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import concurrent.futures |
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import logging |
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from tabpy.tabpy_server.common.util import format_exception |
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from tabpy.tabpy_server.common.messages import ( |
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LoadObject, |
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DeleteObjects, |
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FlushObjects, |
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CountObjects, |
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ListObjects, |
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UnknownMessage, |
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LoadFailed, |
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ObjectsDeleted, |
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ObjectsFlushed, |
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QueryFailed, |
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QuerySuccessful, |
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UnknownURI, |
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DownloadSkipped, |
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LoadInProgress, |
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ObjectCount, |
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ObjectList, |
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) |
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from tabpy.tabpy_tools.query_object import QueryObject |
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logger = logging.getLogger(__name__) |
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class PythonServiceHandler: |
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""" |
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A wrapper around PythonService object that receives requests and calls the |
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corresponding methods. |
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""" |
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def __init__(self, ps): |
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self.ps = ps |
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def manage_request(self, msg): |
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try: |
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logger.debug(f"Received request {type(msg).__name__}") |
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if isinstance(msg, LoadObject): |
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response = self.ps.load_object(*msg) |
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elif isinstance(msg, DeleteObjects): |
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response = self.ps.delete_objects(msg.uris) |
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elif isinstance(msg, FlushObjects): |
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response = self.ps.flush_objects() |
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elif isinstance(msg, CountObjects): |
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response = self.ps.count_objects() |
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elif isinstance(msg, ListObjects): |
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response = self.ps.list_objects() |
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else: |
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response = UnknownMessage(msg) |
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logger.debug(f"Returning response {response}") |
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return response |
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except Exception as e: |
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logger.exception(e) |
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msg = e |
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if hasattr(e, "message"): |
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msg = e.message |
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logger.error(f"Error processing request: {msg}") |
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return UnknownMessage(msg) |
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class PythonService: |
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""" |
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This class is a simple wrapper maintaining loaded query objects from |
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the current TabPy instance. `query_objects` is a dictionary that |
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maps query object URI to query objects |
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The query_objects schema is as follow: |
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{'version': <current-successfuly-loaded-version>, |
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'last_error':<your-recent-error-to-load-model>, |
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'endpoint_obj':<loaded_query_objects>, |
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'type':<object-type>, |
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'status':<LoadSuccessful-or-LoadFailed-or-LoadInProgress>} |
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""" |
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def __init__(self, query_objects=None): |
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self.EXECUTOR = concurrent.futures.ThreadPoolExecutor(max_workers=1) |
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self.query_objects = query_objects or {} |
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def _load_object( |
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self, object_uri, object_url, object_version, is_update, object_type |
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): |
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try: |
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logger.info( |
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f"Loading object:, URI={object_uri}, " |
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f"URL={object_url}, version={object_version}, " |
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f"is_updated={is_update}" |
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) |
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if object_type == "model": |
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po = QueryObject.load(object_url) |
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elif object_type == "alias": |
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po = object_url |
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else: |
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raise RuntimeError(f"Unknown object type: {object_type}") |
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self.query_objects[object_uri] = { |
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"version": object_version, |
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"type": object_type, |
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"endpoint_obj": po, |
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"status": "LoadSuccessful", |
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"last_error": None, |
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} |
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except Exception as e: |
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logger.exception(e) |
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logger.error( |
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f"Unable to load QueryObject: path={object_url}, " f"error={str(e)}" |
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) |
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self.query_objects[object_uri] = { |
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"version": object_version, |
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"type": object_type, |
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"endpoint_obj": None, |
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"status": "LoadFailed", |
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"last_error": f"Load failed: {str(e)}", |
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} |
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def load_object( |
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self, object_uri, object_url, object_version, is_update, object_type |
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): |
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try: |
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obj_info = self.query_objects.get(object_uri) |
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if ( |
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obj_info |
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and obj_info["endpoint_obj"] |
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and (obj_info["version"] >= object_version) |
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): |
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logger.info("Received load message for object already loaded") |
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return DownloadSkipped( |
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object_uri, |
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obj_info["version"], |
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"Object with greater " "or equal version already loaded", |
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) |
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else: |
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if object_uri not in self.query_objects: |
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self.query_objects[object_uri] = { |
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"version": object_version, |
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"type": object_type, |
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"endpoint_obj": None, |
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"status": "LoadInProgress", |
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"last_error": None, |
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} |
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else: |
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self.query_objects[object_uri]["status"] = "LoadInProgress" |
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self.EXECUTOR.submit( |
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self._load_object, |
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object_uri, |
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object_url, |
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object_version, |
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is_update, |
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object_type, |
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) |
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return LoadInProgress( |
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object_uri, object_url, object_version, is_update, object_type |
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) |
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except Exception as e: |
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logger.exception(e) |
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logger.error( |
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f"Unable to load QueryObject: path={object_url}, " f"error={str(e)}" |
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) |
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self.query_objects[object_uri] = { |
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"version": object_version, |
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"type": object_type, |
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"endpoint_obj": None, |
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"status": "LoadFailed", |
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"last_error": str(e), |
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} |
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return LoadFailed(object_uri, object_version, str(e)) |
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def delete_objects(self, object_uris): |
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"""Delete one or more objects from the query_objects map""" |
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if isinstance(object_uris, list): |
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deleted = [] |
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for uri in object_uris: |
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deleted.extend(self.delete_objects(uri).uris) |
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return ObjectsDeleted(deleted) |
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elif isinstance(object_uris, str): |
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deleted_obj = self.query_objects.pop(object_uris, None) |
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if deleted_obj: |
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return ObjectsDeleted([object_uris]) |
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else: |
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logger.warning( |
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f"Received message to delete query object " |
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f"that doesn't exist: " |
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f"object_uris={object_uris}" |
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) |
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return ObjectsDeleted([]) |
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else: |
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logger.error( |
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f"Unexpected input to delete objects: input={object_uris}, " |
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f'info="Input should be list or str. ' |
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f'Type: {type(object_uris)}"' |
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) |
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return ObjectsDeleted([]) |
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def flush_objects(self): |
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"""Flush objects from the query_objects map""" |
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logger.debug("Flushing query objects") |
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n = len(self.query_objects) |
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self.query_objects.clear() |
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return ObjectsFlushed(n, 0) |
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def count_objects(self): |
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"""Count the number of Loaded QueryObjects stored in memory""" |
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count = 0 |
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for uri, po in self.query_objects.items(): |
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if po["endpoint_obj"] is not None: |
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count += 1 |
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return ObjectCount(count) |
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def list_objects(self): |
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"""List the objects as (URI, version) pairs""" |
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objects = {} |
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for (uri, obj_info) in self.query_objects.items(): |
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objects[uri] = { |
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"version": obj_info["version"], |
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"type": obj_info["type"], |
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"status": obj_info["status"], |
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"reason": obj_info["last_error"], |
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} |
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return ObjectList(objects) |
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def query(self, object_uri, params, uid): |
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"""Execute a QueryObject query""" |
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logger.debug(f"Querying Python service {object_uri}...") |
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try: |
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if not isinstance(params, dict) and not isinstance(params, list): |
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return QueryFailed( |
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uri=object_uri, |
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error=( |
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"Query parameter needs to be a dictionary or a list" |
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f". Given value is of type {type(params)}" |
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), |
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) |
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obj_info = self.query_objects.get(object_uri) |
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logger.debug(f"Found object {obj_info}") |
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if obj_info: |
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pred_obj = obj_info["endpoint_obj"] |
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version = obj_info["version"] |
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if not pred_obj: |
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return QueryFailed( |
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uri=object_uri, |
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error=( |
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"There is no query object associated to the " |
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f"endpoint: {object_uri}" |
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), |
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) |
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logger.debug(f"Querying endpoint with params ({params})...") |
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if isinstance(params, dict): |
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result = pred_obj.query(**params) |
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else: |
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result = pred_obj.query(*params) |
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return QuerySuccessful(object_uri, version, result) |
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else: |
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return UnknownURI(object_uri) |
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except Exception as e: |
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logger.exception(e) |
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err_msg = format_exception(e, "/query") |
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logger.error(err_msg) |
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return QueryFailed(uri=object_uri, error=err_msg) |
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