Fast, high-quality text embeddings for RAG. Tiny — runs anywhere.
embeddingsrag · sizes: 137M · Apache-2.0
| machine | best fit | verdict | speed |
|---|---|---|---|
| Apple M1 · 8GB | 137M F16 | ✅ Runs comfortably | 140–240 tok/s |
| Apple M1 Pro · 16GB | 137M F16 | ✅ Runs comfortably | 390–640 tok/s |
| Apple M2 · 16GB | 137M F16 | ✅ Runs comfortably | 210–350 tok/s |
| Apple M3 Pro · 18GB | 137M F16 | ✅ Runs comfortably | 300–500 tok/s |
| Apple M2 Pro · 32GB | 137M F16 | ✅ Runs comfortably | 390–640 tok/s |
| Apple M4 Pro · 48GB | 137M F16 | ✅ Runs comfortably | 500–830 tok/s |
| Apple M3 Max · 36GB | 137M F16 | ✅ Runs comfortably | 650–1080 tok/s |
| Apple M2 Max · 64GB | 137M F16 | ✅ Runs comfortably | 650–1080 tok/s |
| Apple M4 Max · 128GB | 137M F16 | ✅ Runs comfortably | 810–1350 tok/s |
| Apple M2 Ultra · 192GB | 137M F16 | ✅ Runs comfortably | 1130–1880 tok/s |
| NVIDIA GeForce RTX 3060 · 12GB VRAM | 137M F16 | ✅ Runs comfortably | 540–890 tok/s |
| NVIDIA GeForce RTX 4070 · 12GB VRAM | 137M F16 | ✅ Runs comfortably | 750–1250 tok/s |
| NVIDIA GeForce RTX 4090 · 24GB VRAM | 137M F16 | ✅ Runs comfortably | 1500–2500 tok/s |
| NVIDIA GeForce RTX 5080 · 16GB VRAM | 137M F16 | ✅ Runs comfortably | 1430–2380 tok/s |
| NVIDIA GeForce RTX 5090 · 32GB VRAM | 137M F16 | ✅ Runs comfortably | 2670–4440 tok/s |
| AMD Radeon RX 7900 XTX · 24GB VRAM | 137M F16 | ✅ Runs comfortably | 1350–2260 tok/s |
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