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        "author": "Fridolin Pokorny",
        "author_email": "fridolin@redhat.com",
        "bugtrack_url": null,
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        "description": "Thoth Storages\n--------------\n\n.. image:: https://img.shields.io/github/v/tag/thoth-station/storages?style=plastic\n  :target: https://github.com/thoth-station/storages/releases\n  :alt: GitHub tag (latest by date)\n\n.. image:: https://img.shields.io/pypi/v/thoth-storages?style=plastic\n  :target: https://pypi.org/project/thoth-storages\n  :alt: PyPI - Module Version\n\n.. image:: https://img.shields.io/pypi/l/thoth-storages?style=plastic\n  :target: https://pypi.org/project/thoth-storages\n  :alt: PyPI - License\n\n.. image:: https://img.shields.io/pypi/dm/thoth-storages?style=plastic\n  :target: https://pypi.org/project/thoth-storages\n  :alt: PyPI - Downloads\n\nThis library provides a library called `thoth-storages\n<https://pypi.org/project/thoth-storages>`__ used in project `Thoth\n<https://thoth-station.ninja>`__.  The library exposes core queries and methods\nfor `PostgreSQL database <https://www.postgresql.org/>`__ as well as adapters\nfor manipulating with `Ceph <https://ceph.io/>`__ via its S3 compatible API.\n\nQuick Start\n===========\n\nPre-requisites:\n\n* make sure you have ``podman`` and ``podman-compose`` installed. You can install those tools by running ``dnf install -y podman podman-compose``\n* make sure you are in an environment created with ``pipenv install --dev``\n\nTo develop locally the first time:\n\n* Have a pg dump that you can `retrieve from aws s3\n  <https://github.com/thoth-station/storages#automatic-backups-of-thoth-deployment>`__\n\n* Get the latest PostgreSQL container image from: https://catalog.redhat.com/software/containers/rhel8/postgresql-13/5ffdbdef73a65398111b8362?container-tabs=gti&gti-tabs=red-hat-login\n\n* Run ``podman-compose up`` to scale up pods for database and pgweb. For more detail, refer to the `Running PostgreSQL locally section\n  <https://github.com/thoth-station/storages#running-postgresql-locally>`__\n\n* Run this command to sync the pg dump into the local database:\n\n  .. code-block:: console\n\n    psql -h localhost -p 5432 --username=postgres < pg_dump.sql\n\n\nNow you are ready to test new queries or `create new migrations\n<https://github.com/thoth-station/storages#generating-migrations-and-schema-adjustment-in-deployment>`__\n\nIf you already have a local database, make sure it is not outdated and rember to follow the `Generating migrations and schema adjustment in deployment\n<https://github.com/thoth-station/storages#generating-migrations-and-schema-adjustment-in-deployment>`__\nsection before testing any changes.\n\nInstallation and Usage\n======================\n\nThe library can be installed via pip or Pipenv from `PyPI\n<https://pypi.org/project/thoth-storages>`__:\n\n.. code-block:: console\n\n   pipenv install thoth-storages\n\nThe library provides a CLI that can assist you with exploring schema and data\nstoring:\n\n.. code-block:: console\n\n  thoth-storages --help\n  # In a cloned repo, run:\n  PYTHONPATH=. pipenv run python3 thoth-storages --help\n\nYou can run prepared test-suite via the following command:\n\n.. code-block:: console\n\n  pipenv install --dev\n  pipenv run python3 setup.py test\n\n\nRunning PostgreSQL locally\n==========================\n\nYou can use ``docker-compose.yaml`` present in this repository to run a local\nPostgreSQL instance, (make sure you installed `podman-compose\n<https://github.com/containers/podman-compose>`__):\n\n.. code-block:: console\n\n  $ dnf install -y podman podman-compose\n  $ # Also available from PyPI: pip install podman-compose\n  $ podman-compose up\n\nAfter running the commands above, you should be able to access a local\nPostgreSQL instance at `localhost:5432 <http://localhost:5432>`__. This is also\nthe default configuration for PostgreSQL's adapter that connects to localhost\nunless ``KNOWLEDGE_GRAPH_HOST`` is supplied explicitly (see also other\nenvironment variables in the adapter constructor for more info on configuring\nthe connection). The default configuration uses database named ``postgres``\nwhich can be accessed using ``postgres`` user and ``postgres`` password (SSL is\ndisabled).\n\nThe provided ``docker-compose.yaml`` has also `PGweb\n<https://sosedoff.github.io/pgweb/>`__ enabled to enable data exploration using\nUI. To access it visit `localhost:8081 <http://localhost:8081>`__.\n\nThe provided ``docker-compose.yaml`` does not use any volume. After you\ncontainers restart, the content will not be available anymore.\n\nYou can sync your local instance using ``pgsql``:\n\n.. code-block:: console\n\n  $ psql -h localhost -p 5432 --username=postgres < pg_dump.sql\n\nIf you would like to experiment with PostgreSQL programmatically, you can use\nthe following code snippet as a starting point:\n\n.. code-block:: python\n\n  from thoth.storages import GraphDatabase\n\n  graph = GraphDatabase()\n  graph.connect()\n  # To clear database:\n  # graph.drop_all()\n  # To initialize schema in the graph database:\n  # graph.initialize_schema()\n\nGenerating migrations and schema adjustment in deployment\n=========================================================\n\nIf you make any changes to data model of the main PostgreSQL database, you need\nto generate migrations. These migrations state how to adjust already existing\ndatabase with data in deployments. For this purpose, `Alembic migrations\n<https://alembic.sqlalchemy.org>`__ are used. Alembic can (`partially\n<https://alembic.sqlalchemy.org/en/latest/autogenerate.html#what-does-autogenerate-detect-and-what-does-it-not-detect>`__)\nautomatically detect what has changed and how to adjust already existing\ndatabase in a deployment.\n\nAlembic uses incremental version control, where each migration is versioned and\nstates how to migrate from previous state of database to the desired next state\n- these versions are present in ``alembic/versions`` directory and are\nautomatically generated with procedure described bellow.\n\nIf you make any changes, follow the following steps which will generate version\nfor you:\n\n* Make sure your local PostgreSQL instance is running (follow `Running\n  PostgreSQL locally` instructions above):\n\n  .. code-block:: console\n\n    $ podman-compose up\n\n* Run Alembic CLI to generate versions for you:\n\n  .. code-block:: console\n\n    # Make sure you have your environment setup:\n    # pipenv install --dev\n    # Make sure you are running the most recent version of schema:\n    $ PYTHONPATH=. pipenv run alembic upgrade head\n    # Actually generate a new version:\n    $ PYTHONPATH=. pipenv run alembic revision --autogenerate -m \"Added row to calculate sum of sums which will be divided by 42\"\n\n* Review migrations generated by Alembic. Note `NOT all changes are\n  automatically detected by Alembic\n  <https://alembic.sqlalchemy.org/en/latest/autogenerate.html#what-does-autogenerate-detect-and-what-does-it-not-detect>`__.\n\n* Make sure generated migrations are part of your pull request so changes are\n  propagated to deployments:\n\n  .. code-block:: console\n\n    $ git add thoth/storages/data/alembic/versions/\n\n* In a deployment, use Management API and its ``/graph/initialize`` endpoint to\n  propagate database schema changes in deployment (Management API has to have\n  recent schema changes present which are populated with new ``thoth-storages``\n  releases).\n\n* If running locally and you would like to propagate changes, run the following\n  Alembic command to update migrations to the latest version:\n\n  .. code-block:: console\n\n    $ PYTHONPATH=. pipenv run alembic upgrade head\n\n  If you would like to update schema programmatically run the following Python\n  code:\n\n  .. code-block:: python\n\n    from thoth.storages import GraphDatabase\n\n    graph = GraphDatabase()\n    graph.connect()\n    graph.initilize_schema()\n\nWhen updating a deployment, make sure all the components use the same database\nschema. Metrics exposed from a deployment should state schema version of all\nthe components in a deployment.\n\nGenerate schema images\n======================\n\nYou can use shipped CLI ``thoth-storages`` to automatically generate schema\nimages out of the current models:\n\n.. code-block:: console\n\n  # First, make sure you have dev packages installed:\n  $ pipenv install --dev\n  $ PYTHONPATH=. pipenv run python3 ./thoth-storages generate-schema\n\nThe command above will produce an image named ``schema.png``. Check ``--help``\nto get more info on available options.\n\nIf the command above fails with the following exception:\n\n.. code-block:: console\n\n  FileNotFoundError: [Errno 2] \"dot\" not found in path.\n\nmake sure you have ``graphviz`` package installed:\n\n.. code-block:: console\n\n  dnf install -y graphviz\n\nCreating own performance indicators\n===================================\n\nPerformance indicators report performance aspect of a library on `Amun\n<https://github.com/thoth-station/amun-api>`__ and results can be automatically\nsynced if the following procedure is respected.\n\nTo create own performance\nindicator, create a script which tests desired functionality of a library. An\nexample can be matrix multiplication script present in `thoth-station/performance\n<https://github.com/thoth-station/performance/blob/master/tensorflow/matmul.py>`__\nrepository. This script can be supplied to `Dependency Monkey\n<https://thoth-station.ninja/docs/developers/adviser/dependency_monkey.html>`__\nto validate certain combination of libraries in desired runtime and buildtime\nenvironment. Please follow instructions on how to create a performance script\nshown in the `README of performance repo\n<https://github.com/thoth-station/performance>`__.\n\nTo create relevant models, adjust\n``thoth/storages/graph/models_performance.py`` file and add your model.\nDescribe parameters (reported in ``@parameters`` section of performance\nindicator result) and result (reported in ``@result``). The name of class\nshould match ``name`` which is reported by performance indicator run.\n\n.. code-block:: python\n\n  class PiMatmul(Base, BaseExtension, PerformanceIndicatorBase):\n      \"\"\"A class for representing a matrix multiplication micro-performance test.\"\"\"\n\n      # Device used during performance indicator run - CPU/GPU/TPU/...\n      device = Column(String(128), nullable=False)\n      matrix_size = Column(Integer, nullable=False)\n      dtype = Column(String(128), nullable=False)\n      reps = Column(Integer, nullable=False)\n      elapsed = Column(Float, nullable=False)\n      rate = Column(Float, nullable=False)\n\nAll the models use `SQLAchemy <https://www.sqlalchemy.org/>`__.  See `docs\n<https://docs.sqlalchemy.org/>`__ for more info.\n\nOnline debugging of queries\n===========================\n\nYou can print to logger all the queries that are performed to a PostgreSQL\ninstance. To do so, set the following environment variable:\n\n.. code-block:: console\n\n  export THOTH_STORAGES_DEBUG_QUERIES=1\n\nMemory usage statisticts\n========================\n\nYou can print information about PostgreSQL adapter together with statistics on\nthe adapter in-memory cache usage to logger (it has to have at least level\n``INFO`` set). To do so, set the following environment variable:\n\n.. code-block:: console\n\n  export THOTH_STORAGES_LOG_STATS=1\n\nThese statistics will be printed once the database adapter is destructed.\n\nAutomatic backups of Thoth deployment\n=====================================\n\nIn each deployment, an automatic knowledge `graph backup cronjob\n<https://github.com/thoth-station/graph-backup-job>`__ is run, usually once a\nday. Results of automatic backups are stored on Ceph - you can find them in\n``s3://<bucket-name>/<prefix>/<deployment-name>/graph-backup/pg_dump-<timestamp>.sql``.\nRefer to deployment configuration for expansion of parameters in the path.\n\nTo create a database instance out of this backup file, run a fresh local\nPostgreSQL instance and fill it from the backup file:\n\n.. code-block:: console\n\n  $ cd thoth-station/storages\n  $ aws s3 --endpoint <ceph-s3-endpoint> cp s3://<bucket-name>/<prefix>/<deployment-name>/graph-backup/pg_dump-<timestamp> pg_dump-<timestamp>.sql\n  $ podman-compose up\n  $ psql -h localhost -p 5432 --username=postgres < pg_dump-<timestamp>.sql\n  password: <type password \"postgres\" here>\n  <logs will show up>\n\nManual backups of Thoth deployment\n==================================\n\nYou can use ``pg_dump`` and ``psql`` utilities to create dumps and restore the\ndatabase content from dumps. This tool is pre-installed in the container image\nwhich is running PostgreSQL so the only thing you need to do is execute\n``pg_dump`` in Thoth's deployment in a PostgreSQL container to create a dump,\nuse ``oc cp`` to retrieve dump (or directly use ``oc exec`` and create the dump\nfrom the cluster) and subsequently ``psql`` to restore the database content.\nThe prerequisite for this is to have access to the running container (edit\nrights).\n\n.. code-block:: console\n\n  # Execute the following commands from the root of this Git repo:\n  # List PostgreSQL pods running:\n  $ oc get pod -l name=postgresql\n  NAME                 READY     STATUS    RESTARTS   AGE\n  postgresql-1-glwnr   1/1       Running   0          3d\n  # Open remote shell to the running container in the PostgreSQL pod:\n  $ oc rsh -t postgresql-1-glwnr bash\n  # Perform dump of the database:\n  (cluster-postgres) $ pg_dump > pg_dump-$(date +\"%s\").sql\n  (cluster-postgres) $ ls pg_dump-*.sql   # Remember the current dump name\n  (cluster-postgres) pg_dump-1569491024.sql\n  (cluster-postgres) $ exit\n  # Copy the dump to the current dir:\n  $ oc cp thoth-test-core/postgresql-1-glwnr:/opt/app-root/src/pg_dump-1569491024.sql  .\n  # Start local PostgreSQL instance:\n  $ podman-compose up --detach\n  <logs will show up>\n  $ psql -h localhost -p 5432 --username=postgres < pg_dump-1569491024.sql\n  password: <type password \"postgres\" here>\n  <logs will show up>\n\nYou can ignore error messages related to an owner error like this:\n\n.. code-block:: console\n\n  STATEMENT:  ALTER TABLE public.python_software_stack OWNER TO thoth;\n  ERROR:  role \"thoth\" does not exist\n\nThe PostgreSQL container uses user \"postgres\" by default which is different\nfrom the one run in the cluster (\"thoth\"). The role assignment will simply not\nbe created but data will be available.\n\nSyncing results of a workflow run in the cluster\n================================================\n\nEach workflow task in the cluster reports a JSON which states necessary\ninformation about the task run (metadata) and actual results. These results of\nworkflow tasks are stored on object storage `Ceph <https://ceph.io/>`__ via S3\ncompatible API and later on synced via graph syncs to the knowledge graph. The\ncomponent responsible for graph syncs is `graph-sync-job\n<https://github.com/thoth-station/graph-sync-job>`__ which is written generic\nenough to sync any data and report metrics about synced data so you don't need\nto provide such logic on each new workload registered in the system. To sync\nyour own results of job results (workload) done in the cluster, implement\nrelated syncing logic in the `sync.py\n<https://github.com/thoth-station/storages/blob/master/thoth/storages/sync.py>`__\nand register handler in the ``HANDLERS_MAPPING`` in the same file. The mapping\nmaps prefix of the document id to the handler (function) which is responsible\nfor syncing data into the knowledge base (please mind signatures of existing\nsyncing functions to automatically integrate with ``sync_documents`` function\nwhich is called from ``graph-sync-job``).\n\nQuery Naming conventions in Thoth\n===================================\n\nFor query naming conventions, please read all the docs in `conventions for\nquery name\n<https://github.com/thoth-station/storages/blob/master/docs/conventions/README.md>`__.\n\nAccessing data on Ceph\n======================\nTo access data on Ceph, you need to know ``aws_access_key_id`` and ``aws_secret_access_key`` credentials\nof endpoint you are connecting to.\n\nAbsolute file path of data you are accessing is constructed as: ``s3://<bucket_name>/<prefix_name>/<file_path>``\n\nThere are two ways to initialize the data handler:\n\n1. Configure environment variables\n\n   .. list-table::\n      :widths: 25 25\n      :header-rows: 1\n\n      * - Variable name\n        - Content\n      * - ``S3_ENDPOINT_URL``\n        - Ceph Host name\n      * - ``CEPH_BUCKET``\n        - Ceph Bucket name\n      * - ``CEPH_BUCKET_PREFIX``\n        - Ceph Prefix\n      * - ``CEPH_KEY_ID``\n        - Ceph Key ID\n      * - ``CEPH_SECRET_KEY``\n        - Ceph Secret Key\n\n   .. code-block:: python\n\n       from thoth.storages.ceph import CephStore\n       ceph = CephStore()\n\n\n2. Initialize the object directly with parameters\n\n   .. code-block:: python\n\n       from thoth.storages.ceph import CephStore\n       ceph = CephStore(\n           key_id=<aws_access_key_id>,\n           secret_key=<aws_secret_access_key>,\n           prefix=<prefix_name>,\n           host=<endpoint_url>,\n           bucket=<bucket_name>)\n\nAfter initialization, you are ready to retrieve data\n\n.. code-block:: python\n\n    ceph.connect()\n\n    try:\n        # For dictionary stored as json\n        json_data = ceph.retrieve_document(<file_path>)\n\n        # For general blob\n        blob = ceph.retrieve_blob(<file_path>)\n\n    except NotFoundError:\n        # File does not exist\n\n\nAccessing Thoth Data on the Operate-First Public Bucket\n=======================================================\n\nA public instance of Thoth's database is available on the `Operate-First Public Bucket\n<https://github.com/operate-first/apps/blob/master/docs/content/odh/trino/access_public_bucket.md>`__ for external contributors to start developing components of Thoth.\n\nInstructions for accessing the bucket are available in the `documentation\n<https://github.com/thoth-station/datasets#accessing-thoth-data-on-the-operate-first-public-bucket>`__ of the `thoth/datasets\n<https://github.com/thoth-station/datasets>`__ repository.\n\nBe careful not to store any confidential or valuable information in this bucket as its content can be wiped out at any time.\n",
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