Link to the notebook Add the link to the notebook. What aspects of the notebook can be improved? Remove all the useless loading status messages. These make the document unusable. What are your suggestions? Clean up the notebook and remove the status messages as they add no value.

Link to the notebook Add the link to the notebook. What aspects of the notebook can be improved? the example dataset used for this notebook has lat and lon values with only 2 numbers to the right of the decimal. lat and lon value should typically have 4-6 numbers to the right of the decimal. the n...

Describe the use case example you want to see Hosting Dolly-12b model on SageMaker How would this example be used? Please describe. Hosting Dolly-12b model on SageMaker Describe which SageMaker services are involved SageMaker Inference/Hosting Describe what other services (other than SageMaker) are...

Link to the notebook https://github.com/aws/amazon-sagemaker-examples/blob/main/inference/generativeai/llm-workshop/lab8-Inferentia2-gpt4all-j/inferentia2-llm-GPT4allJ.ipynb Describe the bug Keep getting the following warning: Your model is not compiled. Please compile your model before using Infer...

I have used Sagemaker Ground truth to create annotation file. Following below 2 links, I am trying to create a training job, then perform hyper parameter tuning. https://docs.aws.amazon.com/sagemaker/latest/dg/augmented-manifest.html https://github.com/awslabs/amazon-sagemaker-examples/blob/master/...

Describe the use case example you want to see Any example of distributed SMP training with Tensor Parallel for GPT-NeoX. There was mention of benchmarks w/ this architecture back in December 2022. https://aws.amazon.com/blogs/machine-learning/new-performance-improvements-in-amazon-sagemaker-model-pa...

It seems that input_fn does not properly support dynamic batching in the inference.py formatted handler that I need to write when using the sagemaker pytorchModel object. How do I go about fixing this? Add a link to your notebook Add a link to your notebook Describe the bug [Describe the bug Failed...

amazon-sagemaker-examples/training/distributed_training/pytorch/data_parallel/maskrcnn/pytorch_smdataparallel_maskrcnn_demo.ipynb Line 168 in 67925df "! aws ecr get-login-password --region {region} | docker...

Please support reduce_all using the Data Parallel DDP API for tensors while using the SMDPP backend so that we can run our validation runs in parallel rather than on a single rank. validation_loss = dist.all_reduce(loss, op=ReduceOp.AVG) Results in: RuntimeError: SMDDP does not support: ReduceOp For...

Link to the notebook https://github.com/aws/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart-foundation-models/question_answering_retrieval_augmented_generation_jumpstart/question_answering_langchain_jumpstart.ipynb Describe the bug There is a broken on this https://gi...