fasttrackml
Experiment tracking server focused on speed and scalability
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- Project_Default.xml
- Launch_server__encrypted_sqlite_file_.xml
- Launch_server__postgres_.xml
- Launch_server__sqlite_file_.xml
- Launch_server__sqlite_memory_.xml
- Launch_tests__integration_.xml
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- .gitignore
- fasttrackml.iml
- misc.xml
- modules.xml
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- launch.json
- settings.json
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- generateReports.py
- k6LoggingPerfScript.js
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- run.sh
- .gitignore
- k6_load.js
- minimal.py
- minimal_fasttrackml.py
- pyproject.toml
- main_ui.png
- runs_ui.png
- search_metrics_filter_by_run.png
- search_runs.png
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- search_runs_param_filter.png
- search_runs_regular_expression_match.png
- search_runs_regular_expression_search.png
- authentication.md
- aws_s3_tracking.md
- developer.md
- fasttrackml_python_client.md
- maintainer.md
- mlflow_migration.md
- quickstart.md
- search_syntax.md
- test-connection.yaml
- _helpers.tpl
- configMap.yaml
- deployment.yaml
- ingress.yaml
- service.yaml
- .helmignore
- Chart.yaml
- values.yaml
- app.go
- dashboard.go
- experiment.go
- metric.go
- project.go
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- tag.go
- app.go
- dashboard.go
- experiment.go
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- project.go
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- success.go
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- constants.go
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- apps.go
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- dashboards.go
- experiments.go
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- projects.go
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- experiment.go
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- artifact.go
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- config.go
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- s3.go
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- service.go
- service_test.go
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- model.go
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- model.go
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- server.go
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- namespaces.go
- main.html
- create.html
- form.html
- index.html
- update.html
- messages.html
- namespaces.css
- jquery-3.7.0.js
- namespaces.js
- namespace.go
- namespace.go
- service.go
- service_test.go
- validator.go
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- internal-server.html
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- main.html
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- simple.min.css
- logo-dark.svg
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- favicon.ico
- namespace.go
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- routes.go
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- version.go
- __init__.py
- client.py
- __init__.py
- metric.py
- __init__.py
- custom_rest_store.py
- __init__.py
- client.py
- fluent.py
- client_example.py
- client_test.py
- dice.png
- LICENSE
- pyproject.toml
- README.md
- setup.py
- create_test.go
- delete_test.go
- update_test.go
- create_app_test.go
- delete_app_test.go
- get_app_test.go
- get_apps_test.go
- update_app_test.go
- create_dashboard_test.go
- delete_dashboard_test.go
- get_dashboard_test.go
- get_dashboards_test.go
- update_dashboard_test.go
- delete_test.go
- get_experiment_activity_test.go
- get_experiment_runs_test.go
- get_experiment_test.go
- get_experiments_test.go
- get_run_logs_test.go
- search_aligned_test.go
- search_test.go
- app_test.go
- dashboard_test.go
- experiment_test.go
- metric_test.go
- project_test.go
- run_test.go
- namespace_test.go
- get_project_activity_test.go
- get_project_params_test.go
- get_project_status_test.go
- get_project_test.go
- add_run_tag_test.go
- archive_batch_test.go
- delete_batch_test.go
- delete_run_tag_test.go
- delete_test.go
- get_run_info_test.go
- get_run_metrics_test.go
- get_runs_active_test.go
- search_artifacts_test.go
- search_test.go
- update_run_test.go
- create_tag_test.go
- delete_tag_test.go
- get_runs_tagged_test.go
- get_tag_test.go
- get_tags_test.go
- update_tag_test.go
- auth_config_based_test.go
- auth_oidc_based_test.go
- get_current_test.go
- list_test.go
- aim_test.go
- mlflow_test.go
- migrations_test.go
- mlflow-postgres-7f2a7d5fae7d-v2.8.0.sql
- mlflow-sqlite-7f2a7d5fae7d-v2.8.0.sql
- import_test.go
- migrate_test.go
- mlflow-7f2a7d5fae7d-v2.8.0.sql
- mlflow-c48cb773bb87-v1.16.0.sql
- app.go
- artifact.go
- base.go
- context.go
- dashboard.go
- experiment.go
- log.go
- metric.go
- namespace.go
- param.go
- project.go
- roles.go
- run.go
- shared_tag.go
- tag.go
- mock_server.go
- arrow.go
- client.go
- context.go
- database.go
- env.go
- experiment.go
- gs.go
- namespace.go
- run.go
- s3.go
- string.go
- tag.go
- test.go
- get_artifact_gs_test.go
- get_artifact_local_test.go
- get_artifact_s3_test.go
- list_gs_test.go
- list_local_test.go
- list_s3_test.go
- create_test.go
- delete_test.go
- get_by_name_test.go
- get_test.go
- restore_test.go
- search_test.go
- set_experiment_tag_test.go
- update_test.go
- get_histories_test.go
- get_history_bulk_test.go
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- artifact_test.go
- experiment_test.go
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- run_test.go
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- create_test.go
- delete_tag_test.go
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- get_test.go
- log_artifact_test.go
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- log_metric_test.go
- log_output_test.go
- log_parameter_test.go
- restore_test.go
- search_test.go
- set_tag_test.go
- update_test.go
- aim.patch
- config.json
- main.go
- mlflow.patch
- docker-compose.yml
- mlflow-setup.py
- fasttrackml-ui-aim
- fasttrackml-ui-mlflow
- ContactUsSection.module.css
- ContactUsSection.view.tsx
- index.ts
- FeaturesSection.module.css
- FeaturesSection.view.tsx
- index.ts
- HeroSection.module.css
- HeroSection.view.tsx
- index.ts
- index.ts
- quickstart-section.md
- QuickStartSection.module.css
- QuickStartSection.view.tsx
- assets.d.ts
- index.ts
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- announcement-bar.css
- global.css
- theming.css
- index.ts
- Index.view.tsx
- index.ts
- github.svg
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- fast.svg
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- organization-dark.svg
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- organization.svg
- project-icon-dark.svg
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- favicon.ico
- install.ps1
- install.sh
- .gitignore
- babel.config.js
- docusaurus.config.js
- package.json
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- Makefile
- Pipfile
- Pipfile.lock
- pyproject.toml
- README.md
# Installation Guide
1. Get the code
git clone https://github.com/G-Research/fasttrackml
Downloads the entire project code from GitHub to your computer.
cd fasttrackml
Moves into the project folder you just downloaded.
2. Official Install Script
Easy RecommendedPrerequisites
- Python 3 Python is required to use pip.
pip install fasttrackml
Installs the package published on PyPI directly β no need to clone the source.
pip install mlflow-skinny
Installs the package published on PyPI directly β no need to clone the source.
After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.
Pulled directly from this repo's README.
3. Docker
EasyPrerequisites
- 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 run --rm -p 5000:5000 -ti gresearch/fasttrackml
Runs the built image as an actual container.
docker compose --project-name fasttrackml_devcontainer exec --user vscode --workdir /workspaces/fasttrackml app zsh
Runs the command against the services defined in the compose file.
devcontainer up | tail -n1 | jq -r '"docker compose --project-name \(.composeProjectName) exec --user \(.remoteUser) --workdir \(.remoteWorkspaceFolder) app zsh"'
Runs the command against the services defined in the compose file.
Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.
Pulled directly from this repo's README.
4. Python
EasyPrerequisites
pip install fasttrackml
Installs the package published on PyPI directly β no need to clone the source.
pip install mlflow-skinny
Installs the package published on PyPI directly β no need to clone the source.
If it runs without errors and prints output in the terminal, it worked.
Pulled directly from this repo's README.
5. Go
MediumPrerequisites
go build ./...
Compiles the Go program into an executable.
go run .
Runs the Go program directly without a separate build step.
If the build finishes without errors, it worked. If you used go run ., check the terminal output.
6. Make
MediumPrerequisites
- 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.
If it finishes without errors, it worked. Try running the generated executable directly.
// repository documentation
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