wdl | Workflow Description Language - Specification | BPM library

As per the WDL specifications, the WDL version must be indicated in the WDL file itself by putting version on the first line of the file. If this line isn't present then the execution engine should consider the version to be draft-2.

eg.

You can rename your rows in a separate map call, or inline in the group_by:

From https://cloud.google.com/monitoring/mql/examples#qlx-groupby-aggr

The group_by operation takes two arguments, separated by a comma ,. These arguments determine the precise grouping behavior.

The first argument controls the grouping of time series. This is a map expression, [...] The map expression can do much more than list labels; for more information, see the map reference page.

You can read the full doc there, but TLDR is:

The syntax of map is map : [ modifier ] '[' [ maplet { ',' maplet } ] ']', the "modifier" you need is rename, and the "maplet" should be:

You can put your regex logic into a function and apply that to the DataFrame. This way you can avoid your manual looping pseudocode.

Code:

Would you please try the following as a starting point:

If you set include_top=False, the output of the model will be 4D (source):

pooling: Optional pooling mode for feature extraction when include_top is False. None (default) means that the output of the model will be the 4D tensor output of the last convolutional block. avg means that global average pooling will be applied to the output of the last convolutional block, and thus the output of the model will be a 2D tensor. max means that global max pooling will be applied.

You specified the number of classes but classes is only active if include_top=True:

classes: optional number of classes to classify images into, only to be specified if include_top is True, and if no weights argument is specified. Default to 1000.

Same thing for classifier_activation:

classifier_activation: A str or callable. The activation function to use on the "top" layer. Ignored unless include_top=True. Set classifier_activation=None to return the logits of the "top" layer.

tl;dr you should be fine if you set include_top=True

This is what your SynthesizerTwo.cpp file looks like after the pre-processor has included the files, with most cut out:

The concatenation was a little mixed up, this should work