conv2d back dsl debug prints

daphne-eu · Jul 22, 2024 · 40025a8 · 40025a8
1 parent 8678238
commit 40025a8
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Showing 3 changed files with 16 additions and 2 deletions.
diff --git a/local/test-conv2d.daph b/local/test-conv2d.daph
@@ -29,8 +29,10 @@ print(W);
 #Xconv1, Hout1, Wout1 = conv2d.forward(X, W, b, C, Himg, Wimg, Hf, Wf, stride, stride, pad, pad);
 Xconv2, Hout2, Wout2 = conv2d_dsl.forward(X, W, b, C, Himg, Wimg, Hf, Wf, stride, stride, pad, pad);
 
+#print("\n\n---Start---Convolution debug outputs:\n");
 #dXconv1, dW1, db1 = conv2d.backward(Xconv1, Hout1, Wout1, X, W, b, C, Himg, Wimg, Hf, Wf, stride, stride, pad, pad);
 dXconv2, dW2, db2 = conv2d_dsl.backward(Xconv2, Hout2, Wout2, X, W, b, C, Himg, Wimg, Hf, Wf, stride, stride, pad, pad);
+#print("\n\n---End-----Convolution debug outputs:\n");
 
 print("\nX dims: ",0) ;print(nrow(X),0);print("x",0);print(ncol(X));
 #print("Xconv1 dims: ",0) ;print(nrow(Xconv1),0);print("x",0);print(ncol(Xconv1));

diff --git a/scripts/nn/layers/conv2d.daph b/scripts/nn/layers/conv2d.daph
@@ -156,9 +156,17 @@ def backward(dout:matrix, Hout, Wout, X:matrix, W:matrix, b:matrix, C, Hin, Win,
     db = db + sum(doutn,0);
 
     # Compute dX
-    dXn_padded_cols = t(W) @ doutn;  # shape (C*Hf*Wf, Hout*Wout)
+    tW = t(W);
+    #print(tW);
+    #print(doutn);
+    dXn_padded_cols = tW @ doutn;  # shape (C*Hf*Wf, Hout*Wout)
+#print(dXn_padded_cols);
     dXn_padded = util.col2im(dXn_padded_cols, C, Hin+2*padh, Win+2*padw, Hf, Wf, strideh, stridew, 0 /*"add"*/);
+
+    #print(dXn_padded);
+
     dXn = util.unpad_image(dXn_padded, Hin, Win, padh, padw);
+
     dX[n,] = reshape(dXn, 1, C * Hin * Win);  # reshape
   }
   return dX, dW, db;

diff --git a/scripts/nn/util.daph b/scripts/nn/util.daph
@@ -143,9 +143,13 @@ def col2im(img_cols:matrix, C, Hin, Win, Hf, Wf, strideh, stridew, reduction) ->
     for (wout in 0:Wout - 1) {  # all output columns
       win_ = wout * stridew;
       # Extract a local patch of the input image corresponding spatially to the filter sizes.
-      img_patch = reshape(img_cols[,hout * Wout + wout], C, Hf * Wf);  # zeros
+      p = hout * Wout + wout;
+      #print("patch: " + p);
+      img_patch = reshape(img_cols[,p], C, Hf * Wf);  # zeros
+      #print(img_patch);
       for (c in 0:C - 1) {  # all channels
         img_patch_slice = reshape(img_patch[c,], Hf, Wf);  # reshape
+        #print(img_patch_slice);
         if (reduction == 0 /*"add"*/) {
           img_slice = fill(0.0, Hin, Win);
           img_slice[hin_:(hin_ + Hf), win_:(win_ + Wf)] = img_patch_slice;