Engine abstraction to support various hardware backends and accelerators: CPU, GPU, multi GPU, distributed GPU, TPU, Apex, and AMP half-precision training.
Logger abstraction to support various monitoring tools: console, tensorboard, MLflow, etc.
Trial abstraction to support various hyperoptimization tools: Optuna, Ray, etc.
Metric abstraction to support various of machine learning metrics: classification, segmentation, RecSys and NLP.
Full support for Hydra API.
Full DDP support for Python API.
MLflow support for metrics logging.
United API for model post-processing: tracing, quantization, pruning, onnx-exporting.
United API for metrics: classification, segmentation, RecSys, and NLP with full DDP and micro/macro/weighted/etc aggregations support.
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Bumps catalyst[cv] from 20.7 to 21.3.1.
Release notes
Sourced from catalyst[cv]'s releases.
... (truncated)
Commits
4723d36
Engine docs (#1141)776647e
Github CI fixes (#1143)df570a4
fix:_key_value
for schedulers in case of multiple optimizers fixed (#1146)45fe1bd
updated dl_cpu(workflows)- For passing CI-Tests (#1135)6f8c0b4
Readme update2 (#1142)a7720d8
Fix topk metrics (#1140)2e3ef50
Additive margin softmax (#1131)77599e5
Readme update (#1137)5d50190
Data fixes and readme update (#1136)f153d69
Add gradient clipping (#1124)Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting
@dependabot rebase
.Dependabot commands and options
You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself) - `@dependabot badge me` will comment on this PR with code to add a "Dependabot enabled" badge to your readme Additionally, you can set the following in the `.dependabot/config.yml` file in this repo: - Update frequency - Out-of-range updates (receive only lockfile updates, if desired) - Security updates (receive only security updates, if desired)