Remove memory implications from Module 3

This commit is contained in:
Kacper Łukawski
2025-12-29 16:17:29 +01:00
parent b158cdd37d
commit 6840afab10
4 changed files with 4 additions and 34 deletions
@@ -15,11 +15,10 @@ Tackle the memory and performance challenges of production-scale multi-vector se
## Today's path
1. Memory Usage Implications and Solutions
1. Multi-Stage Retrieval with Universal Query API
2. Vector Quantization Techniques
3. Pooling Techniques
4. MUVERA
5. Multi-Stage Retrieval with Universal Query API
6. Evaluating Search Pipelines
5. Evaluating Search Pipelines
You'll master the optimization strategies needed to deploy multi-vector search at scale.
@@ -1,7 +1,7 @@
---
title: "Evaluating Search Pipelines"
description: Learn how to evaluate different search configurations in terms of cost, latency, and retrieval quality.
weight: 6
weight: 5
---
{{< date >}} Module 3 {{< /date >}}
@@ -1,29 +0,0 @@
---
title: "Memory Usage Implications"
description: Understand the memory challenges of multi-vector search and overview of optimization techniques.
weight: 1
---
{{< date >}} Module 3 {{< /date >}}
# Memory Usage Implications
Multi-vector search can consume 10-100x more memory than single-vector search. Before deploying to production, you need to understand why this happens and what you can do about it.
This lesson sets the stage for the optimization techniques we'll explore in the rest of Module 3.
---
<div class="video">
<iframe
src="https://www.youtube.com/embed/dQw4w9WgXcQ"
frameborder="0"
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
referrerpolicy="strict-origin-when-cross-origin"
allowfullscreen>
</iframe>
</div>
---
Let's start optimizing. First up: vector quantization techniques to reduce memory usage.
@@ -1,7 +1,7 @@
---
title: "Multi-Stage Retrieval with Universal Query API"
description: Combine multiple optimization techniques in multi-stage retrieval pipelines using Qdrant's Universal Query API.
weight: 5
weight: 1
---
{{< date >}} Module 3 {{< /date >}}