File: test_per_partition_circuit_breaker_mm_async.py

package info (click to toggle)
python-azure 20250603%2Bgit-1
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid, trixie
  • size: 851,724 kB
  • sloc: python: 7,362,925; ansic: 804; javascript: 287; makefile: 195; sh: 145; xml: 109
file content (512 lines) | stat: -rw-r--r-- 25,019 bytes parent folder | download
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
# The MIT License (MIT)
# Copyright (c) Microsoft Corporation. All rights reserved.
import asyncio
import os
import unittest
import uuid
from typing import Dict, Any, List

import pytest
from azure.core.pipeline.transport._aiohttp import AioHttpTransport
from azure.core.exceptions import ServiceResponseError

import test_config
from azure.cosmos import _location_cache, _partition_health_tracker
from azure.cosmos._partition_health_tracker import HEALTH_STATUS, UNHEALTHY, UNHEALTHY_TENTATIVE
from azure.cosmos.aio import CosmosClient
from azure.cosmos.exceptions import CosmosHttpResponseError
from _fault_injection_transport_async import FaultInjectionTransportAsync

REGION_1 = "West US 3"
REGION_2 = "West US"
CHANGE_FEED = "changefeed"
CHANGE_FEED_PK = "changefeed_pk"
CHANGE_FEED_EPK = "changefeed_epk"
READ = "read"
CREATE = "create"
READ_ALL_ITEMS = "read_all_items"
DELETE_ALL_ITEMS_BY_PARTITION_KEY = "delete_all_items_by_partition_key"
QUERY = "query"
QUERY_PK = "query_pk"
BATCH = "batch"
UPSERT = "upsert"
REPLACE = "replace"
PATCH = "patch"
DELETE = "delete"
PK_VALUE = "pk1"


COLLECTION = "created_collection"

def create_errors():
    errors = []
    error_codes = [408, 500, 502, 503]
    for error_code in error_codes:
        errors.append(CosmosHttpResponseError(
            status_code=error_code,
            message="Some injected error."))
    errors.append(ServiceResponseError(message="Injected Service Response Error."))
    return errors

def write_operations_and_errors():
    write_operations = [CREATE, UPSERT, REPLACE, DELETE, PATCH, BATCH]
    errors = create_errors()
    params = []
    for write_operation in write_operations:
        for error in errors:
            params.append((write_operation, error))

    return params

def create_doc():
    return {'id': str(uuid.uuid4()),
     'pk': PK_VALUE,
     'name': 'sample document',
     'key': 'value'}

def read_operations_and_errors():
    read_operations = [READ, QUERY_PK, CHANGE_FEED, CHANGE_FEED_PK, CHANGE_FEED_EPK]
    errors = create_errors()
    params = []
    for read_operation in read_operations:
        for error in errors:
            params.append((read_operation, error))

    return params

def operations():
    write_operations = [CREATE, UPSERT, REPLACE, DELETE, PATCH, BATCH]
    read_operations = [READ, QUERY_PK, CHANGE_FEED_PK, CHANGE_FEED_EPK]
    operations = []
    for i, write_operation in enumerate(write_operations):
        operations.append((read_operations[i % len(read_operations)], write_operation))

    return operations

def validate_response_uri(response, expected_uri):
    request = response.get_response_headers()["_request"]
    assert request.url.startswith(expected_uri)

async def perform_write_operation(operation, container, fault_injection_container, doc_id, pk, expected_uri):
    doc = {'id': doc_id,
           'pk': pk,
           'name': 'sample document',
           'key': 'value'}
    if operation == CREATE:
        resp = await fault_injection_container.create_item(body=doc)
    elif operation == UPSERT:
        resp = await fault_injection_container.upsert_item(body=doc)
    elif operation == REPLACE:
        await container.create_item(body=doc)
        new_doc = {'id': doc_id,
                   'pk': pk,
                   'name': 'sample document' + str(uuid),
                   'key': 'value'}
        await asyncio.sleep(1)
        resp = await fault_injection_container.replace_item(item=doc['id'], body=new_doc)
    elif operation == DELETE:
        await container.create_item(body=doc)
        await asyncio.sleep(1)
        resp = await fault_injection_container.delete_item(item=doc['id'], partition_key=doc['pk'])
    elif operation == PATCH:
        await container.create_item(body=doc)
        await asyncio.sleep(1)
        operations = [{"op": "incr", "path": "/company", "value": 3}]
        resp = await fault_injection_container.patch_item(item=doc['id'], partition_key=doc['pk'], patch_operations=operations)
    elif operation == BATCH:
        batch_operations = [
            ("create", (doc, )),
            ("upsert", (doc,)),
            ("upsert", (doc,)),
            ("upsert", (doc,)),
        ]
        resp = await fault_injection_container.execute_item_batch(batch_operations, partition_key=doc['pk'])
    # this will need to be emulator only
    elif operation == DELETE_ALL_ITEMS_BY_PARTITION_KEY:
        await container.create_item(body=doc)
        resp = await fault_injection_container.delete_all_items_by_partition_key(pk)
    if resp:
        validate_response_uri(resp, expected_uri)

async def perform_read_operation(operation, container, doc_id, pk, expected_uri):
    if operation == READ:
        read_resp = await container.read_item(item=doc_id, partition_key=pk)
        request = read_resp.get_response_headers()["_request"]
        # Validate the response comes from "Read Region" (the most preferred read-only region)
        assert request.url.startswith(expected_uri)
    elif operation == QUERY_PK:
        # partition key filtered query
        query = "SELECT * FROM c WHERE c.id = @id AND c.pk = @pk"
        parameters = [{"name": "@id", "value": doc_id}, {"name": "@pk", "value": pk}]
        async for item in container.query_items(query=query, partition_key=pk, parameters=parameters):
            assert item['id'] == doc_id
        # need to do query with no pk and with feed range
    elif operation == QUERY:
        # cross partition query
        query = "SELECT * FROM c WHERE c.id = @id"
        async for item in container.query_items(query=query):
            assert item['id'] == doc_id
    elif operation == CHANGE_FEED:
        async for _ in container.query_items_change_feed():
            pass
    elif operation == CHANGE_FEED_PK:
        # partition key filtered change feed
        async for _ in container.query_items_change_feed(partition_key=pk):
            pass
    elif operation == CHANGE_FEED_EPK:
        # partition key filtered by feed range
        feed_range = await container.feed_range_from_partition_key(partition_key=pk)
        async for _ in container.query_items_change_feed(feed_range=feed_range):
            pass
    elif operation == READ_ALL_ITEMS:
        async for _ in container.read_all_items():
            pass

def validate_unhealthy_partitions(global_endpoint_manager,
                                  expected_unhealthy_partitions):
    health_info_map = global_endpoint_manager.global_partition_endpoint_manager_core.partition_health_tracker.pk_range_wrapper_to_health_info
    unhealthy_partitions = 0
    for pk_range_wrapper, location_to_health_info in health_info_map.items():
        for location, health_info in location_to_health_info.items():
            health_status = health_info.unavailability_info.get(HEALTH_STATUS)
            if health_status == UNHEALTHY_TENTATIVE or health_status == UNHEALTHY:
                unhealthy_partitions += 1
            else:
                assert health_info.read_consecutive_failure_count < 10
                assert health_info.write_consecutive_failure_count < 5

    assert unhealthy_partitions == expected_unhealthy_partitions

async def cleanup_method(initialized_objects: List[Dict[str, Any]]):
    for obj in initialized_objects:
        method_client: CosmosClient = obj["client"]
        await method_client.close()

@pytest.mark.cosmosCircuitBreaker
@pytest.mark.asyncio
class TestPerPartitionCircuitBreakerMMAsync:
    host = test_config.TestConfig.host
    master_key = test_config.TestConfig.masterKey
    TEST_DATABASE_ID = test_config.TestConfig.TEST_DATABASE_ID
    TEST_CONTAINER_SINGLE_PARTITION_ID = test_config.TestConfig.TEST_MULTI_PARTITION_CONTAINER_ID

    async def setup_method_with_custom_transport(self, custom_transport: AioHttpTransport, default_endpoint=host, **kwargs):
        os.environ["AZURE_COSMOS_ENABLE_CIRCUIT_BREAKER"] = "True"
        client = CosmosClient(default_endpoint, self.master_key,
                              preferred_locations=[REGION_1, REGION_2],
                              multiple_write_locations=True,
                              transport=custom_transport, **kwargs)
        db = client.get_database_client(self.TEST_DATABASE_ID)
        container = db.get_container_client(self.TEST_CONTAINER_SINGLE_PARTITION_ID)
        return {"client": client, "db": db, "col": container}

    @pytest.mark.parametrize("write_operation, error", write_operations_and_errors())
    async def test_write_consecutive_failure_threshold_async(self, write_operation, error):
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
            0,
            error
        ))
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        container = setup['col']
        fault_injection_container = custom_setup['col']
        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager

        with pytest.raises((CosmosHttpResponseError, ServiceResponseError)) as exc_info:
            await perform_write_operation(write_operation,
                                          container,
                                          fault_injection_container,
                                          str(uuid.uuid4()),
                                          PK_VALUE,
                                          expected_uri)
        assert exc_info.value == error

        validate_unhealthy_partitions(global_endpoint_manager, 0)

        # writes should fail but still be tracked
        for i in range(4):
            with pytest.raises((CosmosHttpResponseError, ServiceResponseError)) as exc_info:
                await perform_write_operation(write_operation,
                                              container,
                                              fault_injection_container,
                                              str(uuid.uuid4()),
                                              PK_VALUE,
                                              expected_uri)
            assert exc_info.value == error

        # writes should now succeed because going to the other region
        await perform_write_operation(write_operation,
                                      container,
                                      fault_injection_container,
                                      str(uuid.uuid4()),
                                      PK_VALUE,
                                      expected_uri)

        validate_unhealthy_partitions(global_endpoint_manager, 1)
        # remove faults and reduce initial recover time and perform a write
        original_unavailable_time = _partition_health_tracker.INITIAL_UNAVAILABLE_TIME
        _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = 1
        custom_transport.faults = []
        try:
            await perform_write_operation(write_operation,
                                          container,
                                          fault_injection_container,
                                          str(uuid.uuid4()),
                                          PK_VALUE,
                                          uri_down)
        finally:
            _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = original_unavailable_time
        validate_unhealthy_partitions(global_endpoint_manager, 0)
        await cleanup_method([custom_setup, setup])

    async def setup_info(self, error):
        expected_uri = _location_cache.LocationCache.GetLocationalEndpoint(self.host, REGION_2)
        uri_down = _location_cache.LocationCache.GetLocationalEndpoint(self.host, REGION_1)
        custom_transport = FaultInjectionTransportAsync()
        # two documents targeted to same partition, one will always fail and the other will succeed
        doc = create_doc()
        predicate = lambda r: (FaultInjectionTransportAsync.predicate_is_document_operation(r) and
                               FaultInjectionTransportAsync.predicate_targets_region(r, uri_down))
        custom_transport.add_fault(predicate,
                                   error)
        custom_setup = await self.setup_method_with_custom_transport(custom_transport, default_endpoint=self.host)
        setup = await self.setup_method_with_custom_transport(None, default_endpoint=self.host)
        return setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate


    @pytest.mark.cosmosCircuitBreakerMultiRegion
    @pytest.mark.parametrize("read_operation, error", read_operations_and_errors())
    async def test_read_consecutive_failure_threshold_async(self, read_operation, error):
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
            0,
            error
        ))
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        container = setup['col']
        fault_injection_container = custom_setup['col']

        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager
        
        # create a document to read
        await container.create_item(body=doc)

        # reads should fail over and only the relevant partition should be marked as unavailable
        await perform_read_operation(read_operation,
                                     fault_injection_container,
                                     doc['id'],
                                     doc['pk'],
                                     expected_uri)
        # partition should not have been marked unavailable after one error
        validate_unhealthy_partitions(global_endpoint_manager, 0)

        for i in range(10):
            await perform_read_operation(read_operation,
                                         fault_injection_container,
                                         doc['id'],
                                         doc['pk'],
                                         expected_uri)

        # the partition should have been marked as unavailable after breaking read threshold
        if read_operation in (CHANGE_FEED, QUERY, READ_ALL_ITEMS):
            # these operations are cross partition so they would mark both partitions as unavailable
            expected_unhealthy_partitions = 5
        else:
            expected_unhealthy_partitions = 1
        validate_unhealthy_partitions(global_endpoint_manager, expected_unhealthy_partitions)
        # remove faults and reduce initial recover time and perform a read
        original_unavailable_time = _partition_health_tracker.INITIAL_UNAVAILABLE_TIME
        _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = 1
        custom_transport.faults = []
        try:
            await perform_read_operation(read_operation,
                                         fault_injection_container,
                                         doc['id'],
                                         doc['pk'],
                                         uri_down)
        finally:
            _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = original_unavailable_time
        validate_unhealthy_partitions(global_endpoint_manager, 0)
        await cleanup_method([custom_setup, setup])

    @pytest.mark.parametrize("write_operation, error", write_operations_and_errors())
    async def test_write_failure_rate_threshold_async(self, write_operation, error):
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
            0,
            error
        ))
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        container = setup['col']
        fault_injection_container = custom_setup['col']
        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager
        # lower minimum requests for testing
        _partition_health_tracker.MINIMUM_REQUESTS_FOR_FAILURE_RATE = 10
        os.environ["AZURE_COSMOS_FAILURE_PERCENTAGE_TOLERATED"] = "80"
        try:
            # writes should fail but still be tracked and mark unavailable a partition after crossing threshold
            for i in range(10):
                validate_unhealthy_partitions(global_endpoint_manager, 0)
                if i == 4 or i == 8:
                    # perform some successful creates to reset consecutive counter
                    # remove faults and perform a write
                    custom_transport.faults = []
                    await fault_injection_container.upsert_item(body=doc)
                    custom_transport.add_fault(predicate,
                                               lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
                                                   0,
                                                   error
                                               )))
                else:
                    with pytest.raises((CosmosHttpResponseError, ServiceResponseError)) as exc_info:
                        await perform_write_operation(write_operation,
                                                      container,
                                                      fault_injection_container,
                                                      str(uuid.uuid4()),
                                                      PK_VALUE,
                                                      expected_uri)
                    assert exc_info.value == error

            validate_unhealthy_partitions(global_endpoint_manager, 1)

        finally:
            os.environ["AZURE_COSMOS_FAILURE_PERCENTAGE_TOLERATED"] = "90"
            # restore minimum requests
            _partition_health_tracker.MINIMUM_REQUESTS_FOR_FAILURE_RATE = 100
        await cleanup_method([custom_setup, setup])

    @pytest.mark.cosmosCircuitBreakerMultiRegion
    @pytest.mark.parametrize("read_operation, error", read_operations_and_errors())
    async def test_read_failure_rate_threshold_async(self, read_operation, error):
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
            0,
            error
        ))
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        container = setup['col']
        fault_injection_container = custom_setup['col']
        await container.upsert_item(body=doc)
        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager
        # lower minimum requests for testing
        _partition_health_tracker.MINIMUM_REQUESTS_FOR_FAILURE_RATE = 8
        os.environ["AZURE_COSMOS_FAILURE_PERCENTAGE_TOLERATED"] = "80"
        try:
            if isinstance(error, ServiceResponseError):
                # service response error retries in region 3 additional times before failing over
                num_operations = 2
            else:
                num_operations = 8
            for i in range(num_operations):
                validate_unhealthy_partitions(global_endpoint_manager, 0)
                # read will fail and retry in other region
                await perform_read_operation(read_operation,
                                              fault_injection_container,
                                              doc['id'],
                                              PK_VALUE,
                                              expected_uri)
            if read_operation in (CHANGE_FEED, QUERY, READ_ALL_ITEMS):
                # these operations are cross partition so they would mark both partitions as unavailable
                expected_unhealthy_partitions = 5
            else:
                expected_unhealthy_partitions = 1

            validate_unhealthy_partitions(global_endpoint_manager, expected_unhealthy_partitions)
        finally:
            os.environ["AZURE_COSMOS_FAILURE_PERCENTAGE_TOLERATED"] = "90"
            # restore minimum requests
            _partition_health_tracker.MINIMUM_REQUESTS_FOR_FAILURE_RATE = 100
        await cleanup_method([custom_setup, setup])

    @pytest.mark.parametrize("read_operation, write_operation", operations())
    async def test_service_request_error_async(self, read_operation, write_operation):
        # the region should be tried 4 times before failing over and mark the partition as unavailable
        # the region should not be marked as unavailable
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_region_down())
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        container = setup['col']
        fault_injection_container = custom_setup['col']
        await container.upsert_item(body=doc)
        await perform_read_operation(read_operation,
                                     fault_injection_container,
                                     doc['id'],
                                     PK_VALUE,
                                     expected_uri)
        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager

        validate_unhealthy_partitions(global_endpoint_manager, 0)
        assert len(global_endpoint_manager.location_cache.location_unavailability_info_by_endpoint) == 1

        # recover partition
        # remove faults and reduce initial recover time and perform a read
        original_unavailable_time = _partition_health_tracker.INITIAL_UNAVAILABLE_TIME
        _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = 1
        custom_transport.faults = []
        try:
            await perform_read_operation(read_operation,
                                          fault_injection_container,
                                          doc['id'],
                                          PK_VALUE,
                                          expected_uri)
        finally:
            _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = original_unavailable_time
        validate_unhealthy_partitions(global_endpoint_manager, 0)
        # per partition circuit breaker should not regress connection timeouts marking the region as unavailable
        assert len(global_endpoint_manager.location_cache.location_unavailability_info_by_endpoint) == 1

        custom_transport.add_fault(predicate,
                                   lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_region_down()))

        await perform_write_operation(write_operation,
                                      container,
                                      fault_injection_container,
                                      str(uuid.uuid4()),
                                      PK_VALUE,
                                      expected_uri)
        global_endpoint_manager = fault_injection_container.client_connection._global_endpoint_manager

        validate_unhealthy_partitions(global_endpoint_manager, 0)
        assert len(global_endpoint_manager.location_cache.location_unavailability_info_by_endpoint) == 1


        await cleanup_method([custom_setup, setup])


    # send 15 write concurrent requests when trying to recover
    # verify that only one failed
    async def test_recovering_only_fails_one_requests_async(self):
        error_lambda = lambda r: asyncio.create_task(FaultInjectionTransportAsync.error_after_delay(
            0, CosmosHttpResponseError(
            status_code=502,
            message="Some envoy error.")))
        setup, doc, expected_uri, uri_down, custom_setup, custom_transport, predicate = await self.setup_info(error_lambda)
        fault_injection_container = custom_setup['col']
        for i in range(5):
            with pytest.raises(CosmosHttpResponseError):
                await fault_injection_container.create_item(body=doc)


        number_of_errors = 0

        async def concurrent_upsert():
            nonlocal number_of_errors
            doc = {'id': str(uuid.uuid4()),
                   'pk': PK_VALUE,
                   'name': 'sample document',
                   'key': 'value'}
            try:
                await fault_injection_container.upsert_item(doc)
            except CosmosHttpResponseError as e:
                number_of_errors += 1

        # attempt to recover partition
        original_unavailable_time = _partition_health_tracker.INITIAL_UNAVAILABLE_TIME
        _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = 1
        try:
            tasks = []
            for i in range(15):
                tasks.append(concurrent_upsert())
            await asyncio.gather(*tasks)
            assert number_of_errors == 1
        finally:
            _partition_health_tracker.INITIAL_UNAVAILABLE_TIME = original_unavailable_time
            await cleanup_method([custom_setup, setup])

if __name__ == '__main__':
    unittest.main()