Issue Why does this statement download the model? Why isn’t it downloaded when I install the package with pip3 install keybert? How can I pre-load it to the docker image so it wouldn’t be downloaded every time? from keybert import
Continue readingTag: bert-language-model
[SOLVED] BERT outputs explained
Issue The keys of the BERT encoder’s output are default, encoder_outputs, pooled_output and sequence_output As far as I can know, encoder_outputs are the output of each encoder, pooled_output is the output of the global context and sequence_output is the output
Continue reading[SOLVED] Scikit Learn fit(): Setting an array element with a sequence fit
Issue I am trying to call scikit learn fit functions on dataframes where the elements of each column are numpy arrays. However, I get the error "setting an array element with a sequence," presumably because I am trying to call
Continue reading[SOLVED] Pre-trained BERT not the right shape for LSTM layer: Value Error, total size of new array must be unchanged
Issue I am attempting to use a pre-trained BERT model on a Siamese neural network. However, I am having issues passing the BERT model to the shared LSTM layer. I encounter the below error: ValueError: Exception encountered when calling layer
Continue reading[SOLVED] Pre-trained BERT not the right shape for LSTM layer: Value Error, total size of new array must be unchanged
Issue I am attempting to use a pre-trained BERT model on a Siamese neural network. However, I am having issues passing the BERT model to the shared LSTM layer. I encounter the below error: ValueError: Exception encountered when calling layer
Continue reading[SOLVED] Having 6 labels instead of 2 in Hugging Face BertForSequenceClassification
Issue I was just wondering if it is possibel to extend the HuggingFace BertForSequenceClassification model to more than 2 labels. The docs say, we can pass positional arguments, but it seems like “labels” is not working. Does anybody has an
Continue reading[SOLVED] Using ONNX converted model
Issue Guys I’m working on a Sentiment Analysis project and I converted a BERT model to an ONNX model because the original model had a massive runtime when I wanted to give it a huge data to predict. But now
Continue reading[SOLVED] RuntimeError: Boolean value of Tensor with more than one value is ambiguous in python
Issue I’m facing the following error, and I don’t know why: This code is on GitHub, I ran it correctly on Collab, but it gives me the following error here: device="cpu" lr=3e-5#1e-3 num_training_steps=int(len(dataset) / TRAIN_BATCH_SIZE * EPOCH) model=Bert_Classification_Model().to(device) optimizer=AdamW(model.parameters(), lr=lr)
Continue reading[SOLVED] what is the difference between pooled output and sequence output in bert layer?
Issue everyone! I was reading about Bert and wanted to do text classification with its word embeddings. I came across this line of code: pooled_output, sequence_output = self.bert_layer([input_word_ids, input_mask, segment_ids]) and then: clf_output = sequence_output[:, 0, :] out = Dense(1,
Continue reading[SOLVED] How can I train an XGBoost with a generator?
Issue I’m attempting to stack a BERT tensorflow model with and XGBoost model in python. To do this, I have trained the BERT model and and have a generator that takes the predicitons from BERT (which predicts a category) and
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