pytorch-nlp | The NLP toolkit use pytorch | Natural Language Processing library
kandi X-RAY | pytorch-nlp Summary
kandi X-RAY | pytorch-nlp Summary
The NLP toolkit use pytorch
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Trending Discussions on pytorch-nlp
QUESTION
I'm following this tutorial here https://cs230-stanford.github.io/pytorch-nlp.html. In there a neural model is created, using nn.Module
, with an embedding layer, which is initialized here
ANSWER
Answered 2019-May-06 at 19:00You've got some things wrong. Please correct those and re-run your code:
params['vocab_size']
is the total number of unique tokens. So, it should belen(vocab)
in the tutorial.params['embedding_dim']
can be50
or100
or whatever you choose. Most folks would use something in the range[50, 1000]
both extremes inclusive. Both Word2Vec and GloVe uses300
dimensional embeddings for the words.self.embedding()
would accept arbitrary batch size. So, it doesn't matter. BTW, in the tutorial the commented things such as# dim: batch_size x batch_max_len x embedding_dim
indicates the shape of output tensor of that specific operation, not the inputs.
QUESTION
How should a custom loss function be implemented ? Using below code is causing error :
...ANSWER
Answered 2018-Dec-30 at 19:26Your loss function is programmatically correct except for below:
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Install pytorch-nlp
You can use pytorch-nlp like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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