chore: import upstream snapshot with attribution

2026-07-13 12:47:05 +08:00
commit 4f3b7da785
7394 changed files with 2005594 additions and 0 deletions
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+/* ******************************************************************************
+ *
+ *
+ * This program and the accompanying materials are made available under the
+ * terms of the Apache License, Version 2.0 which is available at
+ * https://www.apache.org/licenses/LICENSE-2.0.
+ *
+ *  See the NOTICE file distributed with this work for additional
+ *  information regarding copyright ownership.
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+ * License for the specific language governing permissions and limitations
+ * under the License.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ ******************************************************************************/
+
+//
+//  @author raver119@gmail.com
+//
+
+#include <system/op_boilerplate.h>
+#if NOT_EXCLUDED(OP_reversedivide)
+
+#include <ops/declarable/CustomOperations.h>
+#include <ops/declarable/generic/helpers/BroadcastHelper.h>
+
+namespace sd {
+namespace ops {
+BROADCASTABLE_OP_IMPL(reversedivide, 0, 0) {
+  auto x = INPUT_VARIABLE(0);
+  auto y = INPUT_VARIABLE(1);
+  auto z = OUTPUT_VARIABLE(0);
+
+  BROADCAST_CHECK_EMPTY(x, y, z);
+
+  REQUIRE_TRUE(!x->isB(), 0, "REVERSEDIVIDE OP: you can't divide by bool array!");
+  x->applyTrueBroadcast(BROADCAST(ReverseDivide), y, z, true);
+
+  return Status::OK;
+}
+DECLARE_SYN(RDiv, reversedivide);
+
+DECLARE_TYPES(reversedivide) {
+  getOpDescriptor()
+      ->setAllowedInputTypes(0, ANY)
+      ->setAllowedInputTypes(1, ANY)
+      ->setAllowedOutputTypes(0, INHERIT);
+}
+
+DECLARE_TYPES(reversedivide_bp) {
+  getOpDescriptor()->setAllowedInputTypes(ANY)->setAllowedOutputTypes({ALL_FLOATS});
+}
+
+CUSTOM_OP_IMPL(reversedivide_bp, 3, 2, false, 0, 0) {
+  auto x = INPUT_VARIABLE(0);
+  auto y = INPUT_VARIABLE(1);
+  auto epsNext = INPUT_VARIABLE(2);
+
+  auto gradX = OUTPUT_VARIABLE(0);
+  auto gradY = OUTPUT_VARIABLE(1);
+
+  if (x->isSameShape(y)) {
+    // PWT case case
+
+    // X gradient
+    auto* epsY = (*epsNext) * (*y);
+    auto* xSquared = (*x) * (*x);
+    auto* gradXTemp = (*epsY) / (*xSquared);
+    delete epsY;
+    delete xSquared;
+    gradX->assign(gradXTemp);
+    delete gradXTemp;
+    gradX->applyTransform(transform::Neg, gradX);
+
+    // Y gradient
+    auto* gradYTemp = (*epsNext) / (*x);
+    gradY->assign(gradYTemp);
+    delete gradYTemp;
+  } else if (y->isScalar()) {
+    // scalar case
+    auto* tmp = epsNext->reduceNumber(reduce::Sum);
+    auto* tmpX = x->reduceNumber(reduce::Sum);
+    // For gradY
+    auto* gradYTemp = (*tmp) / (*tmpX);
+    delete tmp;
+    delete tmpX;
+    gradY->assign(gradYTemp);
+    delete gradYTemp;
+
+    // For gradX
+    auto* epsY = (*epsNext) * (*y);
+    auto* xSquared = (*x) * (*x);
+    auto* gradXTemp = (*epsY) / (*xSquared);
+    delete epsY;
+    delete xSquared;
+    gradX->assign(gradXTemp);
+    delete gradXTemp;
+    gradX->applyTransform(transform::Neg, gradX);
+  } else {
+    // broadcast case
+
+    auto* preY = (*epsNext) / (*x);
+
+    auto* epsY = (*epsNext) * (*y);
+    auto* xSquared = (*x) * (*x);
+    auto* preXTemp = (*epsY) / (*xSquared);
+    delete epsY;
+    delete xSquared;
+    preXTemp->applyTransform(transform::Neg, preXTemp);
+
+    auto axisX = ShapeUtils::evalBroadcastBackwardAxis(x->shapeInfo(), epsNext->shapeInfo());
+    auto axisY = ShapeUtils::evalBroadcastBackwardAxis(y->shapeInfo(), epsNext->shapeInfo());
+
+    if (axisX.size() > 0) {
+      auto* sum = preXTemp->reduceAlongDimension(reduce::Sum, &axisX);
+      gradX->assign(sum);
+      delete sum;
+    } else {
+      gradX->assign(preXTemp);
+    }
+    delete preXTemp;
+
+    if (axisY.size() > 0) {
+      auto* sum = preY->reduceAlongDimension(reduce::Sum, &axisY);
+      gradY->assign(sum);
+      delete sum;
+    } else {
+      gradY->assign(preY);
+    }
+    delete preY;
+  }
+
+  return Status::OK;
+}
+
+DECLARE_SHAPE_FN(reversedivide_bp) {
+  auto x = inputShape->at(0);
+  auto y = inputShape->at(1);
+  auto e = inputShape->at(2);
+  return SHAPELIST(CONSTANT(x), CONSTANT(y));
+}
+}  // namespace ops
+}  // namespace sd
+
+#endif