Module pyaurorax.search.conjunctions.classes.search

Class definition for a conjunction search

Expand source code
# Copyright 2024 University of Calgary
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
Class definition for a conjunction search
"""

from __future__ import annotations
import datetime
import itertools
from typing import TYPE_CHECKING, Dict, List, Union, Optional
from .conjunction import Conjunction, CONJUNCTION_TYPE_NBTRACE
from ...api import AuroraXAPIRequest
from ...sources import DataSource, FORMAT_BASIC_INFO
from ....exceptions import AuroraXError, AuroraXAPIError
from ...requests._requests import (
    cancel as requests_cancel,
    wait_for_data as requests_wait_for_data,
    get_data as requests_get_data,
    get_status as requests_get_status,
)
if TYPE_CHECKING:
    from ....pyaurorax import PyAuroraX


class ConjunctionSearch:
    """
    Class representing a conjunction search

    Attributes:
        start: start timestamp of the search (inclusive)
        end: end timestamp of the search (inclusive)
        distance: the maximum distance allowed between data sources when searching for
            conjunctions. This can either be a number (int or float), or a dictionary
            modified from the output of the "get_advanced_distances_combos()" function.
        ground: list of ground instrument search parameters, defaults to []

            Example:

                [{
                    "programs": ["themis-asi"],
                    "platforms": ["gillam", "rabbit lake"],
                    "instrument_types": ["RGB"],
                    "ephemeris_metadata_filters": {
                        "logical_operator": "AND",
                        "expressions": [
                            {
                                "key": "calgary_apa_ml_v1",
                                "operator": "in",
                                "values": [ "classified as APA" ]
                            }
                        ]
                    }
                }]
        space: list of one or more space instrument search parameters, defaults to []

            Example:

                [{
                    "programs": ["themis-asi", "swarm"],
                    "platforms": ["themisa", "swarma"],
                    "instrument_types": ["footprint"],
                    "ephemeris_metadata_filters": {
                        "logical_operator": "AND",
                        "expressions": [
                            {
                                "key": "nbtrace_region",
                                "operator": "in",
                                "values": [ "north auroral oval" ]
                            }
                        ]
                    },
                    "hemisphere": [
                        "northern"
                    ]
                }]
        events: list of one or more events search parameters, defaults to []

            Example:

                [{
                    "programs": [ "events" ],
                    "instrument_types": [ "substorm onsets" ]
                }]
        conjunction_types: list of conjunction types, defaults to ["nbtrace"]. Options are
            in the pyaurorax.conjunctions module, or at the top level using the
            pyaurorax.CONJUNCTION_TYPE_* variables.
        epoch_search_precision: the time precision to which conjunctions are calculated. Can be
            30 or 60 seconds. Defaults to 60 seconds. Note - this parameter is under active
            development and still considered "alpha".
        response_format: JSON representation of desired data response format
        request: AuroraXResponse object returned when the search is executed
        request_id: unique ID assigned to the request by the AuroraX API
        request_url: unique URL assigned to the request by the AuroraX API
        executed: indicates if the search has been executed/started
        completed: indicates if the search has finished
        data_url: the URL where data is accessed
        query: the query for this request as JSON
        status: the status of the query
        data: the conjunctions found
        logs: all log messages outputted by the AuroraX API for this request
    """

    __STANDARD_POLLING_SLEEP_TIME: float = 1.0

    def __init__(self,
                 aurorax_obj: PyAuroraX,
                 start: datetime.datetime,
                 end: datetime.datetime,
                 distance: Union[int, float, Dict],
                 ground: Optional[List[Dict]] = None,
                 space: Optional[List[Dict]] = None,
                 events: Optional[List[Dict]] = None,
                 conjunction_types: Optional[List[str]] = None,
                 epoch_search_precision: Optional[int] = None,
                 response_format: Optional[Dict] = None):

        # set variables using passed in args
        self.aurorax_obj = aurorax_obj
        self.start = start
        self.end = end
        self.ground = [] if ground is None else ground
        self.space = [] if space is None else space
        self.events = [] if events is None else events
        self.distance = distance
        self.conjunction_types = [CONJUNCTION_TYPE_NBTRACE] if conjunction_types is None else conjunction_types
        self.epoch_search_precision = 60 if epoch_search_precision is None else epoch_search_precision
        self.response_format = response_format

        # initialize additional variables
        self.request = None
        self.request_id = ""
        self.request_url = ""
        self.executed = False
        self.completed = False
        self.data_url = ""
        self.query = {}
        self.status = {}
        self.data = []
        self.logs = []

    def __str__(self):
        return self.__repr__()

    def __repr__(self):
        return "ConjunctionSearch(executed=%s, completed=%s, request_id='%s')" % (
            self.executed,
            self.completed,
            self.request_id,
        )

    def pretty_print(self):
        """
        A special print output for this class.
        """
        # set status and query strings
        max_len = 80
        status_str = str(self.status)
        query_str = str(self.query)
        if (len(status_str) > max_len):
            status_str = "%s..." % (status_str[0:max_len])
        if (len(query_str) > max_len):
            query_str = "%s..." % (query_str[0:max_len])

        # set results string
        if (self.executed is True):
            if (len(self.data) == 0):
                data_str = "[0 conjunction results]"
            elif (len(self.data) == 1):
                data_str = "[1 conjunction result]"
            else:
                data_str = "[%d conjunction results]" % (len(self.data))
        else:
            data_str = ""

        # set logs string
        if (self.executed is True):
            if (len(self.logs) == 0):
                logs_str = "[0 log messages]"
            elif (len(self.logs) == 1):
                logs_str = "[1 log message]"
            else:
                logs_str = "[%d log messages]" % (len(self.logs))
        else:
            logs_str = ""

        # print
        print("ConjunctionSearch:")
        print("  %-13s: %s" % ("executed", self.executed))
        print("  %-13s: %s" % ("completed", self.completed))
        print("  %-13s: %s" % ("request_id", self.request_id))
        print("  %-13s: %s" % ("request", self.request))
        print("  %-13s: %s" % ("request_url", self.request_url))
        print("  %-13s: %s" % ("data_url", self.data_url))
        print("  %-13s: %s" % ("query", query_str))
        print("  %-13s: %s" % ("status", status_str))
        print("  %-13s: %s" % ("data", data_str))
        print("  %-13s: %s" % ("logs", logs_str))

    def __fill_in_missing_distances(self, curr_distances: Dict) -> Dict:
        # get all distances possible
        all_distances = self.get_advanced_distances_combos()

        # go through current distances and fill in the values
        for curr_key, curr_value in curr_distances.items():
            curr_key_split = curr_key.split('-')
            curr_key1 = curr_key_split[0].strip()
            curr_key2 = curr_key_split[1].strip()
            for all_key in all_distances.keys():
                if (curr_key1 in all_key and curr_key2 in all_key):
                    # found the matching key, replace the value
                    all_distances[all_key] = curr_value

        # return
        return all_distances

    def check_criteria_block_count_validity(self) -> None:
        """
        Check the number of of criteria blocks to see if there
        is too many. A max of 10 is allowed by the AuroraX
        conjunction search engine. An exception is raised if
        it was determined to have too many.

        Raises:
            pyaurorax.exceptions.AuroraXError: too many criteria blocks are found
        """
        count_ground = 0
        count_space = 0
        count_events = 0
        if (self.ground is not None):
            count_ground = len(self.ground)
        if (self.space is not None):
            count_space = len(self.space)
        if (self.events is not None):
            count_events = len(self.events)
        if ((count_ground + count_space + count_events) > 10):
            raise AuroraXError("Number of criteria blocks exceeds 10, please reduce the count")

    def get_advanced_distances_combos(self, default_distance: Optional[Union[int, float]] = None) -> Dict:
        """
        Get the advanced distances combinations for this search

        Args:
            default_distance: the default distance to use, defaults to None

        Returns:
            the advanced distances combinations
        """
        # set input arrays
        options = []
        if (self.ground is not None):
            for i in range(0, len(self.ground)):
                options.append("ground%d" % (i + 1))
        if (self.space is not None):
            for i in range(0, len(self.space)):
                options.append("space%d" % (i + 1))
        if (self.events is not None):
            for i in range(0, len(self.events)):
                options.append("events%d" % (i + 1))

        # derive all combinations of options of size 2
        combinations = {}
        for element in itertools.combinations(options, r=2):
            combinations["%s-%s" % (element[0], element[1])] = default_distance

        # return
        return combinations

    @property
    def distance(self) -> Union[int, float, Dict[str, Union[int, float]]]:
        """
        Property for the distance parameter

        Returns:
            the distance dictionary with all combinations
        """
        return self.__distance

    @distance.setter
    def distance(self, distance: Union[int, float, Dict[str, Union[int, float]]]) -> None:
        # set distances to a dict if it's an int or float
        if (isinstance(distance, int) or isinstance(distance, float)):
            self.__distance = self.get_advanced_distances_combos(default_distance=distance)  # type: ignore
        else:
            # is a dict, fill in any gaps
            self.__distance = self.__fill_in_missing_distances(distance)  # type: ignore

    @property
    def query(self) -> Dict:
        """
        Property for the query value

        Returns:
            the query parameter
        """
        self._query = {
            "start": self.start.strftime("%Y-%m-%dT%H:%M:%S"),
            "end": self.end.strftime("%Y-%m-%dT%H:%M:%S"),
            "ground": self.ground,
            "space": self.space,
            "events": self.events,
            "conjunction_types": self.conjunction_types,
            "max_distances": self.distance,
            "epoch_search_precision": self.epoch_search_precision if self.epoch_search_precision in [30, 60] else 60,
        }
        return self._query

    @query.setter
    def query(self, query: Dict) -> None:
        self._query = query

    def execute(self) -> None:
        """
        Initiate a conjunction search request

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # check number of criteria blocks
        self.check_criteria_block_count_validity()

        # do request
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_SEARCH)
        req = AuroraXAPIRequest(self.aurorax_obj, method="post", url=url, body=self.query, null_response=True)
        res = req.execute()

        # set request ID, request_url, executed
        self.executed = True
        if res.status_code == 202:
            # request successfully dispatched
            self.executed = True
            self.request_url = res.request.headers["location"]
            self.request_id = self.request_url.rsplit("/", 1)[-1]

        # set request variable
        self.request = res

    def update_status(self, status: Optional[Dict] = None) -> None:
        """
        Update the status of this conjunction search request

        Args:
            status: the previously-retrieved status of this request (include
                to avoid requesting it from the API again), defaults to None

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # get the status if it isn't passed in
        if (status is None):
            status = requests_get_status(self.aurorax_obj, self.request_url)

        # check response
        if (status is None):
            raise AuroraXAPIError("Could not retrieve status for this request")

        # update request status by checking if data URI is set
        if (status["search_result"]["data_uri"] is not None):
            self.completed = True
            self.data_url = "%s/data" % (self.request_url)

        # set class variable "status" and "logs"
        self.status = status
        self.logs = status["logs"]

    def check_for_data(self) -> bool:
        """
        Check to see if data is available for this conjunction
        search request

        Returns:
            True if data is available, else False

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        self.update_status()
        return self.completed

    def get_data(self) -> None:
        """
        Retrieve the data available for this conjunction search request

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # check if completed yet
        if (self.completed is False):
            print("No data available, update status or check for data first")
            return

        # get data
        raw_data = requests_get_data(self.aurorax_obj, self.data_url, self.response_format, False)

        # set data variable
        if (self.response_format is not None):
            self.data = raw_data
        else:
            # cast data source objects
            for i in range(0, len(raw_data)):
                for j in range(0, len(raw_data[i]["data_sources"])):
                    ds = DataSource(**raw_data[i]["data_sources"][j], format=FORMAT_BASIC_INFO)
                    raw_data[i]["data_sources"][j] = ds

            # cast conjunctions
            self.data = [Conjunction(**c) for c in raw_data]

    def wait(self, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> None:
        """
        Block and wait until the request is complete and data is
        available for retrieval

        Args:
            poll_interval: time in seconds to wait between polling attempts, defaults
                to pyaurorax.requests.STANDARD_POLLING_SLEEP_TIME
            verbose: output poll times and other progress messages, defaults to False

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
        self.update_status(requests_wait_for_data(self.aurorax_obj, url, poll_interval, verbose))

    def cancel(self, wait: bool = False, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> int:
        """
        Cancel the conjunction search request

        This method returns immediately by default since the API processes
        this request asynchronously. If you would prefer to wait for it
        to be completed, set the 'wait' parameter to True. You can adjust
        the polling time using the 'poll_interval' parameter.

        Args:
            wait: wait until the cancellation request has been
                completed (may wait for several minutes)
            poll_interval: seconds to wait between polling
                calls, defaults to STANDARD_POLLING_SLEEP_TIME.
            verbose: output poll times and other progress messages, defaults
                to False

        Returns:
            1 on success

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
        return requests_cancel(self.aurorax_obj, url, wait, poll_interval, verbose)

Classes

class ConjunctionSearch (aurorax_obj: PyAuroraX, start: datetime.datetime, end: datetime.datetime, distance: Union[int, float, Dict], ground: Optional[List[Dict]] = None, space: Optional[List[Dict]] = None, events: Optional[List[Dict]] = None, conjunction_types: Optional[List[str]] = None, epoch_search_precision: Optional[int] = None, response_format: Optional[Dict] = None)

Class representing a conjunction search

Attributes

start
start timestamp of the search (inclusive)
end
end timestamp of the search (inclusive)
distance
the maximum distance allowed between data sources when searching for conjunctions. This can either be a number (int or float), or a dictionary modified from the output of the "get_advanced_distances_combos()" function.
ground

list of ground instrument search parameters, defaults to []

Example:

[{
    "programs": ["themis-asi"],
    "platforms": ["gillam", "rabbit lake"],
    "instrument_types": ["RGB"],
    "ephemeris_metadata_filters": {
        "logical_operator": "AND",
        "expressions": [
            {
                "key": "calgary_apa_ml_v1",
                "operator": "in",
                "values": [ "classified as APA" ]
            }
        ]
    }
}]
space

list of one or more space instrument search parameters, defaults to []

Example:

[{
    "programs": ["themis-asi", "swarm"],
    "platforms": ["themisa", "swarma"],
    "instrument_types": ["footprint"],
    "ephemeris_metadata_filters": {
        "logical_operator": "AND",
        "expressions": [
            {
                "key": "nbtrace_region",
                "operator": "in",
                "values": [ "north auroral oval" ]
            }
        ]
    },
    "hemisphere": [
        "northern"
    ]
}]
events

list of one or more events search parameters, defaults to []

Example:

[{
    "programs": [ "events" ],
    "instrument_types": [ "substorm onsets" ]
}]
conjunction_types
list of conjunction types, defaults to ["nbtrace"]. Options are in the pyaurorax.conjunctions module, or at the top level using the pyaurorax.CONJUNCTION_TYPE_* variables.
epoch_search_precision
the time precision to which conjunctions are calculated. Can be 30 or 60 seconds. Defaults to 60 seconds. Note - this parameter is under active development and still considered "alpha".
response_format
JSON representation of desired data response format
request
AuroraXResponse object returned when the search is executed
request_id
unique ID assigned to the request by the AuroraX API
request_url
unique URL assigned to the request by the AuroraX API
executed
indicates if the search has been executed/started
completed
indicates if the search has finished
data_url
the URL where data is accessed
query
the query for this request as JSON
status
the status of the query
data
the conjunctions found
logs
all log messages outputted by the AuroraX API for this request
Expand source code
class ConjunctionSearch:
    """
    Class representing a conjunction search

    Attributes:
        start: start timestamp of the search (inclusive)
        end: end timestamp of the search (inclusive)
        distance: the maximum distance allowed between data sources when searching for
            conjunctions. This can either be a number (int or float), or a dictionary
            modified from the output of the "get_advanced_distances_combos()" function.
        ground: list of ground instrument search parameters, defaults to []

            Example:

                [{
                    "programs": ["themis-asi"],
                    "platforms": ["gillam", "rabbit lake"],
                    "instrument_types": ["RGB"],
                    "ephemeris_metadata_filters": {
                        "logical_operator": "AND",
                        "expressions": [
                            {
                                "key": "calgary_apa_ml_v1",
                                "operator": "in",
                                "values": [ "classified as APA" ]
                            }
                        ]
                    }
                }]
        space: list of one or more space instrument search parameters, defaults to []

            Example:

                [{
                    "programs": ["themis-asi", "swarm"],
                    "platforms": ["themisa", "swarma"],
                    "instrument_types": ["footprint"],
                    "ephemeris_metadata_filters": {
                        "logical_operator": "AND",
                        "expressions": [
                            {
                                "key": "nbtrace_region",
                                "operator": "in",
                                "values": [ "north auroral oval" ]
                            }
                        ]
                    },
                    "hemisphere": [
                        "northern"
                    ]
                }]
        events: list of one or more events search parameters, defaults to []

            Example:

                [{
                    "programs": [ "events" ],
                    "instrument_types": [ "substorm onsets" ]
                }]
        conjunction_types: list of conjunction types, defaults to ["nbtrace"]. Options are
            in the pyaurorax.conjunctions module, or at the top level using the
            pyaurorax.CONJUNCTION_TYPE_* variables.
        epoch_search_precision: the time precision to which conjunctions are calculated. Can be
            30 or 60 seconds. Defaults to 60 seconds. Note - this parameter is under active
            development and still considered "alpha".
        response_format: JSON representation of desired data response format
        request: AuroraXResponse object returned when the search is executed
        request_id: unique ID assigned to the request by the AuroraX API
        request_url: unique URL assigned to the request by the AuroraX API
        executed: indicates if the search has been executed/started
        completed: indicates if the search has finished
        data_url: the URL where data is accessed
        query: the query for this request as JSON
        status: the status of the query
        data: the conjunctions found
        logs: all log messages outputted by the AuroraX API for this request
    """

    __STANDARD_POLLING_SLEEP_TIME: float = 1.0

    def __init__(self,
                 aurorax_obj: PyAuroraX,
                 start: datetime.datetime,
                 end: datetime.datetime,
                 distance: Union[int, float, Dict],
                 ground: Optional[List[Dict]] = None,
                 space: Optional[List[Dict]] = None,
                 events: Optional[List[Dict]] = None,
                 conjunction_types: Optional[List[str]] = None,
                 epoch_search_precision: Optional[int] = None,
                 response_format: Optional[Dict] = None):

        # set variables using passed in args
        self.aurorax_obj = aurorax_obj
        self.start = start
        self.end = end
        self.ground = [] if ground is None else ground
        self.space = [] if space is None else space
        self.events = [] if events is None else events
        self.distance = distance
        self.conjunction_types = [CONJUNCTION_TYPE_NBTRACE] if conjunction_types is None else conjunction_types
        self.epoch_search_precision = 60 if epoch_search_precision is None else epoch_search_precision
        self.response_format = response_format

        # initialize additional variables
        self.request = None
        self.request_id = ""
        self.request_url = ""
        self.executed = False
        self.completed = False
        self.data_url = ""
        self.query = {}
        self.status = {}
        self.data = []
        self.logs = []

    def __str__(self):
        return self.__repr__()

    def __repr__(self):
        return "ConjunctionSearch(executed=%s, completed=%s, request_id='%s')" % (
            self.executed,
            self.completed,
            self.request_id,
        )

    def pretty_print(self):
        """
        A special print output for this class.
        """
        # set status and query strings
        max_len = 80
        status_str = str(self.status)
        query_str = str(self.query)
        if (len(status_str) > max_len):
            status_str = "%s..." % (status_str[0:max_len])
        if (len(query_str) > max_len):
            query_str = "%s..." % (query_str[0:max_len])

        # set results string
        if (self.executed is True):
            if (len(self.data) == 0):
                data_str = "[0 conjunction results]"
            elif (len(self.data) == 1):
                data_str = "[1 conjunction result]"
            else:
                data_str = "[%d conjunction results]" % (len(self.data))
        else:
            data_str = ""

        # set logs string
        if (self.executed is True):
            if (len(self.logs) == 0):
                logs_str = "[0 log messages]"
            elif (len(self.logs) == 1):
                logs_str = "[1 log message]"
            else:
                logs_str = "[%d log messages]" % (len(self.logs))
        else:
            logs_str = ""

        # print
        print("ConjunctionSearch:")
        print("  %-13s: %s" % ("executed", self.executed))
        print("  %-13s: %s" % ("completed", self.completed))
        print("  %-13s: %s" % ("request_id", self.request_id))
        print("  %-13s: %s" % ("request", self.request))
        print("  %-13s: %s" % ("request_url", self.request_url))
        print("  %-13s: %s" % ("data_url", self.data_url))
        print("  %-13s: %s" % ("query", query_str))
        print("  %-13s: %s" % ("status", status_str))
        print("  %-13s: %s" % ("data", data_str))
        print("  %-13s: %s" % ("logs", logs_str))

    def __fill_in_missing_distances(self, curr_distances: Dict) -> Dict:
        # get all distances possible
        all_distances = self.get_advanced_distances_combos()

        # go through current distances and fill in the values
        for curr_key, curr_value in curr_distances.items():
            curr_key_split = curr_key.split('-')
            curr_key1 = curr_key_split[0].strip()
            curr_key2 = curr_key_split[1].strip()
            for all_key in all_distances.keys():
                if (curr_key1 in all_key and curr_key2 in all_key):
                    # found the matching key, replace the value
                    all_distances[all_key] = curr_value

        # return
        return all_distances

    def check_criteria_block_count_validity(self) -> None:
        """
        Check the number of of criteria blocks to see if there
        is too many. A max of 10 is allowed by the AuroraX
        conjunction search engine. An exception is raised if
        it was determined to have too many.

        Raises:
            pyaurorax.exceptions.AuroraXError: too many criteria blocks are found
        """
        count_ground = 0
        count_space = 0
        count_events = 0
        if (self.ground is not None):
            count_ground = len(self.ground)
        if (self.space is not None):
            count_space = len(self.space)
        if (self.events is not None):
            count_events = len(self.events)
        if ((count_ground + count_space + count_events) > 10):
            raise AuroraXError("Number of criteria blocks exceeds 10, please reduce the count")

    def get_advanced_distances_combos(self, default_distance: Optional[Union[int, float]] = None) -> Dict:
        """
        Get the advanced distances combinations for this search

        Args:
            default_distance: the default distance to use, defaults to None

        Returns:
            the advanced distances combinations
        """
        # set input arrays
        options = []
        if (self.ground is not None):
            for i in range(0, len(self.ground)):
                options.append("ground%d" % (i + 1))
        if (self.space is not None):
            for i in range(0, len(self.space)):
                options.append("space%d" % (i + 1))
        if (self.events is not None):
            for i in range(0, len(self.events)):
                options.append("events%d" % (i + 1))

        # derive all combinations of options of size 2
        combinations = {}
        for element in itertools.combinations(options, r=2):
            combinations["%s-%s" % (element[0], element[1])] = default_distance

        # return
        return combinations

    @property
    def distance(self) -> Union[int, float, Dict[str, Union[int, float]]]:
        """
        Property for the distance parameter

        Returns:
            the distance dictionary with all combinations
        """
        return self.__distance

    @distance.setter
    def distance(self, distance: Union[int, float, Dict[str, Union[int, float]]]) -> None:
        # set distances to a dict if it's an int or float
        if (isinstance(distance, int) or isinstance(distance, float)):
            self.__distance = self.get_advanced_distances_combos(default_distance=distance)  # type: ignore
        else:
            # is a dict, fill in any gaps
            self.__distance = self.__fill_in_missing_distances(distance)  # type: ignore

    @property
    def query(self) -> Dict:
        """
        Property for the query value

        Returns:
            the query parameter
        """
        self._query = {
            "start": self.start.strftime("%Y-%m-%dT%H:%M:%S"),
            "end": self.end.strftime("%Y-%m-%dT%H:%M:%S"),
            "ground": self.ground,
            "space": self.space,
            "events": self.events,
            "conjunction_types": self.conjunction_types,
            "max_distances": self.distance,
            "epoch_search_precision": self.epoch_search_precision if self.epoch_search_precision in [30, 60] else 60,
        }
        return self._query

    @query.setter
    def query(self, query: Dict) -> None:
        self._query = query

    def execute(self) -> None:
        """
        Initiate a conjunction search request

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # check number of criteria blocks
        self.check_criteria_block_count_validity()

        # do request
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_SEARCH)
        req = AuroraXAPIRequest(self.aurorax_obj, method="post", url=url, body=self.query, null_response=True)
        res = req.execute()

        # set request ID, request_url, executed
        self.executed = True
        if res.status_code == 202:
            # request successfully dispatched
            self.executed = True
            self.request_url = res.request.headers["location"]
            self.request_id = self.request_url.rsplit("/", 1)[-1]

        # set request variable
        self.request = res

    def update_status(self, status: Optional[Dict] = None) -> None:
        """
        Update the status of this conjunction search request

        Args:
            status: the previously-retrieved status of this request (include
                to avoid requesting it from the API again), defaults to None

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # get the status if it isn't passed in
        if (status is None):
            status = requests_get_status(self.aurorax_obj, self.request_url)

        # check response
        if (status is None):
            raise AuroraXAPIError("Could not retrieve status for this request")

        # update request status by checking if data URI is set
        if (status["search_result"]["data_uri"] is not None):
            self.completed = True
            self.data_url = "%s/data" % (self.request_url)

        # set class variable "status" and "logs"
        self.status = status
        self.logs = status["logs"]

    def check_for_data(self) -> bool:
        """
        Check to see if data is available for this conjunction
        search request

        Returns:
            True if data is available, else False

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        self.update_status()
        return self.completed

    def get_data(self) -> None:
        """
        Retrieve the data available for this conjunction search request

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        # check if completed yet
        if (self.completed is False):
            print("No data available, update status or check for data first")
            return

        # get data
        raw_data = requests_get_data(self.aurorax_obj, self.data_url, self.response_format, False)

        # set data variable
        if (self.response_format is not None):
            self.data = raw_data
        else:
            # cast data source objects
            for i in range(0, len(raw_data)):
                for j in range(0, len(raw_data[i]["data_sources"])):
                    ds = DataSource(**raw_data[i]["data_sources"][j], format=FORMAT_BASIC_INFO)
                    raw_data[i]["data_sources"][j] = ds

            # cast conjunctions
            self.data = [Conjunction(**c) for c in raw_data]

    def wait(self, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> None:
        """
        Block and wait until the request is complete and data is
        available for retrieval

        Args:
            poll_interval: time in seconds to wait between polling attempts, defaults
                to pyaurorax.requests.STANDARD_POLLING_SLEEP_TIME
            verbose: output poll times and other progress messages, defaults to False

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
        self.update_status(requests_wait_for_data(self.aurorax_obj, url, poll_interval, verbose))

    def cancel(self, wait: bool = False, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> int:
        """
        Cancel the conjunction search request

        This method returns immediately by default since the API processes
        this request asynchronously. If you would prefer to wait for it
        to be completed, set the 'wait' parameter to True. You can adjust
        the polling time using the 'poll_interval' parameter.

        Args:
            wait: wait until the cancellation request has been
                completed (may wait for several minutes)
            poll_interval: seconds to wait between polling
                calls, defaults to STANDARD_POLLING_SLEEP_TIME.
            verbose: output poll times and other progress messages, defaults
                to False

        Returns:
            1 on success

        Raises:
            pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
        """
        url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
        return requests_cancel(self.aurorax_obj, url, wait, poll_interval, verbose)

Instance variables

var distance : Union[int, float, Dict[str, Union[int, float]]]

Property for the distance parameter

Returns

the distance dictionary with all combinations

Expand source code
@property
def distance(self) -> Union[int, float, Dict[str, Union[int, float]]]:
    """
    Property for the distance parameter

    Returns:
        the distance dictionary with all combinations
    """
    return self.__distance
var query : Dict

Property for the query value

Returns

the query parameter

Expand source code
@property
def query(self) -> Dict:
    """
    Property for the query value

    Returns:
        the query parameter
    """
    self._query = {
        "start": self.start.strftime("%Y-%m-%dT%H:%M:%S"),
        "end": self.end.strftime("%Y-%m-%dT%H:%M:%S"),
        "ground": self.ground,
        "space": self.space,
        "events": self.events,
        "conjunction_types": self.conjunction_types,
        "max_distances": self.distance,
        "epoch_search_precision": self.epoch_search_precision if self.epoch_search_precision in [30, 60] else 60,
    }
    return self._query

Methods

def cancel(self, wait: bool = False, poll_interval: float = 1.0, verbose: bool = False) ‑> int

Cancel the conjunction search request

This method returns immediately by default since the API processes this request asynchronously. If you would prefer to wait for it to be completed, set the 'wait' parameter to True. You can adjust the polling time using the 'poll_interval' parameter.

Args

wait
wait until the cancellation request has been completed (may wait for several minutes)
poll_interval
seconds to wait between polling calls, defaults to STANDARD_POLLING_SLEEP_TIME.
verbose
output poll times and other progress messages, defaults to False

Returns

1 on success

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def cancel(self, wait: bool = False, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> int:
    """
    Cancel the conjunction search request

    This method returns immediately by default since the API processes
    this request asynchronously. If you would prefer to wait for it
    to be completed, set the 'wait' parameter to True. You can adjust
    the polling time using the 'poll_interval' parameter.

    Args:
        wait: wait until the cancellation request has been
            completed (may wait for several minutes)
        poll_interval: seconds to wait between polling
            calls, defaults to STANDARD_POLLING_SLEEP_TIME.
        verbose: output poll times and other progress messages, defaults
            to False

    Returns:
        1 on success

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
    return requests_cancel(self.aurorax_obj, url, wait, poll_interval, verbose)
def check_criteria_block_count_validity(self) ‑> None

Check the number of of criteria blocks to see if there is too many. A max of 10 is allowed by the AuroraX conjunction search engine. An exception is raised if it was determined to have too many.

Raises

AuroraXError
too many criteria blocks are found
Expand source code
def check_criteria_block_count_validity(self) -> None:
    """
    Check the number of of criteria blocks to see if there
    is too many. A max of 10 is allowed by the AuroraX
    conjunction search engine. An exception is raised if
    it was determined to have too many.

    Raises:
        pyaurorax.exceptions.AuroraXError: too many criteria blocks are found
    """
    count_ground = 0
    count_space = 0
    count_events = 0
    if (self.ground is not None):
        count_ground = len(self.ground)
    if (self.space is not None):
        count_space = len(self.space)
    if (self.events is not None):
        count_events = len(self.events)
    if ((count_ground + count_space + count_events) > 10):
        raise AuroraXError("Number of criteria blocks exceeds 10, please reduce the count")
def check_for_data(self) ‑> bool

Check to see if data is available for this conjunction search request

Returns

True if data is available, else False

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def check_for_data(self) -> bool:
    """
    Check to see if data is available for this conjunction
    search request

    Returns:
        True if data is available, else False

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    self.update_status()
    return self.completed
def execute(self) ‑> None

Initiate a conjunction search request

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def execute(self) -> None:
    """
    Initiate a conjunction search request

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    # check number of criteria blocks
    self.check_criteria_block_count_validity()

    # do request
    url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_SEARCH)
    req = AuroraXAPIRequest(self.aurorax_obj, method="post", url=url, body=self.query, null_response=True)
    res = req.execute()

    # set request ID, request_url, executed
    self.executed = True
    if res.status_code == 202:
        # request successfully dispatched
        self.executed = True
        self.request_url = res.request.headers["location"]
        self.request_id = self.request_url.rsplit("/", 1)[-1]

    # set request variable
    self.request = res
def get_advanced_distances_combos(self, default_distance: Optional[Union[int, float]] = None) ‑> Dict

Get the advanced distances combinations for this search

Args

default_distance
the default distance to use, defaults to None

Returns

the advanced distances combinations

Expand source code
def get_advanced_distances_combos(self, default_distance: Optional[Union[int, float]] = None) -> Dict:
    """
    Get the advanced distances combinations for this search

    Args:
        default_distance: the default distance to use, defaults to None

    Returns:
        the advanced distances combinations
    """
    # set input arrays
    options = []
    if (self.ground is not None):
        for i in range(0, len(self.ground)):
            options.append("ground%d" % (i + 1))
    if (self.space is not None):
        for i in range(0, len(self.space)):
            options.append("space%d" % (i + 1))
    if (self.events is not None):
        for i in range(0, len(self.events)):
            options.append("events%d" % (i + 1))

    # derive all combinations of options of size 2
    combinations = {}
    for element in itertools.combinations(options, r=2):
        combinations["%s-%s" % (element[0], element[1])] = default_distance

    # return
    return combinations
def get_data(self) ‑> None

Retrieve the data available for this conjunction search request

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def get_data(self) -> None:
    """
    Retrieve the data available for this conjunction search request

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    # check if completed yet
    if (self.completed is False):
        print("No data available, update status or check for data first")
        return

    # get data
    raw_data = requests_get_data(self.aurorax_obj, self.data_url, self.response_format, False)

    # set data variable
    if (self.response_format is not None):
        self.data = raw_data
    else:
        # cast data source objects
        for i in range(0, len(raw_data)):
            for j in range(0, len(raw_data[i]["data_sources"])):
                ds = DataSource(**raw_data[i]["data_sources"][j], format=FORMAT_BASIC_INFO)
                raw_data[i]["data_sources"][j] = ds

        # cast conjunctions
        self.data = [Conjunction(**c) for c in raw_data]
def pretty_print(self)

A special print output for this class.

Expand source code
def pretty_print(self):
    """
    A special print output for this class.
    """
    # set status and query strings
    max_len = 80
    status_str = str(self.status)
    query_str = str(self.query)
    if (len(status_str) > max_len):
        status_str = "%s..." % (status_str[0:max_len])
    if (len(query_str) > max_len):
        query_str = "%s..." % (query_str[0:max_len])

    # set results string
    if (self.executed is True):
        if (len(self.data) == 0):
            data_str = "[0 conjunction results]"
        elif (len(self.data) == 1):
            data_str = "[1 conjunction result]"
        else:
            data_str = "[%d conjunction results]" % (len(self.data))
    else:
        data_str = ""

    # set logs string
    if (self.executed is True):
        if (len(self.logs) == 0):
            logs_str = "[0 log messages]"
        elif (len(self.logs) == 1):
            logs_str = "[1 log message]"
        else:
            logs_str = "[%d log messages]" % (len(self.logs))
    else:
        logs_str = ""

    # print
    print("ConjunctionSearch:")
    print("  %-13s: %s" % ("executed", self.executed))
    print("  %-13s: %s" % ("completed", self.completed))
    print("  %-13s: %s" % ("request_id", self.request_id))
    print("  %-13s: %s" % ("request", self.request))
    print("  %-13s: %s" % ("request_url", self.request_url))
    print("  %-13s: %s" % ("data_url", self.data_url))
    print("  %-13s: %s" % ("query", query_str))
    print("  %-13s: %s" % ("status", status_str))
    print("  %-13s: %s" % ("data", data_str))
    print("  %-13s: %s" % ("logs", logs_str))
def update_status(self, status: Optional[Dict] = None) ‑> None

Update the status of this conjunction search request

Args

status
the previously-retrieved status of this request (include to avoid requesting it from the API again), defaults to None

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def update_status(self, status: Optional[Dict] = None) -> None:
    """
    Update the status of this conjunction search request

    Args:
        status: the previously-retrieved status of this request (include
            to avoid requesting it from the API again), defaults to None

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    # get the status if it isn't passed in
    if (status is None):
        status = requests_get_status(self.aurorax_obj, self.request_url)

    # check response
    if (status is None):
        raise AuroraXAPIError("Could not retrieve status for this request")

    # update request status by checking if data URI is set
    if (status["search_result"]["data_uri"] is not None):
        self.completed = True
        self.data_url = "%s/data" % (self.request_url)

    # set class variable "status" and "logs"
    self.status = status
    self.logs = status["logs"]
def wait(self, poll_interval: float = 1.0, verbose: bool = False) ‑> None

Block and wait until the request is complete and data is available for retrieval

Args

poll_interval
time in seconds to wait between polling attempts, defaults to pyaurorax.requests.STANDARD_POLLING_SLEEP_TIME
verbose
output poll times and other progress messages, defaults to False

Raises

AuroraXAPIError
An API error was encountered
Expand source code
def wait(self, poll_interval: float = __STANDARD_POLLING_SLEEP_TIME, verbose: bool = False) -> None:
    """
    Block and wait until the request is complete and data is
    available for retrieval

    Args:
        poll_interval: time in seconds to wait between polling attempts, defaults
            to pyaurorax.requests.STANDARD_POLLING_SLEEP_TIME
        verbose: output poll times and other progress messages, defaults to False

    Raises:
        pyaurorax.exceptions.AuroraXAPIError: An API error was encountered
    """
    url = "%s/%s" % (self.aurorax_obj.api_base_url, self.aurorax_obj.search.api.URL_SUFFIX_CONJUNCTION_REQUEST.format(self.request_id))
    self.update_status(requests_wait_for_data(self.aurorax_obj, url, poll_interval, verbose))