From a0db58e1da82e75606551a70cde9eebeff56062c Mon Sep 17 00:00:00 2001 From: ytkimirti Date: Tue, 14 Jul 2026 10:43:33 +0300 Subject: [PATCH 1/5] docs(vector): replace examples iframe with native cards for dark mode support --- vector/examples.mdx | 100 +++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 94 insertions(+), 6 deletions(-) diff --git a/vector/examples.mdx b/vector/examples.mdx index 6218360d..e3437ffb 100644 --- a/vector/examples.mdx +++ b/vector/examples.mdx @@ -3,9 +3,97 @@ title: Examples sidebarTitle: Examples Index --- - +A collection of examples, notebooks, and blog posts for building with Upstash Vector. + + + + Image Similarity Search using CLIP + + `Python` `CLIP` `HuggingFace` + + + Learn How Vector Stores Work by Building a Recommendation Engine + + `Python` + + + RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector + + `Python` `OpenAI` `text-embedding-ada-002` `GPT-3.5-turbo` + + + Semantic Search using Sentence Transformers and Upstash Vector + + `Python` `Sentence Transformers` `HuggingFace` + + + Semantic Search with DistilBERT on HuggingFace + + `Python` `BERT` `HuggingFace` + + + Semantic Search with OpenAI and Upstash Vector + + `Python` `OpenAI` `text-embedding-ada-002` + + + Upstash Vector API Examples + + `Python` + + + Upsy is a RAG based Slackbot which remembers all conversations. + + `JavaScript` `OpenAI` `text-embedding-ada-002` + + + Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace + + `Python` `HuggingFace` `Sentence Transformers` + + + Blog: Image Search using CLIP model on HuggingFace + + `Python` `HuggingFace` `CLIP` + + From 93ac5155ef9e6a834ef978c0699ba8b351d341d6 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Tue, 14 Jul 2026 07:44:27 +0000 Subject: [PATCH 2/5] chore(llms): regenerate llms.txt and llms-full.txt --- llms-full.txt | 100 +++++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 94 insertions(+), 6 deletions(-) diff --git a/llms-full.txt b/llms-full.txt index ff13de6e..2a48bacd 100644 --- a/llms-full.txt +++ b/llms-full.txt @@ -36468,12 +36468,100 @@ Example: # Examples Source: https://upstash.com/docs/vector/examples - +A collection of examples, notebooks, and blog posts for building with Upstash Vector. + + + + Image Similarity Search using CLIP + + `Python` `CLIP` `HuggingFace` + + + Learn How Vector Stores Work by Building a Recommendation Engine + + `Python` + + + RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector + + `Python` `OpenAI` `text-embedding-ada-002` `GPT-3.5-turbo` + + + Semantic Search using Sentence Transformers and Upstash Vector + + `Python` `Sentence Transformers` `HuggingFace` + + + Semantic Search with DistilBERT on HuggingFace + + `Python` `BERT` `HuggingFace` + + + Semantic Search with OpenAI and Upstash Vector + + `Python` `OpenAI` `text-embedding-ada-002` + + + Upstash Vector API Examples + + `Python` + + + Upsy is a RAG based Slackbot which remembers all conversations. + + `JavaScript` `OpenAI` `text-embedding-ada-002` + + + Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace + + `Python` `HuggingFace` `Sentence Transformers` + + + Blog: Image Search using CLIP model on HuggingFace + + `Python` `HuggingFace` `CLIP` + + # Algorithm Source: https://upstash.com/docs/vector/features/algorithm From 4d527d8d48483adb84f2d28e93c4fdc25617a086 Mon Sep 17 00:00:00 2001 From: ytkimirti Date: Fri, 17 Jul 2026 10:51:40 +0300 Subject: [PATCH 3/5] docs(vector): drop stack and GPT-3.5 badges, flatten Examples nav to single page --- docs.json | 7 +------ vector/examples.mdx | 21 ++++++++------------- 2 files changed, 9 insertions(+), 19 deletions(-) diff --git a/docs.json b/docs.json index 177c5546..c4d286ec 100644 --- a/docs.json +++ b/docs.json @@ -1103,12 +1103,7 @@ "vector/tutorials/gradio-application" ] }, - { - "group": "Examples", - "pages": [ - "vector/examples" - ] - }, + "vector/examples", { "group": "Help", "pages": [ diff --git a/vector/examples.mdx b/vector/examples.mdx index e3437ffb..8c74b5cb 100644 --- a/vector/examples.mdx +++ b/vector/examples.mdx @@ -1,6 +1,5 @@ --- title: Examples -sidebarTitle: Examples Index --- A collection of examples, notebooks, and blog posts for building with Upstash Vector. @@ -13,7 +12,7 @@ A collection of examples, notebooks, and blog posts for building with Upstash Ve > Image Similarity Search using CLIP - `Python` `CLIP` `HuggingFace` + `CLIP` `HuggingFace` Learn How Vector Stores Work by Building a Recommendation Engine - - `Python` RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector - `Python` `OpenAI` `text-embedding-ada-002` `GPT-3.5-turbo` + `OpenAI` `text-embedding-ada-002` Semantic Search using Sentence Transformers and Upstash Vector - `Python` `Sentence Transformers` `HuggingFace` + `Sentence Transformers` `HuggingFace` Semantic Search with DistilBERT on HuggingFace - `Python` `BERT` `HuggingFace` + `BERT` `HuggingFace` Semantic Search with OpenAI and Upstash Vector - `Python` `OpenAI` `text-embedding-ada-002` + `OpenAI` `text-embedding-ada-002` Upstash Vector API Examples - - `Python` Upsy is a RAG based Slackbot which remembers all conversations. - `JavaScript` `OpenAI` `text-embedding-ada-002` + `OpenAI` `text-embedding-ada-002` Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace - `Python` `HuggingFace` `Sentence Transformers` + `HuggingFace` `Sentence Transformers` Blog: Image Search using CLIP model on HuggingFace - `Python` `HuggingFace` `CLIP` + `HuggingFace` `CLIP` From bada7f1c85027a8bb4cf804d55aac97ec7102d13 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 17 Jul 2026 07:52:34 +0000 Subject: [PATCH 4/5] chore(llms): regenerate llms.txt and llms-full.txt --- llms-full.txt | 20 ++++++++------------ 1 file changed, 8 insertions(+), 12 deletions(-) diff --git a/llms-full.txt b/llms-full.txt index 2a48bacd..56403704 100644 --- a/llms-full.txt +++ b/llms-full.txt @@ -36478,7 +36478,7 @@ A collection of examples, notebooks, and blog posts for building with Upstash Ve > Image Similarity Search using CLIP - `Python` `CLIP` `HuggingFace` + `CLIP` `HuggingFace` Learn How Vector Stores Work by Building a Recommendation Engine - - `Python` RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector - `Python` `OpenAI` `text-embedding-ada-002` `GPT-3.5-turbo` + `OpenAI` `text-embedding-ada-002` Semantic Search using Sentence Transformers and Upstash Vector - `Python` `Sentence Transformers` `HuggingFace` + `Sentence Transformers` `HuggingFace` Semantic Search with DistilBERT on HuggingFace - `Python` `BERT` `HuggingFace` + `BERT` `HuggingFace` Semantic Search with OpenAI and Upstash Vector - `Python` `OpenAI` `text-embedding-ada-002` + `OpenAI` `text-embedding-ada-002` Upstash Vector API Examples - - `Python` Upsy is a RAG based Slackbot which remembers all conversations. - `JavaScript` `OpenAI` `text-embedding-ada-002` + `OpenAI` `text-embedding-ada-002` Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace - `Python` `HuggingFace` `Sentence Transformers` + `HuggingFace` `Sentence Transformers` Blog: Image Search using CLIP model on HuggingFace - `Python` `HuggingFace` `CLIP` + `HuggingFace` `CLIP` From 4bd8bf159641ee8c94c1d7667ff87eaa19ec81d6 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Mon, 20 Jul 2026 13:06:09 +0000 Subject: [PATCH 5/5] chore(llms): regenerate llms.txt and llms-full.txt --- llms-full.txt | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/llms-full.txt b/llms-full.txt index d5ed2269..93d24644 100644 --- a/llms-full.txt +++ b/llms-full.txt @@ -10504,9 +10504,8 @@ Many things can go wrong in a serverless environment. If your API does not respond with a success status code (2XX), we retry the request to ensure every message will be delivered. -The maximum number of retries depends on your current plan. By default, we retry -the maximum amount of times, but you can set it lower by sending the -`Upstash-Retries` header: +By default, we retry a failed delivery 3 times. You can change this per message +by sending the `Upstash-Retries` header: ```shell cURL