AzureML Compute Instance Mount Data (SDK V2)

Summary The AzureML Compute Instance provides a managed environment for machine learning workflows, and accessing blob data storage is a common requirement. In this scenario, the goal is to mount the blob data storage and access the data as if it were a native file system, without downloading the data to disk. The AzureML V2 … Read more

Parameter count difference between UNETR paper and MONAI implementation

Summary The discrepancy in the reported number of parameters between the UNETR paper and the MONAI implementation is a critical issue that needs to be addressed. Parameter count accuracy is essential in deep learning research, as it affects the comparison of different models. The UNETR paper reports approximately 92.58M parameters, while the MONAI implementation reports … Read more

How does WordPress use PHP to render dynamic pages?

Summary WordPress uses PHP to render dynamic pages by fetching content from a database and using themes and templates to structure the output. The process involves several steps, including querying the database, processing templates, and executing PHP code. Root Cause The root cause of WordPress’s ability to render dynamic pages lies in its use of: … Read more

HTML `datalist` with ghost effect on Chrome for Android

Summary The issue at hand is related to the HTML datalist element and its behavior on Chrome for Android. When using a dynamic datalist to simulate a search function with AJAX, the list of suggestions sometimes gets stuck or frozen with old results, and in some cases, exhibits a ghost effect where the old results … Read more

AdaBoost performance degrades when exported to ONNX

Summary The performance of an AdaBoost model degrades significantly when exported to ONNX, resulting in a 5x increase in false positives. This issue arises when using SAMME.R and a Decision Tree as the base learner for binary classification, with MinMaxScaler for preprocessing. Root Cause The root cause of this problem can be attributed to: Loss … Read more

Passing in initial context to a Microsoft Agent Framework Agent

Summary The issue at hand is passing initial context to a Microsoft Agent Framework Agent. The current approach involves creating a new ChatMessage, passing it into the workflow instance, and using an executor to extract the contents into IWorkflowContext. However, this method seems flakey and prone to errors. Root Cause The root cause of this … Read more