''' EXAMPLES This file contains input-output examples for both arithmetic and string domain-specific languages (DSLs). To add a new example, add a new key to the dictionary 'example_set' and set the value to be a list of tuples. Note that we synthesize programs with a consistent arity. Therefore, in each set of input-output examples, all input examples must be of the same length. Further, argument types must remain consistent across examples. We test for these conditions in the `check_examples` function below, which is called by the `extract_constants` function in the synthesizer. ''' # define examples example_set = { # basic arithmetic examples 'addition': [([7, 2], 9), ([8, 1], 9), ([4, 6], 10), ([3, 9], 12), ([5, 8], 13)], 'subtraction': [([9, 2], 7), ([6, 1], 5), ([7, 3], 4), ([8, 4], 4), ([10, 2], 8)], 'multiplication': [([2, 3], 6), ([4, 5], 20), ([7, 8], 56), ([9, 2], 18), ([3, 4], 12)], 'division': [([6, 2], 3), ([8, 4], 2), ([9, 3], 3), ([10, 5], 2), ([12, 6], 2)], # basic string examples 'concatenate': [(["a", "b"], "ab"), (["c", "d"], "cd"), (["e", "f"], "ef")], 'right': [(["hello", 3], "llo"), (["world", 4], "orld"), (["fox", 1], "x")], 'left': [(["hello", 2], "he"), (["world", 3], "wor"), (["fox", 2], "fo")], # advanced arithmetic examples 'add_5_multiply_2': [([1, 2], 12), ([3, 4], 22), ([5, 6], 32), ([7, 8], 42), ([9, 10], 52)], 'multiply_add_9': [([1, 2], 11), ([3, 4], 21), ([5, 6], 39), ([7, 8], 65), ([9, 10], 9)], # advanced string examples 'concatenate_3': [(["a", "b", "c"], "abc"), (["d", "e", "f"], "def"), (["g", "h", "i"], "ghi")], # custom user examples } # CHECK EXAMPLE VALIDITY def check_examples(examples): ''' Checks that all input examples are of same length and that argument types are consistent across examples. If valid, returns arity and argument types of function to be generated. Args: examples (list): list of tuples, where each tuple is of the form (input, output) Returns: input_lengths[0] (int): arity of function arg_types[0] (list): argument types of function ''' # get input examples inputs = [example[0] for example in examples] # check all inputs are of same length input_lengths = [len(input) for input in inputs] if len(set(input_lengths)) != 1: raise ValueError("All input examples must be of same length.") # check that types of arguments are same arg_types = [[type(arg) for arg in input] for input in inputs] consistent_types = all([arg_types[0] == arg_type for arg_type in arg_types]) if not consistent_types: raise ValueError("Argument types must be consistent across inputs.") # return arity and argument types return input_lengths[0], arg_types[0]