Google Colab and Kaggle - google-colaboratory

I have tried using Google Colab and Kaggle to run a certain code of mine, an Ai code. However it uses up all the RAM and all the code crashes. Yes, I have GPU on in both but still to no avail. I even tried TPU for Colab but still it's not working. What is the remedy? Should I pay for Colab? Or I should reduce my dataset?

Related

Google colab pro+ gpu memory

Could any body guide me the GPU memory memory provide by Colab pro +. I have been using colab pro but my ram is getting crashed when i try to train my model. Does Colab Pro+ GPU provides more memory than colab pro. Colab pro provides 12-15 gb memory depends on the GPU type.
Thanks
Please have a look at the image below to find the difference between Google Colab Pro and Colab Pro+.
As you can see, Colab Pro+ provides more memory with better performance than other subscriptions.

Question Regarding using a GPU with Jupyter

Does using a GPU on jupyter require needing a GPU on your own laptop or is it similar to how Google colabs does theirs.

Can you use GPU in Google Colab without any library?

I've coded a Neural Network from scratch in Python and I am using Google Colaboratory to train it. However, if I enable GPU or TPU acceleration, the training is not faster.
When you search for examples online, all of them use Tensorflow and other libraries, and their training times are shorter with GPU than without it.
Am I doing it correctly or am I missing something and the GPU is not being used?
Just enabling GPU or TPU won't help your problem, you need to explicitly code them to run on GPU if you are not using any frameworks or libraries.

Setting a Kaggle environment with GPU

I'm new to Kaggle Notebooks I've been working with Google colab when I want access to cloud GPU/TPU I've been trying to set a notebook with GPU In Kaggle but I don't see any settings for GPU environment.
This is my new notebook.
Can someone show me how I can set a notebook with GPU on Kaggle kennels.

Running out of RAM on Google Colaboratory

I've been using Google Colaboratory to do practice simple Python coding, and then today, my Google Colab crashed because it says I'm running out of RAM, only 0.77 GB out of 25 GB left. I moved a lot of my notebooks to trash and that didn't help. Can someone please help! Thank you!
RAM isn't consumed by Colab notebooks in Drive. Rather, RAM is consumed by Python variables you define in your notebook.
Can you share a self-contained notebook that reproduces the problem?