Error message when using "Retrieval testing" tab

[alspires]

Hi,

After updating my Ragflow version to de24e74 (v0.21.1), I've been getting this error when using the "Retrieval testing" tool.

Looking at the logs, this is what I get:

2025-10-27 15:30:14,832 DEBUG    49 [TKS] test
2025-10-27 15:30:14,832 DEBUG    49 [["test", 1.0]]
2025-10-27 15:30:14,833 DEBUG    49 [TKS] quiz
2025-10-27 15:30:14,833 DEBUG    49 [TKS] trial
2025-10-27 15:30:14,834 DEBUG    49 [TKS] screen
2025-10-27 15:30:14,834 DEBUG    49 [TKS] examin
2025-10-27 15:30:14,835 DEBUG    49 Request options: {'method': 'post', 'url': '/embeddings', 'files': None, 'idempotency_key': 'stainless-python-retry-185506b0-9721-49c0-9f4b-0fe7d310ca0a', 'post_parser': <function Embeddings.create.<locals>.parser at 0x7f6046d164d0>, 'json_data': {'input': ['Test'], 'model': 'all-mpnet-base-v2', 'encoding_format': 'float'}, 'extra_json': {'drop_params': True}}
2025-10-27 15:30:14,836 DEBUG    49 Sending HTTP Request: POST https://api-ai.ssnc.cloud/v1/embeddings
2025-10-27 15:30:14,836 DEBUG    49 connect_tcp.started host='api-ai.ssnc.cloud' port=443 local_address=None timeout=5.0 socket_options=None
2025-10-27 15:30:14,848 DEBUG    49 connect_tcp.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7f6046f3dd50>
2025-10-27 15:30:14,848 DEBUG    49 start_tls.started ssl_context=<ssl.SSLContext object at 0x7f6046f8f2c0> server_hostname='api-ai.ssnc.cloud' timeout=5.0
2025-10-27 15:30:14,862 DEBUG    49 start_tls.complete return_value=<httpcore._backends.sync.SyncStream object at 0x7f6046f3c760>
2025-10-27 15:30:14,863 DEBUG    49 send_request_headers.started request=<Request [b'POST']>
2025-10-27 15:30:14,863 DEBUG    49 send_request_headers.complete
2025-10-27 15:30:14,863 DEBUG    49 send_request_body.started request=<Request [b'POST']>
2025-10-27 15:30:14,864 DEBUG    49 send_request_body.complete
2025-10-27 15:30:14,864 DEBUG    49 receive_response_headers.started request=<Request [b'POST']>
2025-10-27 15:30:15,080 DEBUG    49 receive_response_headers.complete return_value=(b'HTTP/1.1', 200, b'OK', [(b'Date', b'Mon, 27 Oct 2025 15:30:15 GMT'), (b'Content-Type', b'application/json'), (b'Transfer-Encoding', b'chunked'), (b'Connection', b'keep-alive'), (b'Content-Encoding', b'gzip'), (b'Strict-Transport-Security', b'max-age=15552000; includeSubDomains'), (b'cf-cache-status', b'DYNAMIC'), (b'Set-Cookie', b'__cf_bm=7FxjPpFJ9RR4seVZ.9zPtkI3CQ_UqoAdN6D_69jyOgA-1761579015-1.0.1.1-CHk8WmcaDrmSwYGw2t6quztYdOUiROahCknQt_pBfdLnMYM005pLuB_E8FTo9UYnzspTW8eJ_ZaTET_t27rFDAAPuwXxsKTi86YdmA1BblE; path=/; expires=Mon, 27-Oct-25 16:00:15 GMT; domain=.ssnc.cloud; HttpOnly; Secure; SameSite=None'), (b'Server', b'cloudflare'), (b'CF-RAY', b'99533bcaea7437a2-IAD')])
2025-10-27 15:30:15,081 DEBUG    49 receive_response_body.started request=<Request [b'POST']>
2025-10-27 15:30:15,082 DEBUG    49 receive_response_body.complete
2025-10-27 15:30:15,082 DEBUG    49 response_closed.started
2025-10-27 15:30:15,083 DEBUG    49 response_closed.complete
2025-10-27 15:30:15,083 DEBUG    49 HTTP Response: POST https://api-ai.ssnc.cloud/v1/embeddings "200 OK" Headers({'date': 'Mon, 27 Oct 2025 15:30:15 GMT', 'content-type': 'application/json', 'transfer-encoding': 'chunked', 'connection': 'keep-alive', 'content-encoding': 'gzip', 'strict-transport-security': 'max-age=15552000; includeSubDomains', 'cf-cache-status': 'DYNAMIC', 'set-cookie': '__cf_bm=7FxjPpFJ9RR4seVZ.9zPtkI3CQ_UqoAdN6D_69jyOgA-1761579015-1.0.1.1-CHk8WmcaDrmSwYGw2t6quztYdOUiROahCknQt_pBfdLnMYM005pLuB_E8FTo9UYnzspTW8eJ_ZaTET_t27rFDAAPuwXxsKTi86YdmA1BblE; path=/; expires=Mon, 27-Oct-25 16:00:15 GMT; domain=.ssnc.cloud; HttpOnly; Secure; SameSite=None', 'server': 'cloudflare', 'cf-ray': '99533bcaea7437a2-IAD'})
2025-10-27 15:30:15,083 DEBUG    49 request_id: None
2025-10-27 15:30:15,110 DEBUG    49 OSConnection.search ['ragflow_bddc1d6e87d811f088e316a6f3fefff2'] query: {"query": {"bool": {"must": [{"query_string": {"fields": ["title_tks^10", "title_sm_tks^5", "important_kwd^30", "important_tks^20", "question_tks^20", "content_ltks^2", "content_sm_ltks"], "type": "best_fields", "query": "((((test OR (quiz trial screen examination)^0.2))^1.0)^5 OR (\"quiz\" OR \"trial\" OR \"screen\" OR \"examin\")^0.7)", "minimum_should_match": "30%", "boost": 1}}], "filter": [{"terms": {"kb_id": ["7905d1f8b33911f0b85b3a4e9b854a25"]}}, {"bool": {"must_not": [{"range": {"available_int": {"lt": 1}}}]}}], "boost": 0.050000000000000044}}, "from": 0, "size": 70}
2025-10-27 15:30:15,839 WARNING  49 /ragflow/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host 'vpc.us-east-1.es.amazonaws.com'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings
  warnings.warn(
2025-10-27 15:30:18,776 INFO     53 task_executor_9d8aaa3072c16e3201e2124707c8b138_0 reported heartbeat: {"name": "task_executor_9d8aaa3072c16e3201e2124707c8b138_0", "now": "2025-10-27T15:30:18.774+00:00", "boot_at": "2025-10-27T14:02:46.226+00:00", "pending": 0, "lag": 0, "done": 0, "failed": 0, "current": {}}
2025-10-27 15:30:33,738 INFO     53 task_executor_2005ea20e20d111b0fb2baaa278669ca_0 reported heartbeat: {"name": "task_executor_2005ea20e20d111b0fb2baaa278669ca_0", "now": "2025-10-27T15:30:33.736+00:00", "boot_at": "2025-10-27T14:03:30.242+00:00", "pending": 0, "lag": 0, "done": 1, "failed": 2, "current": {}}
2025-10-27 15:30:40,161 INFO     53 task_executor_206d73ddc6f48307f63ea606111bece8_0 reported heartbeat: {"name": "task_executor_206d73ddc6f48307f63ea606111bece8_0", "now": "2025-10-27T15:30:40.158+00:00", "boot_at": "2025-10-27T14:03:06.760+00:00", "pending": 0, "lag": 0, "done": 1, "failed": 0, "current": {}}
2025-10-27 15:30:47,822 INFO     49 POST https://vpc.us-east-1.es.amazonaws.com:443/ragflow_bddc1d6e87d811f088e316a6f3fefff2/_search?_source=true&track_total_hits=true [status:200 request:32.711s]
2025-10-27 15:30:47,823 DEBUG    49 > {"from":0,"size":70,"query":{"knn":{"q_768_vec":{"vector":[-0.024686739,0.0030657423,-0.056078415,0.01854103,-0.054027215,0.010876666,0.009582541,0.03449904,0.056071807,0.011261633,0.092901744,-0.05336136,-0.033116914,0.01694234,0.036601555,0.023914788,0.008904867,-0.00047606253,-0.021799902,-0.02581654,-0.03915323,0.0070684943,-0.009155762,-0.03564874,-0.009804875,-0.00033831556,0.015155528,-0.006475982,0.009084685,-0.0009013585,0.018724345,-0.031204341,-0.018773427,-0.0035354914,2.0324007e-06,-0.0496328,0.0002923164,-0.016911387,0.015306361,0.017202727,-0.017811503,0.06085237,-0.022278959,0.0072913403,-0.027759366,-0.0048495308,-0.0119093135,-0.068705045,-0.005733305,0.08673619,0.017034106,0.038143173,-0.040257435,-0.026327815,0.085088365,0.046161536,-0.004249522,0.04296806,0.023930103,-0.023624891,-0.0035990113,-0.054931756,0.024943778,0.091235295,-0.044492092,0.021549052,0.093121685,0.018306008,0.013229996,-0.050589103,0.006392729,-0.0044087702,0.0030459855,0.12032736,-0.049264494,0.032091137,0.04483136,0.00012572756,0.026796363,-0.034941923,-0.018183809,-0.016438149,0.025535801,0.019815383,-0.02232079,0.014625711,0.01053002,-0.011353137,-0.021006802,0.001433911,-0.009451378,-0.06942443,-0.0151048275,-0.007857939,-0.003903484,-0.06238503,-0.005265599,-0.101447634,0.07168197,0.01634145,-0.016366553,0.043455414,-0.0683256,0.006137502,-0.067055844,0.095937915,0.052611914,0.05238571,-0.06321887,0.079264045,-0.046329916,0.02602346,0.048287045,-0.0073600314,0.086139366,0.027015837,-0.025679307,-0.017784085,-0.009086843,0.034346074,-0.09627755,-0.002760085,0.019376317,0.01940898,-0.024993248,-0.044028956,-0.042548228,-0.005735214,0.007043716,0.009464003,0.022908216,-0.02613437,-0.0071989326,0.020812105,0.025534745,0.01443001,-0.021092366,-0.006367492,0.0175476,-0.05960251,0.024180263,-0.00940611,0.043321628,0.0069339816,-0.023343714,0.0075009307,0.039520595,-0.0015628574,-0.0068880627,0.023024408,0.042065978,0.0051524956,0.10443089,0.0074754767,0.027205788,0.045891337,0.029182088,-0.023123672,0.007628557,-0.016876046,0.01648451,-0.025753839,-0.032537546,-0.00037310313,0.009255062,0.061306566,0.008363311,0.018219076,-0.027526971,-0.0025051802,-0.0042695263,0.009298831,0.002565108,0.033120215,0.010730788,0.0524964,0.056261886,-0.08566861,-0.05306012,-0.013855671,-0.042282388,-0.06687019,0.015402028,-0.038458712,-0.03525306,0.04880483,0.0048335087,-0.01375817,0.0008131466,0.032990824,-0.03467604,-0.017574273,0.040670283,0.018032359,0.020994116,-0.033843745,0.03218345,0.027935846,-0.006787288,-0.027572716,-0.0047740615,-0.029311193,0.098128386,-0.028044894,0.0010969341,-0.033914406,0.033354957,-0.02287979,0.055439986,-0.0056661363,0.0119121885,0.0072907936,-0.031040762,0.025491545,0.0036101919,0.009105121,-0.016144982,-0.007091112,-0.01102167,0.031402785,0.020995632,-0.012810878,-0.0015991268,0.018003363,-0.038474873,-0.054027304,-0.03630706,0.022165732,-0.014758733,0.01515567,0.007860827,-0.0078092706,-0.0015632967,0.04773884,0.01352625,-0.012460585,0.0503326,-0.048622325,-0.020479888,-0.08608859,-0.0705116,0.021455895,-0.0392773,-0.0349686,0.00065297383,-0.018667331,0.0038159771,-0.029364433,-0.035002287,-0.061765984,-0.031152066,0.011028261,0.008645664,-0.03609154,0.042624697,-0.023992425,-0.0023078497,0.016327301,-0.038005024,-0.04571593,0.023690866,-0.008112186,0.0041327123,-0.01818914,0.09227708,-0.07833385,0.028456226,-0.045225065,0.052495915,-0.025284223,0.082228936,-0.0020180005,-0.001181684,-0.010464797,-0.012999093,-0.0066104443,-0.040399235,0.040155023,0.004478967,-0.0346767,0.014533166,0.013355776,0.025005784,0.013802641,-0.038117327,0.05137575,-0.025402931,0.0399913,0.017552042,0.019588625,0.032193027,-0.030404054,0.023014547,-0.012802431,0.042779375,0.00083359884,-0.022480927,0.022052852,0.053549837,-0.010040323,-0.033662345,0.053084537,0.046764884,-0.022310205,0.04378589,0.014477956,0.023204975,-0.064684756,-0.0005176234,-0.040134136,-0.012459845,0.013648909,0.04567691,0.045536578,-0.029257314,0.0024934518,-0.03816529,0.02013186,-0.0034965004,-0.004707275,-0.02402522,0.040783353,0.013517633,-0.015082577,0.008657231,-0.03926804,0.0069666523,0.05174447,0.0069076894,-0.029461328,-0.006742622,-0.04753131,0.007363617,0.039392803,-0.027914058,-0.005154834,-0.03865707,0.02160091,-0.016575871,0.024213176,0.0110413665,-0.023964997,-0.06024034,0.019993726,-0.06210276,-0.017728796,-0.037775263,0.0048710923,-0.025253575,-0.027847717,-0.037892114,0.02381795,0.013380045,-0.037739716,-0.03466683,0.018931795,-0.022590792,0.042875737,0.03321967,-0.036259856,-0.018333547,-0.010041959,-0.04376851,0.020872824,-0.054462425,0.024855448,0.0053158,-0.038230333,0.026114764,-0.016062468,-0.021979373,0.024484117,-0.02432213,0.07092553,-0.010180797,0.07609385,0.035257094,-0.019092262,-0.053283803,0.0054740068,0.045613576,-0.12794586,-0.005929497,0.0051961094,-0.031985838,-0.013866002,0.011552054,-0.015241871,-0.019409942,0.008018519,-0.018167665,-0.051252224,0.030428693,0.014576858,0.02139815,0.0022068091,0.08562626,0.0300078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OR (quiz trial screen examination)^0.2))^1.0)^5 OR (\"quiz\" OR \"trial\" OR \"screen\" OR \"examin\")^0.7)","minimum_should_match":"30%","boost":1}}],"filter":[{"terms":{"kb_id":["7905d1f8b33911f0b85b3a4e9b854a25"]}},{"bool":{"must_not":[{"range":{"available_int":{"lt":1}}}]}}],"boost":0.050000000000000044}},"boost":0.2}}}}
2025-10-27 15:30:47,823 DEBUG    49 < {"took":6550,"timed_out":false,"_shards":{"total":2,"successful":2,"skipped":0,"failed":0},"hits":{"total":{"value":1,"relation":"eq"},"max_score":0.10001653,"hits":[{"_index":"ragflow_bddc1d6e87d811f088e316a6f3fefff2","_id":"8c0deb2f95945320","_score":0.10001653,"_source":{"doc_id":"2f4ad7d6b34611f0afdde2c141360fc2","kb_id":"7905d1f8b33911f0b85b3a4e9b854a25","docnm_kwd":"Azure Infrastructure for BPDocs Teams Bot.pdf","title_tks":"azur infrastructur for bpdoc team bot","title_sm_tks":"azur infrastructur for bpdoc team bot","page_num_int":[7,7,7,7,7,7,8,8,8,8,8],"position_int":[[7,70,539,253,296],[7,70,538,334,477],[7,70,539,510,524],[7,88,556,533,577],[7,89,557,588,630],[7,88,556,640,669],[8,88,556,73,116],[8,89,558,128,170],[8,88,556,180,222],[8,88,557,232,275],[8,88,556,287,344]],"top_int":[253,334,510,533,588,640,73,128,180,232,287],"content_with_weight":"\nEach name should follow Azure’s component order (type, workload, environment)[3] and meet the length/character constraints. Use DEV, UAT, LIVE suffixes for environments. This consistency aids automation and clarity.\nDependencies and Trust Boundaries\nFinally, document the dependencies and boundaries: -The Azure identity layer (Entra ID)is a trust boundary –all Azure services trust identities issued by our AAD tenant. -Within Azure, we rely on RBAC and network controls (VNet, Private Link)to establish trust. Key Vault and Redis are trust boundaries for data –only our bot’s managed identity should be able to access them. -Azure Front Door (internet)is outside Azure’s trust but provides controlled entry. Traffic from Front Door to the bot runs over HTTPS into Azure. -Communication to the AWS backend is across a cloud trust boundary; ensure encryption in transit and do not share Azure secrets with AWS.\nSetup Summary (Logical Order): In practice, implement in this sequence: \n1. Subscriptions &RGs: Create Prod and Non-Prod subscriptions (if used). Within each, create named Resource Groups for US-East, UK-South, Europe (with DEV/UAT/LIVE tags).\n2. Identity: Register the Azure AD application for the bot. Configure Graph API permissions and generate secrets/certs. Enable Teams SSO settings (Application ID URI, scopes).\n3. Network Foundation: If using VNets, create VNets/subnets for each region. Plan any required Private DNS zones for Front Door/KeyVault.\n4. Key Vaults &Secrets: Create Key Vaults (one per RG). Load initial secrets (AWS keys, encryption keys). Set firewall/Private Endpoint, and RBAC assign the bot’s managed identity and DevOps SPN to “Key Vault Secrets User.”\n5. App Infrastructure: For each RG, create an App Service Plan and an App Service for the bot (in DEV/UAT and LIVE if using slots). Enable Managed Identity on each. Deploy a test “hello world”to verify connectivity.\n6. Azure Redis: Deploy an Azure Cache for Redis instance per RG. Configure it (cluster, tier)and private connectivity as above. Verify the App Service can connect (use Redis client to test).\n7. Application Insights: Create an App Insights resource per region (or one per app). Link the App Service to it (via instrumentation key or connection string in settings).\n8. Azure Bot Service: Create the Azure Bot (Channels)resource in each RG. Link it to the App Service’s AD identity or to the AAD app (using its App ID/secret). Under Channels, add Microsoft Teams and set the messaging endpoint to the App Service URL (or Front Door endpoint once that is ready).","content_ltks":"each name should follow azur s compon order type workload environ 3 and meet the length charact constraint use dev uat live suffix for environ thi consist aid autom and clariti depend and trust boundari final document the depend and boundari the azur ident layer entra id isa trust boundari all azur servic trust ident issu by our aad tenant within azur we reli on rbac and network control vnet privat linkto establish trust key vault and redi are trust boundari for data onli our bot s manag ident should beabl to access them azur frontdoor internet is outsid azur s trust but provid control entri traffic from frontdoor to the bot run over http into azur commun to the aw backend is across a cloud trust boundari ensur encrypt intransit and donot share azur secret with aw setup summari logic order in practic implement inthi sequenc 1 subscript rg creat prod and non prod subscript if use within each creat name resourc group foru east uk south europ with dev uat live tag 2 ident regist the azur ad applic for the bot configur graph api permiss and gener secret cert enabl team sso set applic id uri scope 3 network foundat if use vnet creat vnet subnet foreach region plan ani requir privat dn zone for frontdoor keyvault 4 key vault secret creat key vault one per rg load initi secret aw key encrypt keyset firewal privat endpoint and rbac assign the bot s manag ident and devop spn to key vault secret user 5 app infrastructur foreach rg creat an app servic plan and an app servic for the bot in dev uat and live if use slot enabl manag ident on each deploy atest helloworld to verifi connect 6 azur redi deploy an azur cach for redi instanc per rg configur it cluster tier and privat connect a abov verifi the app servic can connect use redi client to test 7 applic insight creat an app insight resourc per region or one per app link the app servic toit via instrument key or connect string inset 8 azur bot servic creat the azur bot channel resourc in each rg linkit to the app servic sad ident orto the aad app use it appid secret under channel add microsoft team and set the messag endpoint to the app servic url or frontdoor endpoint onc that is readi","content_sm_ltks":"each name should follow azur s compon order type workload environ 3 and meet the length charact constraint use dev uat live suffix for environ thi consist aid autom and clariti depend and trust boundari final document the depend and boundari the azur ident layer entra id isa trust boundari all azur servic trust ident issu by our aad tenant within azur we reli on rbac and network control vnet privat linkto establish trust key vault and redi are trust boundari for data onli our bot s manag ident should beabl to access them azur frontdoor internet is outsid azur s trust but provid control entri traffic from frontdoor to the bot run over http into azur commun to the aw backend is across a cloud trust boundari ensur encrypt intransit and donot share azur secret with aw setup summari logic order in practic implement inthi sequenc 1 subscript rg creat prod and non prod subscript if use within each creat name resourc group foru east uk south europ with dev uat live tag 2 ident regist the azur ad applic for the bot configur graph api permiss and gener secret cert enabl team sso set applic id uri scope 3 network foundat if use vnet creat vnet subnet foreach region plan ani requir privat dn zone for frontdoor keyvault 4 key vault secret creat key vault one per rg load initi secret aw key encrypt keyset firewal privat endpoint and rbac assign the bot s manag ident and devop spn to key vault secret user 5 app infrastructur foreach rg creat an app servic plan and an app servic for the bot in dev uat and live if use slot enabl manag ident on each deploy atest helloworld to verifi connect 6 azur redi deploy an azur cach for redi instanc per rg configur it cluster tier and privat connect a abov verifi the app servic can connect use redi client to test 7 applic insight creat an app insight resourc per region or one per app link the app servic toit via instrument key or connect string inset 8 azur bot servic creat the azur bot channel resourc in each rg linkit to the app servic sad ident orto the aad app use it appid secret under channel add microsoft team and set the messag endpoint to the app servic url or frontdoor endpoint onc that is readi","create_time":"2025-10-27 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2025-10-27 15:30:47,825 DEBUG    49 OSConnection.search ['ragflow_bddc1d6e87d811f088e316a6f3fefff2'] res: {'took': 6550, 'timed_out': False, '_shards': {'total': 2, 'successful': 2, 'skipped': 0, 'failed': 0}, 'hits': {'total': {'value': 1, 'relation': 'eq'}, 'max_score': 0.10001653, 'hits': [{'_index': 'ragflow_bddc1d6e87d811f088e316a6f3fefff2', '_id': '8c0deb2f95945320', '_score': 0.10001653, '_source': {'doc_id': '2f4ad7d6b34611f0afdde2c141360fc2', 'kb_id': '7905d1f8b33911f0b85b3a4e9b854a25', 'docnm_kwd': 'Azure Infrastructure for BPDocs Teams Bot.pdf', 'title_tks': 'azur infrastructur for bpdoc team bot', 'title_sm_tks': 'azur infrastructur for bpdoc team bot', 'page_num_int': [7, 7, 7, 7, 7, 7, 8, 8, 8, 8, 8], 'position_int': [[7, 70, 539, 253, 296], [7, 70, 538, 334, 477], [7, 70, 539, 510, 524], [7, 88, 556, 533, 577], [7, 89, 557, 588, 630], [7, 88, 556, 640, 669], [8, 88, 556, 73, 116], [8, 89, 558, 128, 170], [8, 88, 556, 180, 222], [8, 88, 557, 232, 275], [8, 88, 556, 287, 344]], 'top_int': [253, 334, 510, 533, 588, 640, 73, 128, 180, 232, 287], 'content_with_weight': '\nEach name should follow Azure’s component order (type, workload, environment)[3] and meet the length/character constraints. Use DEV, UAT, LIVE suffixes for environments. This consistency aids automation and clarity.\nDependencies and Trust Boundaries\nFinally, document the dependencies and boundaries: -The Azure identity layer (Entra ID)is a trust boundary –all Azure services trust identities issued by our AAD tenant. -Within Azure, we rely on RBAC and network controls (VNet, Private Link)to establish trust. Key Vault and Redis are trust boundaries for data –only our bot’s managed identity should be able to access them. -Azure Front Door (internet)is outside Azure’s trust but provides controlled entry. Traffic from Front Door to the bot runs over HTTPS into Azure. -Communication to the AWS backend is across a cloud trust boundary; ensure encryption in transit and do not share Azure secrets with AWS.\nSetup Summary (Logical Order): In practice, implement in this sequence: \n1. Subscriptions &RGs: Create Prod and Non-Prod subscriptions (if used). Within each, create named Resource Groups for US-East, UK-South, Europe (with DEV/UAT/LIVE tags).\n2. Identity: Register the Azure AD application for the bot. Configure Graph API permissions and generate secrets/certs. Enable Teams SSO settings (Application ID URI, scopes).\n3. Network Foundation: If using VNets, create VNets/subnets for each region. Plan any required Private DNS zones for Front Door/KeyVault.\n4. Key Vaults &Secrets: Create Key Vaults (one per RG). Load initial secrets (AWS keys, encryption keys). Set firewall/Private Endpoint, and RBAC assign the bot’s managed identity and DevOps SPN to “Key Vault Secrets User.”\n5. App Infrastructure: For each RG, create an App Service Plan and an App Service for the bot (in DEV/UAT and LIVE if using slots). Enable Managed Identity on each. Deploy a test “hello world”to verify connectivity.\n6. Azure Redis: Deploy an Azure Cache for Redis instance per RG. Configure it (cluster, tier)and private connectivity as above. Verify the App Service can connect (use Redis client to test).\n7. Application Insights: Create an App Insights resource per region (or one per app). Link the App Service to it (via instrumentation key or connection string in settings).\n8. Azure Bot Service: Create the Azure Bot (Channels)resource in each RG. Link it to the App Service’s AD identity or to the AAD app (using its App ID/secret). Under Channels, add Microsoft Teams and set the messaging endpoint to the App Service URL (or Front Door endpoint once that is ready).', 'content_ltks': 'each name should follow azur s compon order type workload environ 3 and meet the length charact constraint use dev uat live suffix for environ thi consist aid autom and clariti depend and trust boundari final document the depend and boundari the azur ident layer entra id isa trust boundari all azur servic trust ident issu by our aad tenant within azur we reli on rbac and network control vnet privat linkto establish trust key vault and redi are trust boundari for data onli our bot s manag ident should beabl to access them azur frontdoor internet is outsid azur s trust but provid control entri traffic from frontdoor to the bot run over http into azur commun to the aw backend is across a cloud trust boundari ensur encrypt intransit and donot share azur secret with aw setup summari logic order in practic implement inthi sequenc 1 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rg configur it cluster tier and privat connect a abov verifi the app servic can connect use redi client to test 7 applic insight creat an app insight resourc per region or one per app link the app servic toit via instrument key or connect string inset 8 azur bot servic creat the azur bot channel resourc in each rg linkit to the app servic sad ident orto the aad app use it appid secret under channel add microsoft team and set the messag endpoint to the app servic url or frontdoor endpoint onc that is readi', 'create_time': '2025-10-27 15:05:01', 'create_timestamp_flt': 1761577501.388831, 'img_id': '7905d1f8b33911f0b85b3a4e9b854a25-8c0deb2f95945320', 'q_768_vec': [0.047695597299999996, -0.0421891169, -0.0290022224, -0.041345833, -0.00427631483, -0.013588868199999998, 0.0721934917, -0.0798948555, 0.0333465378, 0.051283946, -0.019347694100000003, 0.014813908040000002, 0.034687194600000006, 0.09581141700000001, -0.0131647879, 0.0178921521, -0.018081757400000002, -0.029621862300000003, 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2025-10-27 15:30:47,825 DEBUG    49 Dealer.search TOTAL: 1
2025-10-27 15:30:47,825 DEBUG    49 TOTAL: 1
2025-10-27 15:30:47,826 ERROR    49 ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U10'), dtype('int64')) -> None
Traceback (most recent call last):
  File "/ragflow/api/apps/chunk_app.py", line 349, in retrieval_test
    ranks = settings.retriever.retrieval(question, embd_mdl, tenant_ids, kb_ids, page, size,
  File "<@beartype(rag.nlp.search.Dealer.retrieval) at 0x7f60a805d5a0>", line 35, in retrieval
  File "/ragflow/rag/nlp/search.py", line 398, in retrieval
    idx = np.argsort(sim_np * -1)
numpy.core._exceptions._UFuncNoLoopError: ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U10'), dtype('int64')) -> None
2025-10-27 15:30:47,828 INFO     49 127.0.0.1 - - [27/Oct/2025 15:30:47] "POST /v1/chunk/retrieval_test HTTP/1.1" 200 -
2025-10-27 15:30:48,043 WARNING  49 Connection pool is full, discarding connection: vpc.us-east-1.es.amazonaws.com. Connection pool size: 1
2025-10-27 15:30:48,044 INFO     49 POST https://vpc.us-east-1.es.amazonaws.com:443/ragflow_bddc1d6e87d811f088e316a6f3fefff2/_search?_source=true&track_total_hits=true [status:200 request:37.792s]
2025-10-27 15:30:48,044 DEBUG    49 > {"query":{"bool":{"filter":[{"terms":{"knowledge_graph_kwd":["graph"]}},{"terms":{"kb_id":["7905d1f8b33911f0b85b3a4e9b854a25"]}}]}},"from":0,"size":1024}
2025-10-27 15:30:48,044 DEBUG    49 < {"took":7304,"timed_out":false,"_shards":{"total":2,"successful":2,"skipped":0,"failed":0},"hits":{"total":{"value":0,"relation":"eq"},"max_score":null,"hits":[]}}
2025-10-27 15:30:48,045 DEBUG    49 OSConnection.search ['ragflow_bddc1d6e87d811f088e316a6f3fefff2'] res: {'took': 7304, 'timed_out': False, '_shards': {'total': 2, 'successful': 2, 'skipped': 0, 'failed': 0}, 'hits': {'total': {'value': 0, 'relation': 'eq'}, 'max_score': None, 'hits': []}}
2025-10-27 15:30:48,045 DEBUG    49 Dealer.search TOTAL: 0
2025-10-27 15:30:48,045 DEBUG    49 TOTAL: 0

Anyone facing the same or similar issue?

Thanks in advance.

[dosubot[bot]]

This error is caused by a type mismatch in the retrieval logic: the similarity scores array (sim_np) is expected to be numeric, but it contains strings, which leads to the numpy ufunc 'multiply' error when sorting results for ranking. This issue likely appeared after recent changes to the retrieval pipeline, where upstream processes (such as rerank or search result handling) may allow non-numeric similarity scores to propagate unchecked into the ranking logic. There is currently no type validation or conversion before the numpy operation, so string types can slip through and trigger this error.

To work around this, you can enforce numeric type conversion for similarity scores before they are used in numpy operations (for example, by converting the list to floats before creating the numpy array). This will prevent the type mismatch and allow retrieval testing to work as expected. For more details, see the relevant retrieval logic here.

To reply, just mention @dosu.

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[Magicbook1108]

#10828 (comment)