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75 lines
4.9 KiB
Markdown
75 lines
4.9 KiB
Markdown
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---
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title: Version 0.15
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---
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:::important
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**Trains** is now **ClearML**.
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:::
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### Trains 0.15.1
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**Features**
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* Add direct plotly figure reporting ([GitHub Issue #136](https://github.com/allegroai/trains/issues/136)).
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* Improve matplotlib integration ([GitHub Issue #140](https://github.com/allegroai/trains/issues/140)).
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* Add `Task.set_parent` ([GitHub Issue #144](https://github.com/allegroai/trains/issues/144)).
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* Add `Task.wait_for_status` ([GitHub Issue #145](https://github.com/allegroai/trains/issues/145)).
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* Enhance framework `save` / `load` binding callbacks ([pytorch/ignite Issue #1056](https://github.com/pytorch/ignite/issues/1056)).
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* Add `TrainsJob.is_failed`.
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* Add APIClient support using `trains.backend_api.session.APIClient`.
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* Add URL tracking when using `StorageManager.get_local_copy` (log remote URL instead of local file copy).
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* Improve and expand examples.
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**Bug Fixes**
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* Fix `pytorch_tensorboard.py` example ([GitHub Issue #148](https://github.com/allegroai/trains/issues/148)).
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* Fix `ssh://user@domain@server.com/` in Git repository ([GitHub Issue #149](https://github.com/allegroai/trains/issues/149)).
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* Fix do not call `make_deterministic` on import.
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* Fix initialization wizard (allow at most two verification retries, then print error) ([GitHub trains-agent Issue #16](https://github.com/allegroai/trains-agent/issues/16)).
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* Fix Google CoLab code / package detection.
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* Improve pytorch-ignite integration.
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* Fix TensorFlow version 2 and later histogram binding.
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* Fix `Logger.tensorboard_single_series_per_graph`.
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* Fix anonymous named models.
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* Fix incorrect entry point detection when called from Trains wrapper (e.g. `TrainsLogger` in PyTorch Ignite / Lightning).
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### Trains 0.15.0
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**Features**
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* Add automation support including hyperparameter optimization (see example [here](https://github.com/allegroai/clearml/blob/master/examples/optimization/hyper-parameter-optimization/hyper_parameter_optimizer.py))
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* `Task.init` `auto_connect_arg_parser` argument can accept a dictionary disabling specific keys from the argparser (Trains Slack channel [thread](https://clearml.slack.com/archives/CTK20V944/p1589355878206700))
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* Allow `worker_id` override using `TRAINS_WORKER_NAME` environment variable (Trains Slack channel [thread](https://clearml.slack.com/archives/CTK20V944/p1589920581251600?thread_ts=1589920220.250100&cid=CTK20V944))
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* Support layout configuration for plotly objects using `extra_layout` argument in all `Logger` reporting methods ([GitHub Issue #136](https://github.com/allegroai/trains/issues/136)).
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* Add `Task.execute_remotely` to allow cloning and enqueuing a locally executed task (or stopping and re-enqueuing a remotely executed task) ([GitHub Issue #128](https://github.com/allegroai/trains/issues/128)).
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* Add Parquet framework and model type.
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* Support recursive model folder packaging.
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* Add `Task.get_reported_console_output` and `Task.get_reported_scalars` to allow retrieval of reported output and scalar metrics.
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* Add `Task.add_requirements` to force requirement package into "installed packages."
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* Improve task reuse responsiveness.
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* Add `raise_on_error` (default False) argument to `Model.get_local_copy` and `Artifact.get_local_copy` ([GitHub trains-agent Issue #17](https://github.com/allegroai/trains-agent/issues/17)).
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* Support `Task.get_task` without project name (i.e. all projects)
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* Support using the file calling `Task.init` as the task's script in case sys.argv doesn't point to a git repository
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* Support detecting and remotely executing code running from a module (i.e. `-m module`)
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* Add callback for framework `save` / `load` binding for better integration with pytorch / ignite ([GitHub pytorch/ignite Issue #1056](https://github.com/pytorch/ignite/issues/1056))
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* Support new task types provided in Trains Server v0.15.0
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* Add automation and distributed examples
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* Upgrade default pip version to `<20.2`
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**Bug Fixes**
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* Fix `exact_match_regex` in case of empty pattern ([GitHub Issue #138](https://github.com/allegroai/trains/issues/138)).
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* Address deprecation warning and newer `attrs` versions in MetricsEventAdapter ([GitHub Issue #134](https://github.com/allegroai/trains/issues/134)).
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* Fix issues with plotly support (Trains Slack channel [thread](https://clearml.slack.com/archives/CTK20V944/p1589871253243600) and [thread](https://clearml.slack.com/archives/CTK20V944/p1589279340195000)).
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* Fix default argument behavior to match argparse behavior.
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* Fix `OutputModel` with `task=None` should use current task, if exists.
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* Fix `Task.get_task()` to raise proper error on incorrect `task_id`.
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* Fix `Task.enqueue()` to use an exact queue name match.
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* Fix `NaN`, `Inf` and `-Inf` values display in reported table (not supported by JSON).
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* Limit max requirement size to 0.5 MB.
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* Fix issues with repository analysis.
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* Fix `StorageManager` so it should only try to extract .zip files, `Model` should not auto extract package ([GitHub trains-agent Issue #17](https://github.com/allegroai/trains-agent/issues/17)).
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