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