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How to apply pruning on a BERT model?

I have trained a BERT model using ktrain (tensorflow wrapper) to recognize emotion on text, it works but it suffers from really slow inference. That makes my model not suitable for a production ...
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1answer
136 views

Bert for QuestionAnswering input exceeds 512

I'm training Bert on question answering (in Spanish) and i have a large context, only the context exceeds 512, the total question + context is 10k, i found that longformer is bert like for long ...
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31 views

PyTorch Hugging Face - Language generation with torchscript model

Have a fine-tuned a summarization model following the Hugging Face seq2seq guide (starting from sshleifer/distilbart-xsum-12-6). We are interested in using AWS elastic inference for deployment for ...
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42 views

huggingface bert - need help on working of code

Looking for some explanation of understanding of the BERT implementation by huggingface. I would explain my understanding below and then ask question: Below is code for question answering ...
0
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1answer
192 views

Overfitting in Huggingface's TFBertForSequenceClassification

I'm using Huggingface's TFBertForSequenceClassification for multilabel tweets classification. During training the model archives good accuracy, but the validation accuracy is poor. I've tried to solve ...
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0answers
130 views

BERT Implementaion for Sequence Classification

I am trying to implement BERT using HuggingFace - transformers implementation. I am following two links: by analytics-vidhya and by HuggingFace Below is the code: ...
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0answers
55 views

HuggingFace/Transformers Implementation for Classification

I am trying to implement BERT using HuggingFace - transformers implementation. I am following two links: by analytics-vidhya and by HuggingFace If we consider inputs for both the implementations: 1) ...
0
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0answers
40 views

How can I make a whitespace tokenizer and use it to build a language model from scratch using transformers

I have raised a ticket in github, whose link is here Which has a problem statement as mentioned below. If you have any solution to this, do answer. I am trying to make a language model using a ...
1
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1answer
28 views

Should weight distribution change more when fine-tuning transformers-based classifier?

I'm using pre-trained DistilBERT model from Huggingface with custom classification head, which is almost the same as in the reference implementation: ...
0
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1answer
339 views

BERT - How Question answering is different than classification

Basically I am trying to understand how question answering works in case of BERT. Code for both classes QuestionAnswering and Classification is pasted below for reference. My understanding is: <...