From 9c63bd33ada8656a6eedccafbd468c56f3103f5f Mon Sep 17 00:00:00 2001
From: AlexeyAB <alexeyab84@gmail.com>
Date: Fri, 07 Apr 2017 14:12:09 +0000
Subject: [PATCH] Added dir: results

---
 src/blas.c |  126 +++++++++++++++++++++++++++++++++++++++---
 1 files changed, 117 insertions(+), 9 deletions(-)

diff --git a/src/blas.c b/src/blas.c
index 556603c..31bd86b 100644
--- a/src/blas.c
+++ b/src/blas.c
@@ -1,15 +1,78 @@
 #include "blas.h"
 #include "math.h"
-
-void shortcut_cpu(float *out, int w, int h, int c, int batch, int sample, float *add, int stride, int c2)
+#include <assert.h>
+#include <float.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+void reorg_cpu(float *x, int w, int h, int c, int batch, int stride, int forward, float *out)
 {
+    int b,i,j,k;
+    int out_c = c/(stride*stride);
+
+    for(b = 0; b < batch; ++b){
+        for(k = 0; k < c; ++k){
+            for(j = 0; j < h; ++j){
+                for(i = 0; i < w; ++i){
+                    int in_index  = i + w*(j + h*(k + c*b));
+                    int c2 = k % out_c;
+                    int offset = k / out_c;
+                    int w2 = i*stride + offset % stride;
+                    int h2 = j*stride + offset / stride;
+                    int out_index = w2 + w*stride*(h2 + h*stride*(c2 + out_c*b));
+                    if(forward) out[out_index] = x[in_index];
+                    else out[in_index] = x[out_index];
+                }
+            }
+        }
+    }
+}
+
+void flatten(float *x, int size, int layers, int batch, int forward)
+{
+    float *swap = calloc(size*layers*batch, sizeof(float));
+    int i,c,b;
+    for(b = 0; b < batch; ++b){
+        for(c = 0; c < layers; ++c){
+            for(i = 0; i < size; ++i){
+                int i1 = b*layers*size + c*size + i;
+                int i2 = b*layers*size + i*layers + c;
+                if (forward) swap[i2] = x[i1];
+                else swap[i1] = x[i2];
+            }
+        }
+    }
+    memcpy(x, swap, size*layers*batch*sizeof(float));
+    free(swap);
+}
+
+void weighted_sum_cpu(float *a, float *b, float *s, int n, float *c)
+{
+    int i;
+    for(i = 0; i < n; ++i){
+        c[i] = s[i]*a[i] + (1-s[i])*(b ? b[i] : 0);
+    }
+}
+
+void shortcut_cpu(int batch, int w1, int h1, int c1, float *add, int w2, int h2, int c2, float *out)
+{
+    int stride = w1/w2;
+    int sample = w2/w1;
+    assert(stride == h1/h2);
+    assert(sample == h2/h1);
+    if(stride < 1) stride = 1;
+    if(sample < 1) sample = 1;
+    int minw = (w1 < w2) ? w1 : w2;
+    int minh = (h1 < h2) ? h1 : h2;
+    int minc = (c1 < c2) ? c1 : c2;
+
     int i,j,k,b;
     for(b = 0; b < batch; ++b){
-        for(k = 0; k < c && k < c2; ++k){
-            for(j = 0; j < h/sample; ++j){
-                for(i = 0; i < w/sample; ++i){
-                    int out_index = i*sample + w*(j*sample + h*(k + c*b));
-                    int add_index = b*w*stride/sample*h*stride/sample*c2 + i*stride + w*stride/sample*(j*stride + h*stride/sample*k);
+        for(k = 0; k < minc; ++k){
+            for(j = 0; j < minh; ++j){
+                for(i = 0; i < minw; ++i){
+                    int out_index = i*sample + w2*(j*sample + h2*(k + c2*b));
+                    int add_index = i*stride + w1*(j*stride + h1*(k + c1*b));
                     out[out_index] += add[add_index];
                 }
             }
@@ -35,7 +98,7 @@
 
 void variance_cpu(float *x, float *mean, int batch, int filters, int spatial, float *variance)
 {
-    float scale = 1./(batch * spatial);
+    float scale = 1./(batch * spatial - 1);
     int i,j,k;
     for(i = 0; i < filters; ++i){
         variance[i] = 0;
@@ -56,7 +119,7 @@
         for(f = 0; f < filters; ++f){
             for(i = 0; i < spatial; ++i){
                 int index = b*filters*spatial + f*spatial + i;
-                x[index] = (x[index] - mean[f])/(sqrt(variance[f]));
+                x[index] = (x[index] - mean[f])/(sqrt(variance[f]) + .000001f);
             }
         }
     }
@@ -104,6 +167,33 @@
     for(i = 0; i < N; ++i) Y[i*INCY] = X[i*INCX];
 }
 
+void smooth_l1_cpu(int n, float *pred, float *truth, float *delta, float *error)
+{
+    int i;
+    for(i = 0; i < n; ++i){
+        float diff = truth[i] - pred[i];
+        float abs_val = fabs(diff);
+        if(abs_val < 1) {
+            error[i] = diff * diff;
+            delta[i] = diff;
+        }
+        else {
+            error[i] = 2*abs_val - 1;
+            delta[i] = (diff < 0) ? -1 : 1;
+        }
+    }
+}
+
+void l2_cpu(int n, float *pred, float *truth, float *delta, float *error)
+{
+    int i;
+    for(i = 0; i < n; ++i){
+        float diff = truth[i] - pred[i];
+        error[i] = diff * diff;
+        delta[i] = diff;
+    }
+}
+
 float dot_cpu(int N, float *X, int INCX, float *Y, int INCY)
 {
     int i;
@@ -112,3 +202,21 @@
     return dot;
 }
 
+void softmax(float *input, int n, float temp, float *output)
+{
+    int i;
+    float sum = 0;
+    float largest = -FLT_MAX;
+    for(i = 0; i < n; ++i){
+        if(input[i] > largest) largest = input[i];
+    }
+    for(i = 0; i < n; ++i){
+        float e = exp(input[i]/temp - largest/temp);
+        sum += e;
+        output[i] = e;
+    }
+    for(i = 0; i < n; ++i){
+        output[i] /= sum;
+    }
+}
+

--
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