diff --git a/mlir/lib/Dialect/StandardOps/IR/Ops.cpp b/mlir/lib/Dialect/StandardOps/IR/Ops.cpp
--- a/mlir/lib/Dialect/StandardOps/IR/Ops.cpp
+++ b/mlir/lib/Dialect/StandardOps/IR/Ops.cpp
@@ -387,9 +387,32 @@
 Attribute mlir::getIdentityValueAttr(AtomicRMWKind kind, Type resultType,
                                      OpBuilder &builder, Location loc) {
   switch (kind) {
+  case AtomicRMWKind::maxf:
+    return builder.getFloatAttr(
+        resultType,
+        APFloat::getInf(resultType.cast<FloatType>().getFloatSemantics(),
+                        /*Negative=*/true));
   case AtomicRMWKind::addf:
   case AtomicRMWKind::addi:
+  case AtomicRMWKind::maxu:
     return builder.getZeroAttr(resultType);
+  case AtomicRMWKind::maxs:
+    return builder.getIntegerAttr(
+        resultType,
+        APInt::getSignedMinValue(resultType.cast<IntegerType>().getWidth()));
+  case AtomicRMWKind::minf:
+    return builder.getFloatAttr(
+        resultType,
+        APFloat::getInf(resultType.cast<FloatType>().getFloatSemantics(),
+                        /*Negative=*/false));
+  case AtomicRMWKind::mins:
+    return builder.getIntegerAttr(
+        resultType,
+        APInt::getSignedMaxValue(resultType.cast<IntegerType>().getWidth()));
+  case AtomicRMWKind::minu:
+    return builder.getIntegerAttr(
+        resultType,
+        APInt::getMaxValue(resultType.cast<IntegerType>().getWidth()));
   case AtomicRMWKind::muli:
     return builder.getIntegerAttr(resultType, 1);
   case AtomicRMWKind::mulf:
@@ -422,6 +445,30 @@
     return builder.create<MulFOp>(loc, lhs, rhs);
   case AtomicRMWKind::muli:
     return builder.create<MulIOp>(loc, lhs, rhs);
+  case AtomicRMWKind::maxf:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpFOp>(loc, CmpFPredicate::OGT, lhs, rhs), lhs,
+        rhs);
+  case AtomicRMWKind::minf:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpFOp>(loc, CmpFPredicate::OLT, lhs, rhs), lhs,
+        rhs);
+  case AtomicRMWKind::maxs:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpIOp>(loc, CmpIPredicate::sgt, lhs, rhs), lhs,
+        rhs);
+  case AtomicRMWKind::mins:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpIOp>(loc, CmpIPredicate::slt, lhs, rhs), lhs,
+        rhs);
+  case AtomicRMWKind::maxu:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpIOp>(loc, CmpIPredicate::ugt, lhs, rhs), lhs,
+        rhs);
+  case AtomicRMWKind::minu:
+    return builder.create<SelectOp>(
+        loc, builder.create<CmpIOp>(loc, CmpIPredicate::ult, lhs, rhs), lhs,
+        rhs);
   // TODO: Add remaining reduction operations.
   default:
     (void)emitOptionalError(loc, "Reduction operation type not supported");
diff --git a/mlir/lib/Dialect/Vector/VectorOps.cpp b/mlir/lib/Dialect/Vector/VectorOps.cpp
--- a/mlir/lib/Dialect/Vector/VectorOps.cpp
+++ b/mlir/lib/Dialect/Vector/VectorOps.cpp
@@ -347,6 +347,18 @@
     return builder.create<vector::ReductionOp>(vector.getLoc(), scalarType,
                                                builder.getStringAttr("mul"),
                                                vector, ValueRange{});
+  case AtomicRMWKind::minf:
+  case AtomicRMWKind::mins:
+  case AtomicRMWKind::minu:
+    return builder.create<vector::ReductionOp>(vector.getLoc(), scalarType,
+                                               builder.getStringAttr("min"),
+                                               vector, ValueRange{});
+  case AtomicRMWKind::maxf:
+  case AtomicRMWKind::maxs:
+  case AtomicRMWKind::maxu:
+    return builder.create<vector::ReductionOp>(vector.getLoc(), scalarType,
+                                               builder.getStringAttr("max"),
+                                               vector, ValueRange{});
   // TODO: Add remaining reduction operations.
   default:
     (void)emitOptionalError(loc, "Reduction operation type not supported");