| @@ -37,8 +37,8 @@ static const uint8_t NNEDI_XDIM[] = { 8, 16, 32, 48, 8, 16, 32 }; | |||
| static const uint8_t NNEDI_YDIM[] = { 6, 6, 6, 6, 4, 4, 4 }; | |||
| static const uint16_t NNEDI_NNS[] = { 16, 32, 64, 128, 256 }; | |||
| typedef struct PrescreenerOldCoefficients { | |||
| DECLARE_ALIGNED(32, float, kernel_l0)[4][14 * 4]; | |||
| typedef struct PrescreenerCoefficients { | |||
| DECLARE_ALIGNED(32, float, kernel_l0)[4][16 * 4]; | |||
| DECLARE_ALIGNED(32, float, bias_l0)[4]; | |||
| DECLARE_ALIGNED(32, float, kernel_l1)[4][4]; | |||
| @@ -46,15 +46,7 @@ typedef struct PrescreenerOldCoefficients { | |||
| DECLARE_ALIGNED(32, float, kernel_l2)[4][8]; | |||
| DECLARE_ALIGNED(32, float, bias_l2)[4]; | |||
| } PrescreenerOldCoefficients; | |||
| typedef struct PrescreenerNewCoefficients { | |||
| DECLARE_ALIGNED(32, float, kernel_l0)[4][16 * 4]; | |||
| DECLARE_ALIGNED(32, float, bias_l0)[4]; | |||
| DECLARE_ALIGNED(32, float, kernel_l1)[4][4]; | |||
| DECLARE_ALIGNED(32, float, bias_l1)[4]; | |||
| } PrescreenerNewCoefficients; | |||
| } PrescreenerCoefficients; | |||
| typedef struct PredictorCoefficients { | |||
| int xdim, ydim, nns, nsize; | |||
| @@ -89,8 +81,7 @@ typedef struct NNEDIContext { | |||
| int planeheight[4]; | |||
| int field_n; | |||
| PrescreenerOldCoefficients prescreener_old; | |||
| PrescreenerNewCoefficients prescreener_new[3]; | |||
| PrescreenerCoefficients prescreener[4]; | |||
| PredictorCoefficients coeffs[2][5][7]; | |||
| float half; | |||
| @@ -108,9 +99,9 @@ typedef struct NNEDIContext { | |||
| int pscrn; | |||
| int input_size; | |||
| uint8_t *prescreen_buf; | |||
| float *input_buf; | |||
| float *output_buf; | |||
| uint8_t **prescreen_buf; | |||
| float **input_buf; | |||
| float **output_buf; | |||
| void (*read)(const uint8_t *src, float *dst, | |||
| int src_stride, int dst_stride, | |||
| @@ -120,7 +111,8 @@ typedef struct NNEDIContext { | |||
| int width, int height, int depth, float scale); | |||
| void (*prescreen[2])(AVFilterContext *ctx, | |||
| const void *src, ptrdiff_t src_stride, | |||
| uint8_t *prescreen, int N, void *data); | |||
| uint8_t *prescreen, int N, | |||
| const PrescreenerCoefficients *const coeffs); | |||
| } NNEDIContext; | |||
| #define OFFSET(x) offsetof(NNEDIContext, x) | |||
| @@ -222,7 +214,7 @@ static int query_formats(AVFilterContext *ctx) | |||
| return ff_set_common_formats(ctx, fmts_list); | |||
| } | |||
| static float dot_dsp(NNEDIContext *s, const float *kernel, const float *input, | |||
| static float dot_dsp(const NNEDIContext *const s, const float *kernel, const float *input, | |||
| int n, float scale, float bias) | |||
| { | |||
| float sum; | |||
| @@ -246,10 +238,9 @@ static void transform_elliott(float *input, int size) | |||
| static void process_old(AVFilterContext *ctx, | |||
| const void *src, ptrdiff_t src_stride, | |||
| uint8_t *prescreen, int N, | |||
| void *data) | |||
| const PrescreenerCoefficients *const m_data) | |||
| { | |||
| NNEDIContext *s = ctx->priv; | |||
| const PrescreenerOldCoefficients *const m_data = data; | |||
| const float *src_p = src; | |||
| // Adjust source pointer to point to top-left of filter window. | |||
| @@ -283,10 +274,9 @@ static void process_old(AVFilterContext *ctx, | |||
| static void process_new(AVFilterContext *ctx, | |||
| const void *src, ptrdiff_t src_stride, | |||
| uint8_t *prescreen, int N, | |||
| void *data) | |||
| const PrescreenerCoefficients *const m_data) | |||
| { | |||
| NNEDIContext *s = ctx->priv; | |||
| const PrescreenerNewCoefficients *const m_data = data; | |||
| const float *src_p = src; | |||
| // Adjust source pointer to point to top-left of filter window. | |||
| @@ -344,8 +334,8 @@ static void gather_input(const float *src, ptrdiff_t src_stride, | |||
| float *buf, float mstd[4], | |||
| const PredictorCoefficients *const model) | |||
| { | |||
| float sum = 0; | |||
| float sum_sq = 0; | |||
| float sum = 0.f; | |||
| float sum_sq = 0.f; | |||
| float tmp; | |||
| for (int i = 0; i < model->ydim; i++) { | |||
| @@ -405,17 +395,16 @@ static void wae5(const float *softmax, const float *el, | |||
| static void predictor(AVFilterContext *ctx, | |||
| const void *src, ptrdiff_t src_stride, void *dst, | |||
| const uint8_t *prescreen, int N, | |||
| void *data, int use_q2) | |||
| const PredictorCoefficients *const model, int use_q2) | |||
| { | |||
| NNEDIContext *s = ctx->priv; | |||
| const PredictorCoefficients *const model = data; | |||
| const NNEDIContext *const s = ctx->priv; | |||
| const float *src_p = src; | |||
| float *dst_p = dst; | |||
| // Adjust source pointer to point to top-left of filter window. | |||
| const float *window = src_p - (model->ydim / 2) * src_stride - (model->xdim / 2 - 1); | |||
| int filter_size = model->nsize; | |||
| int nns = model->nns; | |||
| const int filter_size = model->nsize; | |||
| const int nns = model->nns; | |||
| for (int i = 0; i < N; i++) { | |||
| LOCAL_ALIGNED_32(float, input, [48 * 6]); | |||
| @@ -433,7 +422,7 @@ static void predictor(AVFilterContext *ctx, | |||
| activation[nn] = dot_dsp(s, softmax_q1_filter(nn, model), input, filter_size, scale, model->softmax_bias_q1[nn]); | |||
| for (int nn = 0; nn < nns; nn++) | |||
| activation[model->nns + nn] = dot_dsp(s, elliott_q1_filter(nn, model), input, filter_size, scale, model->elliott_bias_q1[nn]); | |||
| activation[nns + nn] = dot_dsp(s, elliott_q1_filter(nn, model), input, filter_size, scale, model->elliott_bias_q1[nn]); | |||
| transform_softmax_exp(activation, nns); | |||
| wae5(activation, activation + nns, nns, mstd); | |||
| @@ -449,7 +438,7 @@ static void predictor(AVFilterContext *ctx, | |||
| wae5(activation, activation + nns, nns, mstd); | |||
| } | |||
| dst_p[i] = mstd[3] / (use_q2 ? 2 : 1); | |||
| dst_p[i] = mstd[3] * (use_q2 ? 0.5f : 1.f); | |||
| } | |||
| } | |||
| @@ -551,7 +540,7 @@ static void interpolation(const void *src, ptrdiff_t src_stride, | |||
| static int filter_slice(AVFilterContext *ctx, void *arg, int jobnr, int nb_jobs) | |||
| { | |||
| NNEDIContext *s = ctx->priv; | |||
| const NNEDIContext *const s = ctx->priv; | |||
| AVFrame *out = s->dst; | |||
| AVFrame *in = s->src; | |||
| const float in_scale = s->in_scale; | |||
| @@ -572,10 +561,10 @@ static int filter_slice(AVFilterContext *ctx, void *arg, int jobnr, int nb_jobs) | |||
| uint8_t *dst = out->data[p] + slice_start * out->linesize[p]; | |||
| const int src_linesize = in->linesize[p]; | |||
| const int dst_linesize = out->linesize[p]; | |||
| uint8_t *prescreen_buf = s->prescreen_buf + s->planewidth[0] * jobnr; | |||
| float *srcbuf = s->input_buf + s->input_size * jobnr; | |||
| uint8_t *prescreen_buf = s->prescreen_buf[jobnr]; | |||
| float *srcbuf = s->input_buf[jobnr]; | |||
| const int srcbuf_stride = width + 64; | |||
| float *dstbuf = s->output_buf + s->input_size * jobnr; | |||
| float *dstbuf = s->output_buf[jobnr]; | |||
| const int dstbuf_stride = width; | |||
| const int slice_height = (slice_end - slice_start) / 2; | |||
| const int last_slice = slice_end == height; | |||
| @@ -646,15 +635,10 @@ static int filter_slice(AVFilterContext *ctx, void *arg, int jobnr, int nb_jobs) | |||
| width, 1, in_scale); | |||
| for (int y = 0; y < slice_end - slice_start; y += 2) { | |||
| if (s->pscrn > 1) { | |||
| s->prescreen[1](ctx, srcbuf + (y / 2) * srcbuf_stride + 32, | |||
| srcbuf_stride, prescreen_buf, width, | |||
| &s->prescreener_new[s->pscrn - 2]); | |||
| } else if (s->pscrn == 1) { | |||
| s->prescreen[0](ctx, srcbuf + (y / 2) * srcbuf_stride + 32, | |||
| srcbuf_stride, prescreen_buf, width, | |||
| &s->prescreener_old); | |||
| } | |||
| if (s->prescreen > 0) | |||
| s->prescreen[s->pscrn > 1](ctx, srcbuf + (y / 2) * srcbuf_stride + 32, | |||
| srcbuf_stride, prescreen_buf, width, | |||
| &s->prescreener[s->pscrn - 1]); | |||
| predictor(ctx, | |||
| srcbuf + (y / 2) * srcbuf_stride + 32, | |||
| @@ -831,7 +815,7 @@ static int allocate_model(PredictorCoefficients *coeffs, int xdim, int ydim, int | |||
| int bias_size = nns; | |||
| float *data; | |||
| data = av_malloc_array(filter_size + bias_size, 4 * sizeof(float)); | |||
| data = av_calloc(filter_size + bias_size, 4 * sizeof(float)); | |||
| if (!data) | |||
| return AVERROR(ENOMEM); | |||
| @@ -859,17 +843,17 @@ static int read_weights(AVFilterContext *ctx, const float *bdata) | |||
| NNEDIContext *s = ctx->priv; | |||
| int ret; | |||
| copy_weights(&s->prescreener_old.kernel_l0[0][0], 4 * 48, &bdata); | |||
| copy_weights(s->prescreener_old.bias_l0, 4, &bdata); | |||
| copy_weights(&s->prescreener[0].kernel_l0[0][0], 4 * 48, &bdata); | |||
| copy_weights(s->prescreener[0].bias_l0, 4, &bdata); | |||
| copy_weights(&s->prescreener_old.kernel_l1[0][0], 4 * 4, &bdata); | |||
| copy_weights(s->prescreener_old.bias_l1, 4, &bdata); | |||
| copy_weights(&s->prescreener[0].kernel_l1[0][0], 4 * 4, &bdata); | |||
| copy_weights(s->prescreener[0].bias_l1, 4, &bdata); | |||
| copy_weights(&s->prescreener_old.kernel_l2[0][0], 4 * 8, &bdata); | |||
| copy_weights(s->prescreener_old.bias_l2, 4, &bdata); | |||
| copy_weights(&s->prescreener[0].kernel_l2[0][0], 4 * 8, &bdata); | |||
| copy_weights(s->prescreener[0].bias_l2, 4, &bdata); | |||
| for (int i = 0; i < 3; i++) { | |||
| PrescreenerNewCoefficients *data = &s->prescreener_new[i]; | |||
| PrescreenerCoefficients *data = &s->prescreener[i + 1]; | |||
| float kernel_l0_shuffled[4 * 64]; | |||
| float kernel_l1_shuffled[4 * 4]; | |||
| @@ -890,14 +874,14 @@ static int read_weights(AVFilterContext *ctx, const float *bdata) | |||
| for (int m = 0; m < 2; m++) { | |||
| // Grouping by neuron count. | |||
| for (int i = 0; i < 5; i++) { | |||
| int nns = NNEDI_NNS[i]; | |||
| const int nns = NNEDI_NNS[i]; | |||
| // Grouping by window size. | |||
| for (int j = 0; j < 7; j++) { | |||
| PredictorCoefficients *model = &s->coeffs[m][i][j]; | |||
| int xdim = NNEDI_XDIM[j]; | |||
| int ydim = NNEDI_YDIM[j]; | |||
| int filter_size = xdim * ydim; | |||
| const int xdim = NNEDI_XDIM[j]; | |||
| const int ydim = NNEDI_YDIM[j]; | |||
| const int filter_size = xdim * ydim; | |||
| ret = allocate_model(model, xdim, ydim, nns); | |||
| if (ret < 0) | |||
| @@ -927,7 +911,7 @@ static int read_weights(AVFilterContext *ctx, const float *bdata) | |||
| static float mean(const float *input, int size) | |||
| { | |||
| float sum = 0.; | |||
| float sum = 0.f; | |||
| for (int i = 0; i < size; i++) | |||
| sum += input[i]; | |||
| @@ -941,7 +925,7 @@ static void transform(float *input, int size, float mean, float half) | |||
| input[i] = (input[i] - mean) / half; | |||
| } | |||
| static void subtract_mean_old(PrescreenerOldCoefficients *coeffs, float half) | |||
| static void subtract_mean_old(PrescreenerCoefficients *coeffs, float half) | |||
| { | |||
| for (int n = 0; n < 4; n++) { | |||
| float m = mean(coeffs->kernel_l0[n], 48); | |||
| @@ -950,7 +934,7 @@ static void subtract_mean_old(PrescreenerOldCoefficients *coeffs, float half) | |||
| } | |||
| } | |||
| static void subtract_mean_new(PrescreenerNewCoefficients *coeffs, float half) | |||
| static void subtract_mean_new(PrescreenerCoefficients *coeffs, float half) | |||
| { | |||
| for (int n = 0; n < 4; n++) { | |||
| float m = mean(coeffs->kernel_l0[n], 64); | |||
| @@ -1121,10 +1105,10 @@ static int config_input(AVFilterLink *inlink) | |||
| break; | |||
| } | |||
| subtract_mean_old(&s->prescreener_old, s->half); | |||
| subtract_mean_new(&s->prescreener_new[0], s->half); | |||
| subtract_mean_new(&s->prescreener_new[1], s->half); | |||
| subtract_mean_new(&s->prescreener_new[2], s->half); | |||
| subtract_mean_old(&s->prescreener[0], s->half); | |||
| subtract_mean_new(&s->prescreener[1], s->half); | |||
| subtract_mean_new(&s->prescreener[2], s->half); | |||
| subtract_mean_new(&s->prescreener[3], s->half); | |||
| s->prescreen[0] = process_old; | |||
| s->prescreen[1] = process_new; | |||
| @@ -1136,19 +1120,37 @@ static int config_input(AVFilterLink *inlink) | |||
| } | |||
| } | |||
| s->prescreen_buf = av_calloc(s->nb_threads * s->planewidth[0], sizeof(*s->prescreen_buf)); | |||
| if (!s->prescreen_buf) | |||
| return AVERROR(ENOMEM); | |||
| s->input_size = (s->planewidth[0] + 64) * (s->planeheight[0] + 6); | |||
| s->input_buf = av_calloc(s->nb_threads * s->input_size, sizeof(*s->input_buf)); | |||
| s->input_buf = av_calloc(s->nb_threads, sizeof(*s->input_buf)); | |||
| if (!s->input_buf) | |||
| return AVERROR(ENOMEM); | |||
| s->output_buf = av_calloc(s->nb_threads * s->input_size, sizeof(*s->output_buf)); | |||
| for (int i = 0; i < s->nb_threads; i++) { | |||
| s->input_buf[i] = av_calloc(s->input_size, sizeof(**s->input_buf)); | |||
| if (!s->input_buf[i]) | |||
| return AVERROR(ENOMEM); | |||
| } | |||
| s->output_buf = av_calloc(s->nb_threads, sizeof(*s->output_buf)); | |||
| if (!s->output_buf) | |||
| return AVERROR(ENOMEM); | |||
| for (int i = 0; i < s->nb_threads; i++) { | |||
| s->output_buf[i] = av_calloc(s->input_size, sizeof(**s->output_buf)); | |||
| if (!s->output_buf[i]) | |||
| return AVERROR(ENOMEM); | |||
| } | |||
| s->prescreen_buf = av_calloc(s->nb_threads, sizeof(*s->prescreen_buf)); | |||
| if (!s->prescreen_buf) | |||
| return AVERROR(ENOMEM); | |||
| for (int i = 0; i < s->nb_threads; i++) { | |||
| s->prescreen_buf[i] = av_calloc(s->planewidth[0], sizeof(**s->prescreen_buf)); | |||
| if (!s->prescreen_buf[i]) | |||
| return AVERROR(ENOMEM); | |||
| } | |||
| return 0; | |||
| } | |||
| @@ -1156,8 +1158,19 @@ static av_cold void uninit(AVFilterContext *ctx) | |||
| { | |||
| NNEDIContext *s = ctx->priv; | |||
| for (int i = 0; i < s->nb_threads && s->prescreen_buf; i++) | |||
| av_freep(&s->prescreen_buf[i]); | |||
| av_freep(&s->prescreen_buf); | |||
| for (int i = 0; i < s->nb_threads && s->input_buf; i++) | |||
| av_freep(&s->input_buf[i]); | |||
| av_freep(&s->input_buf); | |||
| for (int i = 0; i < s->nb_threads && s->output_buf; i++) | |||
| av_freep(&s->output_buf[i]); | |||
| av_freep(&s->output_buf); | |||
| av_freep(&s->fdsp); | |||