The code is using NumPy to create a 2D array...
March 29, 2023 at 08:39 AM
The code is using NumPy to create a 2D array of words from a list of numerical values.
Explanation:
x_test
is assumed to be a list of numerical values, where each number represents a word.num2word
is assumed to be a dictionary that maps numerical values to their corresponding words. If a numerical value doesn't exist as a key in the dictionary, then the string "NONE" is used as a default value.- The code is using a list comprehension to apply a lambda function to each element
i
in the range of 10 (presumably the first 10 samples inx_test
). - The lambda function applies
num2word.get(x, "NONE")
to each elementx
ofx_test[i]
.get()
is a dictionary method that returns the value for a specified key, or a default value if the key is not found. - The result of the lambda function is then passed to
list()
to create a list of words from the numerical values. - Finally,
np.array()
is used to convert the list into a NumPy array, andnp.stack()
is used to stack each of these arrays vertically to create a 2D array of shape(10, max_sequence_length)
, wheremax_sequence_length
is the length of the longest sequence in the first 10 samples ofx_test
.
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