# \#python **URL:** https://forum.weaviate.io/tag/python/11.md [Latest](https://forum.weaviate.io/latest.md) · [Categories](https://forum.weaviate.io/categories.md) · [Tags](https://forum.weaviate.io/tags.md) --- ## [VORTEXRAG: a 7-layer RAG framework that fights semantic drift & context poisoning — built on Weaviate](https://forum.weaviate.io/t/vortexrag-a-7-layer-rag-framework-that-fights-semantic-drift-context-poisoning-built-on-weaviate/22554)
**Author:** [@varnesh](https://forum.weaviate.io/u/varnesh)\ **Replies:** 1\ **Last updated:** [July 9, 2026, 12:11pm UTC](https://forum.weaviate.io/t/vortexrag-a-7-layer-rag-framework-that-fights-semantic-drift-context-poisoning-built-on-weaviate/22554 "2026-07-09T12:11:33Z")
Hi Weaviate community :waving\_hand: I built VORTEXRAG, an open-source RAG framework that tackles two failure modes I kept hitting in production RAG: semantic drift (retrieved chunks slowly wander off-topic) and context … --- ## [Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257)
**Author:** [@VLSiddarth](https://forum.weaviate.io/u/VLSiddarth)\ **Replies:** 4\ **Last updated:** [July 3, 2026, 7:21am UTC](https://forum.weaviate.io/t/knowledge-universe-api-populate-weaviate-with-scored-multi-source-knowledge-in-one-call/22257 "2026-07-03T07:21:42Z")
Title: Knowledge Universe API — populate Weaviate with scored, multi-source knowledge in one call Hey Weaviate community, I built Knowledge Universe API and wanted to share a pattern that might be useful for anyone bui… --- ## [Hybrid Search Date Filter Ignored When No Matching Data in Range?](https://forum.weaviate.io/t/hybrid-search-date-filter-ignored-when-no-matching-data-in-range/20769)
**Author:** [@Philipp](https://forum.weaviate.io/u/Philipp)\ **Replies:** 3\ **Last updated:** [May 9, 2026, 11:01am UTC](https://forum.weaviate.io/t/hybrid-search-date-filter-ignored-when-no-matching-data-in-range/20769 "2026-05-09T11:01:11Z")
Hi, i’m running into unexpected behavior when combining hybrid search with a date-range filter. When I filter for a range in which no objects exist, the filter seems to be silently dropped and I get back all results—as i… --- ## [Beever Atlas: an open-source LLM Wiki on Weaviate (3-tier schema for chat memory)](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339)
**Author:** [@jhkchan](https://forum.weaviate.io/u/jhkchan)\ **Replies:** 0\ **Last updated:** [April 27, 2026, 5:24am UTC](https://forum.weaviate.io/t/beever-atlas-an-open-source-llm-wiki-on-weaviate-3-tier-schema-for-chat-memory/22339 "2026-04-27T05:24:17Z")
Hey everyone :waving\_hand: We just open-sourced Beever Atlas — an LLM Wiki for team chat that distills Slack / Discord / Microsoft Teams / Mattermost / Telegram conversations into a structured, browsable wiki backed by … --- ## [A force-directed graph of A.I. vectors using D3blocks and Weaviate](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924)
**Author:** [@Katherine](https://forum.weaviate.io/u/Katherine)\ **Replies:** 6\ **Last updated:** [March 25, 2026, 2:03pm UTC](https://forum.weaviate.io/t/a-force-directed-graph-of-a-i-vectors-using-d3blocks-and-weaviate/21924 "2026-03-25T14:03:18Z")
I really like vector data shown in an animated force-directed graph. So, I stored the vectors in Weaviate. Then I fed the ‘nearest neighbor’ data from Weaviate to the D3blocks library, which allowed me to have FDG p… --- ## [BM25 returns high scores for English-heavy documents when query contains English tokens in Chinese-English mxied chunks (enable GSE)](https://forum.weaviate.io/t/bm25-returns-high-scores-for-english-heavy-documents-when-query-contains-english-tokens-in-chinese-english-mxied-chunks-enable-gse/22248)
**Author:** [@Carloszone](https://forum.weaviate.io/u/Carloszone)\ **Replies:** 3\ **Last updated:** [March 4, 2026, 4:59pm UTC](https://forum.weaviate.io/t/bm25-returns-high-scores-for-english-heavy-documents-when-query-contains-english-tokens-in-chinese-english-mxied-chunks-enable-gse/22248 "2026-03-04T16:59:35Z")
Description I’m encountering unexpected behavior when using BM25 (BM25F) for keyword retrieval in a Chinese + English mixed corpus. I’d like to confirm whether this is expected behavior or a tokenizer/index configuration… --- ## [Query call with protocol GRPC search failed with message connection to: Azure OpenAI API failed with status: 404 error: Resource not found](https://forum.weaviate.io/t/query-call-with-protocol-grpc-search-failed-with-message-connection-to-azure-openai-api-failed-with-status-404-error-resource-not-found/22212)
**Author:** [@jasnoor](https://forum.weaviate.io/u/jasnoor)\ **Replies:** 10\ **Last updated:** [January 13, 2026, 1:34pm UTC](https://forum.weaviate.io/t/query-call-with-protocol-grpc-search-failed-with-message-connection-to-azure-openai-api-failed-with-status-404-error-resource-not-found/22212 "2026-01-13T13:34:25Z")
I am trying to create a locally hosted Weaviate RAG wherein I am calling the Azure Government Cloud OpenAI models for generation but it is failing with the error message: I have specified the correct API key, Deployment… --- ## [Hybrid Search is Slow](https://forum.weaviate.io/t/hybrid-search-is-slow/22211)
**Author:** [@jpiabrantes](https://forum.weaviate.io/u/jpiabrantes)\ **Replies:** 1\ **Last updated:** [January 5, 2026, 2:00am UTC](https://forum.weaviate.io/t/hybrid-search-is-slow/22211 "2026-01-05T02:00:38Z")
Description My db has two collections, when searching on the smallest collection (164k objects). I obtain the following percentile delays: p50: 1192.8 ms p95: 2564.4 ms p99: 3493.5 ms (metrics based on 124 samples) … --- ## [Recurring DEADLINE\_EXCEEDED after 700s on simple near\_text queries - Shared Cluster GCP Europe](https://forum.weaviate.io/t/recurring-deadline-exceeded-after-700s-on-simple-near-text-queries-shared-cluster-gcp-europe/22207)
**Author:** [@Mehdi\_Essafi](https://forum.weaviate.io/u/Mehdi_Essafi)\ **Replies:** 1\ **Last updated:** [December 31, 2025, 3:57pm UTC](https://forum.weaviate.io/t/recurring-deadline-exceeded-after-700s-on-simple-near-text-queries-shared-cluster-gcp-europe/22207 "2025-12-31T15:57:22Z")
Environment: Weaviate Cloud version: 1.34.5 Cloud provider: GCP Region: Europe Cluster type: Shared (99.5% SLA) Python client: weaviate-client==4.16.9 Python: 3.9 Problem: Simple near\_text() queries hang for 700+ sec… --- ## [Subset Search](https://forum.weaviate.io/t/subset-search/22205)
**Author:** [@coppetaj](https://forum.weaviate.io/u/coppetaj)\ **Replies:** 1\ **Last updated:** [December 30, 2025, 6:02pm UTC](https://forum.weaviate.io/t/subset-search/22205 "2025-12-30T18:02:25Z")
I am looking to perform subset search so I can fully support my application that uses ABAC. I have a pipeline configured with the attributes required to access the objects. For example, I might have { "department": "e… --- ## [Hybrid Search Recall Inconsistency: limit parameter significantly alters Top-1 retrieval results (False Negatives at lower limits)](https://forum.weaviate.io/t/hybrid-search-recall-inconsistency-limit-parameter-significantly-alters-top-1-retrieval-results-false-negatives-at-lower-limits/22197)
**Author:** [@Carloszone](https://forum.weaviate.io/u/Carloszone)\ **Replies:** 2\ **Last updated:** [December 24, 2025, 3:27am UTC](https://forum.weaviate.io/t/hybrid-search-recall-inconsistency-limit-parameter-significantly-alters-top-1-retrieval-results-false-negatives-at-lower-limits/22197 "2025-12-24T03:27:31Z")
Description I am running a Hybrid Search on a collection with hundreds of thousands of objects. I am trying to retrieve a specific chunk which I know exists in the database. I have performed a controlled experiment using… --- ## [Question about schema evolution: extending existing nested object properties](https://forum.weaviate.io/t/question-about-schema-evolution-extending-existing-nested-object-properties/22189)
**Author:** [@Astlvk](https://forum.weaviate.io/u/Astlvk)\ **Replies:** 3\ **Last updated:** [December 23, 2025, 1:18pm UTC](https://forum.weaviate.io/t/question-about-schema-evolution-extending-existing-nested-object-properties/22189 "2025-12-23T13:18:25Z")
Description Hi everyone, I currently have a collection with a nested object property (object or object\[\]) that already contains data. For example: Property( name="merged\_summary", data\_type=DataType.OBJECT\_ARR… --- ## [Increase in CPU after Query , Eventually Crashing](https://forum.weaviate.io/t/increase-in-cpu-after-query-eventually-crashing/22099)
**Author:** [@apattnaik](https://forum.weaviate.io/u/apattnaik)\ **Replies:** 10\ **Last updated:** [November 25, 2025, 9:31am UTC](https://forum.weaviate.io/t/increase-in-cpu-after-query-eventually-crashing/22099 "2025-11-25T09:31:04Z")
Hi Team Ran into a very strange issue where the weaviate CPU kept on increasing even when there were no Indexing and Very less queries. After exhaustive debugging found out a specific query causing this. And even more… --- ## [Search with groupby: only distance may be displayed in metadata query](https://forum.weaviate.io/t/search-with-groupby-only-distance-may-be-displayed-in-metadata-query/22156)
**Author:** [@Carloszone](https://forum.weaviate.io/u/Carloszone)\ **Replies:** 1\ **Last updated:** [November 20, 2025, 11:43am UTC](https://forum.weaviate.io/t/search-with-groupby-only-distance-may-be-displayed-in-metadata-query/22156 "2025-11-20T11:43:08Z")
Description I tried to add groupby feature in my search code(hybrid, similarity and keywords). but I found a wired results: I set return\_metadata=MetadataQuery(distance=True, score=True, explain\_score=True). do three… --- ## [Memory Pressure in Single-Instance Weaviate Under Continuous Write/Deletion Load](https://forum.weaviate.io/t/memory-pressure-in-single-instance-weaviate-under-continuous-write-deletion-load/22104)
**Author:** [@Charlie\_Chen](https://forum.weaviate.io/u/Charlie_Chen)\ **Replies:** 11\ **Last updated:** [November 18, 2025, 11:29pm UTC](https://forum.weaviate.io/t/memory-pressure-in-single-instance-weaviate-under-continuous-write-deletion-load/22104 "2025-11-18T23:29:49Z")
Description We deployed a single-instance Weaviate in Kubernetes with memory requests and limits both set to 3 GiB. After Weaviate starts up, its memory usage quickly rises to around 2.64 GiB. This isn’t an issue under l… --- ## [How can I config the gse tokenization](https://forum.weaviate.io/t/how-can-i-config-the-gse-tokenization/7600)
**Author:** [@Charlie](https://forum.weaviate.io/u/Charlie)\ **Replies:** 4\ **Last updated:** [November 17, 2025, 8:06am UTC](https://forum.weaviate.io/t/how-can-i-config-the-gse-tokenization/7600 "2025-11-17T08:06:49Z")
Description I’m trying to use weaviate to handle chinese documents, I know weaviate support gse as the tokenization, but how can I config the gse. I need to load chinese dict to the gse for particular terms. (The officia… --- ## [Query response time is very slow after several hours of inactivity](https://forum.weaviate.io/t/query-response-time-is-very-slow-after-several-hours-of-inactivity/2327)
**Author:** [@cpwalker](https://forum.weaviate.io/u/cpwalker)\ **Replies:** 6\ **Last updated:** [November 14, 2025, 11:37am UTC](https://forum.weaviate.io/t/query-response-time-is-very-slow-after-several-hours-of-inactivity/2327 "2025-11-14T11:37:44Z")
Description I’ve noticed that after several hours of inactivity (no queries or imports), the first query against my collection takes a very long time, upwards of 30 seconds. Then the second and third queries are a bit fa… --- ## [GRPC Query failed AioRpcError of RPC terminated status UNAVAILABLE](https://forum.weaviate.io/t/grpc-query-failed-aiorpcerror-of-rpc-terminated-status-unavailable/4345)
**Author:** [@AdamHeard](https://forum.weaviate.io/u/AdamHeard)\ **Replies:** 8\ **Last updated:** [November 12, 2025, 1:40pm UTC](https://forum.weaviate.io/t/grpc-query-failed-aiorpcerror-of-rpc-terminated-status-unavailable/4345 "2025-11-12T13:40:03Z")
Description Seeing this error pop up in our logs 2024-09-26T18:36:47.646Z Error finding nearest neighbors: Query call with protocol GRPC search failed with message \ **Author:** [@zmliu213](https://forum.weaviate.io/u/zmliu213)\ **Replies:** 3\ **Last updated:** [November 3, 2025, 1:12pm UTC](https://forum.weaviate.io/t/filtering-objects-based-nested-property/9893 "2025-11-03T13:12:46Z") Here is an example of properties of an object {… ‘sectionName’: ‘introduction’, ‘title’: ‘Tuberculosis manifesting with significant peripheral eosinophilia: A case report and review of literature’, ‘publishingDate’: d… --- ## [Bulk Update Objects in Weaviate Using Python Client](https://forum.weaviate.io/t/bulk-update-objects-in-weaviate-using-python-client/22059)
**Author:** [@Rushiraj\_Asodariya](https://forum.weaviate.io/u/Rushiraj_Asodariya)\ **Replies:** 1\ **Last updated:** [October 15, 2025, 8:13am UTC](https://forum.weaviate.io/t/bulk-update-objects-in-weaviate-using-python-client/22059 "2025-10-15T08:13:58Z")
Description I need to perform a bulk update in Weaviate using Python. Specifically, I have objects where a property currently has the value 0. After pre-processing, I want to update this property to 1 for multiple object… --- ## [Accuracy issues with provided weaviate Rerankers](https://forum.weaviate.io/t/accuracy-issues-with-provided-weaviate-rerankers/22036)
**Author:** [@Dev\_Choudhary](https://forum.weaviate.io/u/Dev_Choudhary)\ **Replies:** 1\ **Last updated:** [October 14, 2025, 1:34pm UTC](https://forum.weaviate.io/t/accuracy-issues-with-provided-weaviate-rerankers/22036 "2025-10-14T13:34:40Z")
I am facing issue with weaviate reranker as it is not providing accurate ranking to my retrieved document. i am using cr.weaviate.io/semitechnologies/reranker-transformers:cross-encoder-ms-marco-MiniLM-L-6-v2 with weavia… --- ## [Different Results for Same Query In Hybrid Search](https://forum.weaviate.io/t/different-results-for-same-query-in-hybrid-search/22032)
**Author:** [@apattnaik](https://forum.weaviate.io/u/apattnaik)\ **Replies:** 2\ **Last updated:** [October 13, 2025, 5:27pm UTC](https://forum.weaviate.io/t/different-results-for-same-query-in-hybrid-search/22032 "2025-10-13T17:27:55Z")
Description Inconsistent Results in Hybrid Search. The results vary for the exact same query . Index Config: import weaviate from weaviate.classes.config import Configure,VectorDistances, VectorFilterStrategy, Replicat… --- ## [Best practice where multiple records have exactly the same vector - deduplicate or keep separate?](https://forum.weaviate.io/t/best-practice-where-multiple-records-have-exactly-the-same-vector-deduplicate-or-keep-separate/22025)
**Author:** [@fastdatascience](https://forum.weaviate.io/u/fastdatascience)\ **Replies:** 2\ **Last updated:** [October 10, 2025, 9:05am UTC](https://forum.weaviate.io/t/best-practice-where-multiple-records-have-exactly-the-same-vector-deduplicate-or-keep-separate/22025 "2025-10-10T09:05:13Z")
Best strategy for deduplicating vectors I am building a database of costs of medical procedures. Sometimes there are multiple items with the same text string e.g. “blood draw” and therefore the same embedding. E.g. I … --- ## [Cant we create a collection with named vectors using json file configuration but via python v4 sdk?](https://forum.weaviate.io/t/cant-we-create-a-collection-with-named-vectors-using-json-file-configuration-but-via-python-v4-sdk/21983)
**Author:** [@user1503](https://forum.weaviate.io/u/user1503)\ **Replies:** 2\ **Last updated:** [September 22, 2025, 1:46am UTC](https://forum.weaviate.io/t/cant-we-create-a-collection-with-named-vectors-using-json-file-configuration-but-via-python-v4-sdk/21983 "2025-09-22T01:46:39Z")
Description Hello community, I wonder if I could put all my configurations about a new Collection in a json file, and use client.collections.create\_from\_dict() method to create this Collection? The stuff in python sdk is… --- ## [Distance and certainty discrepancy](https://forum.weaviate.io/t/distance-and-certainty-discrepancy/21974)
**Author:** [@Bigdwarf43](https://forum.weaviate.io/u/Bigdwarf43)\ **Replies:** 6\ **Last updated:** [September 18, 2025, 1:59pm UTC](https://forum.weaviate.io/t/distance-and-certainty-discrepancy/21974 "2025-09-18T13:59:29Z")
Description I have been trying to create a named vector collection. with the below configuration multi\_vector\_test = client.collections.create( name="Multi\_vector\_test", properties=\[ wvc.config.Property… --- ## [Multi tenancy dosen't help in our scenario when the number of collection reach 1000](https://forum.weaviate.io/t/multi-tenancy-dosent-help-in-our-scenario-when-the-number-of-collection-reach-1000/21735)
**Author:** [@Charlie\_Chen](https://forum.weaviate.io/u/Charlie_Chen)\ **Replies:** 18\ **Last updated:** [September 9, 2025, 10:51am UTC](https://forum.weaviate.io/t/multi-tenancy-dosent-help-in-our-scenario-when-the-number-of-collection-reach-1000/21735 "2025-09-09T10:51:05Z")
Description We’re building a multi-tenancy system. Each tenant will manage their own collections with different properties. As the number of the tenants growing, the total number of the collections will reach 1000 soon. … --- ## [Can we have multiple container instance of t2v transformers for embedding so that we are able to process a large dataset](https://forum.weaviate.io/t/can-we-have-multiple-container-instance-of-t2v-transformers-for-embedding-so-that-we-are-able-to-process-a-large-dataset/21956)
**Author:** [@Dev\_Choudhary](https://forum.weaviate.io/u/Dev_Choudhary)\ **Replies:** 1\ **Last updated:** [September 9, 2025, 9:15am UTC](https://forum.weaviate.io/t/can-we-have-multiple-container-instance-of-t2v-transformers-for-embedding-so-that-we-are-able-to-process-a-large-dataset/21956 "2025-09-09T09:15:46Z")
Description can we have multiple container instance of t2v transformers for embedding so that we are able to process a large dataset(easily and faster). I am using regular weaviate docker script with t2v transformer and … --- ## [Stopwords in filters cause errors, even when added to stopwords\_removals](https://forum.weaviate.io/t/stopwords-in-filters-cause-errors-even-when-added-to-stopwords-removals/21491)
**Author:** [@Sebastjan\_Skrbinsek1](https://forum.weaviate.io/u/Sebastjan_Skrbinsek1)\ **Replies:** 4\ **Last updated:** [August 29, 2025, 10:37am UTC](https://forum.weaviate.io/t/stopwords-in-filters-cause-errors-even-when-added-to-stopwords-removals/21491 "2025-08-29T10:37:14Z")
We have a weaviate collection that contains embedings in multiple languages, with metadata ‘langauge’ that we use to filter the values. The languages include: “en”, “it” “de” etc… When creating the collection, no speci… --- ## [Generate Query Fails with Interface Conversion Error While Regular Query Works](https://forum.weaviate.io/t/generate-query-fails-with-interface-conversion-error-while-regular-query-works/21646)
**Author:** [@Paul\_Indsoft](https://forum.weaviate.io/u/Paul_Indsoft)\ **Replies:** 8\ **Last updated:** [August 22, 2025, 9:18pm UTC](https://forum.weaviate.io/t/generate-query-fails-with-interface-conversion-error-while-regular-query-works/21646 "2025-08-22T21:18:38Z")
Environment Weaviate: Local installation (please specify version if known) Client: Python client (please specify version) Vectorizer: text2vec-ollama Generative: ollama (llama3.1:8b) Issue Description When attempting t… --- ## [Ajay Hinduja (Switzerland) How do I set up automatic syncing between external storage and Weaviate?](https://forum.weaviate.io/t/ajay-hinduja-switzerland-how-do-i-set-up-automatic-syncing-between-external-storage-and-weaviate/21861)
**Author:** [@ajayhinduja](https://forum.weaviate.io/u/ajayhinduja)\ **Replies:** 1\ **Last updated:** [August 20, 2025, 2:32pm UTC](https://forum.weaviate.io/t/ajay-hinduja-switzerland-how-do-i-set-up-automatic-syncing-between-external-storage-and-weaviate/21861 "2025-08-20T14:32:03Z")
I’m Ajay Hinduja, originally from Punjab, India, now living in Geneva, Switzerland (Swiss). I’m looking to set up automatic syncing between an external storage service (like Google Drive or AWS S3) and Weaviate. Ideally… [Next page](https://forum.weaviate.io/tag/python/11.md?match_all_tags=true&page=1&tags%5B%5D=python)