DL之LSTM之MvP：基于TF利用LSTM基于DIY时间训练csv文件数据预测后100个数据(多值预测)状态
DL之LSTM之MvP：基于TF利用LSTM基于DIY时间训练csv文件数据预测后100个数据(多值预测)状态
数据集csv文件内容
输出结果
设计思路
训练记录全过程
2018-10-17 14:33:28.811258: I C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce 940MX, pci bus id: 0000:01:00.0, compute capability: 5.0)
INFO:tensorflow:Saving checkpoints for 1 into C:\Users\……\AppData\Local\Temp\tmpxvos_wek\model.ckpt.
INFO:tensorflow:loss = 1.99025, step = 1
INFO:tensorflow:global_step/sec: 12.7154
INFO:tensorflow:loss = 0.407616, step = 101 (7.870 sec)
INFO:tensorflow:Saving checkpoints for 200 into C:\Users\……\AppData\Local\Temp\tmpxvos_wek\model.ckpt.
INFO:tensorflow:Loss for final step: 0.159871.
INFO:tensorflow:Starting evaluation at 2018-10-17-06:33:55
2018-10-17 14:33:55.520513: I C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce 940MX, pci bus id: 0000:01:00.0, compute capability: 5.0)
INFO:tensorflow:Restoring parameters from C:\Users\……\AppData\Local\Temp\tmpxvos_wek\model.ckpt-200
INFO:tensorflow:Evaluation [1/1]
INFO:tensorflow:Finished evaluation at 2018-10-17-06:33:56
INFO:tensorflow:Saving dict for global step 200: global_step = 200, loss = 0.0914701, mean = [[[-0.02258123 1.20125902 2.46149969 3.74098039 5.00599146]
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[-0.28303617 1.04424524 2.28791738 3.17969871 4.3186183 ]
[ 0.03985038 0.77593756 2.13191533 3.18373418 4.19481421]
[-0.59239888 0.47297943 1.80378556 3.25553274 4.16365004]
[-0.78655541 0.5069496 1.60384321 3.120368 4.42847204]
[ 0.16859503 0.73337585 1.61688042 3.07779312 4.62821817]
[ 0.75624537 1.12221634 1.78613925 3.33996463 4.76050758]
[-0.18138258 1.6589669 2.04715395 3.553339 4.89331532]
[-0.85793096 1.92421985 2.32753062 3.51988888 5.09496164]
[ 0.27542502 2.20485401 2.57294631 3.66244674 5.32275152]
[ 1.0331111 2.32110286 2.92849159 3.74277306 5.4806776 ]
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7.03148782e-01, 7.81953931e-01, -8.42900515e-01,
-2.76643723e-01, 5.93519658e-02, 6.59166038e-01,
-4.52019334e-01, -6.21397793e-01]], dtype=float32), array([[-0.82274085, -0.0831282 , -0.0401129 , 0.39383799, -0.02410484,
-0.16524354, 0.01380365, 0.1165917 , 0.05850193, -0.69423026,
-0.35230288, 0.23147044, 0.23356193, -0.13417032, 0.4211756 ,
0.06820218, 0.29203904, -0.03941571, 0.16824852, 0.27811021,
0.57919294, -0.44307229, -0.25352019, 0.64951479, 0.50807917,
0.53396499, 0.33263975, -0.87917364, -0.66070503, 0.18152577,
-0.28445041, 0.57785678, 0.22414218, -0.21887593, 0.55092806,
0.57028347, 0.19546211, 0.10514873, -0.60573238, 0.57110918,
-0.16360006, 0.85401636, 0.38677689, -0.30278051, -0.6265015 ,
-0.49790761, -0.17754224, 0.15779942, -0.29400098, 0.31791395,
-0.13823931, -0.38524339, 0.32180765, 0.12340824, -0.35963342,
-0.12472892, 0.34280482, -0.42604545, -0.05306755, -0.50786221,
0.00755332, -0.40128583, 0.14851592, 0.36195096, 0.24064459,
0.0394078 , 0.27046308, -0.67985237, -0.60897684, 0.622244 ,
0.18340507, -0.67110789, -0.58534211, 0.09149791, -0.06835601,
0.3644565 , -0.42829639, -0.47942913, 0.30781382, 0.27426034,
0.61893439, 0.19592988, -0.57712489, 0.77699608, 0.03725263,
-0.22094995, -0.08114401, 0.1133056 , 0.68485337, -0.35594028,
0.42454574, 0.58127284, -0.00092937, -0.79727775, -0.00490146,
-0.31414184, -0.38323012, 0.21830694, -0.09383765, -0.39982662,
0.6516341 , 0.40829551, 0.69027084, 0.74982709, -0.18299167,
-0.21854903, 0.24806808, 0.10432597, 0.64028525, -0.10168972,
-0.5904057 , -0.40424132, -0.12101817, 0.65570384, -0.27304602,
-0.10488962, 0.37432173, -0.35630706, 0.05456828, 0.41641083,
0.40720937, 0.34507042, -0.59877414, -0.13994519, 0.03818761,
0.46776542, -0.23145574, -0.46315274]], dtype=float32)]), times = [[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47
48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71
72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95
96 97 98 99]]
WARNING:tensorflow:Skipping summary for mean, must be a float, np.float32, np.int64, np.int32 or int.
WARNING:tensorflow:Skipping summary for observed, must be a float, np.float32, np.int64, np.int32 or int.
WARNING:tensorflow:Skipping summary for start_tuple, must be a float, np.float32, np.int64, np.int32 or int.
WARNING:tensorflow:Skipping summary for times, must be a float, np.float32, np.int64, np.int32 or int.
WARNING:tensorflow:Input graph does not contain a QueueRunner. That means predict yields forever. This is probably a mistake.
2018-10-17 14:33:57.701743: I C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\common_runtime\gpu\gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce 940MX, pci bus id: 0000:01:00.0, compute capability: 5.0)
INFO:tensorflow:Restoring parameters from C:\Users\……\AppData\Local\Temp\tmpxvos_wek\model.ckpt-200
2018-10-17 14:33:58.032294: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.033565: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.034395: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.035351: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.036145: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.036830: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.037727: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.038556: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.039413: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.040245: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.041087: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.042030: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.043362: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.044424: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.045376: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.046395: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.047807: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.049811: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.050849: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
2018-10-17 14:33:58.051606: W C:\tf_jenkins\home\workspace\rel-win\M\windows-gpu\PY\36\tensorflow\core\framework\op_kernel.cc:1192] Out of range: Reached limit of 1
[[Node: limit_epochs_2/CountUpTo = CountUpTo[T=DT_INT64, _class=["loc:@limit_epochs_2/epochs"], limit=1, _device="/job:localhost/replica:0/task:0/device:CPU:0"](limit_epochs_2/epochs)]]
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