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Checking numerical value of a Theano expression
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| import inspect # for line number | |
| import re # for extracting debug information | |
| _check_expr_regex = re.compile('THEANO_CHECK_EXPR\(.+\)') | |
| def THEANO_CHECK_EXPR( expr, verbose = False ): | |
| """ | |
| Check the expression | |
| Limited resolution at the line level | |
| """ | |
| caller = inspect.currentframe().f_back | |
| try: | |
| caller_expr = inspect.stack()[1][4][0] | |
| caller_expr = ', '.join(_check_expr_regex.findall( caller_expr )) | |
| except: | |
| caller_expr = "NA"; pass | |
| caller_lineno = caller.f_back.f_lineno | |
| def_lineno = caller.f_lineno | |
| expr_str = theano.printing.debugprint( expr, depth = 1, print_type = False, ids = "", file = 'str' ) | |
| print_prefix = 'DEBUG: [CALLER Ln %d, DEF Ln %d], { %s }' % ( caller_lineno, def_lineno, caller_expr.strip() ) | |
| if verbose: | |
| print_prefix += ', ' + expr_str.strip() | |
| return theano.printing.Print( print_prefix + ":" )( expr ) |
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