IVFFlat
algorithm
Overview
Developed byFacebook AI Research (FAIR)
LicenseMIT License
Open source✓ Open Source
Use caseapproximate nearest neighbor search for high-dimensional vectors
Integrates with
Knowledge graph stats
Claims13
Avg confidence92%
Avg freshness99%
Last updatedUpdated 4 days ago
Trust distribution
100% unverified
Governance
Not assessed
IVFFlat
concept
Inverted file with flat compression, indexing method used in pgvector
Compare with...open source
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| true | ○Unverified | High | Fresh | 1 |
part of library
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| FAISS | ○Unverified | High | Fresh | 1 |
primary use case
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| approximate nearest neighbor search for high-dimensional vectors | ○Unverified | High | Fresh | 1 |
developed by
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| Facebook AI Research (FAIR) | ○Unverified | High | Fresh | 1 |
supports language
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| Python | ○Unverified | High | Fresh | 1 |
| C++ | ○Unverified | High | Fresh | 1 |
license type
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| MIT License | ○Unverified | High | Fresh | 1 |
based on
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| inverted file system with flat quantization | ○Unverified | High | Fresh | 1 |
use case
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| vector database indexing | ○Unverified | High | Fresh | 1 |
memory efficiency
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| lower than exact search methods | ○Unverified | High | Fresh | 1 |
alternative to
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| HNSW | ○Unverified | Moderate | Fresh | 1 |
| LSH | ○Unverified | Moderate | Fresh | 1 |
integrates with
| Value | Trust | Confidence | Freshness | Sources |
|---|---|---|---|---|
| pgvector | ○Unverified | Moderate | Fresh | 1 |