bm25 vs nomic-embed-code

Specs, VRAM requirements and download trends — updated 21 September 2026.

Qdrant · A
Params
Context
30d
1.0 M
apache-2.0 · commercial OK
nomic-ai · B
Params
7.1 B
Context
32,768
30d
471 K
apache-2.0 · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification bm25 nomic-embed-code
Parameters 7.1 B
Architecture Qwen2Model
Context length 32,768
Licence apache-2.0 apache-2.0
Commercial use Allowed Allowed
Languages 18
Downloads 30d 1,048,277 470,998
Downloads all time 9.2 M 2.6 M
Quantizations on the Hub SAFETENSORS
Gated No No
First seen on the Hub 2024-06-13 2025-03-24

Download trend

Daily snapshots, last 56 days (28 Jul – 21 Sep)

1.1 M391 K
bm25 nomic-embed-code

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

nomic-embed-code · fp16 32.7 GB / 24 GB
❌ Won’t fit

Adjacent comparisons