Determined

31c0edc docs: add RPM package install documentation (674)
e3757af feat: support IndexedSlices for multi-GPU TF2 training [DET-3186] (608)
052da17 build: build storybooks as part of CI [DET-3248] (622)
7d9a115 feat: enable sign in button when last username is recalled (679)
44103f9 fix: update /info to not require auth (677)
642b851 feat: checkpoint export from database fields (664)
9b78b54 chore: remove unused variables (675)
1d03c75 fix: update state labels to be more user-friendly (672)
481d72a fix: eagerly update experiments on successful write actions [DET-3263] (642)
3b07678 feat: add task list page route and placeholder [DET-3220] (636)
4c2d0a6 feat: remember last logged in username [DET-3274] (660)
18c8125 refactor: set up experiments context [DET-3255] (640)
5e5b188 chore: add license to pip metadata (669)
05aa3d2 feat: support TF Keras EarlyStopping callbacks [DET-3240] (666)
4056146 docs: add to FAQ how to port a TF core graph model (650)
c8bb942 feat: support Estimator early stopping hooks [DET-3239] (661)
3ab90a6 test: temporarily disable AMP test since it causes NaNs (670)
629f106 feat: treat NaN metrics as an error (667)
db76932 fix: set auth cookie path to apply site wide (668)
6588f77 feat: decouple agent information from workloads starting tasks [DET-3178] (631)
f604a28 feat: read cookies in the new API auth module (665)
9da1063 fix: space out WebUI plot x-axis ticks a bit more (658)
b9d9324 feat: support early stopping callbacks on a validation step (662)
cfb3f51 feat: add user auth to new api (649)
414bfdf fix: set authentication failure reason synchronously. (659)
ed94d86 feat: decouple agents from transmitting container status changes [DET-3174] (646)
f27146a fix: address minor login issues (611)
d014500 revert: "revert: "feat: support stopping training in trial code [DET-3238] (648)" (654)" (656)
44a398a feat: ensure WebUI version is up to date with platform version (632)
5baea6a revert: "feat: support stopping training in trial code [DET-3238] (648)" (654)
ee1314f feat: support stopping training in trial code [DET-3238] (648)
fa09a74 ci: download protoc install to /tmp (653)
9759ce7 docs: release notes for 0.12.5 (595) (651)
5f476df chore: remove yarn mentions from tests (635)
8662fda fix: correct filename in Elm Makefile (647)
0e7ca0a feat: add checkpoint metadata to cli describe commands (645)
84e875a test: fix nightly nas and iris tf keras tests [DET-3264] (644)
4ff9fa0 feat: checkpoint metadata api (619)
cbbe117 chore: move proto files to determined namespace (639)
fafd686 feat: add template endpoints to new api (638)
4bad652 feat: support USER_CANCELLED exited reason (637)
d1146d3 refactor: update link to support secure blank targets (612)
f71d64e feat: add page component [DET-3232] (614)
25e725e feat: support gradient clipping in PyTorchTrial via callbacks (615)
80e39d0 feat: add antd breadcrumb stories [DET-3002] (582)
5c9afa2 feat: add activate, pause, and cancel actions to task cards [DET-2934] (585)
a3e121a feat: add end of training callback to EstimatorTrial (621)
8056055 feat: make agent starting period configurable [DET-3219] (624)
8fdc371 chore: upgrade proto libraries (630)
bdfd980 fix: correct logic for checking if a validation is the best one seen (601)
f590fc3 chore: remove container recovery (629)
a8c1bb2 feat: add master endpoint to new api (627)
678d53d chore: ignore pkg dir in proto sub project (628)
65b5c17 chore: bump version: 0.12.5.dev0 -> 0.12.6.dev0 (625)
13c0db2 chore: move proto to separate top level package (620)
897f2f6 revert: make agent starting period configurable [DET-3219] (623)
7f83e97 feat: make agent starting period configurable [DET-3219] (610)
b01b560 fix: read docker config file from HOME directory (587)
e0d0447 feat: make GCP operation tracker timeout configuration [DET-3182] (598)
0011218 feat: add agent endpoints for new api (613)
b08657e test: set seed for fashion mnist nightly convergence test (616)
92ecfc0 fix: pass checkpoint gc metadata as a file (606)
52b006e feat: decouple container logs from agents (604)
3379eca test: remove WebUI e2e-tests dependency on det-deploy [DET-3072 DET-2652] (575)
c5c5eaf fix: simplify login and logout (553)
976617e refactor: remove additional determined routing [DET-3216] (609)
6dcfde7 refactor: separate API configs (584)
4050020 feat: initial grpc support (552)
fd34fec chore: resolve new node security vulnerabilities (607)
3bb6b83 feat: support early trial termination (586)
88c3fbb test: create a test suite for examples (597)
5474ac4 ci: fix upload-try-now-template (599)
2c457aa ci: fix changelog generation (603)
eb057e2 docs: various fixes for Native API docs
9e17699 fix: synchronize before gradient clipping in PyTorch (602)
fa97c3b fix: properly stringify optional public message (590)
159c41f docs: update sphinx theme version
924f1d5 feat: BERT on SQuAD Dataset (574)
1e7025b docs: fix checkpoint load default path
31bcf57 fix: avoid saving pytorch model architecture (594)
445f5cd docs: clarify documentation for agent startup script
21b1832 docs: fixes for PyTorch API docs.
beba5f8 feat: use str instead of pathlib.Path in checkpoint callbacks
173e48f fix: enable logging with --local --test mode (589)
d415758 fix: use "Agent ID" instead of "Agent Name" in CLI.



Docker images

- `docker pull determinedai/determined-master:0.12.7`
- `docker pull determinedai/determined-master:d770579`
- `docker pull determinedai/determined-master:d770579b5ab09c662fa5325b535a8d4e202d7564`
- `docker pull determinedai/determined-dev:determined-master-d770579`
- `docker pull determinedai/determined-dev:determined-master-d770579b5ab09c662fa5325b535a8d4e202d7564`

[Release Notes](https://docs.determined.ai/0.12.5/release-notes.html#version-0-12-5)

Changelog

d9a2cdc fix: avoid saving pytorch model architecture (594)
071b3eb docs: release notes for 0.12.5 (595)
be835fd feat: use str instead of pathlib.Path in checkpoint callbacks
4b1c8ca fix: enable logging with --local --test mode (589)
0978df0 docs: add documentation for EsatimatorTrial callbacks
2e1eb39 feat: add callbacks to EstimatorTrial
52d50c9 fix: fix off-by-one error in master logs
fc27be0 feat: auto focus the username field on page load (580)
9475664 docs: tweak advice on mounting file systems with cloud deployments
49ae381 docs: use "distributed training" to mean any kind of multi-GPU training
9e5506d feat: support hooks in EvalSpec when using TF Estimators
f975690 docs: add documentation for pytorch callbacks
9ab8984 feat: add timeout to tensorboard startup
354c744 fix: fix startup-hook.sh for tensorboard-entrypoint.sh
69999cd docs: evaluation functions should return JSON-serializable metrics
e0ec9f1 feat: support PyTorch on_validation_end callbacks with multi-GPU
bd569b6 feat: update to nccl 2.6.4 and fix multi-machine dtrain (564)
1b79ec1 feat: add meta-learning example using protonets (527)
b003bc7 docs: re-organize model definitions docs
7b82073 docs: package-based install documentation improvements
b0f075d feat: bump YogaDL verion to 0.1.1
ae8e192 feat: make TF 2.2 the default TF2 version
253fd74 feat: support TF 2.2
4f99bb9 feat: add multiple lr schedulers example
085114e fix: pass s3 endpoint url to tensorboard process
2cf584c fix: set default http method name to GET (516)
a7a3221 feat: add on_checkpoint_end PyTorch callback
5fa952e feat: add user with password and user without password to tests
5c8bf4c fix: enable OSX interactive session during det user create
9c08cc6 feat: support arbitrary login redirect routes (522)
47ec6cc feat: checkpoint load uses trial to retrieve checkpoints
f14f769 feat: add model code to checkpoints
8623fea feat: add ability to load a trial class locally
f1b30a4 feat: support `--csv`, `--json` to `slot list` and `agent list` in CLI
9a707ab docs: add CONTRIBUTING guidelines
bdf83f8 fix: don't support AMP w/ aggregation_frequency > 1
13078b7 docs: update Users docs for auto-login removal [DET-2992] (532)
25ffffe fix: re-sync package-lock.json to package.json for react
87dc544 docs: various fixes
208ee11 feat: add imagenet NAS architecture (378)
6c185a2 feat: add container count to "det agent list"
ebf3628 feat: make Link component to be based on HTML anchor tag
2300788 docs: release notes for v0.12.4 (520)
7668874 fix: update login docs link
74b0fb4 feat: add support for presenting the authentication token
b659f72 docs: update reference docs to include PyTorchTrialContext
4c55a90 feat: add a PyTorchContext with ability to access model, optimizer, lr scheduler
f2726c6 feat: add generic callback support to PyTorch trials




Docker images

- `docker pull determinedai/determined-master:0.12.5`
- `docker pull determinedai/determined-master:35e75b5`
- `docker pull determinedai/determined-master:35e75b5c2fa2241f2ecdccbdc58634d107234377`

e0089fd docs: release notes for v0.12.4 (520)

abe61c9 ci: use bigger clusters for release parties (508)
2d4700f ci: don't require approval for deploying release-.* branches (504)
b9bb9bc build: tag git commit when using bumpversion (502)
2688d5d revert "add ability to load a trial class locally"
cae7881 revert: "add model code to checkpoints"
350cb4f revert: checkpoint load uses trial to retrieve keras h5 checkpoints"

935e5f1 test: install pandas to fix iris test
90e5302 chore: rename fixture-up to cluster-up
1edd6c7 fix: use master_host in default agent config
734b242 build: remove commit message check (499)
8f81497 chore: update linter and templates for squash-and-merge compatibility (496)
f1b9a1d fix: checkpoint load uses trial to retrieve keras h5 checkpoints
d1ac971 feat: add model code to checkpoints
64a9218 feat: add ability to load a trial class locally
3640fb9 docs: updates for recent changes
161c1da fix: add missing request headers
5c272c5 ci: test packaging
f4924f7 chore: various minor cleanups to the provisioner
31ac008 chore: minor cleanup for filterable view code in scheduler
a0db589 fix: include `LaunchTime` in implementation of equality for `Instance`
01c7196 fix: fix logic for updating instance snapshot in provisioner
5d4b0d6 docs: fix custom env tf.2 snippet
b643c39 fix: fix opening shell
a58d865 fix: fix shell host address parsing
f358d83 fix: pass a string for visible devices, as TF expects
62feea0 docs: add additional Docker install instructions
8bdda00 chore: remove patch_saver_restore for tf_keras
8e74b74 refactor: remove dependency on GPUtil
928e689 fix: set the ApiBuilder errorType based on the response code
3a50670 chore: remove hasura
b9ba90a test: adjust confidence threshold for a successful convergence
2825753 chore: rename best checkpoint to imply its a function
3de5ef2 chore: remove graphql dependency from commons
fd32687 chore: remove GraphQL from React SPA
1187d5d chore: add experiment summary query to replace hasura in react
54e0cec fix: add missing "f" for format string