CODEWITHSUNDEEP
pythontensorflowtensorflow-datasetstf.data.dataset
user19676560
user19676560

Reputation:

Convert list of tuples to tensorflow dataset (tf.data.Dataset)

Data from kaggle Natural Language Processing with Disaster Tweets

ds_train

>>>[("Already expecting to be inundated w/ articles about trad authors' pay plummeting by early next year but if this is true it'll be far worse",
  0)
 ('@blazerfan not everyone can see ignoranceshe is Latinoand that is All she can ever benothing morebut an attack dog 4 a hate group GOP',
  0),...]

`

👆 like [(X1 , y1),...(X_n , y_n)]

OR dataframe

0                      Just happened a terrible car crash

1       Heard about #earthquake is different cities, s...

2       there is a forest fire at spot pond, geese are...

I want to convert it to tensorflow datasets. I tried tf.data.Dataset.from_tensor_slices(ds_train) but got error

ValueError: Can't convert Python sequence with mixed types to Tensor.

Upvotes: 2

Views: 1478

Answers (1)

AloneTogether
AloneTogether

Reputation: 26708

One option would be to split the tuple:

import tensorflow as tf

data = [("Already expecting to be inundated w/ articles about trad authors' pay plummeting by early next year but if this is true it'll be far worse", 0), ('@blazerfan not everyone can see ignoranceshe is Latinoand that is All she can ever benothing morebut an attack dog 4 a hate group GOP', 0)]
x, y = zip(*data)
dataset = tf.data.Dataset.from_tensor_slices((list(x), list(y)))

With a dataframe:

dataset = tf.data.Dataset.from_tensor_slices((df['text'], df['target']))

Upvotes: 1

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