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 <assert.h>
7*4bdc9457SAndroid Build Coastguard Worker #include <math.h>
8*4bdc9457SAndroid Build Coastguard Worker #include <stddef.h>
9*4bdc9457SAndroid Build Coastguard Worker #include <stdint.h>
10*4bdc9457SAndroid Build Coastguard Worker
11*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack.h>
12*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/log.h>
13*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/operator.h>
14*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/params.h>
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/subgraph.h>
16*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/subgraph-validation.h>
17*4bdc9457SAndroid Build Coastguard Worker
18*4bdc9457SAndroid Build Coastguard Worker
create_sigmoid_operator(const struct xnn_node * node,const struct xnn_value * values,size_t num_values,struct xnn_operator_data * opdata,const struct xnn_caches * caches)19*4bdc9457SAndroid Build Coastguard Worker static enum xnn_status create_sigmoid_operator(
20*4bdc9457SAndroid Build Coastguard Worker const struct xnn_node* node,
21*4bdc9457SAndroid Build Coastguard Worker const struct xnn_value* values,
22*4bdc9457SAndroid Build Coastguard Worker size_t num_values,
23*4bdc9457SAndroid Build Coastguard Worker struct xnn_operator_data* opdata,
24*4bdc9457SAndroid Build Coastguard Worker const struct xnn_caches* caches)
25*4bdc9457SAndroid Build Coastguard Worker {
26*4bdc9457SAndroid Build Coastguard Worker assert(node->num_inputs == 1);
27*4bdc9457SAndroid Build Coastguard Worker const uint32_t input_id = node->inputs[0];
28*4bdc9457SAndroid Build Coastguard Worker assert(input_id != XNN_INVALID_VALUE_ID);
29*4bdc9457SAndroid Build Coastguard Worker assert(input_id < num_values);
30*4bdc9457SAndroid Build Coastguard Worker
31*4bdc9457SAndroid Build Coastguard Worker assert(node->num_outputs == 1);
32*4bdc9457SAndroid Build Coastguard Worker const uint32_t output_id = node->outputs[0];
33*4bdc9457SAndroid Build Coastguard Worker assert(output_id != XNN_INVALID_VALUE_ID);
34*4bdc9457SAndroid Build Coastguard Worker assert(output_id < num_values);
35*4bdc9457SAndroid Build Coastguard Worker
36*4bdc9457SAndroid Build Coastguard Worker const size_t num_input_dims = values[input_id].shape.num_dims;
37*4bdc9457SAndroid Build Coastguard Worker const size_t channel_dim = num_input_dims == 0 ? 1 : values[input_id].shape.dim[num_input_dims - 1];
38*4bdc9457SAndroid Build Coastguard Worker
39*4bdc9457SAndroid Build Coastguard Worker enum xnn_status status;
40*4bdc9457SAndroid Build Coastguard Worker switch (node->compute_type) {
41*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_F16_OPERATORS
42*4bdc9457SAndroid Build Coastguard Worker case xnn_compute_type_fp16:
43*4bdc9457SAndroid Build Coastguard Worker status = xnn_create_sigmoid_nc_f16(
44*4bdc9457SAndroid Build Coastguard Worker channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */,
45*4bdc9457SAndroid Build Coastguard Worker node->flags,
46*4bdc9457SAndroid Build Coastguard Worker &opdata->operator_objects[0]);
47*4bdc9457SAndroid Build Coastguard Worker break;
48*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_F16_OPERATORS)
49*4bdc9457SAndroid Build Coastguard Worker case xnn_compute_type_fp32:
50*4bdc9457SAndroid Build Coastguard Worker status = xnn_create_sigmoid_nc_f32(
51*4bdc9457SAndroid Build Coastguard Worker channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */,
52*4bdc9457SAndroid Build Coastguard Worker node->flags,
53*4bdc9457SAndroid Build Coastguard Worker &opdata->operator_objects[0]);
54*4bdc9457SAndroid Build Coastguard Worker break;
55*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QS8_OPERATORS
56*4bdc9457SAndroid Build Coastguard Worker case xnn_compute_type_qs8:
57*4bdc9457SAndroid Build Coastguard Worker {
58*4bdc9457SAndroid Build Coastguard Worker status = xnn_create_sigmoid_nc_qs8(
59*4bdc9457SAndroid Build Coastguard Worker channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */,
60*4bdc9457SAndroid Build Coastguard Worker (int8_t) values[input_id].quantization.zero_point,
61*4bdc9457SAndroid Build Coastguard Worker values[input_id].quantization.scale,
62*4bdc9457SAndroid Build Coastguard Worker (int8_t) values[output_id].quantization.zero_point,
63*4bdc9457SAndroid Build Coastguard Worker values[output_id].quantization.scale,
64*4bdc9457SAndroid Build Coastguard Worker INT8_MIN, INT8_MAX,
65*4bdc9457SAndroid Build Coastguard Worker node->flags,
66*4bdc9457SAndroid Build Coastguard Worker &opdata->operator_objects[0]);
67*4bdc9457SAndroid Build Coastguard Worker break;
68*4bdc9457SAndroid Build Coastguard Worker }
69*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QS8_OPERATORS)
70*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QU8_OPERATORS
71*4bdc9457SAndroid Build Coastguard Worker case xnn_compute_type_qu8:
72*4bdc9457SAndroid Build Coastguard Worker {
73*4bdc9457SAndroid Build Coastguard Worker status = xnn_create_sigmoid_nc_qu8(
74*4bdc9457SAndroid Build Coastguard Worker channel_dim /* channels */, channel_dim /* input stride */, channel_dim /* output stride */,
75*4bdc9457SAndroid Build Coastguard Worker (uint8_t) values[input_id].quantization.zero_point,
76*4bdc9457SAndroid Build Coastguard Worker values[input_id].quantization.scale,
77*4bdc9457SAndroid Build Coastguard Worker (uint8_t) values[output_id].quantization.zero_point,
78*4bdc9457SAndroid Build Coastguard Worker values[output_id].quantization.scale,
79*4bdc9457SAndroid Build Coastguard Worker 0, UINT8_MAX,
80*4bdc9457SAndroid Build Coastguard Worker node->flags,
81*4bdc9457SAndroid Build Coastguard Worker &opdata->operator_objects[0]);
82*4bdc9457SAndroid Build Coastguard Worker break;
83*4bdc9457SAndroid Build Coastguard Worker }
84*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QU8_OPERATORS)
85*4bdc9457SAndroid Build Coastguard Worker default:
86*4bdc9457SAndroid Build Coastguard Worker XNN_UNREACHABLE;
87*4bdc9457SAndroid Build Coastguard Worker }
88*4bdc9457SAndroid Build Coastguard Worker if (status == xnn_status_success) {
89*4bdc9457SAndroid Build Coastguard Worker opdata->batch_size = xnn_shape_multiply_non_channel_dims(&values[input_id].shape);
90*4bdc9457SAndroid Build Coastguard Worker opdata->inputs[0] = input_id;
91*4bdc9457SAndroid Build Coastguard Worker opdata->outputs[0] = output_id;
92*4bdc9457SAndroid Build Coastguard Worker }
93*4bdc9457SAndroid Build Coastguard Worker return status;
94*4bdc9457SAndroid Build Coastguard Worker }
95*4bdc9457SAndroid Build Coastguard Worker
setup_sigmoid_operator(const struct xnn_operator_data * opdata,const struct xnn_blob * blobs,size_t num_blobs,pthreadpool_t threadpool)96*4bdc9457SAndroid Build Coastguard Worker static enum xnn_status setup_sigmoid_operator(
97*4bdc9457SAndroid Build Coastguard Worker const struct xnn_operator_data* opdata,
98*4bdc9457SAndroid Build Coastguard Worker const struct xnn_blob* blobs,
99*4bdc9457SAndroid Build Coastguard Worker size_t num_blobs,
100*4bdc9457SAndroid Build Coastguard Worker pthreadpool_t threadpool)
101*4bdc9457SAndroid Build Coastguard Worker {
102*4bdc9457SAndroid Build Coastguard Worker const uint32_t input_id = opdata->inputs[0];
103*4bdc9457SAndroid Build Coastguard Worker assert(input_id != XNN_INVALID_VALUE_ID);
104*4bdc9457SAndroid Build Coastguard Worker assert(input_id < num_blobs);
105*4bdc9457SAndroid Build Coastguard Worker
106*4bdc9457SAndroid Build Coastguard Worker const uint32_t output_id = opdata->outputs[0];
107*4bdc9457SAndroid Build Coastguard Worker assert(output_id != XNN_INVALID_VALUE_ID);
108*4bdc9457SAndroid Build Coastguard Worker assert(output_id < num_blobs);
109*4bdc9457SAndroid Build Coastguard Worker
110*4bdc9457SAndroid Build Coastguard Worker const struct xnn_blob* input_blob = blobs + input_id;
111*4bdc9457SAndroid Build Coastguard Worker const void* input_data = input_blob->data;
112*4bdc9457SAndroid Build Coastguard Worker assert(input_data != NULL);
113*4bdc9457SAndroid Build Coastguard Worker
114*4bdc9457SAndroid Build Coastguard Worker const struct xnn_blob* output_blob = blobs + output_id;
115*4bdc9457SAndroid Build Coastguard Worker void* output_data = output_blob->data;
116*4bdc9457SAndroid Build Coastguard Worker assert(output_data != NULL);
117*4bdc9457SAndroid Build Coastguard Worker
118*4bdc9457SAndroid Build Coastguard Worker switch (opdata->operator_objects[0]->type) {
119*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_F16_OPERATORS
120*4bdc9457SAndroid Build Coastguard Worker case xnn_operator_type_sigmoid_nc_f16:
121*4bdc9457SAndroid Build Coastguard Worker return xnn_setup_sigmoid_nc_f16(
122*4bdc9457SAndroid Build Coastguard Worker opdata->operator_objects[0],
123*4bdc9457SAndroid Build Coastguard Worker opdata->batch_size,
124*4bdc9457SAndroid Build Coastguard Worker input_data,
125*4bdc9457SAndroid Build Coastguard Worker output_data,
126*4bdc9457SAndroid Build Coastguard Worker threadpool);
127*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_F16_OPERATORS)
128*4bdc9457SAndroid Build Coastguard Worker case xnn_operator_type_sigmoid_nc_f32:
129*4bdc9457SAndroid Build Coastguard Worker return xnn_setup_sigmoid_nc_f32(
130*4bdc9457SAndroid Build Coastguard Worker opdata->operator_objects[0],
131*4bdc9457SAndroid Build Coastguard Worker opdata->batch_size,
132*4bdc9457SAndroid Build Coastguard Worker input_data,
133*4bdc9457SAndroid Build Coastguard Worker output_data,
134*4bdc9457SAndroid Build Coastguard Worker threadpool);
135*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QS8_OPERATORS
136*4bdc9457SAndroid Build Coastguard Worker case xnn_operator_type_sigmoid_nc_qs8:
137*4bdc9457SAndroid Build Coastguard Worker return xnn_setup_sigmoid_nc_qs8(
138*4bdc9457SAndroid Build Coastguard Worker opdata->operator_objects[0],
139*4bdc9457SAndroid Build Coastguard Worker opdata->batch_size,
140*4bdc9457SAndroid Build Coastguard Worker input_data,
141*4bdc9457SAndroid Build Coastguard Worker output_data,
142*4bdc9457SAndroid Build Coastguard Worker threadpool);
143*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QS8_OPERATORS)
144*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QU8_OPERATORS
145*4bdc9457SAndroid Build Coastguard Worker case xnn_operator_type_sigmoid_nc_qu8:
146*4bdc9457SAndroid Build Coastguard Worker return xnn_setup_sigmoid_nc_qu8(
147*4bdc9457SAndroid Build Coastguard Worker opdata->operator_objects[0],
148*4bdc9457SAndroid Build Coastguard Worker opdata->batch_size,
149*4bdc9457SAndroid Build Coastguard Worker input_data,
150*4bdc9457SAndroid Build Coastguard Worker output_data,
151*4bdc9457SAndroid Build Coastguard Worker threadpool);
152*4bdc9457SAndroid Build Coastguard Worker break;
153*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QU8_OPERATORS)
154*4bdc9457SAndroid Build Coastguard Worker default:
155*4bdc9457SAndroid Build Coastguard Worker XNN_UNREACHABLE;
156*4bdc9457SAndroid Build Coastguard Worker }
157*4bdc9457SAndroid Build Coastguard Worker }
158*4bdc9457SAndroid Build Coastguard Worker
xnn_define_sigmoid(xnn_subgraph_t subgraph,uint32_t input_id,uint32_t output_id,uint32_t flags)159*4bdc9457SAndroid Build Coastguard Worker enum xnn_status xnn_define_sigmoid(
160*4bdc9457SAndroid Build Coastguard Worker xnn_subgraph_t subgraph,
161*4bdc9457SAndroid Build Coastguard Worker uint32_t input_id,
162*4bdc9457SAndroid Build Coastguard Worker uint32_t output_id,
163*4bdc9457SAndroid Build Coastguard Worker uint32_t flags)
164*4bdc9457SAndroid Build Coastguard Worker {
165*4bdc9457SAndroid Build Coastguard Worker enum xnn_status status;
166*4bdc9457SAndroid Build Coastguard Worker if ((status = xnn_subgraph_check_xnnpack_initialized(xnn_node_type_sigmoid)) != xnn_status_success) {
167*4bdc9457SAndroid Build Coastguard Worker return status;
168*4bdc9457SAndroid Build Coastguard Worker }
169*4bdc9457SAndroid Build Coastguard Worker
170*4bdc9457SAndroid Build Coastguard Worker if ((status = xnn_subgraph_check_input_node_id(xnn_node_type_sigmoid, input_id, subgraph->num_values)) !=
171*4bdc9457SAndroid Build Coastguard Worker xnn_status_success) {
172*4bdc9457SAndroid Build Coastguard Worker return status;
173*4bdc9457SAndroid Build Coastguard Worker }
174*4bdc9457SAndroid Build Coastguard Worker
175*4bdc9457SAndroid Build Coastguard Worker const struct xnn_value* input_value = &subgraph->values[input_id];
176*4bdc9457SAndroid Build Coastguard Worker status = xnn_subgraph_check_input_type_dense(xnn_node_type_sigmoid, input_id, input_value);
177*4bdc9457SAndroid Build Coastguard Worker if (status != xnn_status_success) {
178*4bdc9457SAndroid Build Coastguard Worker return status;
179*4bdc9457SAndroid Build Coastguard Worker }
180*4bdc9457SAndroid Build Coastguard Worker
181*4bdc9457SAndroid Build Coastguard Worker switch (input_value->datatype) {
182*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_fp32:
183*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QS8_OPERATORS
184*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_qint8:
185*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QS8_OPERATORS)
186*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QU8_OPERATORS
187*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_quint8:
188*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QU8_OPERATORS)
189*4bdc9457SAndroid Build Coastguard Worker break;
190*4bdc9457SAndroid Build Coastguard Worker default:
191*4bdc9457SAndroid Build Coastguard Worker xnn_log_error(
192*4bdc9457SAndroid Build Coastguard Worker "failed to define %s operator with input ID #%" PRIu32 ": unsupported Value datatype %s (%d)",
193*4bdc9457SAndroid Build Coastguard Worker xnn_node_type_to_string(xnn_node_type_sigmoid), input_id,
194*4bdc9457SAndroid Build Coastguard Worker xnn_datatype_to_string(input_value->datatype), input_value->datatype);
195*4bdc9457SAndroid Build Coastguard Worker return xnn_status_invalid_parameter;
196*4bdc9457SAndroid Build Coastguard Worker }
197*4bdc9457SAndroid Build Coastguard Worker
198*4bdc9457SAndroid Build Coastguard Worker status = xnn_subgraph_check_output_node_id(xnn_node_type_sigmoid, output_id, subgraph->num_values);
199*4bdc9457SAndroid Build Coastguard Worker if (status != xnn_status_success) {
200*4bdc9457SAndroid Build Coastguard Worker return status;
201*4bdc9457SAndroid Build Coastguard Worker }
202*4bdc9457SAndroid Build Coastguard Worker
203*4bdc9457SAndroid Build Coastguard Worker const struct xnn_value* output_value = &subgraph->values[output_id];
204*4bdc9457SAndroid Build Coastguard Worker status = xnn_subgraph_check_output_type_dense(xnn_node_type_sigmoid, output_id, output_value);
205*4bdc9457SAndroid Build Coastguard Worker if (status != xnn_status_success) {
206*4bdc9457SAndroid Build Coastguard Worker return status;
207*4bdc9457SAndroid Build Coastguard Worker }
208*4bdc9457SAndroid Build Coastguard Worker
209*4bdc9457SAndroid Build Coastguard Worker enum xnn_compute_type compute_type = xnn_compute_type_invalid;
210*4bdc9457SAndroid Build Coastguard Worker switch (output_value->datatype) {
211*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_fp32:
212*4bdc9457SAndroid Build Coastguard Worker compute_type = xnn_compute_type_fp32;
213*4bdc9457SAndroid Build Coastguard Worker break;
214*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QS8_OPERATORS
215*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_qint8:
216*4bdc9457SAndroid Build Coastguard Worker compute_type = xnn_compute_type_qs8;
217*4bdc9457SAndroid Build Coastguard Worker break;
218*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QS8_OPERATORS)
219*4bdc9457SAndroid Build Coastguard Worker #ifndef XNN_NO_QU8_OPERATORS
220*4bdc9457SAndroid Build Coastguard Worker case xnn_datatype_quint8:
221*4bdc9457SAndroid Build Coastguard Worker compute_type = xnn_compute_type_qu8;
222*4bdc9457SAndroid Build Coastguard Worker break;
223*4bdc9457SAndroid Build Coastguard Worker #endif // !defined(XNN_NO_QU8_OPERATORS)
224*4bdc9457SAndroid Build Coastguard Worker default:
225*4bdc9457SAndroid Build Coastguard Worker xnn_log_error(
226*4bdc9457SAndroid Build Coastguard Worker "failed to define %s operator with output ID #%" PRIu32 ": unsupported Value datatype %s (%d)",
227*4bdc9457SAndroid Build Coastguard Worker xnn_node_type_to_string(xnn_node_type_sigmoid), output_id,
228*4bdc9457SAndroid Build Coastguard Worker xnn_datatype_to_string(output_value->datatype), output_value->datatype);
229*4bdc9457SAndroid Build Coastguard Worker return xnn_status_invalid_parameter;
230*4bdc9457SAndroid Build Coastguard Worker }
231*4bdc9457SAndroid Build Coastguard Worker
232*4bdc9457SAndroid Build Coastguard Worker status = xnn_subgraph_check_datatype_matches(xnn_node_type_subtract, input_id, input_value, output_id, output_value);
233*4bdc9457SAndroid Build Coastguard Worker if (status != xnn_status_success) {
234*4bdc9457SAndroid Build Coastguard Worker return status;
235*4bdc9457SAndroid Build Coastguard Worker }
236*4bdc9457SAndroid Build Coastguard Worker
237*4bdc9457SAndroid Build Coastguard Worker struct xnn_node* node = xnn_subgraph_new_node(subgraph);
238*4bdc9457SAndroid Build Coastguard Worker if (node == NULL) {
239*4bdc9457SAndroid Build Coastguard Worker return xnn_status_out_of_memory;
240*4bdc9457SAndroid Build Coastguard Worker }
241*4bdc9457SAndroid Build Coastguard Worker
242*4bdc9457SAndroid Build Coastguard Worker node->type = xnn_node_type_sigmoid;
243*4bdc9457SAndroid Build Coastguard Worker node->compute_type = compute_type;
244*4bdc9457SAndroid Build Coastguard Worker node->num_inputs = 1;
245*4bdc9457SAndroid Build Coastguard Worker node->inputs[0] = input_id;
246*4bdc9457SAndroid Build Coastguard Worker node->num_outputs = 1;
247*4bdc9457SAndroid Build Coastguard Worker node->outputs[0] = output_id;
248*4bdc9457SAndroid Build Coastguard Worker node->flags = flags;
249*4bdc9457SAndroid Build Coastguard Worker
250*4bdc9457SAndroid Build Coastguard Worker node->create = create_sigmoid_operator;
251*4bdc9457SAndroid Build Coastguard Worker node->setup = setup_sigmoid_operator;
252*4bdc9457SAndroid Build Coastguard Worker
253*4bdc9457SAndroid Build Coastguard Worker return xnn_status_success;
254*4bdc9457SAndroid Build Coastguard Worker }
255