示例#1
0
文件: db.py 项目: yaronha/mlrun
 def store_run(self, session, struct, uid, project="", iter=0):
     project = project or config.default_project
     self._create_project_if_not_exists(session, project)
     run = self._get_run(session, uid, project, iter)
     if not run:
         run = Run(
             uid=uid,
             project=project,
             iteration=iter,
             state=run_state(struct),
             start_time=run_start_time(struct) or datetime.now(),
         )
     labels = run_labels(struct)
     update_labels(run, labels)
     run.struct = struct
     self._upsert(session, run, ignore=True)
示例#2
0
文件: db.py 项目: yaronha/mlrun
 def update_run(self, session, updates: dict, uid, project="", iter=0):
     project = project or config.default_project
     run = self._get_run(session, uid, project, iter)
     if not run:
         raise DBError(f"run {uid}:{project} not found")
     struct = run.struct
     for key, val in updates.items():
         update_in(struct, key, val)
     run.struct = struct
     new_state = run_state(struct)
     if new_state:
         run.state = new_state
     start_time = run_start_time(struct)
     if start_time:
         run.start_time = start_time
     run.labels.clear()
     for name, value in run_labels(struct).items():
         lbl = Run.Label(name=name, value=value, parent=run.id)
         run.labels.append(lbl)
     session.merge(run)
     session.commit()
     self._delete_empty_labels(session, Run.Label)
示例#3
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def test_list_runs_times_filters(db: Session, client: TestClient) -> None:
    timestamp1 = datetime.now(timezone.utc)

    time.sleep(1)

    timestamp2 = datetime.now(timezone.utc)

    normal_run_1_uid = "normal_run_1_uid"
    normal_run_1 = {
        "metadata": {
            "uid": normal_run_1_uid
        },
        "status": {
            "last_update": timestamp2.isoformat()
        },
    }
    run = Run(
        uid=normal_run_1_uid,
        project=config.default_project,
        iteration=0,
        start_time=timestamp1,
    )
    run.struct = normal_run_1
    get_db()._upsert(db, run, ignore=True)

    timestamp3 = datetime.now(timezone.utc)

    run_without_last_update_uid = "run_without_last_update_uid"
    run_without_last_update = {
        "metadata": {
            "uid": run_without_last_update_uid
        },
        "status": {},
    }
    run = Run(
        uid=run_without_last_update_uid,
        project=config.default_project,
        iteration=0,
        start_time=timestamp3,
    )
    run.struct = run_without_last_update
    get_db()._upsert(db, run, ignore=True)

    timestamp4 = datetime.now(timezone.utc)

    time.sleep(1)

    timestamp5 = datetime.now(timezone.utc)

    normal_run_2_uid = "normal_run_2_uid"
    normal_run_2 = {
        "metadata": {
            "uid": normal_run_2_uid
        },
        "status": {
            "last_update": timestamp5.isoformat()
        },
    }
    run = Run(
        uid=normal_run_2_uid,
        project=config.default_project,
        iteration=0,
        start_time=timestamp4,
    )
    run.struct = normal_run_2
    get_db()._upsert(db, run, ignore=True)

    # all start time range
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid, run_without_last_update_uid])
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid, run_without_last_update_uid],
        start_time_from=timestamp1.isoformat(),
        start_time_to=timestamp5.isoformat(),
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid, run_without_last_update_uid],
        start_time_from=timestamp1.isoformat(),
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid, run_without_last_update_uid],
        start_time_to=timestamp5.isoformat(),
    )

    # all last update time range (shouldn't contain run_without_last_update)
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid],
        last_update_time_from=timestamp1,
        last_update_time_to=timestamp5,
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid],
        last_update_time_from=timestamp1,
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid, normal_run_2_uid],
        last_update_time_to=timestamp5,
    )

    # catch only first
    assert_time_range_request(
        client,
        [normal_run_1_uid],
        start_time_from=timestamp1,
        start_time_to=timestamp2,
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid],
        start_time_to=timestamp2,
    )
    assert_time_range_request(
        client,
        [normal_run_1_uid],
        last_update_time_from=timestamp1,
        last_update_time_to=timestamp2,
    )

    # catch run_without_last_update and last
    assert_time_range_request(
        client,
        [normal_run_2_uid, run_without_last_update_uid],
        start_time_from=timestamp3,
        start_time_to=timestamp5,
    )
    assert_time_range_request(
        client,
        [normal_run_2_uid, run_without_last_update_uid],
        start_time_from=timestamp3,
    )
示例#4
0
def test_list_runs_state_filter(db: DBInterface, db_session: Session):
    run_without_state_uid = "run_without_state_uid"
    run_without_state = {
        "metadata": {
            "uid": run_without_state_uid
        },
        "bla": "blabla"
    }
    db.store_run(
        db_session,
        run_without_state,
        run_without_state_uid,
    )

    run_with_json_state_state = "some_json_state"
    run_with_json_state_uid = "run_with_json_state_uid"
    run_with_json_state = {
        "metadata": {
            "uid": run_with_json_state_uid
        },
        "status": {
            "state": run_with_json_state_state
        },
    }
    run = Run(
        uid=run_with_json_state_uid,
        project=config.default_project,
        iteration=0,
        start_time=datetime.now(timezone.utc),
    )
    run.struct = run_with_json_state
    db._upsert(db_session, run, ignore=True)

    run_with_record_state_state = "some_record_state"
    run_with_record_state_uid = "run_with_record_state_uid"
    run_with_record_state = {
        "metadata": {
            "uid": run_with_record_state_uid
        },
        "bla": "blabla",
    }
    run = Run(
        uid=run_with_record_state_uid,
        project=config.default_project,
        iteration=0,
        state=run_with_record_state_state,
        start_time=datetime.now(timezone.utc),
    )
    run.struct = run_with_record_state
    db._upsert(db_session, run, ignore=True)

    run_with_equal_json_and_record_state_state = "some_equal_json_and_record_state"
    run_with_equal_json_and_record_state_uid = (
        "run_with_equal_json_and_record_state_uid")
    run_with_equal_json_and_record_state = {
        "metadata": {
            "uid": run_with_equal_json_and_record_state_uid
        },
        "status": {
            "state": run_with_equal_json_and_record_state_state
        },
    }
    db.store_run(
        db_session,
        run_with_equal_json_and_record_state,
        run_with_equal_json_and_record_state_uid,
    )

    run_with_unequal_json_and_record_state_json_state = "some_unequal_json_state"
    run_with_unequal_json_and_record_state_record_state = "some_unequal_record_state"
    run_with_unequal_json_and_record_state_uid = (
        "run_with_unequal_json_and_record_state_uid")
    run_with_unequal_json_and_record_state = {
        "metadata": {
            "uid": run_with_unequal_json_and_record_state_uid
        },
        "status": {
            "state": run_with_unequal_json_and_record_state_json_state
        },
    }
    run = Run(
        uid=run_with_unequal_json_and_record_state_uid,
        project=config.default_project,
        iteration=0,
        state=run_with_unequal_json_and_record_state_record_state,
        start_time=datetime.now(timezone.utc),
    )
    run.struct = run_with_unequal_json_and_record_state
    db._upsert(db_session, run, ignore=True)

    runs = db.list_runs(db_session)
    assert len(runs) == 5

    runs = db.list_runs(db_session, state="some_")
    assert len(runs) == 4
    assert run_without_state_uid not in [
        run["metadata"]["uid"] for run in runs
    ]

    runs = db.list_runs(db_session, state=run_with_json_state_state)
    assert len(runs) == 1
    assert runs[0]["metadata"]["uid"] == run_with_json_state_uid

    runs = db.list_runs(db_session, state=run_with_record_state_state)
    assert len(runs) == 1
    assert runs[0]["metadata"]["uid"] == run_with_record_state_uid

    runs = db.list_runs(db_session,
                        state=run_with_equal_json_and_record_state_state)
    assert len(runs) == 1
    assert runs[0]["metadata"][
        "uid"] == run_with_equal_json_and_record_state_uid

    runs = db.list_runs(
        db_session, state=run_with_unequal_json_and_record_state_json_state)
    assert len(runs) == 1
    assert runs[0]["metadata"][
        "uid"] == run_with_unequal_json_and_record_state_uid

    runs = db.list_runs(
        db_session, state=run_with_unequal_json_and_record_state_record_state)
    assert len(runs) == 0