A python based tool for Meltpool Tomography.
Project description
MTPy
Overview
A modular, extensible, and modifiable python based tool for Meltpool Tomography. The aim of this tool is to create a core library of PBF tools that can be applied in the many areas of our research on the topic.
Current Features
- Streaming of larger-than-RAM datasets from HDD for:
- analysis
- plotting
- Data mining
- No need for binning or other data reduction methods
- Distributed computing, allowing for analysis to take place on compute clusters and larger distributed systems
- Extensive type hinting and structurally subtyped composition. This design ensures that:
- New modules can easily be added
- Documentation can be automatically generated
- Users will get LSP tooltips to help them develop quickly
- Static analysis can be used to catch errors quickly
- Modules can easily and seamlessly be implemented in more performant, statically typed languages (e.g: the
read_aconity_layerssubmodule here, written in rust)
- Detailed, togglable user feedback and debug logs, allowing for quick diagnosis of problems when they occur
- Test coverage for core, IO interfaces (as they are most likely parts to error) with plans to expand coverage in the future
Planned Features
- A CLI to avoid the need for scripting when doing common analyses
- A new GUI to allow non-programming researchers to use the tool (previous GUI
Melterwas a good demonstrator but isn't really fit for our current purposes) - Reimplementation of the previouslt removed interactive 3d plot feature
- GPU support to further accelerate analysis of extremely large datasets
- Better sample detection via mathematically driven raster detection
ToDo
- implement a CLI for basic functions
- rewrite experimental GUI using flet
- implement Dask GPU support
- Add raster detection component as processor
- fix interactive 3d tomography visualizations (in-progress project)
- Carve out save/load functionality into a separate module
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