determined
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
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- docker-compose.yaml
- agent-no-connection.devcluster.yaml
- custom-agent-version.devcluster.yaml
- double-priority.devcluster.yaml
- double-reattach.devcluster.yaml
- double.devcluster.yaml
- elastic-base.devcluster.yaml
- elastic.devcluster.yaml
- multi-k8s.devcluster.yaml
- multi-resource-pools.devcluster.yaml
- oauth.devcluster.yaml
- perftest.devcluster.yaml
- port-registry.devcluster.yaml
- postgres-with-ssl.devcluster.yaml
- priority.devcluster.yaml
- rbac-model-registry.yaml
- react-rbac.devcluster.yaml
- react.devcluster.yaml
- saml.devcluster.yaml
- single-k8s.devcluster.yaml
- single-rbac.devcluster.yaml
- agent.yaml
- master.yaml
- collect_logs.py
- generate_cert.sh
- get_output_from_stack.py
- job_level_alerts.py
- pull_image_daemonset.yaml
- sanity.sh
- terminate-vpc-circleci.sh
- upload_perf_results.py
- upload_test_results.py
- wait_for_master.py
- wait_for_perf_migration_upload_results.py
- wait_for_server.py
- config.yml
- real_config.yml
- devcontainer.json
- README.md
- server.sh
- setup.sh
- start.sh
- bug_report.yml
- config.yml
- feature_request.yml
- question.yml
- lint-migrations.sh
- backport.yaml
- check-rebaseable.yml
- doc-review.yml
- labeler.yml
- link-artifacts.yml
- link-docs-preview.yml
- lint-bindings.yml
- lint-docs.yml
- lint-go.yml
- lint-migrations.yml
- lint-python.yml
- lint-react.yml
- lint-secrets.yml
- notify-fork-prs.yml
- pre-commit.yml
- publish-helm.yml
- scan-docker-images.yml
- semantic.yml
- start-minor-release.yml
- CODEOWNERS
- commit_template.txt
- dependabot.yml
- labeler.yml
- pull_request_template.md
- completion.go
- init.go
- main.go
- root.go
- run.go
- run_test.go
- version.go
- const.go
- container.go
- container_api_test.go
- container_runtime.go
- errors.go
- events.go
- manager.go
- manager_api_test.go
- manager_test.go
- spec.go
- cpu.go
- detect.go
- nvidia.go
- rocm.go
- rocm_test.go
- options.go
- options_test.go
- agent.go
- api.go
- core.go
- errors.go
- agent.postinst
- agent.postrm
- agent.prerm
- agent.yaml
- determined-agent.service
- entrypoint.sh
- crutils.go
- docker.go
- docker_api_test.go
- docker_credential_store.go
- docker_test.go
- events.go
- pull_log_formatter.go
- types.go
- fixtures.go
- log_hook.go
- .gitignore
- .goreleaser.yml
- .goreleaser_dryrun.yml
- .goreleaser_ee.yml
- .goreleaser_ee_dryrun.yml
- Dockerfile
- get-deps.sh
- Makefile
- configuration.ts.template
- custom.d.ts
- index.ts.template
- .gitignore
- generate_bindings_py.py
- generate_bindings_ts.py
- Makefile
- requirements.txt
- swagger_parser.py
- all_published_urls_ever.json
- redirects.json
- sort_by_weight.py
- attn-enterprise-edition.txt
- basic-installation.txt
- note-dtrain-learn-more.txt
- note-local-dtrain-job.txt
- note-pip-install-determined.txt
- note-premade-tutorial-script.txt
- password-note.txt
- password-steps-helm.txt
- password-steps-webui.txt
- tip-keep-install-instructions.txt
- developer-guide.png
- getting-started.png
- integrations.png
- reference.png
- setup.png
- tools.png
- .gitignore
- analytics.html
- article-header-buttons.html
- page.html
- search-field.html
- sidebar-version.html
- toggle-primary-sidebar.html
- MetricHPE-Web-Black.eot
- MetricHPE-Web-Black.woff
- MetricHPE-Web-BlackItalic.eot
- MetricHPE-Web-BlackItalic.woff
- MetricHPE-Web-Bold.eot
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- MetricHPE-Web-Light.eot
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- MetricHPE-Web-Regular.woff
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- MetricHPE-Web-Thin.eot
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- MetricHPE-Web-ThinItalic.eot
- MetricHPE-Web-ThinItalic.woff
- MetricHPEXS-Bold.otf
- MetricHPEXS-BoldItalic.otf
- MetricHPEXS-Italic.otf
- MetricHPEXS-Regular.otf
- MetricHPEXSBlack-Italic.otf
- MetricHPEXSBlack-Regular.otf
- MetricHPEXSLight-Italic.otf
- MetricHPEXSLight-Regular.otf
- MetricHPEXSMedium-Italic.otf
- MetricHPEXSMedium-Regular.otf
- MetricHPEXSSemibold-Italic.otf
- MetricHPEXSSemibold-Regular.otf
- MetricHPEXSThin-Italic.otf
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- MetricHPEXSThin-Regular.woff
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- OpenSans-Bold.ttf
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- OpenSans-Italic.ttf
- OpenSans-Light.ttf
- OpenSans-LightItalic.ttf
- OpenSans-Medium.ttf
- OpenSans-MediumItalic.ttf
- OpenSans-Regular.ttf
- OpenSans-SemiBold.ttf
- OpenSans-SemiBoldItalic.ttf
- SourceCodePro-Bold.eot
- SourceCodePro-Regular.eot
- SourceCodePro-Bold.otf
- SourceCodePro-Regular.otf
- SourceCodePro-Bold.svg
- SourceCodePro-Regular.svg
- SourceCodePro-Bold.ttf
- SourceCodePro-Regular.ttf
- SourceCodePro-Bold.woff
- SourceCodePro-Regular.woff
- SourceSansPro-Bold.eot
- SourceSansPro-BoldIt.eot
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- SourceSansPro-Bold.otf.woff
- SourceSansPro-BoldIt.otf.woff
- SourceSansPro-It.otf.woff
- SourceSansPro-Regular.otf.woff
- _det-ai-sys-arch-01-dark.png
- _det-ai-sys-arch-01-light.png
- _det-ai-sys-arch-01-start-dark.png
- _det-ai-sys-arch-01-start-light.png
- _det-ai-sys-k8s-01-dark.png
- _det-ai-sys-k8s-01-light.png
- _dtrain-loop-dark.png
- _dtrain-loop-light.png
- _rbac-example-setup-dark.png
- _rbac-example-setup-light.png
- adaptive-asha-experiment-detail.png
- api-core-ug-hp.png
- api-core-ug-metrics.png
- arch00.png
- arch01.png
- arch02.png
- arch03.png
- arch04.png
- asha.gif
- CIFAR10.png
- completed-checkpoint.png
- det-arch-elastic-infra.png
- det-cloud-architecture.png
- dtrain_results@2x.jpg
- early-stopping-tensorboard@2x.jpg
- favicon-hpe.ico
- favicon.ico
- grafana-alert-config.png
- grafana-example.png
- historical-cluster-usage-data.png
- hp_experiment_page@2x.jpg
- ide_setup1.png
- ide_setup2.png
- ide_setup3.png
- ide_setup4.png
- ide_setup5.png
- launch-cpu-notebook@2x.jpg
- life-of-a-native-experiment.png
- logo-determined-ai-white.svg
- logo-determined-ai.svg
- logo-hpe-on-dark-horizontal.svg
- logo-hpe-on-light-horizontal.svg
- logo.png
- mnist-example@2x.jpg
- MNIST_fashion.png
- pach-batch-inf-pipeline.png
- pytorch_dashboard@2x.jpg
- pytorch_experiment@2x.jpg
- pytorch_trial_completed@2x.jpg
- pytorch_trial_lhs@2x.jpg
- qs01c.png
- qs03.png
- qs04.png
- qs05.png
- qs06.png
- qs07.png
- qswebui-metrics-local.png
- qswebui-metrics-remote.png
- qswebui-mnist-pytorch-search.png
- qswebui-multi-trial-search.png
- qswebui-recent-local.png
- qswebui-recent-remote.png
- resource-util-dash-1.png
- resource-util-dash-2.png
- resource-util-dash-3.png
- resource-util-dash-4.png
- sha.gif
- slack-app-configuration.jpeg
- slack-base-url-config.png
- slack-incoming-webhooks-page.jpeg
- slack-message-with-links.png
- slack-message-without-links.png
- slack-webhook-creation-in-determined.jpeg
- swagger-ui-location.png
- task-list@2x.jpg
- tensorboard@2x.jpg
- test-webhook.png
- webhook-test-success.png
- webhook.png
- webhook_action.png
- webhook_modal.png
- webui-cluster-overview.png
- webui-data-link.png
- webui-metrics-epoch-based.png
- webui-runs-compared.png
- webui-runs.png
- zapier_code_input.png
- zapier_code_result.png
- zapier_new_webhook.png
- zapier_python.png
- zapier_request_found.png
- zapier_test.png
- zapier_webhook.png
- zapier_webhook_url.png
- features.gif
- webui.png
- docsearch.sbt.js
- determined.css
- hpe.css
- .gitignore
- backend_EE.conf
- backend_OSS.conf
- cdn.tf
- input.tf
- main.tf
- Makefile
- promote.py
- README.md
- s3.tf
- scrape.py
- upload.py
- vars_EE.yaml
- vars_OSS.yaml
- _index.rst
- introduction.rst
- system-architecture.rst
- _index.rst
- _index.rst
- basic.rst
- webui-qs.rst
- _index.rst
- pachyderm.rst
- _index.rst
- pycharm.rst
- vscode.rst
- _index.rst
- slack.rst
- workload-alerting.rst
- zapier.rst
- _index.rst
- _index.rst
- _index.rst
- _index.rst
- access-tokens.rst
- auto-posix.rst
- oauth.rst
- oidc.rst
- rbac.rst
- saml.rst
- scim.rst
- tls.rst
- _index.rst
- cluster-overview.rst
- config-policies.rst
- historical-cluster-usage-data.rst
- troubleshooting.rst
- upgrade.rst
- users-remote.rst
- users.rst
- workspaces-rpools.rst
- workspaces.rst
- _index.rst
- advanced.rst
- deepspeed.rst
- pytorch2deepspeed.rst
- _index.rst
- api-core-ug-basic.rst
- api-core-ug.rst
- api-keras-ug.rst
- api-pytorch-ug.rst
- _index.rst
- batch-process-api-ug.rst
- _index.rst
- config-templates.rst
- dtrain-implement.rst
- dtrain-introduction.rst
- reproducibility.rst
- _index.rst
- hp-adaptive-asha.rst
- hp-grid.rst
- hp-random.rst
- hp-single.rst
- _index.rst
- configure-hp-ranges.rst
- handle-trial-errors.rst
- hp-constraints-det.rst
- instrument-model-code.rst
- _index.rst
- checkpoints.rst
- model-registry-org.rst
- _index.rst
- custom-env.rst
- set-environment-images.rst
- tensorflow-support.rst
- _index.rst
- create-experiment.rst
- debug-models.rst
- load-model-data.rst
- manage-job-queue.rst
- profiling.rst
- api-torch-batch-process-reference.rst
- _index.rst
- agent-config-reference.rst
- common-config-options.rst
- helm-config-reference.rst
- master-config-reference.rst
- _index.rst
- example-workflows.rst
- python-sdk.rst
- _index.rst
- api-core-reference.rst
- api-deepspeed-reference.rst
- api-det-reference.rst
- api-keras-reference.rst
- api-pytorch-reference.rst
- api-pytorch-samplers-reference.rst
- api-transformers-reference.rst
- _index.rst
- cli-reference.rst
- experiment-config-reference.rst
- job-config-reference.rst
- rest-api.rst
- gen-ai-warning.rst
- README.md
- _index.rst
- aws-spot.rst
- dynamic-agents-aws.rst
- install-on-aws.rst
- _index.rst
- adv-requirements.rst
- infiniband.rst
- k8s-versions.rst
- postgresql-setup-guide.rst
- postgresql.rst
- singularity.rst
- _index.rst
- dynamic-agents-gcp.rst
- install-gcp.rst
- _index.rst
- controller-reviews.rst
- custom-pod-specs.rst
- helm-commands.rst
- install-on-kubernetes.rst
- internal-task-gateway.rst
- k8s-dev-guide.rst
- resource-caps.rst
- setup-aks-cluster.rst
- setup-eks-cluster.rst
- setup-gke-cluster.rst
- setup-multiple-resource-managers.rst
- troubleshooting.rst
- _index.rst
- deploy.rst
- docker.rst
- homebrew.rst
- index.rst
- linux-packages.rst
- wsl.rst
- _index.rst
- requirements.rst
- _index.rst
- callout-1.png
- callout-2.png
- callout-3.png
- hpc-environment-requirements.rst
- hpc-launching-arch-diagram.png
- hpc-launching-architecture.rst
- hpc-security-considerations.rst
- install-on-slurm.rst
- singularity.rst
- slurm-known-issues.rst
- slurm-requirements.rst
- upgrade-on-hpc.rst
- _index.rst
- cluster-configuration.rst
- rocm-support.rst
- setup-clients.rst
- favicon-16x16.png
- favicon-32x32.png
- index.css
- index.html
- oauth2-redirect.html
- swagger-ui-bundle.js
- swagger-ui-bundle.js.map
- swagger-ui-es-bundle-core.js
- swagger-ui-es-bundle-core.js.map
- swagger-ui-es-bundle.js
- swagger-ui-es-bundle.js.map
- swagger-ui-main-deploy.js
- swagger-ui-main.js
- swagger-ui-standalone-preset.js
- swagger-ui-standalone-preset.js.map
- swagger-ui.css
- swagger-ui.css.map
- swagger-ui.js
- swagger-ui.js.map
- cli-ug.rst
- commands-and-shells.rst
- _index.rst
- _index.rst
- notebooks.rst
- proxy-ports.rst
- tensorboard.rst
- webui-if.rst
- _index.rst
- distributed-training-checkpointing.rst
- save-load-checkpoints.rst
- simple-metrics-reporting.rst
- transition-managed-determined.rst
- _index.rst
- pachyderm-cat-dog.rst
- pytorch-mnist-tutorial.rst
- quickstart-mdldev.rst
- viewing-epoch-based-metrics.rst
- .gitignore
- conf.py
- exclude-versions.txt
- gen-versions.py
- gen-versions.sh
- index.rst
- live.py
- Makefile
- README.md
- rebrand-docs.py
- redirects.py
- release-notes.rst
- requirements.txt
- sphinx-wrapper.py
- sphinx_ext_downloads.py
- __init__.py
- abstract_cluster.py
- conftest.py
- managed_cluster.py
- managed_cluster_k8s.py
- test_agent.py
- test_agent_disable.py
- test_agent_restart.py
- test_agent_user_group.py
- test_checkpoints.py
- test_cluster_message.py
- test_config_policies.py
- test_coscheduler.py
- test_exp_continue.py
- test_experiment_delete.py
- test_groups.py
- test_job_queue.py
- test_log_policies.py
- test_logging.py
- test_master_restart.py
- test_model_registry.py
- test_model_registry_rbac.py
- test_multi_k8s.py
- test_oauth2_scim_client.py
- test_priority_scheduler.py
- test_proxy.py
- test_rbac.py
- test_rbac_misc.py
- test_rbac_ntsc.py
- test_resource_manager.py
- test_resource_pools.py
- test_saml.py
- test_scim.py
- test_ship_logs.py
- test_slurm.py
- test_support_bundle.py
- test_users.py
- test_webhooks.py
- test_wksp_nmsp_concurrency.py
- test_workspace_org.py
- utils.py
- __init__.py
- command.py
- test_notebook.py
- test_run.py
- test_shell.py
- test_tensorboard.py
- agent.yaml
- master.yaml
- __init__.py
- test_local.py
- test_nvidia_driver.py
- __init__.py
- experiment.py
- noop.py
- test_allocation_csv.py
- test_api.py
- test_core.py
- test_hpc_launch.py
- test_launch.py
- test_metrics.py
- test_noop.py
- test_pending_hpc.py
- test_port_registry.py
- test_profiling.py
- test_tf_keras.py
- test_unmanaged.py
- conda.yaml
- valid_experiment.json
- valid_experiment.yaml
- valid_ntsc.json
- valid_ntsc.yaml
- 11_generic_metrics.py
- 11_generic_metrics.yaml
- arbitrary_workload_order.py
- arbitrary_workload_order.yaml
- pytorch_profiler_sync.py
- pytorch_profiler_sync.yaml
- sleep.py
- sleep.yaml
- whoami.py
- whoami.yaml
- bad-image.yaml
- bad-pbs-option.yaml
- bad-slurm-option.yaml
- docker-login-failure.yaml
- slurm-requested-node-not-available.yaml
- unsupported-slurm-option.yaml
- test_config.yaml
- test_config_error.yaml
- test_config_fork.yaml
- test_config_pause.yaml
- data_validator.py
- embedded-quotes.yaml
- embedded-single-quote.yaml
- const.yaml
- adaptive_short.yaml
- const-profiling.yaml
- const-pytorch11.yaml
- data.py
- distributed-stop-requested.yaml
- failable.yaml
- failable_model_def.py
- model.py
- profiling.py
- random.yaml
- startup-hook.sh
- stop_requested_model_def.py
- train.py
- __init__.py
- train.py
- nltk-3.3.0.zip
- config.yaml
- start.py
- ntsc.yaml
- template.yaml
- checkpoint_distributed.py
- checkpointing.py
- error_termination.py
- test_rbac.py
- compute_stats.py
- test_convergence.py
- test_distributed.py
- test_pytorch2.py
- __init__.py
- test_api.py
- test_client.py
- __init__.py
- task.py
- test_generic_tasks.py
- __init__.py
- template.py
- test_template.py
- __init__.py
- api_utils.py
- cluster_log_manager.py
- config.py
- conftest.py
- detproc.py
- filetree.py
- ray_utils.py
- requirements.txt
- test_sdk.py
- .flake8
- Makefile
- mypy.ini
- pyproject.toml
- pytest.ini
- adaptive.yaml
- const.yaml
- distributed.yaml
- Iris-TensorFlow-Keras.ipynb
- README.md
- startup-hook.sh
- train.py
- data.py
- ds_config.json
- gan_model.py
- mnist.yaml
- model.py
- README.md
- trainer.py
- determined_cluster.yml
- det_utils.py
- Dockerfile
- gpt2_trial.py
- hp_search.yaml
- README.md
- startup-hook.sh
- zero1.yaml
- .gitignore
- .terraform.lock.hcl
- main.tf
- outputs.tf
- README.md
- values.yaml
- variables.tf
- versions.tf
- in_a_dark_library_with_many_books_and_soft_lighting.jpg
- in_a_very_yellow_room_with_a_yellow_game_boy.jpg
- in_front_of_a_total_eclipse_of_the_sun.jpg
- in_front_of_many_lollipops_lined_up_on_a_pink_floor.jpg
- in_front_of_the_northern_lights_glowing_green_at_night_over_mountains.jpg
- in_outer_space_on_a_nebula_with_many_stars.jpg
- on_a_background_of_dark_purple_flower_petals.jpg
- on_a_background_of_fluid_blue_and_white_curves.jpg
- on_a_background_of_geometric_purple_shapes.jpg
- on_a_bed_of_dried_yellow_roses.jpg
- on_a_canvas_painted_with_neon_splashes_of_paint.jpg
- on_a_close_up_photograph_of_a_green_plant_with_small_leaves.jpg
- on_a_cluster_of_galaxies_with_millions_of_stars.jpg
- on_a_dark_blue_oil_painting_of_ocean_waves.jpg
- on_a_dyed_neon_colored_flower_in_a_white_room.jpg
- on_a_fuzzy_photograph_of_a_stack_of_books_in_primary_colors.jpg
- on_a_glass_modern_building_in_front_of_a_grey_sky.jpg
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- README.md
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- README.md
- agent_setup_script.sh.template
- aggregate_allocation_state_by_task.sql
- archive_model.sql
- archive_project.sql
- archive_workspace.sql
- calculate-full-trial-summary-metrics.sql
- check_idle.py
- check_ready_logs.py
- command-entrypoint.sh
- deletable_project.sql
- deletable_workspace.sql
- delete_fail_project.sql
- delete_fail_workspace.sql
- delete_model.sql
- delete_model_version.sql
- delete_project.sql
- delete_workspace.sql
- dispatcher-wrapper.sh
- entrypoint.sh
- .gitignore
- .golangci.yml
- .goreleaser.yml
- .goreleaser_dryrun.yml
- .goreleaser_ee.yml
- .goreleaser_ee_dryrun.yml
- .goreleaser_sharedcluster.yml
- .mockery.yaml
- Dockerfile
- get-deps.sh
- Makefile
- pyproject.toml
- .determined.code-workspace
- .determined_markdown.style
- .flake8
- .git-blame-ignore-revs
- .gitattributes
- .gitignore
- .grype.yaml
- .isort.cfg
- .mdlrc
- .pre-commit-config.yaml
- .yamllint
- CODE_OF_CONDUCT.md
- codecov.yml
- CONTRIBUTING.md
- determined-logo.svg
- go.mod
- go.sum
- LICENSE
- Makefile
- README.md
# Installation Guide
git clone https://github.com/determined-ai/determined
Downloads the entire project code from GitHub to your computer.
cd determined
Moves into the project folder you just downloaded.
2. Official Install Script
Easy Recommended- Python 3 Python is required to use pip.
pip install determined
Installs the package published on PyPI directly β no need to clone the source.
Pulled directly from this repo's README.
3. Docker
Easy- Git Needed to download the project code from GitHub.
- Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
docker build -f agent/Dockerfile -t determined .
Builds a runnable image based on the Dockerfile.
docker run -p 8080:80 determined
Runs the built image as an actual container.
4. Python
Easypip install determined
Installs the package published on PyPI directly β no need to clone the source.
Pulled directly from this repo's README.
5. Go
Mediumgo build ./...
Compiles the Go program into an executable.
go run .
Runs the Go program directly without a separate build step.
6. Make
Medium- Git Needed to download the project code from GitHub.
- Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).
make
Compiles the code based on the generated build configuration to produce an executable.
