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jmbuhr avatar jmbuhr commented on July 17, 2024

I took one of the targets examples and transferred it one-to-one to hamilton to see how the concepts compare. Both workflows are implemented in modules and make use of helper functions from a separate module. Then both are started interactively from quarto documents and their results and graphs visualized in the rendered output of said notebooks: http://jmbuhr.de/targets-hamilton-comparison/ (source code: https://github.com/jmbuhr/targets-hamilton-comparison)

Again, this is for exploration of possibilities, not to impose paradigms on you :)

In this first pass I noticed two things I was missing in hamilton compared to targets when it comes to caching:

  • changing a function that is used by a node, but is not itself a node, should also invalidated the cache of the node
  • loading the cached result from any node independently of the dr.execute run as with tar_load(<name of node>) (https://docs.ropensci.org/targets/reference/tar_load.html) is super helpful for interactively picking up where you left of with a workflow and working on different parts of it.

from hamilton.

jmbuhr avatar jmbuhr commented on July 17, 2024

For inspiration, the developer documentation of how targets does caching might come in handy: https://books.ropensci.org/targets-design/data.html#skipping-up-to-date-targets

from hamilton.

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