[cherry-pick] fix sve backends bug(matmul_v2&conv) (#9696)

* add A510 for sdot supported (#9537)

* [ARM] add matmul_v2 sve2 backends and add 5x5s1p2 max pooling (#9653)

* [SVE] add matmul_v2 sve backends

* [ARM] add 5x5s1p2 pooling max kernel

* [sve] fix fuse leakrelu in conv (#9670)

* [OpMakerClean] fix flatten op for removing xshape

lite/backends/arm/math/gemm_s8.cc

@@ -13,6 +13,9 @@
 // limitations under the License.
 
 #include "lite/backends/arm/math/gemm_s8.h"
+#if defined(__aarch64__) && defined(LITE_WITH_ARM8_SVE2)
+#include "lite/backends/arm/math/sve/gemm_sve_i8mm.h"
+#endif
 
 namespace paddle {
 namespace lite {
@@ -112,6 +115,113 @@ template void gemm_s8<int8_t>(bool is_transA,
                               const operators::ActivationParam act_param,
                               ARMContext* ctx);
 
+#if defined(__aarch64__) && defined(LITE_WITH_ARM8_SVE2)
+template <typename Dtype>
+void gemm_sve(bool is_transA,
+              bool is_transB,
+              int M,
+              int N,
+              int K,
+              const int8_t* A,
+              const int8_t* B,
+              Dtype* C,
+              const float* bias,
+              bool is_bias,
+              const float* scale,
+              const operators::ActivationParam act_param,
+              ARMContext* ctx) {
+  if (N == 1) {
+    gemv_int8(A, B, C, is_transA, M, K, scale, is_bias, bias, act_param, ctx);
+    return;
+  }
+  if (M == 1) {
+#ifdef TARGET_IOS
+    float* bias_ptr = new float[N];
+    float* scale_ptr = new float[N];
+#else
+    float bias_ptr[N];   // NOLINT
+    float scale_ptr[N];  // NOLINT
+#endif
+    if (is_bias) {
+      for (int i = 0; i < N; i++) {
+        bias_ptr[i] = bias[0];
+      }
+    }
+    for (int i = 0; i < N; i++) {
+      scale_ptr[i] = scale[0];
+    }
+    gemv_int8(B,
+              A,
+              C,
+              !is_transB,
+              N,
+              K,
+              scale_ptr,
+              is_bias,
+              bias_ptr,
+              act_param,
+              ctx);
+#ifdef TARGET_IOS
+    delete[] bias_ptr;
+    delete[] scale_ptr;
+#endif
+    return;
+  }
+
+  //! prepack
+  Tensor tpackedA_sve;
+  int hblock_sve = paddle::lite::arm::math::sve::get_hblock_int8_sve(ctx);
+  int round_up_a_sve = ((hblock_sve + M - 1) / hblock_sve) * hblock_sve;
+  int round_up_k_sve = 8 * ((K + 7) / 8);
+  tpackedA_sve.Resize({round_up_a_sve * round_up_k_sve});
+  int lda = is_transA ? M : K;
+  paddle::lite::arm::math::sve::prepackA_int8_sve(
+      tpackedA_sve.mutable_data<int8_t>(), A, lda, 0, M, 0, K, is_transA, ctx);
+  // sve
+  lite::arm::math::sve::gemm_prepack_int8_sve<Dtype>(
+      tpackedA_sve.data<int8_t>(),
+      B,
+      bias,
+      C,
+      M,
+      N,
+      K,
+      is_bias,
+      is_transB,
+      scale,
+      act_param,
+      ctx);
+}
+
+template void gemm_sve<float>(bool is_transA,
+                              bool is_transB,
+                              int M,
+                              int N,
+                              int K,
+                              const int8_t* A,
+                              const int8_t* B,
+                              float* C,
+                              const float* bias,
+                              bool is_bias,
+                              const float* scale,
+                              const operators::ActivationParam act_param,
+                              ARMContext* ctx);
+
+template void gemm_sve<int8_t>(bool is_transA,
+                               bool is_transB,
+                               int M,
+                               int N,
+                               int K,
+                               const int8_t* A,
+                               const int8_t* B,
+                               int8_t* C,
+                               const float* bias,
+                               bool is_bias,
+                               const float* scale,
+                               const operators::ActivationParam act_param,
+                               ARMContext* ctx);
+#endif
+
 }  // namespace math
 }  // namespace arm
 }  // namespace lite

lite/backends/arm/math/gemm_s8.h

@@ -39,6 +39,22 @@ void gemm_s8(bool is_transA,
              const operators::ActivationParam act_param,
              ARMContext* ctx);
 
+#if defined(__aarch64__) && defined(LITE_WITH_ARM8_SVE2)
+template <typename Dtype>
+void gemm_sve(bool is_transA,
+              bool is_transB,
+              int M,
+              int N,
+              int K,
+              const int8_t* A,
+              const int8_t* B,
+              Dtype* C,
+              const float* bias,
+              bool is_bias,
+              const float* scale,
+              const operators::ActivationParam act_param,
+              ARMContext* ctx);
+#endif
 }  // namespace math
 }  // namespace arm
 }  // namespace lite