fix(dnn): fix naive average pooling overflow bug for int8 type

GitOrigin-RevId: b60a7b6cf824d104efbc7c22020220898cdff4fe

dnn/src/naive/pooling/opr_impl.cpp

@@ -47,6 +47,8 @@ struct MaxPooler {
     }
 };
 
+//! WARNING:for Integer, if sum ctype_ set incorrectly may cause overflow such as
+//! (stype_=ctype_ =int8_t)
 template <typename stype_, typename ctype_>
 struct MeanIncludePoolerBase {
     using stype = stype_;
@@ -65,6 +67,7 @@ struct MeanIncludePooler : public MeanIncludePoolerBase<T, T> {
     ctype get_ans() { return this->sum / this->count; }
 };
 
+//! WARNING: the result is truncated
 template <>
 struct MeanIncludePooler<int8_t> : public MeanIncludePoolerBase<int8_t, int32_t> {
     using MeanIncludePoolerBase::MeanIncludePoolerBase;
@@ -74,7 +77,9 @@ struct MeanIncludePooler<int8_t> : public MeanIncludePoolerBase<int8_t, int32_t>
                 std::numeric_limits<int8_t>::max());
     }
 };
-
+/*!
+ * average pooling with zero point for quint8
+/*/
 template <>
 struct MeanIncludePooler<dt_quint8> {
     int32_t sum;
@@ -107,7 +112,7 @@ struct MeanIncludePooler<dt_quint8> {
 
 /*!
  * \brief Average pooling operation within a single window.
- *        Works on integers. Rounds toward +INF.
+ *        Works on integers. Rounds toward nearest Integer
  * \tparam T input data type
  * \tparam U convert input data type to U before accumulating
  * \tparam ICType data type for intermediate result
@@ -228,10 +233,11 @@ struct MeanExcludePooler {
 
 /*!
  * \brief Average pooling operation within a single window.
- *        Works on integers. Rounds toward +INF.
+ *        Works on integers. Rounds toward nearest Integer
  * \tparam T input data type
  * \tparam U convert input data type to U before accumulating
  * \tparam ICType data type for intermediate result
+ * WARNING:for Integer, if type U or ICType set incorrectly may cause overflow
  */
 template <typename T, typename U, typename ICType = U>
 struct MeanExcludeRoundedPooler {
@@ -256,6 +262,10 @@ struct MeanExcludeRoundedPooler {
     }
 };
 
+template <>
+struct MeanExcludePooler<int8_t> : MeanExcludeRoundedPooler<int8_t, int8_t, int32_t> {
+    using MeanExcludeRoundedPooler::MeanExcludeRoundedPooler;
+};
 template <>
 struct MeanExcludePooler<dt_quint8>
         : MeanExcludeRoundedPooler<dt_quint8, uint8_t, uint32_t> {

dnn/test/naive/pooling.cpp

@@ -100,4 +100,35 @@ TEST_F(NAIVE, POOLING_QUANTIZED_Q4) {
                         TensorValueLowbit4({1, 1, 2, 2}, u4_dt, u8_avg_exclu_dst_vec)});
     }
 }
+
+TEST_F(NAIVE, POOLING_INT_AVERAGE) {
+    using Mode = Pooling::Param::Mode;
+
+    Checker<Pooling> checker(handle(), /* check_dispatch */ false);
+    auto dt = dtype::Int8();
+    Pooling::Param param = {Mode::AVERAGE, 0, 0, 1, 1, 2, 2};
+    Testcase input_positive{
+            TensorValue(
+                    {1, 1, 3, 3}, dt, {127, 127, 127, 127, 127, 127, 127, 127, 127}),
+            {}};
+    Testcase input_negative{
+            TensorValue(
+                    {1, 1, 3, 3}, dt,
+                    {-127, -127, -127, -127, -127, -127, -127, -127, -127}),
+            {}};
+    checker.set_param(param).exect(
+            input_positive,
+            Testcase{{}, TensorValue({1, 1, 2, 2}, dt, {127, 127, 127, 127})});
+    checker.set_param(param).exect(
+            input_negative,
+            Testcase{{}, TensorValue({1, 1, 2, 2}, dt, {-127, -127, -127, -127})});
+    param = {Mode::AVERAGE_COUNT_EXCLUDE_PADDING, 0, 0, 1, 1, 2, 2};
+    checker.set_param(param).exect(
+            input_positive,
+            Testcase{{}, TensorValue({1, 1, 2, 2}, dt, {127, 127, 127, 127})});
+    checker.set_param(param).exect(
+            input_negative,
+            Testcase{{}, TensorValue({1, 1, 2, 2}, dt, {-127, -127, -127, -127})});
+}
+
 // vim: syntax=cpp.doxygen