-
Notifications
You must be signed in to change notification settings - Fork 1.3k
Expand file tree
/
Copy pathrest_utils.py
More file actions
925 lines (801 loc) · 28.2 KB
/
rest_utils.py
File metadata and controls
925 lines (801 loc) · 28.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
import logging
from typing import Any, Callable, Dict, List, Optional
from fastapi import HTTPException, Query
from google.protobuf.json_format import MessageToDict
from feast.errors import (
FeastObjectNotFoundException,
FeastPermissionError,
PushSourceNotFoundException,
)
from feast.protos.feast.registry import RegistryServer_pb2
logger = logging.getLogger(__name__)
MATCH_SCORE_DEFAULT_THRESHOLD = 0.75
MATCH_SCORE_NAME = 100
MATCH_SCORE_DESCRIPTION = 80
MATCH_SCORE_TAGS = 60
def grpc_call(handler_fn, request):
"""
Wrapper to invoke gRPC method with context=None and handle common errors.
"""
try:
response = handler_fn(request, context=None)
return MessageToDict(response)
except (
FeastObjectNotFoundException,
FeastPermissionError,
PushSourceNotFoundException,
):
raise
except Exception as e:
raise e
def get_object_relationships(
grpc_handler,
object_type: str,
object_name: str,
project: str,
allow_cache: bool = True,
) -> List:
"""
Get relationships for a specific object.
Args:
grpc_handler: The gRPC handler to use for calls
object_type: Type of object (dataSource, entity, featureView, featureService)
object_name: Name of the object
project: Project name
allow_cache: Whether to allow cached data
Returns:
List containing relationships for the object (both direct and indirect)
"""
try:
req = RegistryServer_pb2.GetObjectRelationshipsRequest(
project=project,
object_type=object_type,
object_name=object_name,
include_indirect=True,
allow_cache=allow_cache,
)
response = grpc_call(grpc_handler.GetObjectRelationships, req)
return response.get("relationships", [])
except Exception:
# If relationships can't be retrieved, return empty list rather than failing
return []
def get_relationships_for_objects(
grpc_handler,
objects: List[Dict],
object_type: str,
project: str,
allow_cache: bool = True,
) -> Dict[str, List]:
"""
Get relationships for multiple objects efficiently.
Args:
grpc_handler: The gRPC handler to use for calls
objects: List of objects to get relationships for
object_type: Type of objects (dataSource, entity, featureView, featureService, feature)
project: Project name
allow_cache: Whether to allow cached data
Returns:
Dictionary mapping object names to their relationships (both direct and indirect)
"""
relationships_map = {}
for obj in objects:
obj_name = None
if object_type == "feature":
obj_name = obj.get("name")
elif isinstance(obj, dict):
obj_name = (
obj.get("name")
or obj.get("spec", {}).get("name")
or obj.get("meta", {}).get("name")
)
if obj_name:
rels = get_object_relationships(
grpc_handler,
object_type,
obj_name,
project,
allow_cache,
)
relationships_map[obj_name] = rels
return relationships_map
def aggregate_across_projects(
grpc_handler,
list_method: Callable,
request_cls: Callable,
response_key: str,
object_type: str,
allow_cache: bool = True,
page: int = 1,
limit: int = 50,
sort_by: Optional[str] = None,
sort_order: str = "asc",
include_relationships: bool = False,
) -> Dict:
"""
Fetches and aggregates objects across all projects, adds project field, handles relationships, and paginates/sorts.
"""
projects_resp = grpc_call(
grpc_handler.ListProjects,
RegistryServer_pb2.ListProjectsRequest(allow_cache=allow_cache),
)
projects = projects_resp.get("projects", [])
all_objects = []
relationships_map = {}
for project in projects:
project_name = project["spec"]["name"]
req = request_cls(
project=project_name,
allow_cache=allow_cache,
)
response = grpc_call(list_method, req)
objects = response.get(response_key, [])
for obj in objects:
obj["project"] = project_name
all_objects.extend(objects)
if include_relationships:
rels = get_relationships_for_objects(
grpc_handler, objects, object_type, project_name, allow_cache
)
relationships_map.update(rels)
paged_objects, pagination = paginate_and_sort(
all_objects, page, limit, sort_by, sort_order
)
result = {
response_key: paged_objects,
"pagination": pagination,
}
if include_relationships:
result["relationships"] = relationships_map
return result
def get_all_feature_views(feature_views_response: dict) -> list[dict]:
"""
Get all feature views from a feature views response, regardless of type.
This is future-proof and will handle any kind of feature view keys.
"""
result = []
for key, value in feature_views_response.items():
if isinstance(value, list):
result.extend(value)
else:
result.append(value)
return result
def parse_tags(tags: List[str] = Query(default=[])) -> Dict[str, str]:
"""
Parses query strings like ?tags=key1:value1&tags=key2:value2 into a dict.
"""
parsed_tags = {}
for tag in tags:
if ":" not in tag:
continue
key, value = tag.split(":", 1)
parsed_tags[key] = value
return parsed_tags
def get_pagination_params(
page: Optional[int] = Query(None, ge=1),
limit: Optional[int] = Query(None, ge=1, le=100),
) -> dict:
return {
"page": page or 0,
"limit": limit or 0,
}
def get_sorting_params(
sort_by: Optional[str] = Query(None),
sort_order: Optional[str] = Query(None, pattern="^(asc|desc)$"),
) -> dict:
return {
"sort_by": sort_by or "",
"sort_order": sort_order or "asc",
}
def validate_or_set_default_sorting_params(
sort_by_options: List[str] = [],
default_sort_by_option: str = "",
default_sort_order: str = "asc",
) -> Callable:
"""
Factory function to create a FastAPI dependency for validating sorting parameters.
Args:
sort_by_options: List of valid sort_by field names. If empty, no validation is performed
default_sort_by_option: Default sort_by value if not provided
default_sort_order: Default sort_order value if not provided (asc/desc)
Returns:
Callable that can be used as FastAPI dependency for sorting validation
Example usage:
# Create a custom sorting validator for specific fields
custom_sorting = validate_or_set_default_sorting_params(
sort_by_options=["name", "created_at", "updated_at"],
default_sort_by_option="name",
default_sort_order="asc"
)
# Use in FastAPI route
@router.get("/items")
def get_items(sorting_params: dict = Depends(custom_sorting)):
sort_by = sorting_params["sort_by"]
sort_order = sorting_params["sort_order"]
# Use sort_by and sort_order for your logic
"""
def set_input_or_default(
sort_by: Optional[str] = Query(None), sort_order: Optional[str] = Query(None)
) -> dict:
sorting_params = {}
# If no sort options are configured, return defaults without validation
if not sort_by_options:
return {
"sort_by": default_sort_by_option,
"sort_order": sort_order if sort_order else default_sort_order,
}
# Validate and set sort_by parameter
if sort_by:
if sort_by in sort_by_options:
sorting_params["sort_by"] = sort_by
else:
raise HTTPException(
status_code=400,
detail=f"Invalid sort_by parameter: '{sort_by}'. Valid options are: {sort_by_options}",
)
else:
# Use default if not provided
sorting_params["sort_by"] = default_sort_by_option
# Validate and set sort_order parameter
if sort_order:
if sort_order in ["asc", "desc"]:
sorting_params["sort_order"] = sort_order
else:
raise HTTPException(
status_code=400,
detail=f"Invalid sort_order parameter: '{sort_order}'. Valid options are: ['asc', 'desc']",
)
else:
# Use default if not provided
sorting_params["sort_order"] = default_sort_order
return sorting_params
return set_input_or_default
def validate_or_set_default_pagination_params(
default_page: int = 1,
default_limit: int = 50,
min_page: int = 1,
min_limit: int = 1,
max_limit: int = 100,
) -> Callable:
"""
Factory function to create a FastAPI dependency for validating pagination parameters.
Args:
default_page: Default page number if not provided
default_limit: Default limit if not provided
min_page: Minimum allowed page number
min_limit: Minimum allowed limit
max_limit: Maximum allowed limit
Returns:
Callable that can be used as FastAPI dependency for pagination validation
Example usage:
# Create a custom pagination validator
custom_pagination = validate_or_set_default_pagination_params(
default_page=1,
default_limit=25,
max_limit=200
)
# Use in FastAPI route
@router.get("/items")
def get_items(pagination_params: dict = Depends(custom_pagination)):
page = pagination_params["page"]
limit = pagination_params["limit"]
# Use page and limit for your logic
"""
def set_input_or_default(
page: Optional[int] = Query(None), limit: Optional[int] = Query(None)
) -> dict:
pagination_params = {}
# Validate and set page parameter
if page is not None:
if page < min_page:
raise HTTPException(
status_code=400,
detail=f"Invalid page parameter: '{page}'. Must be greater than or equal to {min_page}",
)
pagination_params["page"] = page
else:
pagination_params["page"] = default_page
# Validate and set limit parameter
if limit is not None:
if limit < min_limit:
raise HTTPException(
status_code=400,
detail=f"Invalid limit parameter: '{limit}'. Must be greater than or equal to {min_limit}",
)
if limit > max_limit:
raise HTTPException(
status_code=400,
detail=f"Invalid limit parameter: '{limit}'. Must be less than or equal to {max_limit}",
)
pagination_params["limit"] = limit
else:
pagination_params["limit"] = default_limit
return pagination_params
return set_input_or_default
def create_grpc_pagination_params(
pagination_params: dict,
) -> RegistryServer_pb2.PaginationParams:
return RegistryServer_pb2.PaginationParams(
page=pagination_params.get("page", 0),
limit=pagination_params.get("limit", 0),
)
def create_grpc_sorting_params(
sorting_params: dict,
) -> RegistryServer_pb2.SortingParams:
return RegistryServer_pb2.SortingParams(
sort_by=sorting_params.get("sort_by", ""),
sort_order=sorting_params.get("sort_order", "asc"),
)
def paginate_and_sort(
items: list,
page: int,
limit: int,
sort_by: Optional[str] = None,
sort_order: str = "asc",
):
if sort_by:
items = sorted(
items, key=lambda x: x.get(sort_by, ""), reverse=(sort_order == "desc")
)
total = len(items)
start = (page - 1) * limit
end = start + limit
paged_items = items[start:end]
pagination = {}
if page:
pagination["page"] = page
if limit:
pagination["limit"] = limit
if total:
pagination["totalCount"] = total
total_pages = (total + limit - 1) // limit
if total_pages:
pagination["totalPages"] = total_pages
if end < total:
pagination["hasNext"] = True
if start > 0:
pagination["hasPrevious"] = True
return paged_items, pagination
def get_all_project_resources(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[Dict[str, Any], Dict[str, Any], List[str]]:
"""
Helper function to get all resources for a project with optional sorting and pagination
Returns a dictionary with resource types as keys and lists of resources as values
Also includes pagination metadata when pagination_params are provided
"""
resources: Dict[str, Any] = {
"entities": [],
"dataSources": [],
"featureViews": [],
"featureServices": [],
"savedDatasets": [],
"features": [],
"pagination": {},
"errors": [],
}
pagination: dict = {}
errors = []
try:
# Get entities
resources["entities"], pagination["entities"], err_msg = list_entities(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
tags=tags,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
if err_msg:
errors.append(err_msg)
# Get data sources
resources["dataSources"], pagination["dataSources"], err_msg = (
list_data_sources(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
tags=tags,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
)
if err_msg:
errors.append(err_msg)
# Get feature views
resources["featureViews"], pagination["featureViews"], err_msg = (
list_feature_views(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
tags=tags,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
)
if err_msg:
errors.append(err_msg)
# Get feature services
resources["featureServices"], pagination["featureServices"], err_msg = (
list_feature_services(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
tags=tags,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
)
if err_msg:
errors.append(err_msg)
# Get saved datasets
resources["savedDatasets"], pagination["savedDatasets"], err_msg = (
list_saved_datasets(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
tags=tags,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
)
if err_msg:
errors.append(err_msg)
# Get features
resources["features"], pagination["features"], err_msg = list_features(
grpc_handler=grpc_handler,
project=project,
allow_cache=allow_cache,
pagination_params=pagination_params,
sorting_params=sorting_params,
)
if err_msg:
errors.append(err_msg)
except Exception as e:
err_msg = f"Error getting resources for project '{project}'"
errors.append(err_msg)
logger.error(f"{err_msg}: {e}")
finally:
return resources, pagination, errors
def filter_search_results_and_match_score(
results: List[Dict], query: str
) -> List[Dict]:
"""Filter search results based on query string"""
if not query:
# Add all tags as matched_tags when no query (all tags match)
for result in results:
result["matched_tags"] = result.get("tags", {})
return results
query_lower = query.lower()
filtered_results = []
for result in results:
matched_tags = {}
best_fuzzy_tag_score = 0.0
# Collect all matching tags (exact and fuzzy) upfront
tags = result.get("tags", {})
has_exact_tag_match = False
for key, value in tags.items():
key_lower = str(key).lower()
value_str = str(value).lower()
tag_combined = f"{key_lower}={value_str}"
# Exact match in key or value
if query_lower in tag_combined:
has_exact_tag_match = True
matched_tags[key] = value
else:
# Fuzzy match for tags (on combined "key:value" string)
tag_fuzzy_score = fuzzy_match(query_lower, tag_combined)
if tag_fuzzy_score >= MATCH_SCORE_DEFAULT_THRESHOLD:
matched_tags[key] = value
if tag_fuzzy_score > best_fuzzy_tag_score:
best_fuzzy_tag_score = tag_fuzzy_score
result["matched_tags"] = matched_tags
# Search in name
if query_lower in result.get("name", "").lower():
result["match_score"] = MATCH_SCORE_NAME
filtered_results.append(result)
continue
# Search in description
if query_lower in result.get("description", "").lower():
result["match_score"] = MATCH_SCORE_DESCRIPTION
filtered_results.append(result)
continue
# Exact tag match
if has_exact_tag_match:
result["match_score"] = MATCH_SCORE_TAGS
filtered_results.append(result)
continue
# Fuzzy tag match
if best_fuzzy_tag_score >= MATCH_SCORE_DEFAULT_THRESHOLD:
result["match_score"] = best_fuzzy_tag_score * 100
filtered_results.append(result)
continue
# Partial name match (fuzzy search)
fuzzy_match_score = fuzzy_match(query_lower, result.get("name", "").lower())
if fuzzy_match_score >= MATCH_SCORE_DEFAULT_THRESHOLD:
result["match_score"] = fuzzy_match_score * 100
filtered_results.append(result)
return filtered_results
def fuzzy_match(query: str, text: str) -> float:
"""Simple fuzzy matching using character overlap"""
if not query or not text:
return 0.0
query_chars = set(query)
text_chars = set(text)
overlap = len(query_chars.intersection(text_chars))
similarity = overlap / len(query_chars.union(text_chars))
return similarity
def list_entities(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search entities in a project with optional sorting and pagination
"""
entities = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
entities_req = RegistryServer_pb2.ListEntitiesRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
entities_response = grpc_call(grpc_handler.ListEntities, entities_req)
entities, pagination = (
entities_response.get("entities", []),
entities_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching entities in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return entities, pagination, err_msg
def list_feature_views(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search feature views in a project with optional sorting and pagination
"""
feature_views = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
feature_views_req = RegistryServer_pb2.ListAllFeatureViewsRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
feature_views_response = grpc_call(
grpc_handler.ListAllFeatureViews, feature_views_req
)
all_feature_views = get_all_feature_views(feature_views_response)
feature_views, pagination = (
all_feature_views,
feature_views_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching feature views in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return feature_views, pagination, err_msg
def list_feature_services(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search feature services in a project with optional sorting and pagination
"""
feature_services = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
feature_services_req = RegistryServer_pb2.ListFeatureServicesRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
feature_services_response = grpc_call(
grpc_handler.ListFeatureServices, feature_services_req
)
feature_services, pagination = (
feature_services_response.get("featureServices", []),
feature_services_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching feature services in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return feature_services, pagination, err_msg
def list_data_sources(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search data sources in a project with optional sorting and pagination
"""
data_sources = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
data_sources_req = RegistryServer_pb2.ListDataSourcesRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
data_sources_response = grpc_call(
grpc_handler.ListDataSources, data_sources_req
)
data_sources, pagination = (
data_sources_response.get("dataSources", []),
data_sources_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching data sources in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return data_sources, pagination, err_msg
def list_saved_datasets(
grpc_handler,
project: str,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search saved datasets in a project with optional sorting and pagination
"""
saved_datasets = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
saved_datasets_req = RegistryServer_pb2.ListSavedDatasetsRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
saved_datasets_response = grpc_call(
grpc_handler.ListSavedDatasets, saved_datasets_req
)
saved_datasets, pagination = (
saved_datasets_response.get("savedDatasets", []),
saved_datasets_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching saved datasets in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return saved_datasets, pagination, err_msg
def list_features(
grpc_handler,
project: str,
allow_cache: bool,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search features in a project with optional sorting and pagination
"""
features = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
features_req = RegistryServer_pb2.ListFeaturesRequest(
project=project,
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
)
features_response = grpc_call(grpc_handler.ListFeatures, features_req)
features, pagination = (
features_response.get("features", []),
features_response.get("pagination", {}),
)
except Exception as e:
err_msg = f"Error searching features in project '{project}'"
logger.error(f"{err_msg}: {e}")
finally:
return features, pagination, err_msg
def list_all_projects(
grpc_handler,
allow_cache: bool,
tags: Optional[Dict[str, str]] = None,
pagination_params: Optional[dict] = None,
sorting_params: Optional[dict] = None,
) -> tuple[List[Dict[str, Any]], Dict[str, Any], str]:
"""
Search all projects with optional sorting and pagination
"""
projects = []
pagination = {}
err_msg = ""
grpc_pagination = None
grpc_sorting = None
if pagination_params:
grpc_pagination = create_grpc_pagination_params(pagination_params)
if sorting_params:
grpc_sorting = create_grpc_sorting_params(sorting_params)
try:
projects_req = RegistryServer_pb2.ListProjectsRequest(
allow_cache=allow_cache,
pagination=grpc_pagination,
sorting=grpc_sorting,
tags=tags,
)
projects_response = grpc_call(grpc_handler.ListProjects, projects_req)
projects, pagination = (
projects_response.get("projects", []),
projects_response.get("pagination", {}),
)
except Exception as e:
err_msg = "Error searching all projects"
logger.error(f"{err_msg}: {e}")
finally:
return projects, pagination, err_msg