10#if (defined(__x86_64__) || defined(__i386__)) && \
11 (defined(__GNUC__) || defined(__clang__))
15#if (defined(__x86_64__) || defined(__i386__)) && \
16 (defined(__GNUC__) || defined(__clang__))
17#define CK_AUDIO_CONV_X86_TARGET_FMA 1
19#define CK_AUDIO_CONV_X86_TARGET_FMA 0
24#define CK_AUDIO_CONV1D_COMPUTE_BODY \
25 for (size_t oc = job->channel_begin; oc < job->channel_end; ++oc) { \
26 for (size_t frame = 0; frame < job->output_frames; ++frame) { \
27 float sum = job->bias[oc]; \
28 for (size_t ic = 0; ic < job->input_channels; ++ic) { \
29 const float *row = job->weight + \
30 (oc * job->input_channels + ic) * job->kernel_size; \
31 for (size_t tap = 0; tap < job->kernel_size; ++tap) { \
32 int64_t source = (int64_t)frame * job->stride + \
33 (int64_t)tap * job->dilation - job->padding; \
34 if (source >= 0 && (size_t)source < job->input_frames) \
35 sum = fmaf(job->input[ic * job->input_stride + \
36 (size_t)source], row[tap], sum); \
39 job->staged[oc * job->output_frames + frame] = sum; \
48#if CK_AUDIO_CONV_X86_TARGET_FMA
62 audio_conv1d_compute_hwfma(job, NULL);
69 const int64_t first = (int64_t)frame - (int64_t)job->
padding;
70 const int64_t last = first + 7 + (int64_t)final_tap;
73 __m256 sums = _mm256_set1_ps(job->
bias[oc]);
75 const float *row = job->
weight +
79 for (
size_t tap = 0; tap < job->
kernel_size; ++tap) {
80 const __m256 values = _mm256_loadu_ps(input + tap * job->
dilation);
81 sums = _mm256_fmadd_ps(values, _mm256_set1_ps(row[tap]), sums);
87 float sum = job->
bias[oc];
89 const float *row = job->
weight +
91 for (
size_t tap = 0; tap < job->
kernel_size; ++tap) {
92 const int64_t source = (int64_t)frame +
93 (int64_t)tap * (int64_t)job->
dilation -
97 (
size_t)source], row[tap], sum);
107#undef CK_AUDIO_CONV1D_COMPUTE_BODY
110#if CK_AUDIO_CONV_X86_TARGET_FMA
111 __builtin_cpu_init();
112 return __builtin_cpu_supports(
"fma") != 0;
119#if CK_AUDIO_CONV_X86_TARGET_FMA
120 __builtin_cpu_init();
121 return __builtin_cpu_supports(
"avx2") && __builtin_cpu_supports(
"fma");
128 size_t input_frames,
size_t output_frames,
size_t *scratch_elements) {
130 if (!scratch_elements || !input_channels || !output_channels ||
131 !input_frames || !output_frames ||
132 input_channels > SIZE_MAX / input_frames ||
133 output_channels > SIZE_MAX / output_frames)
135 staged = output_channels * output_frames;
136 if (staged > SIZE_MAX /
sizeof(
float))
138 *scratch_elements = staged;
143 const float *input,
size_t input_elements,
size_t input_stride,
144 const float *weight,
size_t weight_elements,
145 const float *bias,
size_t bias_elements,
146 float *output,
size_t output_elements,
size_t output_stride,
147 float *scratch,
size_t scratch_elements,
148 size_t input_channels,
size_t output_channels,
size_t input_frames,
149 size_t kernel_size,
size_t stride,
size_t padding,
size_t dilation,
150 size_t output_frames,
152 size_t input_span, output_span, weight_count, scratch_need;
153 if (!input_channels || !output_channels || !input_frames ||
154 !kernel_size || !stride || !dilation || !output_frames ||
155 input_channels > INT_MAX || output_channels > INT_MAX ||
156 input_frames > INT_MAX || kernel_size > INT_MAX ||
157 stride > INT_MAX || padding > INT_MAX || dilation > INT_MAX ||
158 output_frames > INT_MAX)
160 const int64_t effective_kernel = 1 +
161 ((int64_t)kernel_size - 1) * (int64_t)dilation;
162 const int64_t padded = (int64_t)input_frames +
163 2 * (int64_t)padding - effective_kernel;
164 if (padded < 0 || padded / stride + 1 != output_frames)
167 input_stride, &input_span) ||
169 output_stride, &output_span) ||
171 (
size_t)output_channels, (
size_t)input_frames,
172 (
size_t)output_frames, &scratch_need))
174 if ((
size_t)output_channels > SIZE_MAX / (size_t)input_channels ||
175 (
size_t)output_channels * (size_t)input_channels > SIZE_MAX / (
size_t)kernel_size)
177 weight_count = (size_t)output_channels * (
size_t)input_channels * (size_t)kernel_size;
179 if (input_elements < input_span || weight_elements < weight_count ||
180 bias_elements < (
size_t)output_channels || output_elements < output_span ||
181 scratch_elements < scratch_need)
200 for (
size_t channel = 0; channel < input_channels; ++channel)
202 (
size_t)input_frames))
206 input_stride, input_channels, output_channels, input_frames,
207 kernel_size, stride, padding, dilation, output_frames, 0,
209 compute(&job, compute_context);
210 if (!
ck_checked_finite(scratch, (
size_t)output_channels * (
size_t)output_frames))
212 for (
size_t channel = 0; channel < output_channels; ++channel)
213 memcpy(output + (
size_t)channel * output_stride,
214 scratch + (
size_t)channel * (
size_t)output_frames,
215 (
size_t)output_frames *
sizeof(
float));
220 const float *input,
size_t input_elements,
size_t input_stride,
221 const float *weight,
size_t weight_elements,
222 const float *bias,
size_t bias_elements,
223 float *output,
size_t output_elements,
size_t output_stride,
224 float *scratch,
size_t scratch_elements,
225 size_t input_channels,
size_t output_channels,
size_t input_frames,
226 size_t kernel_size,
size_t stride,
size_t padding,
size_t output_frames) {
228 weight, weight_elements, bias, bias_elements, output, output_elements,
229 output_stride, scratch, scratch_elements, input_channels,
230 output_channels, input_frames, kernel_size, stride, padding, 1,
235 const float *input,
size_t input_elements,
size_t input_stride,
236 const float *weight,
size_t weight_elements,
237 const float *bias,
size_t bias_elements,
238 float *output,
size_t output_elements,
size_t output_stride,
239 float *scratch,
size_t scratch_elements,
240 size_t input_channels,
size_t output_channels,
size_t input_frames,
241 size_t kernel_size,
size_t stride,
size_t padding,
size_t dilation,
242 size_t output_frames) {
244 weight, weight_elements, bias, bias_elements, output, output_elements,
245 output_stride, scratch, scratch_elements, input_channels,
246 output_channels, input_frames, kernel_size, stride, padding, dilation,
251 const float *input,
size_t input_elements,
size_t input_stride,
252 const float *weight,
size_t weight_elements,
253 const float *bias,
size_t bias_elements,
254 float *output,
size_t output_elements,
size_t output_stride,
255 float *scratch,
size_t scratch_elements,
256 size_t input_channels,
size_t output_channels,
size_t input_frames,
257 size_t kernel_size,
size_t stride,
size_t padding,
size_t output_frames) {
258#if CK_AUDIO_CONV_X86_TARGET_FMA
262 weight, weight_elements, bias, bias_elements, output, output_elements,
263 output_stride, scratch, scratch_elements, input_channels,
264 output_channels, input_frames, kernel_size, stride, padding, 1,
265 output_frames, audio_conv1d_compute_hwfma, NULL);
267 (void)input; (void)input_elements; (void)input_stride;
268 (void)weight; (void)weight_elements; (void)bias; (void)bias_elements;
269 (void)output; (void)output_elements; (void)output_stride;
270 (void)scratch; (void)scratch_elements; (void)input_channels;
271 (void)output_channels; (void)input_frames; (void)kernel_size;
272 (void)stride; (void)padding; (void)output_frames;
278 const float *input,
size_t input_elements,
size_t input_stride,
279 const float *weight,
size_t weight_elements,
280 const float *bias,
size_t bias_elements,
281 float *output,
size_t output_elements,
size_t output_stride,
282 float *scratch,
size_t scratch_elements,
283 size_t input_channels,
size_t output_channels,
size_t input_frames,
284 size_t kernel_size,
size_t stride,
size_t padding,
size_t dilation,
285 size_t output_frames) {
286#if CK_AUDIO_CONV_X86_TARGET_FMA
290 weight, weight_elements, bias, bias_elements, output, output_elements,
291 output_stride, scratch, scratch_elements, input_channels,
292 output_channels, input_frames, kernel_size, stride, padding, dilation,
293 output_frames, audio_conv1d_compute_hwfma, NULL);
295 (void)input; (void)input_elements; (void)input_stride;
296 (void)weight; (void)weight_elements; (void)bias; (void)bias_elements;
297 (void)output; (void)output_elements; (void)output_stride;
298 (void)scratch; (void)scratch_elements; (void)input_channels;
299 (void)output_channels; (void)input_frames; (void)kernel_size;
300 (void)stride; (void)padding; (void)dilation; (void)output_frames;
306 const float *input,
size_t input_elements,
size_t input_stride,
307 const float *weight,
size_t weight_elements,
308 const float *bias,
size_t bias_elements,
309 float *output,
size_t output_elements,
size_t output_stride,
310 float *scratch,
size_t scratch_elements,
311 size_t input_channels,
size_t output_channels,
size_t input_frames,
312 size_t kernel_size,
size_t stride,
size_t padding,
size_t output_frames) {
313#if CK_AUDIO_CONV_X86_TARGET_FMA
317 weight, weight_elements, bias, bias_elements, output, output_elements,
318 output_stride, scratch, scratch_elements, input_channels,
319 output_channels, input_frames, kernel_size, stride, padding, 1,
322 (void)input; (void)input_elements; (void)input_stride;
323 (void)weight; (void)weight_elements; (void)bias; (void)bias_elements;
324 (void)output; (void)output_elements; (void)output_stride;
325 (void)scratch; (void)scratch_elements; (void)input_channels;
326 (void)output_channels; (void)input_frames; (void)kernel_size;
327 (void)stride; (void)padding; (void)output_frames;
333 const float *input,
size_t input_elements,
size_t input_stride,
334 const float *weight,
size_t weight_elements,
335 const float *bias,
size_t bias_elements,
336 float *output,
size_t output_elements,
size_t output_stride,
337 float *scratch,
size_t scratch_elements,
338 size_t input_channels,
size_t output_channels,
size_t input_frames,
339 size_t kernel_size,
size_t stride,
size_t padding,
size_t dilation,
340 size_t output_frames) {
341#if CK_AUDIO_CONV_X86_TARGET_FMA
345 weight, weight_elements, bias, bias_elements, output, output_elements,
346 output_stride, scratch, scratch_elements, input_channels,
347 output_channels, input_frames, kernel_size, stride, padding, dilation,
350 (void)input; (void)input_elements; (void)input_stride;
351 (void)weight; (void)weight_elements; (void)bias; (void)bias_elements;
352 (void)output; (void)output_elements; (void)output_stride;
353 (void)scratch; (void)scratch_elements; (void)input_channels;
354 (void)output_channels; (void)input_frames; (void)kernel_size;
355 (void)stride; (void)padding; (void)dilation; (void)output_frames;
int audio_conv1d_checked_channel_major_f32_hwfma(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t output_frames)
int audio_conv1d_checked_avx2_fma_available(void)
int audio_conv1d_dilated_checked_channel_major_f32_hwfma(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t dilation, size_t output_frames)
#define CK_AUDIO_CONV1D_COMPUTE_BODY
int audio_conv1d_dilated_checked_channel_major_f32(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t dilation, size_t output_frames)
int audio_conv1d_dilated_checked_channel_major_f32_avx2_fma(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t dilation, size_t output_frames)
int ck_audio_conv1d_checked_execute(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t dilation, size_t output_frames, ck_audio_conv1d_compute_fn compute, void *compute_context)
int audio_conv1d_checked_hardware_fma_available(void)
static void audio_conv1d_compute_scalar(const ck_audio_conv1d_job *job, void *unused)
int audio_conv1d_checked_channel_major_f32_avx2_fma(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t output_frames)
int audio_conv1d_checked_workspace(size_t input_channels, size_t output_channels, size_t input_frames, size_t output_frames, size_t *scratch_elements)
int audio_conv1d_checked_channel_major_f32(const float *input, size_t input_elements, size_t input_stride, const float *weight, size_t weight_elements, const float *bias, size_t bias_elements, float *output, size_t output_elements, size_t output_stride, float *scratch, size_t scratch_elements, size_t input_channels, size_t output_channels, size_t input_frames, size_t kernel_size, size_t stride, size_t padding, size_t output_frames)
void audio_conv1d_compute_avx2(const ck_audio_conv1d_job *job, void *unused)
void(* ck_audio_conv1d_compute_fn)(const ck_audio_conv1d_job *, void *)
static int ck_checked_finite(const float *ptr, size_t n)
static int ck_checked_span(size_t rows, size_t width, size_t stride, size_t *span)
static int ck_checked_region(const float *ptr, size_t n)
static int ck_checked_overlap(const float *a, size_t na, const float *b, size_t nb)
@ CK_AUDIO_CONV_CHECKED_OVERFLOW
@ CK_AUDIO_CONV_CHECKED_OK
@ CK_AUDIO_CONV_CHECKED_UNSUPPORTED
@ CK_AUDIO_CONV_CHECKED_CAPACITY
@ CK_AUDIO_CONV_CHECKED_NONFINITE
@ CK_AUDIO_CONV_CHECKED_INVALID
__attribute__((visibility("default"))) CKTokenizer *ck_tokenizer_create(CKTokenizerType type)