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@@ -1038,6 +1038,7 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_linear(ggml_context* ctx,
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}
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__STATIC_INLINE__ ggml_tensor* ggml_ext_pad_ext(ggml_context* ctx,
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ggml_backend_t backend,
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ggml_tensor* x,
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int lp0,
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int rp0,
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@@ -1063,7 +1064,17 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_pad_ext(ggml_context* ctx,
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}
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if (lp0 != 0 || rp0 != 0 || lp1 != 0 || rp1 != 0 || lp2 != 0 || rp2 != 0 || lp3 != 0 || rp3 != 0) {
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x = ggml_pad_ext(ctx, x, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3);
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ggml_tensor* padded = ggml_pad_ext(ctx, x, lp0, rp0, lp1, rp1, lp2, rp2, lp3, rp3);
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if (backend == nullptr || ggml_backend_supports_op(backend, padded)) {
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x = padded;
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} else {
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// Some backends (e.g. Metal) only implement right-padding for
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// GGML_OP_PAD (see #850): pad right by lp+rp instead, then roll
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// the padding around to the left. shift < ne always holds because
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// ne grew by lp+rp.
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x = ggml_pad_ext(ctx, x, 0, lp0 + rp0, 0, lp1 + rp1, 0, lp2 + rp2, 0, lp3 + rp3);
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x = ggml_roll(ctx, x, lp0, lp1, lp2, lp3);
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}
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}
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return x;
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}
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@@ -1076,7 +1087,7 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_pad(ggml_context* ctx,
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int p3 = 0,
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bool circular_x = false,
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bool circular_y = false) {
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return ggml_ext_pad_ext(ctx, x, 0, p0, 0, p1, 0, p2, 0, p3, circular_x, circular_y);
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return ggml_ext_pad_ext(ctx, nullptr, x, 0, p0, 0, p1, 0, p2, 0, p3, circular_x, circular_y);
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}
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// w: [OC,IC, KH, KW]
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@@ -1105,7 +1116,7 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_conv_2d(ggml_context* ctx,
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}
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if ((p0 != 0 || p1 != 0) && (circular_x || circular_y)) {
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x = ggml_ext_pad_ext(ctx, x, p0, p0, p1, p1, 0, 0, 0, 0, circular_x, circular_y);
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x = ggml_ext_pad_ext(ctx, nullptr, x, p0, p0, p1, p1, 0, 0, 0, 0, circular_x, circular_y);
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p0 = 0;
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p1 = 0;
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}
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@@ -1130,6 +1141,7 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_conv_2d(ggml_context* ctx,
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// b: [OC,]
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// result: [N*OC, OD, OH, OW]
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__STATIC_INLINE__ ggml_tensor* ggml_ext_conv_3d(ggml_context* ctx,
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ggml_backend_t backend,
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ggml_tensor* x,
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ggml_tensor* w,
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ggml_tensor* b,
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@@ -1159,7 +1171,21 @@ __STATIC_INLINE__ ggml_tensor* ggml_ext_conv_3d(ggml_context* ctx,
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x = ggml_cont(ctx, ggml_permute(ctx, x, 0, 1, 3, 2));
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x = ggml_reshape_4d(ctx, x, im2col->ne[1], im2col->ne[2], OD, OC * N);
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} else {
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x = ggml_conv_3d(ctx, w, x, IC, s0, s1, s2, p0, p1, p2, d0, d1, d2);
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// ggml_conv_3d decomposes into GGML_OP_IM2COL_3D, which some backends
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// (e.g. Metal, see #850) do not implement. Fall back to
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// GGML_OP_CONV_3D on those backends.
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bool im2col_3d_supported = true;
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if (backend != nullptr) {
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ggml_tensor* im2col = ggml_im2col_3d(ctx, w, x, IC, s0, s1, s2, p0, p1, p2, d0, d1, d2, w->type);
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im2col_3d_supported = ggml_backend_supports_op(backend, im2col);
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}
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if (im2col_3d_supported) {
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x = ggml_conv_3d(ctx, w, x, IC, s0, s1, s2, p0, p1, p2, d0, d1, d2);
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} else {
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int64_t OC = w->ne[3] / IC;
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int64_t N = x->ne[3] / IC;
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x = ggml_conv_3d_direct(ctx, w, x, s0, s1, s2, p0, p1, p2, d0, d1, d2, (int)IC, (int)N, (int)OC);
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}
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}
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if (b != nullptr) {
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@@ -3368,7 +3394,7 @@ public:
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b = ctx->weight_adapter->patch_weight(ctx->ggml_ctx, ctx->backend, b, prefix + "bias");
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}
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}
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return ggml_ext_conv_3d(ctx->ggml_ctx, x, w, b, in_channels,
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return ggml_ext_conv_3d(ctx->ggml_ctx, ctx->backend, x, w, b, in_channels,
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std::get<2>(stride), std::get<1>(stride), std::get<0>(stride),
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std::get<2>(padding), std::get<1>(padding), std::get<0>(padding),
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std::get<2>(dilation), std::get<1>(dilation), std::get<0>(dilation),
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