Using Milvus-Lite Now
Tags: milvus
Published: 2024-05-30 10:57:35

---
title: Using Milvus-Lite Now
published: true
date: 2024-05-30 10:56:00 UTC
tags: milvus
canonical_url: 
---

 ** The easy way to complete Gen AI solutions anywhere**

<section style="box-sizing: inherit;"><div style="box-sizing: inherit;"><div style="box-sizing: inherit; overflow-wrap: break-word; word-break: break-word;"><div style="box-sizing: inherit; display: flex; justify-content: center;"><div style="box-sizing: inherit; margin: 0px 24px; max-width: 680px; min-width: 0px; width: 680px;">
<p style="box-sizing: inherit; clear: both; margin: 56px auto 0px;"></p>
<div role="button" style="box-sizing: inherit; cursor: zoom-in; position: relative; transition: transform 300ms cubic-bezier(0.2, 0, 0.2, 1) 0s; width: 680px; z-index: auto;" tabindex="0"><div style="box-sizing: inherit; margin-left: auto; margin-right: auto; max-width: 1024px;"><img alt="" height="700" loading="eager" role="presentation" src="https://miro.medium.com/v2/resize:fit:1400/1*LRGvCmALMVHCRoErSYRJsg.png" style="box-sizing: inherit; height: auto; max-width: 100%; vertical-align: middle; width: 680px;" width="700"></div></div>
<p data-selectable-paragraph="" id="321a" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>A revolutionary new release is now out that brings your AI databases anywhere and adds <span style="box-sizing: inherit; font-weight: 700;">easy</span> to developing enterprise Gen AI applications.</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://github.com/milvus-io/milvus-lite?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>GitHub - milvus-io/milvus-lite: A lightweight version of Milvus</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>A lightweight version of Milvus. Contribute to milvus-io/milvus-lite development by creating an account on GitHub.</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>github.com</p></div>
</div>
<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*GC0IT0fK4CnWo6Me"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="fd35" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>It is easy to get started.</p>
<pre style='background: rgb(249, 249, 249); border-radius: 4px; border: 1px solid rgb(229, 229, 229); box-sizing: inherit; color: #242424; font-family: source-code-pro, Menlo, Monaco, "Courier New", Courier, monospace; margin-bottom: 0px; margin-top: 56px; overflow-x: auto; padding: 32px;'><span data-selectable-paragraph="" id="84c2" style="box-sizing: inherit; display: block; font-size: 14px; letter-spacing: -0.022em; line-height: 1.4; margin-bottom: -0.2em; margin-top: -0.2em; min-width: fit-content;">pip3 install -U pymilvus</span></pre>
<p data-selectable-paragraph="" id="b83b" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>You need<span style="box-sizing: inherit; font-weight: 700;"> 2.4.3 </span>where milvus-lite is embedded in the Python client for Milvus.</p>
<p data-selectable-paragraph="" id="7a53" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I installed this on my Mac M1 in seconds. Let’s rock.</p>
<p data-selectable-paragraph="" id="0c14" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I am going to install on some edge devices as well and follow that up with some cool examples in the coming weeks.</p>
<p data-selectable-paragraph="" id="8172" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>There are a lot of different types of Python environments, installing this in a Dockerized environment, Jupyter notebook or virtual Python environment is probably wise as there are some many libraries needed in most AI applications.</p>
<p data-selectable-paragraph="" id="4276" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>If you are okay with it, for Python 3.11, you can always do this:</p>
<pre style='background: rgb(249, 249, 249); border-radius: 4px; border: 1px solid rgb(229, 229, 229); box-sizing: inherit; color: #242424; font-family: source-code-pro, Menlo, Monaco, "Courier New", Courier, monospace; margin-bottom: 0px; margin-top: 56px; overflow-x: auto; padding: 32px;'><span data-selectable-paragraph="" id="65ad" style="box-sizing: inherit; display: block; font-size: 14px; letter-spacing: -0.022em; line-height: 1.4; margin-bottom: -0.2em; margin-top: -0.2em; min-width: fit-content;">pip3 install -U <span style="box-sizing: inherit; color: #c41a16;">"pymilvus[2.4.3]"</span> --break-system-packages</span></pre>
<p data-selectable-paragraph="" id="dea1" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>That is a last resort, I recommend going another way. Once installed you can quickly get started. You know it’s the least recommended way when they give you three pages of warnings then drop that extra tag at the bottom. So go with a virtual environment, please.</p>
<p data-selectable-paragraph="" id="c435" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>A better way is with a Python 3 <a href="https://docs.python.org/3/library/venv.html" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit;" target="_blank">Virtual Environment</a>.</p>
<pre style='background: rgb(249, 249, 249); border-radius: 4px; border: 1px solid rgb(229, 229, 229); box-sizing: inherit; color: #242424; font-family: source-code-pro, Menlo, Monaco, "Courier New", Courier, monospace; margin-bottom: 0px; margin-top: 56px; overflow-x: auto; padding: 32px;'><span data-selectable-paragraph="" id="8f78" style="box-sizing: inherit; display: block; font-size: 14px; letter-spacing: -0.022em; line-height: 1.4; margin-bottom: -0.2em; margin-top: -0.2em; min-width: fit-content;">timothyspann@MacBook-Pro code % python3 -m venv milvusvenv<br style="box-sizing: inherit;">timothyspann@MacBook-Pro code % <span style="box-sizing: inherit; color: #5c2699;">source</span> milvusvenv/bin/activate<br style="box-sizing: inherit;">(milvusvenv) timothyspann@MacBook-Pro code % python3 -m pip install pymilvus -U<br style="box-sizing: inherit;">Collecting pymilvus<br style="box-sizing: inherit;"> Using cached pymilvus-2.4.3-py3-none-any.whl.metadata (5.3 kB)<br style="box-sizing: inherit;">Collecting setuptools&gt;=67 (from pymilvus)<br style="box-sizing: inherit;"> Using cached setuptools-70.0.0-py3-none-any.whl.metadata (5.9 kB)<br style="box-sizing: inherit;">Collecting grpcio&lt;=1.63.0,&gt;=1.49.1 (from pymilvus)<br style="box-sizing: inherit;"> Using cached grpcio-1.63.0-cp312-cp312-macosx_10_9_universal2.whl.metadata (3.2 kB)<br style="box-sizing: inherit;">Collecting protobuf&gt;=3.20.0 (from pymilvus)<br style="box-sizing: inherit;"> Using cached protobuf-5.27.0-cp38-abi3-macosx_10_9_universal2.whl.metadata (592 bytes)<br style="box-sizing: inherit;">Collecting environs&lt;=9.5.0 (from pymilvus)<br style="box-sizing: inherit;"> Using cached environs-9.5.0-py2.py3-none-any.whl.metadata (14 kB)<br style="box-sizing: inherit;">Collecting ujson&gt;=2.0.0 (from pymilvus)<br style="box-sizing: inherit;"> Using cached ujson-5.10.0-cp312-cp312-macosx_11_0_arm64.whl.metadata (9.3 kB)<br style="box-sizing: inherit;">Collecting pandas&gt;=1.2.4 (from pymilvus)<br style="box-sizing: inherit;"> Using cached pandas-2.2.2-cp312-cp312-macosx_11_0_arm64.whl.metadata (19 kB)<br style="box-sizing: inherit;">Collecting milvus-lite&lt;2.5.0,&gt;=2.4.0 (from pymilvus)<br style="box-sizing: inherit;"> Downloading milvus_lite-2.4.6-py3-none-macosx_11_0_arm64.whl.metadata (5.6 kB)<br style="box-sizing: inherit;">Collecting marshmallow&gt;=3.0.0 (from environs&lt;=9.5.0-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached marshmallow-3.21.2-py3-none-any.whl.metadata (7.1 kB)<br style="box-sizing: inherit;">Collecting python-dotenv (from environs&lt;=9.5.0-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached python_dotenv-1.0.1-py3-none-any.whl.metadata (23 kB)<br style="box-sizing: inherit;">Collecting numpy&gt;=1.26.0 (from pandas&gt;=1.2.4-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached numpy-1.26.4-cp312-cp312-macosx_11_0_arm64.whl.metadata (61 kB)<br style="box-sizing: inherit;">Collecting python-dateutil&gt;=2.8.2 (from pandas&gt;=1.2.4-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached python_dateutil-2.9.0.post0-py2.py3-none-any.whl.metadata (8.4 kB)<br style="box-sizing: inherit;">Collecting pytz&gt;=2020.1 (from pandas&gt;=1.2.4-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached pytz-2024.1-py2.py3-none-any.whl.metadata (22 kB)<br style="box-sizing: inherit;">Collecting tzdata&gt;=2022.7 (from pandas&gt;=1.2.4-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached tzdata-2024.1-py2.py3-none-any.whl.metadata (1.4 kB)<br style="box-sizing: inherit;">Collecting packaging&gt;=17.0 (from marshmallow&gt;=3.0.0-&gt;environs&lt;=9.5.0-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached packaging-24.0-py3-none-any.whl.metadata (3.2 kB)<br style="box-sizing: inherit;">Collecting six&gt;=1.5 (from python-dateutil&gt;=2.8.2-&gt;pandas&gt;=1.2.4-&gt;pymilvus)<br style="box-sizing: inherit;"> Using cached six-1.16.0-py2.py3-none-any.whl.metadata (1.8 kB)<br style="box-sizing: inherit;">Using cached pymilvus-2.4.3-py3-none-any.whl (194 kB)<br style="box-sizing: inherit;">Using cached environs-9.5.0-py2.py3-none-any.whl (12 kB)<br style="box-sizing: inherit;">Using cached grpcio-1.63.0-cp312-cp312-macosx_10_9_universal2.whl (10.1 MB)<br style="box-sizing: inherit;">Downloading milvus_lite-2.4.6-py3-none-macosx_11_0_arm64.whl (19.8 MB)<br style="box-sizing: inherit;"> ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 19.8/19.8 MB 39.2 MB/s eta 0:00:00<br style="box-sizing: inherit;">Using cached pandas-2.2.2-cp312-cp312-macosx_11_0_arm64.whl (11.3 MB)<br style="box-sizing: inherit;">Using cached protobuf-5.27.0-cp38-abi3-macosx_10_9_universal2.whl (412 kB)<br style="box-sizing: inherit;">Using cached setuptools-70.0.0-py3-none-any.whl (863 kB)<br style="box-sizing: inherit;">Using cached ujson-5.10.0-cp312-cp312-macosx_11_0_arm64.whl (51 kB)<br style="box-sizing: inherit;">Using cached marshmallow-3.21.2-py3-none-any.whl (49 kB)<br style="box-sizing: inherit;">Using cached numpy-1.26.4-cp312-cp312-macosx_11_0_arm64.whl (13.7 MB)<br style="box-sizing: inherit;">Using cached python_dateutil-2.9.0.post0-py2.py3-none-any.whl (229 kB)<br style="box-sizing: inherit;">Using cached pytz-2024.1-py2.py3-none-any.whl (505 kB)<br style="box-sizing: inherit;">Using cached tzdata-2024.1-py2.py3-none-any.whl (345 kB)<br style="box-sizing: inherit;">Using cached python_dotenv-1.0.1-py3-none-any.whl (19 kB)<br style="box-sizing: inherit;">Using cached packaging-24.0-py3-none-any.whl (53 kB)<br style="box-sizing: inherit;">Using cached six-1.16.0-py2.py3-none-any.whl (11 kB)<br style="box-sizing: inherit;">Installing collected packages: pytz, ujson, tzdata, six, setuptools, python-dotenv, protobuf, packaging, numpy, milvus-lite, grpcio, python-dateutil, marshmallow, pandas, environs, pymilvus<br style="box-sizing: inherit;">Successfully installed environs-9.5.0 grpcio-1.63.0 marshmallow-3.21.2 milvus-lite-2.4.6 numpy-1.26.4 packaging-24.0 pandas-2.2.2 protobuf-5.27.0 pymilvus-2.4.3 python-dateutil-2.9.0.post0 python-dotenv-1.0.1 pytz-2024.1 setuptools-70.0.0 six-1.16.0 tzdata-2024.1 ujson-5.10.0<br style="box-sizing: inherit;">(milvusvenv) timothyspann@MacBook-Pro code % python3 testlite.py<br style="box-sizing: inherit;">data: [<span style="box-sizing: inherit; color: #c41a16;">"[{'id': 0, 'distance': 0.9999999403953552, 'entity': {'text': 'Artificial intelligence was founded as an academic discipline in 1956.', 'subject': 'history'}}, {'id': 2, 'distance': -0.046234432607889175, 'entity': {'text': 'Born in Maida Vale, London, Turing was raised in southern England.', 'subject': 'history'}}]"</span>] , extra_info: {<span style="box-sizing: inherit; color: #c41a16;">'cost'</span>: 0}<br style="box-sizing: inherit;">data: [<span style="box-sizing: inherit; color: #c41a16;">"{'id': 0, 'text': 'Artificial intelligence was founded as an academic discipline in 1956.', 'subject': 'history'}"</span>, <span style="box-sizing: inherit; color: #c41a16;">"{'id': 1, 'text': 'Alan Turing was the first person to conduct substantial research in AI.', 'subject': 'history'}"</span>, <span style="box-sizing: inherit; color: #c41a16;">"{'id': 2, 'text': 'Born in Maida Vale, London, Turing was raised in southern England.', 'subject': 'history'}"</span>] , extra_info: {<span style="box-sizing: inherit; color: #c41a16;">'cost'</span>: 0}<br style="box-sizing: inherit;">[0, 1, 2]<br style="box-sizing: inherit;">(milvusvenv) timothyspann@MacBook-Pro code %</span></pre>
<p style="box-sizing: inherit; clear: both; margin: 56px auto 0px;"></p>
<div role="button" style="box-sizing: inherit; cursor: zoom-in; position: relative; transition: transform 300ms cubic-bezier(0.2, 0, 0.2, 1) 0s; width: 680px; z-index: auto;" tabindex="0"><div style="box-sizing: inherit; margin-left: auto; margin-right: auto; max-width: 1024px;"><img alt="" height="700" loading="lazy" role="presentation" src="https://miro.medium.com/v2/resize:fit:1400/1*1gs8t5NON42fGGe2-JKnhA.png" style="box-sizing: inherit; height: auto; max-width: 100%; vertical-align: middle; width: 680px;" width="700"></div></div>
<p data-selectable-paragraph="" id="c392" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>What is pretty awesome is that Milvus Lite, think lean and clean like MiNiFi, not Lite as in weak beer, is a lightweight vector database that runs within your Python application. So you just need to install the Python SDK for Milvus and you get the local vector database included. You can now run on the edge or develop applications with the same API as enterprise Milvus deployments in clusters that scale to billions of vectors. You just need to change where you point your Milvus connection.</p>
<h1 data-selectable-paragraph="" id="8787" style='box-sizing: inherit; color: #242424; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 24px; letter-spacing: -0.016em; line-height: 30px; margin: 1.95em 0px -0.28em;'>From:</h1>
<blockquote style="box-shadow: rgb(36, 36, 36) 3px 0px 0px 0px inset; box-sizing: inherit; margin: 0px 0px 0px -20px; padding-left: 23px;"><p data-selectable-paragraph="" id="7c01" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; font-style: italic; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>client = MilvusClient(“db/milvus_demo.db”)</p></blockquote>
<h1 data-selectable-paragraph="" id="29ca" style='box-sizing: inherit; color: #242424; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 24px; letter-spacing: -0.016em; line-height: 30px; margin: 1.95em 0px -0.28em;'><span style="box-sizing: inherit; font-weight: inherit;">To:</span></h1>
<blockquote style="box-shadow: rgb(36, 36, 36) 3px 0px 0px 0px inset; box-sizing: inherit; margin: 0px 0px 0px -20px; padding-left: 23px;"><p data-selectable-paragraph="" id="bea8" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; font-style: italic; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>client = MilvusClient( uri=”http://server:19530" )</p></blockquote>
<h1 data-selectable-paragraph="" id="aad2" style='box-sizing: inherit; color: #242424; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 24px; letter-spacing: -0.016em; line-height: 30px; margin: 1.95em 0px -0.28em;'>Or:</h1>
<blockquote style="box-shadow: rgb(36, 36, 36) 3px 0px 0px 0px inset; box-sizing: inherit; margin: 0px 0px 0px -20px; padding-left: 23px;"><p data-selectable-paragraph="" id="8efe" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; font-style: italic; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>client = MilvusClient( uri=”https://server12345.serverless.gcp-us-west1.cloud.zilliz.com", token=”tokenX”)</p></blockquote>
<p data-selectable-paragraph="" id="375b" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>What’s cool is nothing else changes and you can access and use all the core components for vector index and query parsing. It runs fast as a Python process. This library has already been integrated with the world’s leading AI dev stacks LlamaIndex and LangChain. There is also integration with Haystack AI and HuggingFace along with many others.</p>
<p data-selectable-paragraph="" id="69d5" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>You can now setup a Retrieval-Augmented Generation (RAG) pipeline without having to setup a server or sign up for a cloud cluster before you start. When it’s time to go to production you can deploy to a cluster or Zilliz Cloud. Easy, peasy, cluster squeezy…</p>
<p data-selectable-paragraph="" id="77c1" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>There’s a cool notebook you can try right now:</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://github.com/milvus-io/bootcamp/blob/master/bootcamp/tutorials/quickstart/image_search_with_milvus.ipynb?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>bootcamp/bootcamp/tutorials/quickstart/image_search_with_milvus.ipynb at master ·…</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>github.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*4Eyb1JdaIhZxHl53"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
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<p data-selectable-paragraph="" id="c6af" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>If you don’t have Jupyter installed yet (do that in that virtual environment).</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://jupyter.org/install?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Project Jupyter</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>The Jupyter Notebook is a web-based interactive computing platform. The notebook combines live code, equations…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>jupyter.org</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*2f7fGEay_MWZF4Bf"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="4217" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I will be going through a number of cool examples and providing guidance at my upcoming meetups in Princeton and New York City.</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://www.meetup.com/unstructured-data-meetup-new-york/?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Unstructured Data Meetup New York | Meetup</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>This meetup is for people working in unstructured data. Speakers will come present about related topics such as vector…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>www.meetup.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*sLLn8-KcrYbCwaGL"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="89e1" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>If you are not in New York or Princeton area, have no worries we will stream and record to Youtube. There are also other meetups around the world including San Francisco, South Bay, Berlin and Seattle.</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://zilliz.com/community/unstructured-data-meetup?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Upcoming Zilliz Unstructured Data Meetups</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Join Zilliz and other AI industry experts to learn, share and discuss unstructured data in LLMs at monthly meetups in…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>zilliz.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*aXlVj96tc00FIcN_"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="d190" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>If you saw my recent newsletter you can see I joined <a href="https://zilliz.com/" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit;" target="_blank">Zilliz</a> to work on the Open Source AI Database, <a href="https://milvus.io/" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit;" target="_blank">Milvus</a>.</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://zilliz.com/blog/why-i-joined-zilliz-tim-spann?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Tim Spann: Why I Joined Zilliz - Zilliz blog</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Why Tim Spann Joined Zilliz</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>zilliz.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*U-6_3unczajzyDSW"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://github.com/tspannhw/FLiPStackWeekly/blob/main/139-27May2024.md?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>FLiPStackWeekly/139-27May2024.md at main · tspannhw/FLiPStackWeekly</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>github.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*s5eUtP6_Pzg6Q1ku"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="3d4c" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I am working on a name for my new pattern of applications. It could be FLaNK-AIM or AIM (AI + Milvus) or <span style="box-sizing: inherit; font-weight: 700;">Tim-Tam</span> (Tim’s Towhee AI/Attu Milvus). Tim can also stand for <span style="box-sizing: inherit; font-weight: 700;">TIMM</span> (Pytorch Image Models).</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://www.surveymonkey.com/r/M7JV9BT?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Tim Spann's Stuff</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Web survey powered by SurveyMonkey.com. Create your own online survey now with SurveyMonkey's expert certified FREE…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>www.surveymonkey.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*kSxkZiPt-sm1GvUo"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<p data-selectable-paragraph="" id="3da8" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I added a survey if you want to help, thanks! I appreciate it. You could also leave a comment if you like.</p>
<p style="box-sizing: inherit; clear: both; margin: 56px auto 0px;"></p>
<div role="button" style="box-sizing: inherit; cursor: zoom-in; position: relative; transition: transform 300ms cubic-bezier(0.2, 0, 0.2, 1) 0s; width: 680px; z-index: auto;" tabindex="0"><div style="box-sizing: inherit; margin-left: auto; margin-right: auto; max-width: 1024px;"><img alt="" height="700" loading="lazy" role="presentation" src="https://miro.medium.com/v2/resize:fit:1400/1*HKLR7vx7ns3TG0bZPS1u9w.png" style="box-sizing: inherit; height: auto; max-width: 100%; vertical-align: middle; width: 680px;" width="700"></div></div>
<h1 data-selectable-paragraph="" id="642d" style='box-sizing: inherit; color: #242424; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 24px; letter-spacing: -0.016em; line-height: 30px; margin: 1.95em 0px -0.28em;'>RESOURCES</h1>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://github.com/langchain-ai/langchain/releases/tag/langchain-milvus%3D%3D0.1.0?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Release langchain-milvus==0.1.0 · langchain-ai/langchain</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Release langchain-milvus==0.1.0 Initial release milvus: fix core dep (#22239) milvus: New langchain_milvus package and…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>github.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*yPJMo--9V-EjWc1e"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
</div></a></div>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://partners.amazonaws.com/partners/0010h00001ftEjvAAE/?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;"><div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>AWS Partner Solutions Finder</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Edit description</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>partners.amazonaws.com</p></div>
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<p data-selectable-paragraph="" id="8d17" style='box-sizing: inherit; color: #242424; font-family: source-serif-pro, Georgia, Cambria, "Times New Roman", Times, serif; font-size: 20px; letter-spacing: -0.003em; line-height: 32px; margin: 2.14em 0px -0.46em; word-break: break-word;'>I will be adding all of my favorite vector database, AI Database, LLM, Generative AI, Milvus and related items to my new website:</p>
<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://www.opensourcevectordb.cloud/?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Open Source Vector Databases</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Open Source Vector Databases</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Open Source Vector Databaseswww.opensourcevectordb.cloud</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*TvrbQaoebSnzWX1f"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
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<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://milvus.io/tools/sizing?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Milvus Sizing Tool</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Milvus is the world's most advanced open-source vector database, built for developing and maintaining AI applications…</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>milvus.io</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*5nvu6ujT-1ZU0SN-"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
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<div style="box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; margin-top: 32px;"><a href="https://github.com/milvus-io/pymilvus?source=post_page-----5a0565eb5dd9--------------------------------" rel="noopener ugc nofollow" style="-webkit-tap-highlight-color: transparent; box-sizing: inherit; text-decoration-line: none;" target="_blank"><div style="box-sizing: inherit; display: flex; flex: 0 0 auto; padding: 0px;">
<div style="box-sizing: inherit; display: flex; flex-direction: column; flex: 1 1 auto; justify-content: center; padding: 16px 20px;">
<h2 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #242424; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; letter-spacing: 0px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>GitHub - milvus-io/pymilvus: Python SDK for Milvus.</h2>
<div style="box-sizing: inherit; margin-top: 8px;"><h3 style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 16px; font-weight: 400; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>Python SDK for Milvus. Contribute to milvus-io/pymilvus development by creating an account on GitHub.</h3></div>
<div style="box-sizing: inherit; margin-top: 12px;"><p style='-webkit-box-orient: vertical; -webkit-line-clamp: 2; box-sizing: inherit; color: #6b6b6b; display: -webkit-box; font-family: sohne, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 13px; line-height: 20px; margin: 0px; max-height: 40px; overflow: hidden; text-overflow: ellipsis;'>github.com</p></div>
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<div style="box-sizing: inherit; width: 160px;"><div style='background-image: url("https://miro.medium.com/v2/da:true/resize:fit:320/0*0PHQSRr5fpeBhI7G"); background-origin: border-box; background-position: 50% 50%; background-size: cover; box-shadow: rgb(242, 242, 242) 0px 0px 0px 1px inset; box-sizing: inherit; height: 167px; max-width: 100%; width: 160px;'></div></div>
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<div role="button" style="box-sizing: inherit; cursor: zoom-in; position: relative; transition: transform 300ms cubic-bezier(0.2, 0, 0.2, 1) 0s; width: 680px; z-index: auto;" tabindex="0"><div style="box-sizing: inherit; margin-left: auto; margin-right: auto; max-width: 1024px;"><img alt="" height="700" loading="lazy" role="presentation" src="https://miro.medium.com/v2/resize:fit:1400/1*0_nXclRzm2iIJBux9pMgEw.png" style="box-sizing: inherit; height: auto; max-width: 100%; vertical-align: middle; width: 680px;" width="700"></div></div>
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