diff --git a/mace/libmace/mace.cc b/mace/libmace/mace.cc
index 022f8e351e31d4419a7ebac135cf812b70a34359..3476fef1486d9bf95d8dad01eb3f2f73a8520115 100644
--- a/mace/libmace/mace.cc
+++ b/mace/libmace/mace.cc
@@ -485,7 +485,9 @@ MaceStatus MaceEngine::Impl::Init(
                  << MakeString(MapKeys(output_info_map_));
     }
 #if defined(MACE_ENABLE_HEXAGON) || defined(MACE_ENABLE_HTA)
-    ws_->CreateTensor(output_name, device_->allocator(), DT_FLOAT);
+    Tensor *output_tensor =
+        ws_->CreateTensor(output_name, device_->allocator(), DT_FLOAT);
+    output_tensor->set_data_format(NHWC);
 #endif
   }
 #if defined(MACE_ENABLE_HEXAGON) || defined(MACE_ENABLE_HTA)
diff --git a/third_party/nnlib/libhexagon_controller.so b/third_party/nnlib/libhexagon_controller.so
index a5d25ee49ada8f23ce5314ce7e5dea9ac361036e..553f202633c399937fdf6c4e82e08e30ee98f141 100755
Binary files a/third_party/nnlib/libhexagon_controller.so and b/third_party/nnlib/libhexagon_controller.so differ
diff --git a/third_party/nnlib/ops.h b/third_party/nnlib/ops.h
index 356b6c3b91f5ebe4e5058ed6cdd19c3fb594e320..91d9a4b4aa6a8f51f8b1fd4ed67de1076527f39b 100644
--- a/third_party/nnlib/ops.h
+++ b/third_party/nnlib/ops.h
@@ -218,6 +218,7 @@ DEF_OP(Sink)
 DEF_OP_WREF(QuantizedPRelu_8_d32)
 DEF_OP_WREF(AutoQuantize)
 DEF_OP_WREF(QuantizedDepthwiseConv2d_8x8to32)
+DEF_OP(QuantizedTransposeConv2d_8x8p32to8)
 DEF_OP_WREF(DepthwiseConv2d_f)
 DEF_OP(DepthwiseSupernode_8x8p8to8)
 DEF_OP(DepthwiseSupernode_8x8p8to8_d32)
@@ -226,7 +227,7 @@ DEF_OP_WREF(QuantizedMul_8x8to8_d32)
 
 DEF_OP(FullyConnected_u8)
 #if 0
-DEF_OP_WREF(QuantizedFC_8x8p8to8)
+    DEF_OP_WREF(QuantizedFC_8x8p8to8)
 #endif
 
 DEF_OP_WREF(QuantizedAdd_8p8to8_d32)
@@ -291,11 +292,128 @@ DEF_OP_WREF(QuantizedInstanceNorm_8_d32)
 DEF_OP_WREF(QuantizedInstanceNormBG_8)
 DEF_OP_WREF(QuantizedInstanceNormBG_8_d32)
 
+DEF_OP(SuperFC_8x8p32to8)
+DEF_OP(SuperFC_8x8p32to8_ref)
+DEF_OP(SuperFC_8x8p32to8_d32)
 
 DEF_OP(ChannelShuffle_f)
 DEF_OP(ChannelShuffle_int32)
-DEF_OP(QuantizedChannelShuffle_8)
-
+DEF_OP_WREF(QuantizedChannelShuffle_8)
+DEF_OP(QuantizedChannelShuffle_8_d32)
+/* this is in op_chanshuffle_d32.c*/
+DEF_OP(QuantizedSplit_8_d32)
+
+DEF_OP(QuantizedCrop_8)
+DEF_OP(ResizeUnitSquare_f)
+DEF_OP_WREF(ResizeUnitSquare_8)
+DEF_OP_WREF(Nv21ToRgb_8)
+DEF_OP_WREF(RgbaToRgb_8)
+DEF_OP_WREF(Argb32ToRgb_8)
+DEF_OP(Permute_f)
+DEF_OP(QuantizedPermute_8)
+DEF_OP_WREF(QuantizedRoiPool_8)
+DEF_OP(Proposal_f)
+DEF_OP(RoiAlign_f)
+DEF_OP_WREF(QuantizedRoiAlign_8)
+DEF_OP_WREF(Implode_8)
+DEF_OP(QuantizedConcat_8_nond32)
+
+DEF_OP(Close_16tof)
+DEF_OP(QuantizedLstmInput_16x16to16)
+DEF_OP(QuantizedLstmOutput_16x16to8)
+
+DEF_OP(Quantize_16)
+DEF_OP(Dequantize_16)
+DEF_OP(Convert_8_16)
+DEF_OP(QuantizedTanh_16)
+DEF_OP(QuantizedSigmoid_16)
+
+DEF_OP_WREF(QuantizeDownAndShrinkRange_32to16)
+DEF_OP_WREF(Requantize_32to16)
+DEF_OP_WREF(QuantizedMatMul_8x8p32to16)
+
+DEF_OP(QuantizedStridedSlice_8)
+DEF_OP(Bbox_Transform_f)
+DEF_OP(Softmax_uint8)
+
+DEF_OP(QuantizedFakeConcat_8_d32)
+
+DEF_OP(DepthToSpace_8_d32)
+DEF_OP(OemNode)
+
+DEF_OP(QuantizedPad_8_d32)
+
+DEF_OP(QuantizedSqrt_8)
+DEF_OP(QuantizedSlice_16)
+DEF_OP(QuantizedMin_8)
+DEF_OP(QuantizedMax_8)
+
+DEF_OP(Transpose_8)
+
+DEF_OP(Close_u16tof)
+DEF_OP(QuantizeForTest_16b_d32)
+DEF_OP(QuantizeForTest_u16b_d32)
+DEF_OP(Close_16b_d32)
+DEF_OP(Close_u16b_d32)
+DEF_OP(Convert_from_d32_b16)
+DEF_OP(Supernode_16x16p16to16_d32)
+DEF_OP(Supernode_u16x16p16to16_d32)
+
+DEF_OP(QuantizedMatMulDims_8x8p32to16)
+DEF_OP(BatchSeqConfig)
+DEF_OP(QuantizedDiv_8)
+DEF_OP(QuantizedRecip_8)
+
+DEF_OP(QuantizedNeg_8)
+DEF_OP(QuantizedNeg_8_d32)
+DEF_OP(Neg_int32)
+DEF_OP(Abs_f)
+DEF_OP(Abs_int32)
+
+DEF_OP(QuantizedSub_8p8to8)
+DEF_OP(Box_Decoder_f)
+DEF_OP(QuantizedExtractGlimpse_8)
+DEF_OP(QuantizedTile_8)
+
+DEF_OP_WREF(QuantizedMul_8x8to8)
+DEF_OP(QuantizedSum_8to32)
+DEF_OP(ImageTransform_f)
+
+DEF_OP(Convert_to_aix_d32)
+DEF_OP(Convert_from_aix)
+DEF_OP(Convert_from_aix_d32)
+
+DEF_OP(MultiClassNms_f)
+
+DEF_OP(BatchToSpaceND_8_d32)
+DEF_OP(SpaceToBatchND_8_d32)
+DEF_OP(Supernode3322_8x8p8to8)
+DEF_OP(Supernode3322_8x8p32to8)
+
+DEF_OP(Convert_int32_f)
+DEF_OP(ArgMax_ftoInt32)
+DEF_OP(ArgMax_8toInt32)
+DEF_OP(ArgMax_8)
+DEF_OP(Supernode_8x8p32to8_ref)
+DEF_OP(HeatmapMaxKP_f)
+DEF_OP(TopK_f)
+DEF_OP(TopK_8)
+DEF_OP(CastFloat32ToInt32)
+DEF_OP(CastFloat32ToUInt8)
+DEF_OP(CastInt32ToFloat32)
+DEF_OP(CastInt32ToUInt8)
+DEF_OP(CastUInt8ToFloat32)
+DEF_OP(CastUInt8ToInt32)
+DEF_OP(AxisShuffle_8)
+DEF_OP(ResizeNearestNeighbor_8)
+DEF_OP(QuantizedHeatmapMaxKP_8)
+DEF_OP(Moments_8to32)
+DEF_OP(ArgMin_8)
+DEF_OP(Select_f)
+DEF_OP(Select_8)
+DEF_OP(QuantizedGroupedConv2d_8x8p32to8)
+
+// Add new operations above this line
 #ifdef __SELF_DEF_OP_WREF
 #undef __SELF_DEF_OP_WREF
 #undef DEF_OP_WREF
diff --git a/third_party/nnlib/v60/libhexagon_nn_skel.so b/third_party/nnlib/v60/libhexagon_nn_skel.so
index b8e0c3b1685420df46a93b115cbba947ddba8b6d..7709b525067891cc966f1fcf00b39b79f8e23c0e 100755
Binary files a/third_party/nnlib/v60/libhexagon_nn_skel.so and b/third_party/nnlib/v60/libhexagon_nn_skel.so differ
diff --git a/third_party/nnlib/v66/libhexagon_nn_skel.so b/third_party/nnlib/v66/libhexagon_nn_skel.so
index 054455a8b81eaa2ef72311428727b29e230751f0..fb952bc7901372e4edf818485d5bd397f342cd6f 100755
Binary files a/third_party/nnlib/v66/libhexagon_nn_skel.so and b/third_party/nnlib/v66/libhexagon_nn_skel.so differ