Code snippets are not showing up in AI assistant responses

[thomas_3198]

In Adobe Acrobat I asked the AI assistant a question about how a particular machine learning method (described in the pdf) could be coded up. 

The paper is here: [2412.10354] A Library for Learning Neural Operators

The prompt is this:

"show me some example code for using this library to train a neural ODE on some pre-existing simulation grid data"

The response I got had no code scippet but it acted as if there was one and provided an explanation for the non visible code snippet. Here is what I got:

Certainly! Here is the code snippet for training a neural operator using the NeuralOperator library on pre-existing simulation grid data:

Explanation:

1. Data Loading: The load_darcy_flow function loads the Darcy Flow dataset, which is used as an example of pre-existing simulation grid data. ​
2. Model Definition: A FourierNeuralOperator model is defined with specified input and output dimensions, number of Fourier modes, and network width.
3. Data Processor: A DataProcessor is defined to handle normalization and padding. ​
4. Trainer Definition: A Trainer is set up with the model, data processor, training/validation/test data, loss function, optimizer, learning rate, number of epochs, batch size, and device (CPU/GPU).
5. Training: The train method of the Trainer is called to train the model.
6. Evaluation: The trained model is evaluated on the test data, and the test loss is printed.

This example provides a basic workflow for training a neural operator using the NeuralOperator library. ​ Adjust the parameters and dataset loading as needed for your specific use case. ​

I then said "can you show the code snippet please, it did not appear in the previous response". It still failed to provide the code snippet and responded with this:

Certainly! Here is the code snippet for training a neural operator using the NeuralOperator library on pre-existing simulation grid data:

Explanation:

1. Data Loading: The load_darcy_flow function loads the Darcy Flow dataset, which is used as an example of pre-existing simulation grid data. ​
2. Model Definition: A FourierNeuralOperator model is defined with specified input and output dimensions, number of Fourier modes, and network width.
3. Data Processor: A DataProcessor is defined to handle normalization and padding. ​
4. Trainer Definition: A Trainer is set up with the model, data processor, training/validation/test data, loss function, optimizer, learning rate, number of epochs, batch size, and device (CPU/GPU).
5. Training: The train method of the Trainer is called to train the model.
6. Evaluation: The trained model is evaluated on the test data, and the test loss is printed.

This example provides a basic workflow for training a neural operator using the NeuralOperator library. ​ Adjust the parameters and dataset loading as needed for your specific use case. ​

[AnandSri]

Hello,

I hope you're doing well, and we apologize for the delayed response and the trouble.

Please ensure you have the latest version of Acrobat installed on the machine: 24.005.2039x Planned update, Jan 23, 2025. Check for any pending updates from the Menu > help > check for updates, install the updates, restart the app and the machine, and check.
For more information, see this: https://adobe.ly/40CUHLl.

Is this issue occurring with all PDFs, or is it limited to a specific one? If possible, could you share the PDF file with us for further analysis? To know more about the GenAI in Acrobat, please see this article: https://adobe.ly/4hweliX

Thanks,

Anand Sri.

[shakti_7156]

Hi @thomas_3198 

As the document not contain any code snippet, so ideally it will not provide code snippet in the answer. Yes, the response is misleading and it should be on the lines of "The document does not contain any code snippet .......... " . We'll treat this as an issue and get it rectified in future releases.

Thanks,

Shakti K