Skypilot

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0.2.0

Not secure
We are excited to release SkyPilot 0.2.0, which receives a host of new features, with many enhancements and fixes.

Highlights

* [**Managed Spot**](https://skypilot.readthedocs.io/en/latest/examples/spot-jobs.html) is made much more robust and easier to use.
* Try using `sky spot launch` on your existing yamls!
* We've seen users running 1000s of spot jobs in a recurring schedule.
* [**TPU Pods**](https://skypilot.readthedocs.io/en/latest/reference/tpu.html) are now supported.
* To use a TPU Pod, simply modify e.g., `accelerators: tpu-v2-8` to `accelerators: tpu-v2-32`.
* [**Benchmark**](https://skypilot.readthedocs.io/en/latest/reference/benchmark/index.html): use `sky bench` to easily measure the performance and cost of different cloud resources for your task.
* Provisioning is sped up by ~1 minute.
* Catalog is updated to [V3](https://github.com/skypilot-org/skypilot-catalog/tree/master/catalogs/v3) with 100s of resource changes and 1000s of price changes.
* `A100-80GB` is now available on 3 clouds. Check out `sky show-gpus -a` for GPU prices.
* No action needed as this will be automatically downloaded.

CLI & Task interface
New Features
* Add zone support in YAML 1014
* Add shell completion support for CLI by 1162
* Add `--no-setup` option to `sky launch` to allow for remounting of files without running setup commands again 1184
* Add `sky start --all` to start all clusters 1065
* Add glob support for `sky storage delete` 1117
* Add `--no-follow` option to `sky logs` and `sky spot logs` (print logs so far and exit)

Enhancements
* Show vCPUs in optimizer/benchmark messages 1076
* Make entrypoint optional: for quick VM launching, no more `sky launch <flags> ''`, simply do `sky launch <flags>` 1191
* Make `sky check` automatically enable necessary GCP APIs (1197, 1209); make it more robust for AWS checks (1194)

Managed spot
New Features
* `sky spot launch` now automatically translates file_mounts in a YAML to use cloud storage. 1081 1215
* This means the same YAML for on-demand resources launched by `sky launch` can now be launched by `sky spot launch`.
* Add `--retry-until-up` for `sky spot launch`; improve the responsiveness for `sky spot cancel` https://github.com/skypilot-org/skypilot/pull/1098
* Expose a `$SKYPILOT_RUN_ID` environment variable shared by all recoveries of the same spot job (useful for identifying it in Weights & Biases) 1196
* See the last Note block in [docs](https://skypilot.readthedocs.io/en/latest/examples/spot-jobs.html).

Enhancements
* Distinguish spot controller names for different users https://github.com/skypilot-org/skypilot/pull/1101
* **This may leak an old stopped controller** if you have used `spot launch` with <= 0.1.2.
* Add retry for spot cluster termination https://github.com/skypilot-org/skypilot/pull/1139
* Enable purge for spot controller https://github.com/skypilot-org/skypilot/pull/1107
* Show FAILED_CONTROLLER when controller exit abnormally https://github.com/skypilot-org/skypilot/pull/1143
* Make get_job_timestamp fetching more robust https://github.com/skypilot-org/skypilot/pull/1148
* Fail early when spot cluster name too long occurs on GCP https://github.com/skypilot-org/skypilot/pull/1183

Fixes
* Fix the retry logic for spot cluster launching https://github.com/skypilot-org/skypilot/pull/1150
* Fix non-persistent storage deletion for spot 974
* Fix spot recovery without cloud specified 1077
* Fix spot job duration https://github.com/skypilot-org/skypilot/pull/1104
* Fix `sky spot status -a` for resources and region information https://github.com/skypilot-org/skypilot/pull/1135

TPU support
* Support TPU Pod https://github.com/skypilot-org/skypilot/pull/1001

Provisioner
Enhancements
* Improving provision speed by ~1 minute (1092, 1103, 1108, 1111, 1126)
* Add host VM - GPU compatibility checks for GCP https://github.com/skypilot-org/skypilot/pull/989

Fixes
* Fix GCP VM leak issue https://github.com/skypilot-org/skypilot/pull/1102
* Fix GCP A100 launch error https://github.com/skypilot-org/skypilot/pull/1166
* Fix K80 gpunode by correcting GCP image version https://github.com/skypilot-org/skypilot/pull/1090

On-prem
Enhancements
* **Simplified on-prem deployment**
* `sky admin deploy` now automatically installs `skypilot`, `ray` (and `python3` and `pip3`) on the local cluster under admin user 1116
* Add cluster config schema check https://github.com/skypilot-org/skypilot/pull/1044
* Modify Sky Admin's Setup on Docs https://github.com/skypilot-org/skypilot/pull/1085
* Align Python Versions https://github.com/skypilot-org/skypilot/pull/1086

Fixes
* Fix Sky Status Logging https://github.com/skypilot-org/skypilot/pull/1041

Backend
Enhancements
* Catalog is updated to V3 with 100s of resource changes and 1000s of price changes 1204
* Canonicalize accelerator names in Resources https://github.com/skypilot-org/skypilot/pull/1075
* Reduce the frequency of job status update and remove parallel query https://github.com/skypilot-org/skypilot/pull/1096
* Increase thread limit and fix nofile limit https://github.com/skypilot-org/skypilot/pull/1128

Fixes
* [Storage] Fix public bucket source check in SkyPilot Storage https://github.com/skypilot-org/skypilot/pull/1087
* Fixes ray dashboard hanging problem (1088) https://github.com/skypilot-org/skypilot/pull/1109
* Fix placement group not scheduled issue (issue 1130) https://github.com/skypilot-org/skypilot/pull/1134

Misc. enhancements
* **New example**: Stable Diffusion https://github.com/skypilot-org/skypilot/pull/1149
* `pip install skypilot` now installs `skypilot[aws]` by default https://github.com/skypilot-org/skypilot/pull/1055
* Improve error messages for cloud import errors https://github.com/skypilot-org/skypilot/pull/1156
* Change `~/.ssh/config` permissions https://github.com/skypilot-org/skypilot/pull/1174
* Relative cluster yaml https://github.com/skypilot-org/skypilot/pull/1176
* UX: remove DURATION, move HOURLY_PRICE in status table (-a) https://github.com/skypilot-org/skypilot/pull/1129

Thanks to all Contributors!
New contributors
* sumanthgenz made their first contribution in https://github.com/skypilot-org/skypilot/pull/1065
* ewzeng made their first contribution in https://github.com/skypilot-org/skypilot/pull/1174

Many thanks to all contributors who contributed to this release!

Michaelvll, concretevitamin, infwinston, michaelzhiluo, WoosukKwon, romilbhardwaj, sumanthgenz, ewzeng, iojw, franklsf95

0.1.1

Not secure
Highlights
This is our first release for SkyPilot -- a framework for easily running machine learning workloads on any cloud through a unified interface. No knowledge of cloud offerings is required or expected – you simply define the workload and its resource requirements, and SkyPilot will automatically execute it on AWS, Google Cloud Platform or Microsoft Azure.
Key features

- Run existing projects on the cloud with zero code changes
- Easily provision VMs across multiple cloud platforms (AWS, Azure or GCP)
- Easily manage multiple clusters to handle different projects
- Quick access to cloud instances for development
- Store datasets on the cloud and access them like you would on a local file system
- No cloud lock-in – seamlessly run your code across cloud providers

Thanks
Many thanks to all those who contributed to this release!
concretevitamin romilbhardwaj Michaelvll infwinston michaelzhiluo WoosukKwon suquark mraheja gmittal iojw lhqing franklsf95

**Full Changelog**: https://github.com/skypilot-org/skypilot/commits/v0.1.1

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