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Showing posts with the label Pytorch

Pytorch - Pick Best Probability After Softmax Layer

I have a logistic regression model using Pytorch 0.4.0, where my input is high-dimensional and my o… Read more Pytorch - Pick Best Probability After Softmax Layer

Finding Memory Leak In Python By Tracemalloc Module

I have a python script which uses an opensource pytorch model and this code has a memory leak. I am… Read more Finding Memory Leak In Python By Tracemalloc Module

Custom Layer From Keras To Pytorch

Coming from TensorFlow background, I am trying to convert a snippet of code of the custom layer fro… Read more Custom Layer From Keras To Pytorch

Lstm-cnn To Classify Sequences Of Images

I got an assignment and stuck with it while going down the rabbit hole of learning PyTorch, LSTM an… Read more Lstm-cnn To Classify Sequences Of Images

Error In Calculating Neural Network Test Accuracy

I tried to train my neural network, and then evaluate it's testing accuracy. I am using the cod… Read more Error In Calculating Neural Network Test Accuracy

Freezing Individual Weights In Pytorch

The following question is not a duplicate of How to apply layer-wise learning rate in Pytorch? beca… Read more Freezing Individual Weights In Pytorch

How To Load A Dataset Of Images Starting From List Of Images Pytorch

I have a service that receives images in a binary format from another service (let's call it se… Read more How To Load A Dataset Of Images Starting From List Of Images Pytorch

Convert Pytorch Tensor To Python List

How do I convert a PyTorch Tensor into a python list? My current use case is to convert a tensor of… Read more Convert Pytorch Tensor To Python List

How Can I Calculate Flops And Params Without 0 Weights Neurons Affected?

My Prune code is shown below, after running this, I will get a file named 'pruned_model.pth'… Read more How Can I Calculate Flops And Params Without 0 Weights Neurons Affected?

Randomly Set Some Elements In A Tensor To Zero (with Low Computational Time)

I have a tensor of shape (3072,1000) which represents the weights in my neural network. I want to: … Read more Randomly Set Some Elements In A Tensor To Zero (with Low Computational Time)

Filling Torch Tensor With Zeros After Certain Index

Given a 3d tenzor, say: batch x sentence length x embedding dim a = torch.rand((10, 1000, 96)) an… Read more Filling Torch Tensor With Zeros After Certain Index

"no Such File" When Loading Csv Data Stored In G Drive To Torchtext Format Using Torchtext.data.tabulardataset,

I have stored a csv file in G drive and try to load it to torchtext data.TabularDataset. The error … Read more "no Such File" When Loading Csv Data Stored In G Drive To Torchtext Format Using Torchtext.data.tabulardataset,

How To Fix 'input And Hidden Tensors Are Not At The Same Device' In Pytorch

When I want to put the model on the GPU, I get the following error: 'RuntimeError: Input and h… Read more How To Fix 'input And Hidden Tensors Are Not At The Same Device' In Pytorch

Rnn - Runtimeerror: Input Must Have 3 Dimensions, Got 2

I’m getting the following error: RuntimeError: input must have 3 dimensions, got 2 I have a singl… Read more Rnn - Runtimeerror: Input Must Have 3 Dimensions, Got 2

Runtimeerror: Given Groups=1, Weight Of Size [64, 3, 7, 7], Expected Input[3, 1, 224, 224] To Have 3 Channels, But Got 1 Channels Instead

In the code below: model_ft.eval() test_data, test_target = image_datasets['train']… Read more Runtimeerror: Given Groups=1, Weight Of Size [64, 3, 7, 7], Expected Input[3, 1, 224, 224] To Have 3 Channels, But Got 1 Channels Instead

How To Convert A Label Matrix To Colour Matrix For Image Segmentation?

I have a label matrix of 256*256 for example. And the classes are 0-11 so 12 classes. I want to con… Read more How To Convert A Label Matrix To Colour Matrix For Image Segmentation?

Why Use Variable() In Inference?

I am learning PyTorch for an image classification task, and I ran into code where someone used a Py… Read more Why Use Variable() In Inference?

Http Error When Trying To Download Mnist Data

I am using Google Colab for training a LeNet-300-100 fully-connected neural network on MNIST using … Read more Http Error When Trying To Download Mnist Data

Importerror: Cannot Import Name 'automodelwithlmhead' From 'transformers'

This is literally all the code that I am trying to run: from transformers import AutoModelWithLMHea… Read more Importerror: Cannot Import Name 'automodelwithlmhead' From 'transformers'

Pytorch: Different Forward Methods For Train And Test/validation

I'm currently trying to extend a model that is based on FairSeq/PyTorch. During training I need… Read more Pytorch: Different Forward Methods For Train And Test/validation