问题
I've trained a MobilenetV1 model using rmsprop
optimizer for certain number of steps. And now I would like to switch the optimizer from rmsprop
to adam
and resume the training from here on. But when it's loading the trained model I get the following errors when I change the optimizer from rmsprop
to adam
. I'm using TF-slim for training the model.
2017-11-08 12:02:55.104019: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:55.573251: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/weights/Adam not found in checkpoint 2017-11-08 12:02:55.574865: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.043749: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.045234: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.046297: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.047492: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.048571: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.050291: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_0/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.050441: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.050613: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.052709: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.053678: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.054344: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.057392: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.058328: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.059245: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key beta2_power not found in checkpoint 2017-11-08 12:02:56.059316: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.060721: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.060725: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.060772: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.061939: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.063585: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.064453: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.064561: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.065362: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.065617: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.065991: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.066388: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.066636: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.071692: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_11_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.074423: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_10_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.074599: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.093603: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.101253: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.101527: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.102623: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.102796: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.104507: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.107026: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.107094: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.109413: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.110115: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.110336: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.112213: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.130614: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.130897: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.136210: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.142911: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.142979: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.143942: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.145029: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.151465: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.155150: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.158805: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.160840: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key beta1_power not found in checkpoint 2017-11-08 12:02:56.161308: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.161923: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_12_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.162912: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.164919: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.165276: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.166302: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.166327: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_13_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.168597: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.168642: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.170778: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.171603: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.171758: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.171917: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.172088: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.173677: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.176383: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.176482: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_1_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.176577: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.177585: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.180751: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.183693: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.186271: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.193268: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.193934: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.194045: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Logits/Conv2d_1c_1x1/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.195357: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.195555: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.197646: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.197862: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.197918: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.200354: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.201840: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.202547: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.205285: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.207759: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.210149: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_2_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.211509: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.211621: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.222947: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.223892: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.224229: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.228634: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.228725: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.232910: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.232946: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.233005: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.235281: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_3_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.237324: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.237430: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.240165: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.240403: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.242228: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.254885: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.255150: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.255345: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.255350: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.258022: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.258183: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.258294: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.259887: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.259985: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.261735: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_4_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.261787: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.263350: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.263924: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.266010: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.266205: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.266461: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Logits/Conv2d_1c_1x1/weights/Adam not found in checkpoint 2017-11-08 12:02:56.266500: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.266656: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.266831: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.272471: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.272585: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.272833: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.273087: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.276749: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.277123: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.277264: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.277311: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.277774: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_5_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.278007: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/weights/Adam not found in checkpoint 2017-11-08 12:02:56.289477: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.289757: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.289982: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.290007: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.290150: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.292335: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.302872: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.302919: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_depthwise/depthwise_weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.306711: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_pointwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.309400: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.310578: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_6_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.310677: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.310927: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_depthwise/BatchNorm/gamma/Adam_1 not found in checkpoint 2017-11-08 12:02:56.311997: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_pointwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.312181: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_depthwise/depthwise_weights/Adam not found in checkpoint 2017-11-08 12:02:56.312690: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.313606: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Logits/Conv2d_1c_1x1/biases/Adam not found in checkpoint 2017-11-08 12:02:56.313868: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_7_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.314337: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_pointwise/weights/Adam_1 not found in checkpoint 2017-11-08 12:02:56.314373: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_depthwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.315263: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.317037: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_pointwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.317143: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Logits/Conv2d_1c_1x1/biases/Adam_1 not found in checkpoint 2017-11-08 12:02:56.317737: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_pointwise/BatchNorm/beta/Adam_1 not found in checkpoint 2017-11-08 12:02:56.317806: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_9_depthwise/BatchNorm/gamma/Adam not found in checkpoint 2017-11-08 12:02:56.317970: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key MobilenetV1/Conv2d_8_depthwise/BatchNorm/beta/Adam not found in checkpoint 2017-11-08 12:02:56.319557: W tensorflow/core/framework/op_kernel.cc:1192] Not found: Key NotFoundError (see above for traceback): Key MobilenetV1/Conv2d_0/weights/Adam_1 not found in checkpoint [[Node: save/RestoreV2_10 = RestoreV2[dtypes=[DT_FLOAT], _device="/job:localhost/replica:0/task:0/cpu:0"](_arg_save/Const_0_0, save/RestoreV2_10/tensor_names, save/RestoreV2_10/shape_and_slices)]]
Could anyone please help me solve this issue ? Thanks in advance.
回答1:
The cause of this issue is different optimizer introduces different sets of extra variables, and these extra variables are also saved in the Checkpoint file. You can solve this issue by explicitly specifying the variables (model itself, not including optimizer-introduced ones) to restore, like the following way:
variables_to_restore_full = slim.get_variables_to_restore(include=["resnet_v2"])
variables_to_restore = []
for var in variables_to_restore_full:
#if 'Momentum' in var.name:
if 'Adam' in var.name:
continue
variables_to_restore.append(var)
self.restorer = tf.train.Saver(variables_to_restore)
self.restorer.restore(self.sess, '/PATH/TO/Checkpoint')
来源:https://stackoverflow.com/questions/47194449/changing-optimizer-results-in-not-found-in-checkpoint-errors