Created by: Xreki

To test this PR, you need to:

• Download PicklingTools and build the library it in the C++ sub-directory using command make -f Makefile.Linux libptools.so.
• Set environment variable PTOOLS_ROOT to the root directory of PicklingTools, then build PaddlePaddle from source codes of this PR.
• Use pip install -U /home/liuyiqun01/PaddlePaddle/Paddle/build_paddle/dist/opt/paddle/share/wheels/paddlepaddle_gpu-0.11.0-cp27-cp27mu-linux_x86_64.whl to install the latest Paddle and run python test_recognize_digits_mlp.py to train the model, then you will get the inference model in sub-directory recognize_digits_mlp.inference.model

After these steps, you can run the example using:

$ GLOG_v=3 ./paddle/inference/example --dirname=/home/liuyiqun01/PaddlePaddle/Paddle/python/paddle/v2/fluid/tests/book/recognize_digits_mlp.inference.model --feed_var_names="x" --fetch_var_names="fc_2.tmp_2"

You will get output as following:

$ GLOG_v=3 ./paddle/inference/example --dirname=/home/liuyiqun01/PaddlePaddle/Paddle/python/paddle/v2/fluid/tests/book/recognize_digits_mlp.inference.model --feed_var_names="x" --fetch_var_names="fc_2.tmp_2"
FLAGS_dirname: /home/liuyiqun01/PaddlePaddle/Paddle/python/paddle/v2/fluid/tests/book/recognize_digits_mlp.inference.model
FLAGS_feed_var_names: x
FLAGS_fetch_var_names: fc_2.tmp_2
WARNING: Logging before InitGoogleLogging() is written to STDERR
I0103 10:38:54.855207   876 inference.cc:34] Using PicklingTools, loading model from /home/liuyiqun01/PaddlePaddle/Paddle/python/paddle/v2/fluid/tests/book/recognize_digits_mlp.inference.model/__model__
I0103 10:38:54.855599   876 inference.cc:38] program_desc_str's size: 2787
I0103 10:38:54.855901   876 inference.cc:95] parameter's name: fc_1.b_0
I0103 10:38:54.855973   876 inference.cc:95] parameter's name: fc_2.w_0
I0103 10:38:54.856034   876 inference.cc:95] parameter's name: fc_2.b_0
I0103 10:38:54.856109   876 inference.cc:95] parameter's name: fc_0.b_0
I0103 10:38:54.856165   876 inference.cc:95] parameter's name: fc_0.w_0
I0103 10:38:54.856223   876 inference.cc:95] parameter's name: fc_1.w_0
I0103 10:38:54.856287   876 inference.cc:129] feed var's name: x
I0103 10:38:54.856359   876 inference.cc:156] fetch var's name: fc_2.tmp_2
I0103 10:38:57.726599   876 scope.cc:43] Create variable fc_0.b_0
I0103 10:38:57.726647   876 executor.cc:93] Create Variable fc_0.b_0 global, which pointer is 0x479d7b0
I0103 10:38:57.726665   876 scope.cc:43] Create variable fc_2.b_0
I0103 10:38:57.726675   876 executor.cc:93] Create Variable fc_2.b_0 global, which pointer is 0x479d8b0
I0103 10:38:57.726683   876 scope.cc:43] Create variable fc_1.w_0
I0103 10:38:57.726691   876 executor.cc:93] Create Variable fc_1.w_0 global, which pointer is 0x479d9b0
I0103 10:38:57.726701   876 scope.cc:43] Create variable fc_0.w_0
I0103 10:38:57.726709   876 executor.cc:93] Create Variable fc_0.w_0 global, which pointer is 0x479dab0
I0103 10:38:57.726717   876 scope.cc:43] Create variable fc_2.w_0
I0103 10:38:57.726725   876 executor.cc:93] Create Variable fc_2.w_0 global, which pointer is 0x479dbb0
I0103 10:38:57.726733   876 scope.cc:43] Create variable fc_1.b_0
I0103 10:38:57.726752   876 executor.cc:93] Create Variable fc_1.b_0 global, which pointer is 0x479dcb0
I0103 10:38:57.726824   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_1.b_0]}.
I0103 10:38:57.726979   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_2.w_0]}.
I0103 10:38:57.727031   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_2.b_0]}.
I0103 10:38:57.727074   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_0.b_0]}.
I0103 10:38:57.727126   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_0.w_0]}.
I0103 10:38:57.727329   876 executor.cc:114] Op(load), inputs:{}, outputs:{Out[fc_1.w_0]}.
I0103 10:38:57.727392   876 feed_fetch_method.h:28] SetFeedVariable name=feed index=0
I0103 10:38:57.727409   876 scope.cc:43] Create variable feed
I0103 10:38:57.727437   876 scope.cc:43] Create variable fetch
I0103 10:38:57.727449   876 executor.cc:93] Create Variable fetch global, which pointer is 0x479d6e0
I0103 10:38:57.727458   876 scope.cc:43] Create variable fc_1.tmp_1@GRAD
I0103 10:38:57.727468   876 executor.cc:98] Create Variable fc_1.tmp_1@GRAD locally, which pointer is 0x479d750
I0103 10:38:57.727478   876 scope.cc:43] Create variable fc_2.w_0@GRAD
I0103 10:38:57.727486   876 executor.cc:98] Create Variable fc_2.w_0@GRAD locally, which pointer is 0x4799390
I0103 10:38:57.727496   876 scope.cc:43] Create variable fc_1.tmp_2@GRAD
I0103 10:38:57.727505   876 executor.cc:98] Create Variable fc_1.tmp_2@GRAD locally, which pointer is 0x47996a0
I0103 10:38:57.727516   876 scope.cc:43] Create variable fc_2.b_0@GRAD
I0103 10:38:57.727526   876 executor.cc:98] Create Variable fc_2.b_0@GRAD locally, which pointer is 0x47997a0
I0103 10:38:57.727535   876 scope.cc:43] Create variable _generated_var_1
I0103 10:38:57.727543   876 executor.cc:98] Create Variable _generated_var_1 locally, which pointer is 0x47998a0
I0103 10:38:57.727552   876 scope.cc:43] Create variable fc_2.tmp_1@GRAD
I0103 10:38:57.727560   876 executor.cc:98] Create Variable fc_2.tmp_1@GRAD locally, which pointer is 0x47999a0
I0103 10:38:57.727571   876 scope.cc:43] Create variable _generated_var_0
I0103 10:38:57.727579   876 executor.cc:98] Create Variable _generated_var_0 locally, which pointer is 0x4799aa0
I0103 10:38:57.727589   876 scope.cc:43] Create variable fc_0.tmp_0
I0103 10:38:57.727597   876 executor.cc:98] Create Variable fc_0.tmp_0 locally, which pointer is 0x4799ba0
I0103 10:38:57.727605   876 scope.cc:43] Create variable accuracy_0_0_total
I0103 10:38:57.727614   876 executor.cc:93] Create Variable accuracy_0_0_total global, which pointer is 0x4799ca0
I0103 10:38:57.727625   876 scope.cc:43] Create variable fc_0.tmp_1
I0103 10:38:57.727633   876 executor.cc:98] Create Variable fc_0.tmp_1 locally, which pointer is 0x4799da0
I0103 10:38:57.727643   876 scope.cc:43] Create variable fc_0.tmp_1@GRAD
I0103 10:38:57.727651   876 executor.cc:98] Create Variable fc_0.tmp_1@GRAD locally, which pointer is 0x4799ea0
I0103 10:38:57.727663   876 scope.cc:43] Create variable accuracy_1.tmp_0
I0103 10:38:57.727670   876 executor.cc:98] Create Variable accuracy_1.tmp_0 locally, which pointer is 0x4799fa0
I0103 10:38:57.727681   876 executor.cc:93] Create Variable fc_1.b_0 global, which pointer is 0x479dcb0
I0103 10:38:57.727690   876 scope.cc:43] Create variable cross_entropy_0.tmp_0@GRAD
I0103 10:38:57.727699   876 executor.cc:98] Create Variable cross_entropy_0.tmp_0@GRAD locally, which pointer is 0x47991b0
I0103 10:38:57.727708   876 scope.cc:43] Create variable fc_2.tmp_1
I0103 10:38:57.727716   876 executor.cc:98] Create Variable fc_2.tmp_1 locally, which pointer is 0x47afc70
I0103 10:38:57.727725   876 scope.cc:43] Create variable fc_0.tmp_0@GRAD
I0103 10:38:57.727735   876 executor.cc:98] Create Variable fc_0.tmp_0@GRAD locally, which pointer is 0x47afd70
I0103 10:38:57.727743   876 scope.cc:43] Create variable fc_2.tmp_2
I0103 10:38:57.727751   876 executor.cc:98] Create Variable fc_2.tmp_2 locally, which pointer is 0x47afe70
I0103 10:38:57.727759   876 scope.cc:43] Create variable fc_1.tmp_0
I0103 10:38:57.727767   876 executor.cc:98] Create Variable fc_1.tmp_0 locally, which pointer is 0x47aff70
I0103 10:38:57.727777   876 executor.cc:93] Create Variable fc_2.w_0 global, which pointer is 0x479dbb0
I0103 10:38:57.727784   876 scope.cc:43] Create variable y
I0103 10:38:57.727792   876 executor.cc:98] Create Variable y locally, which pointer is 0x47b0070
I0103 10:38:57.727803   876 executor.cc:93] Create Variable feed global, which pointer is 0x479d550
I0103 10:38:57.727813   876 executor.cc:93] Create Variable fc_2.b_0 global, which pointer is 0x479d8b0
I0103 10:38:57.727820   876 scope.cc:43] Create variable fc_1.b_0@GRAD
I0103 10:38:57.727828   876 executor.cc:98] Create Variable fc_1.b_0@GRAD locally, which pointer is 0x47b0170
I0103 10:38:57.727838   876 scope.cc:43] Create variable learning_rate_0
I0103 10:38:57.727845   876 executor.cc:93] Create Variable learning_rate_0 global, which pointer is 0x47b0270
I0103 10:38:57.727854   876 scope.cc:43] Create variable fc_0.b_0@GRAD
I0103 10:38:57.727861   876 executor.cc:98] Create Variable fc_0.b_0@GRAD locally, which pointer is 0x47b0370
I0103 10:38:57.727870   876 scope.cc:43] Create variable fc_1.tmp_2
I0103 10:38:57.727879   876 executor.cc:98] Create Variable fc_1.tmp_2 locally, which pointer is 0x47b0470
I0103 10:38:57.727887   876 scope.cc:43] Create variable fc_1.w_0@GRAD
I0103 10:38:57.727898   876 executor.cc:98] Create Variable fc_1.w_0@GRAD locally, which pointer is 0x47b0570
I0103 10:38:57.727906   876 scope.cc:43] Create variable mean_0.tmp_0
I0103 10:38:57.727915   876 executor.cc:98] Create Variable mean_0.tmp_0 locally, which pointer is 0x47b0670
I0103 10:38:57.727924   876 scope.cc:43] Create variable velocity_5
I0103 10:38:57.727937   876 executor.cc:93] Create Variable velocity_5 global, which pointer is 0x47b0770
I0103 10:38:57.727948   876 scope.cc:43] Create variable velocity_3
I0103 10:38:57.727957   876 executor.cc:93] Create Variable velocity_3 global, which pointer is 0x479d6a0
I0103 10:38:57.727967   876 scope.cc:43] Create variable fc_0.tmp_2@GRAD
I0103 10:38:57.727977   876 executor.cc:98] Create Variable fc_0.tmp_2@GRAD locally, which pointer is 0x47b09d0
I0103 10:38:57.727985   876 scope.cc:43] Create variable accuracy_0.tmp_0
I0103 10:38:57.727993   876 executor.cc:98] Create Variable accuracy_0.tmp_0 locally, which pointer is 0x47b0ba0
I0103 10:38:57.728001   876 scope.cc:43] Create variable velocity_2
I0103 10:38:57.728009   876 executor.cc:93] Create Variable velocity_2 global, which pointer is 0x47b0ca0
I0103 10:38:57.728018   876 scope.cc:43] Create variable accuracy_1.tmp_2
I0103 10:38:57.728025   876 executor.cc:98] Create Variable accuracy_1.tmp_2 locally, which pointer is 0x47b0da0
I0103 10:38:57.728035   876 scope.cc:43] Create variable _generated_var_2
I0103 10:38:57.728044   876 executor.cc:98] Create Variable _generated_var_2 locally, which pointer is 0x47b0ea0
I0103 10:38:57.728052   876 scope.cc:43] Create variable velocity_1
I0103 10:38:57.728060   876 executor.cc:93] Create Variable velocity_1 global, which pointer is 0x47b0fa0
I0103 10:38:57.728070   876 scope.cc:43] Create variable fc_1.tmp_0@GRAD
I0103 10:38:57.728077   876 executor.cc:98] Create Variable fc_1.tmp_0@GRAD locally, which pointer is 0x47b10a0
I0103 10:38:57.728096   876 scope.cc:43] Create variable clip_0.tmp_0
I0103 10:38:57.728104   876 executor.cc:98] Create Variable clip_0.tmp_0 locally, which pointer is 0x47b11a0
I0103 10:38:57.728113   876 scope.cc:43] Create variable fc_0.tmp_2
I0103 10:38:57.728121   876 executor.cc:98] Create Variable fc_0.tmp_2 locally, which pointer is 0x47b12a0
I0103 10:38:57.728130   876 scope.cc:43] Create variable fc_0.w_0@GRAD
I0103 10:38:57.728138   876 executor.cc:98] Create Variable fc_0.w_0@GRAD locally, which pointer is 0x47b13a0
I0103 10:38:57.728149   876 scope.cc:43] Create variable learning_rate_3
I0103 10:38:57.728157   876 executor.cc:93] Create Variable learning_rate_3 global, which pointer is 0x47b14a0
I0103 10:38:57.728168   876 executor.cc:93] Create Variable fc_0.b_0 global, which pointer is 0x479d7b0
I0103 10:38:57.728178   876 scope.cc:43] Create variable velocity_0
I0103 10:38:57.728185   876 executor.cc:93] Create Variable velocity_0 global, which pointer is 0x47b15a0
I0103 10:38:57.728194   876 scope.cc:43] Create variable accuracy_1.tmp_1
I0103 10:38:57.728202   876 executor.cc:98] Create Variable accuracy_1.tmp_1 locally, which pointer is 0x47b16a0
I0103 10:38:57.728210   876 executor.cc:93] Create Variable fc_0.w_0 global, which pointer is 0x479dab0
I0103 10:38:57.728219   876 scope.cc:43] Create variable accuracy_0.tmp_1
I0103 10:38:57.728226   876 executor.cc:98] Create Variable accuracy_0.tmp_1 locally, which pointer is 0x47b17a0
I0103 10:38:57.728240   876 scope.cc:43] Create variable learning_rate_1
I0103 10:38:57.728251   876 executor.cc:93] Create Variable learning_rate_1 global, which pointer is 0x47b18a0
I0103 10:38:57.728260   876 scope.cc:43] Create variable learning_rate_2
I0103 10:38:57.728267   876 executor.cc:93] Create Variable learning_rate_2 global, which pointer is 0x47b19a0
I0103 10:38:57.728276   876 scope.cc:43] Create variable cast_0.tmp_0
I0103 10:38:57.728284   876 executor.cc:98] Create Variable cast_0.tmp_0 locally, which pointer is 0x47b1aa0
I0103 10:38:57.728293   876 scope.cc:43] Create variable fc_2.tmp_0@GRAD
I0103 10:38:57.728303   876 executor.cc:98] Create Variable fc_2.tmp_0@GRAD locally, which pointer is 0x47b1ba0
I0103 10:38:57.728312   876 scope.cc:43] Create variable fc_1.tmp_1
I0103 10:38:57.728320   876 executor.cc:98] Create Variable fc_1.tmp_1 locally, which pointer is 0x47b1ca0
I0103 10:38:57.728328   876 executor.cc:93] Create Variable fc_1.w_0 global, which pointer is 0x479d9b0
I0103 10:38:57.728338   876 scope.cc:43] Create variable cross_entropy_0.tmp_0
I0103 10:38:57.728345   876 executor.cc:98] Create Variable cross_entropy_0.tmp_0 locally, which pointer is 0x47b1da0
I0103 10:38:57.728353   876 scope.cc:43] Create variable fc_2.tmp_0
I0103 10:38:57.728361   876 executor.cc:98] Create Variable fc_2.tmp_0 locally, which pointer is 0x47b1ea0
I0103 10:38:57.728372   876 scope.cc:43] Create variable fc_2.tmp_2@GRAD
I0103 10:38:57.728382   876 executor.cc:98] Create Variable fc_2.tmp_2@GRAD locally, which pointer is 0x47b1fa0
I0103 10:38:57.728391   876 scope.cc:43] Create variable accuracy_0_1_correct
I0103 10:38:57.728399   876 executor.cc:93] Create Variable accuracy_0_1_correct global, which pointer is 0x47b20a0
I0103 10:38:57.728408   876 scope.cc:43] Create variable mean_0.tmp_0@GRAD
I0103 10:38:57.728418   876 executor.cc:98] Create Variable mean_0.tmp_0@GRAD locally, which pointer is 0x47b21a0
I0103 10:38:57.728426   876 scope.cc:43] Create variable learning_rate_5
I0103 10:38:57.728435   876 executor.cc:93] Create Variable learning_rate_5 global, which pointer is 0x47b22a0
I0103 10:38:57.728443   876 scope.cc:43] Create variable cast_1.tmp_0
I0103 10:38:57.728451   876 executor.cc:98] Create Variable cast_1.tmp_0 locally, which pointer is 0x47b23a0
I0103 10:38:57.728459   876 scope.cc:43] Create variable learning_rate_4
I0103 10:38:57.728467   876 executor.cc:93] Create Variable learning_rate_4 global, which pointer is 0x47b24a0
I0103 10:38:57.728478   876 scope.cc:43] Create variable x
I0103 10:38:57.728487   876 executor.cc:98] Create Variable x locally, which pointer is 0x47b25a0
I0103 10:38:57.728497   876 scope.cc:43] Create variable velocity_4
I0103 10:38:57.728504   876 executor.cc:93] Create Variable velocity_4 global, which pointer is 0x47b26a0
I0103 10:38:57.728525   876 executor.cc:114] Op(feed), inputs:{X[feed]}, outputs:{Out[x]}.
I0103 10:38:57.728540   876 feed_op.cc:44] Feed Var feed's 0 column to var x
I0103 10:38:57.728570   876 executor.cc:114] Op(mul), inputs:{X[x], Y[fc_0.w_0]}, outputs:{Out[fc_0.tmp_0]}.
I0103 10:38:57.728598   876 mul_op.cc:36] mul operator x.shape=1, 784 y.shape=784, 128 x_num_col_dims=1 y_num_col_dims=1
I0103 10:38:57.728878   876 executor.cc:114] Op(elementwise_add), inputs:{X[fc_0.tmp_0], Y[fc_0.b_0]}, outputs:{Out[fc_0.tmp_1]}.
I0103 10:38:57.728924   876 executor.cc:114] Op(relu), inputs:{X[fc_0.tmp_1]}, outputs:{Out[fc_0.tmp_2]}.
I0103 10:38:57.728962   876 executor.cc:114] Op(mul), inputs:{X[fc_0.tmp_2], Y[fc_1.w_0]}, outputs:{Out[fc_1.tmp_0]}.
I0103 10:38:57.728979   876 mul_op.cc:36] mul operator x.shape=1, 128 y.shape=128, 64 x_num_col_dims=1 y_num_col_dims=1
I0103 10:38:57.729017   876 executor.cc:114] Op(elementwise_add), inputs:{X[fc_1.tmp_0], Y[fc_1.b_0]}, outputs:{Out[fc_1.tmp_1]}.
I0103 10:38:57.729046   876 executor.cc:114] Op(relu), inputs:{X[fc_1.tmp_1]}, outputs:{Out[fc_1.tmp_2]}.
I0103 10:38:57.729073   876 executor.cc:114] Op(mul), inputs:{X[fc_1.tmp_2], Y[fc_2.w_0]}, outputs:{Out[fc_2.tmp_0]}.
I0103 10:38:57.729101   876 mul_op.cc:36] mul operator x.shape=1, 64 y.shape=64, 10 x_num_col_dims=1 y_num_col_dims=1
I0103 10:38:57.729131   876 executor.cc:114] Op(elementwise_add), inputs:{X[fc_2.tmp_0], Y[fc_2.b_0]}, outputs:{Out[fc_2.tmp_1]}.
I0103 10:38:57.729159   876 executor.cc:114] Op(softmax), inputs:{X[fc_2.tmp_1]}, outputs:{Out[fc_2.tmp_2]}.
I0103 10:38:57.729228   876 executor.cc:114] Op(fetch), inputs:{X[fc_2.tmp_2]}, outputs:{Out[fetch]}.
I0103 10:38:57.729252   876 fetch_op.cc:62] Fetch variable fc_2.tmp_2 to fetch
I0103 10:38:57.729266   876 scope.cc:28] Destroy variable cast_1.tmp_0
I0103 10:38:57.729275   876 scope.cc:28] Destroy variable mean_0.tmp_0@GRAD
I0103 10:38:57.729282   876 scope.cc:28] Destroy variable fc_2.tmp_2@GRAD
I0103 10:38:57.729292   876 scope.cc:28] Destroy variable x
I0103 10:38:57.729303   876 scope.cc:28] Destroy variable fc_1.tmp_1
I0103 10:38:57.729315   876 scope.cc:28] Destroy variable fc_2.tmp_0@GRAD
I0103 10:38:57.729322   876 scope.cc:28] Destroy variable cast_0.tmp_0
I0103 10:38:57.729331   876 scope.cc:28] Destroy variable accuracy_1.tmp_1
I0103 10:38:57.729339   876 scope.cc:28] Destroy variable fc_0.w_0@GRAD
I0103 10:38:57.729347   876 scope.cc:28] Destroy variable fc_0.tmp_2
I0103 10:38:57.729357   876 scope.cc:28] Destroy variable clip_0.tmp_0
I0103 10:38:57.729364   876 scope.cc:28] Destroy variable fc_1.tmp_0@GRAD
I0103 10:38:57.729372   876 scope.cc:28] Destroy variable _generated_var_2
I0103 10:38:57.729382   876 scope.cc:28] Destroy variable accuracy_1.tmp_2
I0103 10:38:57.729389   876 scope.cc:28] Destroy variable accuracy_0.tmp_0
I0103 10:38:57.729398   876 scope.cc:28] Destroy variable fc_0.tmp_2@GRAD
I0103 10:38:57.729408   876 scope.cc:28] Destroy variable _generated_var_1
I0103 10:38:57.729414   876 scope.cc:28] Destroy variable fc_2.tmp_1@GRAD
I0103 10:38:57.729423   876 scope.cc:28] Destroy variable fc_2.b_0@GRAD
I0103 10:38:57.729432   876 scope.cc:28] Destroy variable accuracy_0.tmp_1
I0103 10:38:57.729440   876 scope.cc:28] Destroy variable fc_1.tmp_2@GRAD
I0103 10:38:57.729449   876 scope.cc:28] Destroy variable accuracy_1.tmp_0
I0103 10:38:57.729456   876 scope.cc:28] Destroy variable fc_2.w_0@GRAD
I0103 10:38:57.729465   876 scope.cc:28] Destroy variable fc_2.tmp_0
I0103 10:38:57.729475   876 scope.cc:28] Destroy variable cross_entropy_0.tmp_0@GRAD
I0103 10:38:57.729482   876 scope.cc:28] Destroy variable fc_0.tmp_1
I0103 10:38:57.729492   876 scope.cc:28] Destroy variable fc_0.tmp_1@GRAD
I0103 10:38:57.729501   876 scope.cc:28] Destroy variable fc_1.tmp_2
I0103 10:38:57.729511   876 scope.cc:28] Destroy variable fc_1.w_0@GRAD
I0103 10:38:57.729519   876 scope.cc:28] Destroy variable fc_0.tmp_0
I0103 10:38:57.729528   876 scope.cc:28] Destroy variable _generated_var_0
I0103 10:38:57.729539   876 scope.cc:28] Destroy variable fc_1.tmp_1@GRAD
I0103 10:38:57.729548   876 scope.cc:28] Destroy variable cross_entropy_0.tmp_0
I0103 10:38:57.729557   876 scope.cc:28] Destroy variable fc_2.tmp_2
I0103 10:38:57.729565   876 scope.cc:28] Destroy variable y
I0103 10:38:57.729573   876 scope.cc:28] Destroy variable fc_1.tmp_0
I0103 10:38:57.729583   876 scope.cc:28] Destroy variable fc_1.b_0@GRAD
I0103 10:38:57.729593   876 scope.cc:28] Destroy variable fc_0.b_0@GRAD
I0103 10:38:57.729600   876 scope.cc:28] Destroy variable fc_0.tmp_0@GRAD
I0103 10:38:57.729609   876 scope.cc:28] Destroy variable fc_2.tmp_1
I0103 10:38:57.729619   876 scope.cc:28] Destroy variable mean_0.tmp_0
I0103 10:38:57.729634   876 feed_fetch_method.h:51] Fetch fetch with index 0 shape= 1, 10
I0103 10:38:57.729645   876 scope.cc:28] Destroy variable learning_rate_5
I0103 10:38:57.729655   876 scope.cc:28] Destroy variable accuracy_0_1_correct
I0103 10:38:57.729662   876 scope.cc:28] Destroy variable learning_rate_1
I0103 10:38:57.729670   876 scope.cc:28] Destroy variable learning_rate_2
I0103 10:38:57.729678   876 scope.cc:28] Destroy variable velocity_0
I0103 10:38:57.729686   876 scope.cc:28] Destroy variable learning_rate_3
I0103 10:38:57.729693   876 scope.cc:28] Destroy variable velocity_1
I0103 10:38:57.729701   876 scope.cc:28] Destroy variable velocity_2
I0103 10:38:57.729708   876 scope.cc:28] Destroy variable fc_0.b_0
I0103 10:38:57.729717   876 scope.cc:28] Destroy variable velocity_3
I0103 10:38:57.729727   876 scope.cc:28] Destroy variable velocity_5
I0103 10:38:57.729735   876 scope.cc:28] Destroy variable fc_1.w_0
I0103 10:38:57.729744   876 scope.cc:28] Destroy variable fc_0.w_0
I0103 10:38:57.729753   876 scope.cc:28] Destroy variable fc_2.b_0
I0103 10:38:57.729763   876 scope.cc:28] Destroy variable fc_2.w_0
I0103 10:38:57.729771   876 scope.cc:28] Destroy variable fc_1.b_0
I0103 10:38:57.729780   876 scope.cc:28] Destroy variable accuracy_0_0_total
I0103 10:38:57.729789   876 scope.cc:28] Destroy variable feed
I0103 10:38:57.729799   876 scope.cc:28] Destroy variable learning_rate_4
I0103 10:38:57.729806   876 scope.cc:28] Destroy variable fetch
I0103 10:38:57.729815   876 scope.cc:28] Destroy variable velocity_4
I0103 10:38:57.729822   876 scope.cc:28] Destroy variable learning_rate_0
dims_i: 1 10
result: 0.111568 0.133553 0.0713831 0.144068 0.12181 0.0988158 0.0724341 0.0937385 0.0917389 0.0608897