What are the different types of errors in python? - Stack Overflow
How Can I Find a List of All Exceptions That a Given Library Function Throws in Python? - Stack Overflow
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Deep learning: Memory error with arrays and lists in python
First of all, 25396 images seems like a very low number, especially if you're building your own CNN. The n/w will most likely always overfit to your data and pick up sampling errors. Karpathy himself has quoted - "Don't try to be a hero". Most of the time, you'll be battling the variance, which will just result in you dumbing down your own network. Have you tried transfer learning?
Regarding the memory problem - It's pretty obvious. You're loading two tensors of shapes (25369, 204, 204, 3) and (25369, 39) directly into memory, which seems to be too much. If you're using Keras, use the ImageDataGenerator utility and it's flow_from_directory method. You can stream images from folders with a specific batch size - very handy while handling a large number of images.
More on reddit.comHow many types of errors are there in Python?
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To amplify Messa, catch what you expect are failure modes that you know how to recover from. Ian Bicking wrote an article that addresses some of the overarching principles as does Eli Bendersky's note.
The problem with the sample code is that it is not handling errors, just prettifying them and discarding them. Your code does not "know" what to do with a NameError and there isn't much it should do other than pass it up, look at Bicking's re-raise if you feel you must add detail.
IOError and OSError are reasonably "expectable" for a shutil.move but not necessarily handleable. And the caller of your function wanted it to move a file and may itself break if that "contract" that Eli writes of is broken.
Catch what you can fix, adorn and re-raise what you expect but can't fix, and let the caller deal with what you didn't expect, even if the code that "deals" is seven levels up the stack in main.
Python doesn't have a mechanism right now for declaring which exceptions are thrown, unlike (for example) Java. (In Java you have to define exactly which exceptions are thrown by what, and if one of your utility methods needs to throw another exception then you need to add it to all of the methods which call it which gets boring quickly!)
So if you want to discover exactly which exceptions are thrown by any given bit of python then you need to examine the documentation and the source.
However python has a really good exception hierarchy.
If you study the exception hierarchy below you'll see that the error superclass you want to catch is called StandardError - this should catch all the errors that might be generated in normal operations. Turning the error into into a string will give a reasonable idea to the user as to what went wrong, so I'd suggest your code above should look like
from shutil import move
try:
move('somefile.txt', '/tmp/somefile.txt')
except StandardError, e:
print 'Move failed: %s' % e
Exception hierarchy
BaseException
|---Exception
|---|---StandardError
|---|---|---ArithmeticError
|---|---|---|---FloatingPointError
|---|---|---|---OverflowError
|---|---|---|---ZeroDivisionError
|---|---|---AssertionError
|---|---|---AttributeError
|---|---|---BufferError
|---|---|---EOFError
|---|---|---EnvironmentError
|---|---|---|---IOError
|---|---|---|---OSError
|---|---|---ImportError
|---|---|---LookupError
|---|---|---|---IndexError
|---|---|---|---KeyError
|---|---|---MemoryError
|---|---|---NameError
|---|---|---|---UnboundLocalError
|---|---|---ReferenceError
|---|---|---RuntimeError
|---|---|---|---NotImplementedError
|---|---|---SyntaxError
|---|---|---|---IndentationError
|---|---|---|---|---TabError
|---|---|---SystemError
|---|---|---TypeError
|---|---|---ValueError
|---|---|---|---UnicodeError
|---|---|---|---|---UnicodeDecodeError
|---|---|---|---|---UnicodeEncodeError
|---|---|---|---|---UnicodeTranslateError
|---|---StopIteration
|---|---Warning
|---|---|---BytesWarning
|---|---|---DeprecationWarning
|---|---|---FutureWarning
|---|---|---ImportWarning
|---|---|---PendingDeprecationWarning
|---|---|---RuntimeWarning
|---|---|---SyntaxWarning
|---|---|---UnicodeWarning
|---|---|---UserWarning
|---GeneratorExit
|---KeyboardInterrupt
|---SystemExit
This also means that when defining your own exceptions you should base them off StandardError not Exception.
Base class for all standard Python exceptions that do not represent
interpreter exiting.