|
1
|
|
|
import concurrent.futures |
|
2
|
|
|
import logging |
|
3
|
|
|
import sys |
|
4
|
|
|
|
|
5
|
|
|
|
|
6
|
|
|
from tabpy.tabpy_tools.query_object import QueryObject |
|
7
|
|
|
from tabpy.tabpy_server.common.util import format_exception |
|
8
|
|
|
from tabpy.tabpy_server.common.messages import ( |
|
9
|
|
|
LoadObject, DeleteObjects, FlushObjects, CountObjects, ListObjects, |
|
10
|
|
|
UnknownMessage, LoadFailed, ObjectsDeleted, ObjectsFlushed, QueryFailed, |
|
11
|
|
|
QuerySuccessful, UnknownURI, DownloadSkipped, LoadInProgress, ObjectCount, |
|
12
|
|
|
ObjectList) |
|
13
|
|
|
|
|
14
|
|
|
|
|
15
|
|
|
logger = logging.getLogger(__name__) |
|
16
|
|
|
|
|
17
|
|
|
|
|
18
|
|
|
class PythonServiceHandler: |
|
19
|
|
|
""" |
|
20
|
|
|
A wrapper around PythonService object that receives requests and calls the |
|
21
|
|
|
corresponding methods. |
|
22
|
|
|
""" |
|
23
|
|
|
def __init__(self, ps): |
|
24
|
|
|
self.ps = ps |
|
25
|
|
|
|
|
26
|
|
|
def manage_request(self, msg): |
|
27
|
|
|
try: |
|
28
|
|
|
logger.debug(f'Received request {type(msg).__name__}') |
|
29
|
|
|
if isinstance(msg, LoadObject): |
|
30
|
|
|
response = self.ps.load_object(*msg) |
|
31
|
|
|
elif isinstance(msg, DeleteObjects): |
|
32
|
|
|
response = self.ps.delete_objects(msg.uris) |
|
33
|
|
|
elif isinstance(msg, FlushObjects): |
|
34
|
|
|
response = self.ps.flush_objects() |
|
35
|
|
|
elif isinstance(msg, CountObjects): |
|
36
|
|
|
response = self.ps.count_objects() |
|
37
|
|
|
elif isinstance(msg, ListObjects): |
|
38
|
|
|
response = self.ps.list_objects() |
|
39
|
|
|
else: |
|
40
|
|
|
response = UnknownMessage(msg) |
|
41
|
|
|
|
|
42
|
|
|
logger.debug(f'Returning response {response}') |
|
43
|
|
|
return response |
|
44
|
|
|
except Exception as e: |
|
45
|
|
|
msg = e |
|
46
|
|
|
if hasattr(e, 'message'): |
|
47
|
|
|
msg = e.message |
|
48
|
|
|
logger.error(f'Error processing request: {msg}') |
|
49
|
|
|
return UnknownMessage(msg) |
|
50
|
|
|
|
|
51
|
|
|
|
|
52
|
|
|
class PythonService(object): |
|
53
|
|
|
""" |
|
54
|
|
|
This class is a simple wrapper maintaining loaded query objects from |
|
55
|
|
|
the current TabPy instance. `query_objects` is a dictionary that |
|
56
|
|
|
maps query object URI to query objects |
|
57
|
|
|
|
|
58
|
|
|
The query_objects schema is as follow: |
|
59
|
|
|
|
|
60
|
|
|
{'version': <current-successfuly-loaded-version>, |
|
61
|
|
|
'last_error':<your-recent-error-to-load-model>, |
|
62
|
|
|
'endpoint_obj':<loaded_query_objects>, |
|
63
|
|
|
'type':<object-type>, |
|
64
|
|
|
'status':<LoadSuccessful-or-LoadFailed-or-LoadInProgress>} |
|
65
|
|
|
|
|
66
|
|
|
""" |
|
67
|
|
|
def __init__(self, |
|
68
|
|
|
query_objects=None): |
|
69
|
|
|
|
|
70
|
|
|
self.EXECUTOR = concurrent.futures.ThreadPoolExecutor(max_workers=1) |
|
71
|
|
|
self.query_objects = query_objects or {} |
|
72
|
|
|
|
|
73
|
|
|
def _load_object(self, object_uri, object_url, object_version, is_update, |
|
74
|
|
|
object_type): |
|
75
|
|
|
try: |
|
76
|
|
|
logger.info( |
|
77
|
|
|
f'Loading object:, URI={object_uri}, ' |
|
78
|
|
|
f'URL={object_url}, version={object_version}, ' |
|
79
|
|
|
f'is_updated={is_update}') |
|
80
|
|
|
if object_type == 'model': |
|
81
|
|
|
po = QueryObject.load(object_url) |
|
82
|
|
|
elif object_type == 'alias': |
|
83
|
|
|
po = object_url |
|
84
|
|
|
else: |
|
85
|
|
|
raise RuntimeError(f'Unknown object type: {object_type}') |
|
86
|
|
|
|
|
87
|
|
|
self.query_objects[object_uri] = {'version': object_version, |
|
88
|
|
|
'type': object_type, |
|
89
|
|
|
'endpoint_obj': po, |
|
90
|
|
|
'status': 'LoadSuccessful', |
|
91
|
|
|
'last_error': None} |
|
92
|
|
|
except Exception as e: |
|
93
|
|
|
logger.error(f'Unable to load QueryObject: path={object_url}, ' |
|
94
|
|
|
f'error={str(e)}') |
|
95
|
|
|
|
|
96
|
|
|
self.query_objects[object_uri] = { |
|
97
|
|
|
'version': object_version, |
|
98
|
|
|
'type': object_type, |
|
99
|
|
|
'endpoint_obj': None, |
|
100
|
|
|
'status': 'LoadFailed', |
|
101
|
|
|
'last_error': f'Load failed: {str(e)}'} |
|
102
|
|
|
|
|
103
|
|
|
def load_object(self, object_uri, object_url, object_version, is_update, |
|
104
|
|
|
object_type): |
|
105
|
|
|
try: |
|
106
|
|
|
obj_info = self.query_objects.get(object_uri) |
|
107
|
|
|
if obj_info and obj_info['endpoint_obj'] and ( |
|
108
|
|
|
obj_info['version'] >= object_version): |
|
109
|
|
|
logger.info( |
|
110
|
|
|
"Received load message for object already loaded") |
|
111
|
|
|
|
|
112
|
|
|
return DownloadSkipped( |
|
113
|
|
|
object_uri, obj_info['version'], "Object with greater " |
|
114
|
|
|
"or equal version already loaded") |
|
115
|
|
|
else: |
|
116
|
|
|
if object_uri not in self.query_objects: |
|
117
|
|
|
self.query_objects[object_uri] = { |
|
118
|
|
|
'version': object_version, |
|
119
|
|
|
'type': object_type, |
|
120
|
|
|
'endpoint_obj': None, |
|
121
|
|
|
'status': 'LoadInProgress', |
|
122
|
|
|
'last_error': None} |
|
123
|
|
|
else: |
|
124
|
|
|
self.query_objects[ |
|
125
|
|
|
object_uri]['status'] = 'LoadInProgress' |
|
126
|
|
|
|
|
127
|
|
|
self.EXECUTOR.submit( |
|
128
|
|
|
self._load_object, object_uri, object_url, |
|
129
|
|
|
object_version, is_update, object_type) |
|
130
|
|
|
|
|
131
|
|
|
return LoadInProgress( |
|
132
|
|
|
object_uri, object_url, object_version, is_update, |
|
133
|
|
|
object_type) |
|
134
|
|
|
except Exception as e: |
|
135
|
|
|
logger.error(f'Unable to load QueryObject: path={object_url}, ' |
|
136
|
|
|
f'error={str(e)}') |
|
137
|
|
|
|
|
138
|
|
|
self.query_objects[object_uri] = { |
|
139
|
|
|
'version': object_version, |
|
140
|
|
|
'type': object_type, |
|
141
|
|
|
'endpoint_obj': None, |
|
142
|
|
|
'status': 'LoadFailed', |
|
143
|
|
|
'last_error': str(e)} |
|
144
|
|
|
|
|
145
|
|
|
return LoadFailed(object_uri, object_version, str(e)) |
|
146
|
|
|
|
|
147
|
|
|
def delete_objects(self, object_uris): |
|
148
|
|
|
"""Delete one or more objects from the query_objects map""" |
|
149
|
|
|
if isinstance(object_uris, list): |
|
150
|
|
|
deleted = [] |
|
151
|
|
|
for uri in object_uris: |
|
152
|
|
|
deleted.extend(self.delete_objects(uri).uris) |
|
153
|
|
|
return ObjectsDeleted(deleted) |
|
154
|
|
|
elif isinstance(object_uris, str): |
|
155
|
|
|
deleted_obj = self.query_objects.pop(object_uris, None) |
|
156
|
|
|
if deleted_obj: |
|
157
|
|
|
return ObjectsDeleted([object_uris]) |
|
158
|
|
|
else: |
|
159
|
|
|
logger.warning(f'Received message to delete query object ' |
|
160
|
|
|
f'that doesn\'t exist: ' |
|
161
|
|
|
f'object_uris={object_uris}') |
|
162
|
|
|
return ObjectsDeleted([]) |
|
163
|
|
|
else: |
|
164
|
|
|
logger.error( |
|
165
|
|
|
f'Unexpected input to delete objects: input={object_uris}, ' |
|
166
|
|
|
f'info="Input should be list or str. ' |
|
167
|
|
|
f'Type: {type(object_uris)}"') |
|
168
|
|
|
return ObjectsDeleted([]) |
|
169
|
|
|
|
|
170
|
|
|
def flush_objects(self): |
|
171
|
|
|
"""Flush objects from the query_objects map""" |
|
172
|
|
|
logger.debug("Flushing query objects") |
|
173
|
|
|
n = len(self.query_objects) |
|
174
|
|
|
self.query_objects.clear() |
|
175
|
|
|
return ObjectsFlushed(n, 0) |
|
176
|
|
|
|
|
177
|
|
|
def count_objects(self): |
|
178
|
|
|
"""Count the number of Loaded QueryObjects stored in memory""" |
|
179
|
|
|
count = 0 |
|
180
|
|
|
for uri, po in (self.query_objects.items()): |
|
181
|
|
|
if po['endpoint_obj'] is not None: |
|
182
|
|
|
count += 1 |
|
183
|
|
|
return ObjectCount(count) |
|
184
|
|
|
|
|
185
|
|
|
def list_objects(self): |
|
186
|
|
|
"""List the objects as (URI, version) pairs""" |
|
187
|
|
|
|
|
188
|
|
|
objects = {} |
|
189
|
|
|
for (uri, obj_info) in (self.query_objects.items()): |
|
190
|
|
|
objects[uri] = {'version': obj_info['version'], |
|
191
|
|
|
'type': obj_info['type'], |
|
192
|
|
|
'status': obj_info['status'], |
|
193
|
|
|
'reason': obj_info['last_error']} |
|
194
|
|
|
|
|
195
|
|
|
return ObjectList(objects) |
|
196
|
|
|
|
|
197
|
|
|
def query(self, object_uri, params, uid): |
|
198
|
|
|
"""Execute a QueryObject query""" |
|
199
|
|
|
logger.debug(f'Querying Python service {object_uri}...') |
|
200
|
|
|
try: |
|
201
|
|
|
if not isinstance(params, dict) and not isinstance(params, list): |
|
202
|
|
|
return QueryFailed( |
|
203
|
|
|
uri=object_uri, |
|
204
|
|
|
error=('Query parameter needs to be a dictionary or a list' |
|
205
|
|
|
f'. Given value is of type {type(params)}')) |
|
206
|
|
|
|
|
207
|
|
|
obj_info = self.query_objects.get(object_uri) |
|
208
|
|
|
logger.debug(f'Found object {obj_info}') |
|
209
|
|
|
if obj_info: |
|
210
|
|
|
pred_obj = obj_info['endpoint_obj'] |
|
211
|
|
|
version = obj_info['version'] |
|
212
|
|
|
|
|
213
|
|
|
if not pred_obj: |
|
214
|
|
|
return QueryFailed( |
|
215
|
|
|
uri=object_uri, |
|
216
|
|
|
error=("There is no query object associated to the " |
|
217
|
|
|
f'endpoint: {object_uri}')) |
|
218
|
|
|
|
|
219
|
|
|
logger.debug(f'Qurying endpoint with params ({params})...') |
|
220
|
|
|
if isinstance(params, dict): |
|
221
|
|
|
result = pred_obj.query(**params) |
|
222
|
|
|
else: |
|
223
|
|
|
result = pred_obj.query(*params) |
|
224
|
|
|
|
|
225
|
|
|
return QuerySuccessful(object_uri, version, result) |
|
226
|
|
|
else: |
|
227
|
|
|
return UnknownURI(object_uri) |
|
228
|
|
|
except Exception as e: |
|
229
|
|
|
err_msg = format_exception(e, '/query') |
|
230
|
|
|
logger.error(err_msg) |
|
231
|
|
|
return QueryFailed(uri=object_uri, error=err_msg) |
|
232
|
|
|
|