Various improvements to Tune Pytorch CIFAR tutorial #50316
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* added missing pip requirements * surpressed verbose outputs with a few `hide-cell` tags * improved overall narrative flow * factored out dataset creation code to make things tidy * added net.train() net.eval() toggles * added weight decay, as a treat * consistent use of nn.DataParallel * deduplicated discussion about search spaces * fixed the smoke tests Signed-off-by: Ricardo Decal <rdecal@anyscale.com>
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pcmoritz
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Mar 5, 2025
Signed-off-by: Ricardo Decal <crypdick@users.noreply.github.com>
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## Why are these changes needed? * added missing pip requirements * surpressed verbose outputs with a few `hide-cell` tags * improved overall narrative flow * factored out dataset creation code to make things tidy * added net.train() net.eval() toggles * added weight decay, as a treat * consistent use of nn.DataParallel * deduplicated discussion about search spaces * fixed the smoke tests ## Related issue number N/A ## Checks - [X] I've signed off every commit(by using the -s flag, i.e., `git commit -s`) in this PR. - [ ] I've run `scripts/format.sh` to lint the changes in this PR. - [ ] I've included any doc changes needed for https://docs.ray.io/en/master/. - [ ] I've added any new APIs to the API Reference. For example, if I added a method in Tune, I've added it in `doc/source/tune/api/` under the corresponding `.rst` file. - [ ] I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/ - Testing Strategy - [ ] Unit tests - [ ] Release tests - [ ] This PR is not tested :( Signed-off-by: Ricardo Decal <rdecal@anyscale.com> Signed-off-by: Ricardo Decal <crypdick@users.noreply.github.com> Signed-off-by: Abrar Sheikh <abrar@anyscale.com>
elimelt
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Mar 9, 2025
…t#50316) ## Why are these changes needed? * added missing pip requirements * surpressed verbose outputs with a few `hide-cell` tags * improved overall narrative flow * factored out dataset creation code to make things tidy * added net.train() net.eval() toggles * added weight decay, as a treat * consistent use of nn.DataParallel * deduplicated discussion about search spaces * fixed the smoke tests ## Related issue number N/A ## Checks - [X] I've signed off every commit(by using the -s flag, i.e., `git commit -s`) in this PR. - [ ] I've run `scripts/format.sh` to lint the changes in this PR. - [ ] I've included any doc changes needed for https://docs.ray.io/en/master/. - [ ] I've added any new APIs to the API Reference. For example, if I added a method in Tune, I've added it in `doc/source/tune/api/` under the corresponding `.rst` file. - [ ] I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/ - Testing Strategy - [ ] Unit tests - [ ] Release tests - [ ] This PR is not tested :( Signed-off-by: Ricardo Decal <rdecal@anyscale.com> Signed-off-by: Ricardo Decal <crypdick@users.noreply.github.com>
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Why are these changes needed?
hide-celltagsRelated issue number
N/A
Checks
git commit -s) in this PR.scripts/format.shto lint the changes in this PR.method in Tune, I've added it in
doc/source/tune/api/under thecorresponding
.rstfile.