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Oct 31, 2020 - Python
We would like to forward a particular 'key' column which is part of the features to appear alongside the predictions - this is to be able to identify to which set of features a particular prediction belongs to. Here is an example of predictions output using the tensorflow.contrib.estimator.multi_class_head:
{"classes": ["0", "1", "2", "3", "4", "5", "6", "7", "8", "9"],
"scores": [0.068196
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Dec 3, 2019 - Python
resuming training
How do i resume training for text classification?
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Jun 26, 2019 - Python
Hi Jiahui,
Thanks for the great work. I'm trying to reproduce AutoSlim for CIFAR-10 (Table 2).
Could you please provide a detailed hyperparameter you used for it?
I'm able to train the baseline MobileNetV2 1.0x to 7.9 Top-1 error using the following hyperparameters:
- 0.1 initial learning rate
- linear learning rate decay
- 128 batch size
- 300 epochs of training
- 5e-4 weight decay
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In the code, it seems that you use the model stored in ema to do the validation and get the final result.Here i have two questions:
1.Why do you use the ema model to do the validation, but do not use the model_wrapper which is directely preuned?
2.Is it supposed that ema model will get better result than model_wrapper?And why?
Thanks very much for your reply!
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May 22, 2020 - C++
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What would you like to be added: As title
Why is this needed: All pruning schedule except AGPPruner only support level, L1, L2. While there are FPGM, APoZ, MeanActivation and Taylor, it would be much better if we can choose any pruner with any pruning schedule.
**Without this feature, how does current nni