input_pixel_stride = input_channel_stride;
80*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->output_pixel_stride = output_channel_stride;
81*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->block_size = block_size;
82*4bdc9457SAndroid Build Coastguard Worker 
83*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->type = operator_type;
84*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->flags = flags;
85*4bdc9457SAndroid Build Coastguard Worker 
86*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->state = xnn_run_state_invalid;
87*4bdc9457SAndroid Build Coastguard Worker 
88*4bdc9457SAndroid Build Coastguard Worker   *depth_to_space_op_out = depth_to_space_op;
89*4bdc9457SAndroid Build Coastguard Worker   return xnn_status_success;
90*4bdc9457SAndroid Build Coastguard Worker 
91*4bdc9457SAndroid Build Coastguard Worker error:
92*4bdc9457SAndroid Build Coastguard Worker   xnn_delete_operator(depth_to_space_op);
93*4bdc9457SAndroid Build Coastguard Worker   return status;
94*4bdc9457SAndroid Build Coastguard Worker }
95*4bdc9457SAndroid Build Coastguard Worker 
xnn_create_depth_to_space_nhwc_x8(size_t output_channels,size_t input_channel_stride,size_t output_channel_stride,uint32_t block_size,uint32_t flags,xnn_operator_t * depth_to_space_op_out)96*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_create_depth_to_space_nhwc_x8(
97*4bdc9457SAndroid Build Coastguard Worker     size_t output_channels,
98*4bdc9457SAndroid Build Coastguard Worker     size_t input_channel_stride,
99*4bdc9457SAndroid Build Coastguard Worker     size_t output_channel_stride,
100*4bdc9457SAndroid Build Coastguard Worker     uint32_t block_size,
101*4bdc9457SAndroid Build Coastguard Worker     uint32_t flags,
102*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t* depth_to_space_op_out)
103*4bdc9457SAndroid Build Coastguard Worker {
104*4bdc9457SAndroid Build Coastguard Worker   return create_depth_to_space_nhwc(
105*4bdc9457SAndroid Build Coastguard Worker     output_channels,
106*4bdc9457SAndroid Build Coastguard Worker     input_channel_stride,
107*4bdc9457SAndroid Build Coastguard Worker     output_channel_stride,
108*4bdc9457SAndroid Build Coastguard Worker     block_size,
109*4bdc9457SAndroid Build Coastguard Worker     flags,
110*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x8,
111*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op_out);
112*4bdc9457SAndroid Build Coastguard Worker }
113*4bdc9457SAndroid Build Coastguard Worker 
xnn_create_depth_to_space_nhwc_x16(size_t output_channels,size_t input_channel_stride,size_t output_channel_stride,uint32_t block_size,uint32_t flags,xnn_operator_t * depth_to_space_op_out)114*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_create_depth_to_space_nhwc_x16(
115*4bdc9457SAndroid Build Coastguard Worker     size_t output_channels,
116*4bdc9457SAndroid Build Coastguard Worker     size_t input_channel_stride,
117*4bdc9457SAndroid Build Coastguard Worker     size_t output_channel_stride,
118*4bdc9457SAndroid Build Coastguard Worker     uint32_t block_size,
119*4bdc9457SAndroid Build Coastguard Worker     uint32_t flags,
120*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t* depth_to_space_op_out)
121*4bdc9457SAndroid Build Coastguard Worker {
122*4bdc9457SAndroid Build Coastguard Worker   return create_depth_to_space_nhwc(
123*4bdc9457SAndroid Build Coastguard Worker     output_channels,
124*4bdc9457SAndroid Build Coastguard Worker     input_channel_stride,
125*4bdc9457SAndroid Build Coastguard Worker     output_channel_stride,
126*4bdc9457SAndroid Build Coastguard Worker     block_size,
127*4bdc9457SAndroid Build Coastguard Worker     flags,
128*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x16,
129*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op_out);
130*4bdc9457SAndroid Build Coastguard Worker }
131*4bdc9457SAndroid Build Coastguard Worker 
xnn_create_depth_to_space_nhwc_x32(size_t output_channels,size_t input_channel_stride,size_t output_channel_stride,uint32_t block_size,uint32_t flags,xnn_operator_t * depth_to_space_op_out)132*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_create_depth_to_space_nhwc_x32(
133*4bdc9457SAndroid Build Coastguard Worker     size_t output_channels,
134*4bdc9457SAndroid Build Coastguard Worker     size_t input_channel_stride,
135*4bdc9457SAndroid Build Coastguard Worker     size_t output_channel_stride,
136*4bdc9457SAndroid Build Coastguard Worker     uint32_t block_size,
137*4bdc9457SAndroid Build Coastguard Worker     uint32_t flags,
138*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t* depth_to_space_op_out)
139*4bdc9457SAndroid Build Coastguard Worker {
140*4bdc9457SAndroid Build Coastguard Worker   return create_depth_to_space_nhwc(
141*4bdc9457SAndroid Build Coastguard Worker     output_channels,
142*4bdc9457SAndroid Build Coastguard Worker     input_channel_stride,
143*4bdc9457SAndroid Build Coastguard Worker     output_channel_stride,
144*4bdc9457SAndroid Build Coastguard Worker     block_size,
145*4bdc9457SAndroid Build Coastguard Worker     flags,
146*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x32,
147*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op_out);
148*4bdc9457SAndroid Build Coastguard Worker }
149*4bdc9457SAndroid Build Coastguard Worker 
setup_depth_to_space_nhwc(xnn_operator_t depth_to_space_op,enum xnn_operator_type expected_operator_type,size_t batch_size,size_t input_height,size_t input_width,const void * input,void * output,uint32_t log2_element_size)150*4bdc9457SAndroid Build Coastguard Worker static enum xnn_status setup_depth_to_space_nhwc(
151*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t depth_to_space_op,
152*4bdc9457SAndroid Build Coastguard Worker     enum xnn_operator_type expected_operator_type,
153*4bdc9457SAndroid Build Coastguard Worker     size_t batch_size,
154*4bdc9457SAndroid Build Coastguard Worker     size_t input_height,
155*4bdc9457SAndroid Build Coastguard Worker     size_t input_width,
156*4bdc9457SAndroid Build Coastguard Worker     const void* input,
157*4bdc9457SAndroid Build Coastguard Worker     void* output,
158*4bdc9457SAndroid Build Coastguard Worker     uint32_t log2_element_size)
159*4bdc9457SAndroid Build Coastguard Worker {
160*4bdc9457SAndroid Build Coastguard Worker   if (depth_to_space_op->type != expected_operator_type) {
161*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to setup operator: operator type mismatch (expected %s, got %s)",
162*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(expected_operator_type),
163*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(depth_to_space_op->type));
164*4bdc9457SAndroid Build Coastguard Worker     return xnn_status_invalid_parameter;
165*4bdc9457SAndroid Build Coastguard Worker   }
166*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->state = xnn_run_state_invalid;
167*4bdc9457SAndroid Build Coastguard Worker 
168*4bdc9457SAndroid Build Coastguard Worker   if ((xnn_params.init_flags & XNN_INIT_FLAG_XNNPACK) == 0) {
169*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to setup %s operator: XNNPACK is not initialized",
170*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(expected_operator_type));
171*4bdc9457SAndroid Build Coastguard Worker     return xnn_status_uninitialized;
172*4bdc9457SAndroid Build Coastguard Worker   }
173*4bdc9457SAndroid Build Coastguard Worker 
174*4bdc9457SAndroid Build Coastguard Worker   if (input_width == 0 || input_height == 0) {
175*4bdc9457SAndroid Build Coastguard Worker     xnn_log_error("failed to setup %s operator with %zux%zu input: input dimensions must be non-zero",
176*4bdc9457SAndroid Build Coastguard Worker       xnn_operator_type_to_string(expected_operator_type), input_width, input_height);
177*4bdc9457SAndroid Build Coastguard Worker     return xnn_status_invalid_parameter;
178*4bdc9457SAndroid Build Coastguard Worker   }
179*4bdc9457SAndroid Build Coastguard Worker 
180*4bdc9457SAndroid Build Coastguard Worker   if (batch_size == 0) {
181*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->state = xnn_run_state_skip;
182*4bdc9457SAndroid Build Coastguard Worker     return xnn_status_success;
183*4bdc9457SAndroid Build Coastguard Worker   }
184*4bdc9457SAndroid Build Coastguard Worker 
185*4bdc9457SAndroid Build Coastguard Worker   const uint32_t block_size = depth_to_space_op->block_size;
186*4bdc9457SAndroid Build Coastguard Worker   const size_t output_channels = depth_to_space_op->channels;
187*4bdc9457SAndroid Build Coastguard Worker   const size_t output_width = input_width * block_size;
188*4bdc9457SAndroid Build Coastguard Worker 
189*4bdc9457SAndroid Build Coastguard Worker   const size_t input_pixel_stride_in_bytes = depth_to_space_op->input_pixel_stride << log2_element_size;
190*4bdc9457SAndroid Build Coastguard Worker   const size_t output_pixel_stride_in_bytes = depth_to_space_op->output_pixel_stride << log2_element_size;
191*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->context.depthtospace2d_hwc = (struct depthtospace2d_hwc_context) {
192*4bdc9457SAndroid Build Coastguard Worker     .elements = output_channels << log2_element_size,
193*4bdc9457SAndroid Build Coastguard Worker     .input_width = input_width,
194*4bdc9457SAndroid Build Coastguard Worker     .block_size = (size_t) block_size,
195*4bdc9457SAndroid Build Coastguard Worker     .input = input,
196*4bdc9457SAndroid Build Coastguard Worker     .output = output,
197*4bdc9457SAndroid Build Coastguard Worker     .input_height_stride = input_width * input_pixel_stride_in_bytes,
198*4bdc9457SAndroid Build Coastguard Worker     .input_width_stride = input_pixel_stride_in_bytes,
199*4bdc9457SAndroid Build Coastguard Worker     .output_height_stride = output_width * output_pixel_stride_in_bytes,
200*4bdc9457SAndroid Build Coastguard Worker     .output_width_stride = output_pixel_stride_in_bytes,
201*4bdc9457SAndroid Build Coastguard Worker     .ukernel = xnn_params.xx.copy,
202*4bdc9457SAndroid Build Coastguard Worker   };
203*4bdc9457SAndroid Build Coastguard Worker   if (depth_to_space_op->output_pixel_stride == output_channels) {
204*4bdc9457SAndroid Build Coastguard Worker     // Transpose (N, Hi, Wi, Hb, Wb, Cout) -> (N, Hi, Hb, Wi, Wb, Cout) with Wb, Cout contiguous in memory.
205*4bdc9457SAndroid Build Coastguard Worker     // Optimization: copy Wb * Cout pixels at once
206*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->context.depthtospace2d_hwc.elements *= block_size;
207*4bdc9457SAndroid Build Coastguard Worker 
208*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.type = xnn_parallelization_type_3d;
209*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.task_3d = (pthreadpool_task_3d_t) xnn_compute_depthtospace2d_hwc_contiguous;
210*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[0] = batch_size * input_height;
211*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[1] = input_width;
212*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[2] = block_size;
213*4bdc9457SAndroid Build Coastguard Worker   } else {
214*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.type = xnn_parallelization_type_4d;
215*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.task_4d = (pthreadpool_task_4d_t) xnn_compute_depthtospace2d_hwc_strided;
216*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[0] = batch_size * input_height;
217*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[1] = input_width;
218*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[2] = block_size;
219*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op->compute.range[3] = block_size;
220*4bdc9457SAndroid Build Coastguard Worker   }
221*4bdc9457SAndroid Build Coastguard Worker   depth_to_space_op->state = xnn_run_state_ready;
222*4bdc9457SAndroid Build Coastguard Worker 
223*4bdc9457SAndroid Build Coastguard Worker   return xnn_status_success;
224*4bdc9457SAndroid Build Coastguard Worker }
225*4bdc9457SAndroid Build Coastguard Worker 
xnn_setup_depth_to_space_nhwc_x8(xnn_operator_t depth_to_space_op,size_t batch_size,size_t input_height,size_t input_width,const void * input,void * output,pthreadpool_t threadpool)226*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_setup_depth_to_space_nhwc_x8(
227*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t depth_to_space_op,
228*4bdc9457SAndroid Build Coastguard Worker     size_t batch_size,
229*4bdc9457SAndroid Build Coastguard Worker     size_t input_height,
230*4bdc9457SAndroid Build Coastguard Worker     size_t input_width,
231*4bdc9457SAndroid Build Coastguard Worker     const void* input,
232*4bdc9457SAndroid Build Coastguard Worker     void* output,
233*4bdc9457SAndroid Build Coastguard Worker     pthreadpool_t threadpool)
234*4bdc9457SAndroid Build Coastguard Worker {
235*4bdc9457SAndroid Build Coastguard Worker   return setup_depth_to_space_nhwc(
236*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op,
237*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x8,
238*4bdc9457SAndroid Build Coastguard Worker     batch_size, input_height, input_width,
239*4bdc9457SAndroid Build Coastguard Worker     input, output,
240*4bdc9457SAndroid Build Coastguard Worker     0 /* log2(sizeof(uint8_t)) */);
241*4bdc9457SAndroid Build Coastguard Worker }
242*4bdc9457SAndroid Build Coastguard Worker 
xnn_setup_depth_to_space_nhwc_x16(xnn_operator_t depth_to_space_op,size_t batch_size,size_t input_height,size_t input_width,const void * input,void * output,pthreadpool_t threadpool)243*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_setup_depth_to_space_nhwc_x16(
244*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t depth_to_space_op,
245*4bdc9457SAndroid Build Coastguard Worker     size_t batch_size,
246*4bdc9457SAndroid Build Coastguard Worker     size_t input_height,
247*4bdc9457SAndroid Build Coastguard Worker     size_t input_width,
248*4bdc9457SAndroid Build Coastguard Worker     const void* input,
249*4bdc9457SAndroid Build Coastguard Worker     void* output,
250*4bdc9457SAndroid Build Coastguard Worker     pthreadpool_t threadpool)
251*4bdc9457SAndroid Build Coastguard Worker {
252*4bdc9457SAndroid Build Coastguard Worker   return setup_depth_to_space_nhwc(
253*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op,
254*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x16,
255*4bdc9457SAndroid Build Coastguard Worker     batch_size, input_height, input_width,
256*4bdc9457SAndroid Build Coastguard Worker     input, output,
257*4bdc9457SAndroid Build Coastguard Worker     1 /* log2(sizeof(uint16_t)) */);
258*4bdc9457SAndroid Build Coastguard Worker }
259*4bdc9457SAndroid Build Coastguard Worker 
xnn_setup_depth_to_space_nhwc_x32(xnn_operator_t depth_to_space_op,size_t batch_size,size_t input_height,size_t input_width,const void * input,void * output,pthreadpool_t threadpool)260*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_setup_depth_to_space_nhwc_x32(
261*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_t depth_to_space_op,
262*4bdc9457SAndroid Build Coastguard Worker     size_t batch_size,
263*4bdc9457SAndroid Build Coastguard Worker     size_t input_height,
264*4bdc9457SAndroid Build Coastguard Worker     size_t input_width,
265*4bdc9457SAndroid Build Coastguard Worker     const void* input,
266*4bdc9457SAndroid Build Coastguard Worker     void* output,
267*4bdc9457SAndroid Build Coastguard Worker     pthreadpool_t threadpool)
268*4bdc9457SAndroid Build Coastguard Worker {
269*4bdc9457SAndroid Build Coastguard Worker   return setup_depth_to_space_nhwc(
270*4bdc9457SAndroid Build Coastguard Worker     depth_to_space_op,
271*4bdc9457SAndroid Build Coastguard Worker     xnn_operator_type_depth_to_space_nhwc_x32,
272*4bdc9457SAndroid Build Coastguard Worker     batch_size, input_height, input_width,
273*4bdc9457SAndroid Build Coastguard Worker     input, output,
274*4bdc9457SAndroid Build Coastguard Worker     2 /* log2(sizeof(uint32_t)) */);
275*4bdc9457SAndroid Build Coastguard Worker }
276