2019-02-22 14:56:24.216742: W tensorflow/c/c_api.cc:686] Operation '{name:'global_average_pooling2d_1_1/Mean' id:3777 op device:{} def:{global_average_pooling2d_1_1/Mean = Mean[T=DT_FLOAT, Tidx=DT_INT32, keep_dims=false](conv2d_15_1/act_quant/FakeQuantWithMinMaxVars:0, global_average_pooling2d_1_1/Mean/reduction_indices)}}' was changed by updating input tensor after it was run by a session. This mutation will have no effect, and will trigger an error in the future. Either don't modify nodes after running them or create a new session.