NVIDIA GeForce RTX 5090
Full GPU32 GB VRAM
Estimated speed: ~159.3 tok/s
Bandwidth: 1792 GB/s
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Running compatibility calculations across available GPUs.
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Running compatibility calculations across available GPUs.
GPU Recommendations
Comparing 90 GPUs for running StarCoder2 15B (Q4_K_M, 9 GB).
Ranking priority: compatibility verdict first, then estimated speed, then memory bandwidth. Buying links are optional shortcuts if you are ready to upgrade.
Copy a link to this GPU ranking so someone else can see the best upgrade paths for StarCoder2 15B.
32 GB VRAM
Estimated speed: ~159.3 tok/s
Bandwidth: 1792 GB/s
256 GB VRAM
Estimated speed: ~97.1 tok/s
Bandwidth: 1092 GB/s
24 GB VRAM
Estimated speed: ~89.6 tok/s
Bandwidth: 1008 GB/s
24 GB VRAM
Estimated speed: ~89.6 tok/s
Bandwidth: 1008 GB/s
16 GB VRAM
Estimated speed: ~85.3 tok/s
Bandwidth: 960 GB/s
24 GB VRAM
Estimated speed: ~85.3 tok/s
Bandwidth: 960 GB/s
24 GB VRAM
Estimated speed: ~83.2 tok/s
Bandwidth: 936 GB/s
12 GB VRAM
Estimated speed: ~81.1 tok/s
Bandwidth: 912 GB/s
12 GB VRAM
Estimated speed: ~81.1 tok/s
Bandwidth: 912 GB/s
16 GB VRAM
Estimated speed: ~79.6 tok/s
Bandwidth: 896 GB/s
20 GB VRAM
Estimated speed: ~71.1 tok/s
Bandwidth: 800 GB/s
128 GB VRAM
Estimated speed: ~71.1 tok/s
Bandwidth: 800 GB/s
192 GB VRAM
Estimated speed: ~71.1 tok/s
Bandwidth: 800 GB/s
192 GB VRAM
Estimated speed: ~71.1 tok/s
Bandwidth: 800 GB/s
16 GB VRAM
Estimated speed: ~65.4 tok/s
Bandwidth: 736 GB/s
16 GB VRAM
Estimated speed: ~63.7 tok/s
Bandwidth: 717 GB/s
12 GB VRAM
Estimated speed: ~59.7 tok/s
Bandwidth: 672 GB/s
16 GB VRAM
Estimated speed: ~59.7 tok/s
Bandwidth: 672 GB/s
16 GB VRAM
Estimated speed: ~55.5 tok/s
Bandwidth: 624 GB/s
16 GB VRAM
Estimated speed: ~51.2 tok/s
Bandwidth: 576 GB/s
16 GB VRAM
Estimated speed: ~51.2 tok/s
Bandwidth: 576 GB/s
16 GB VRAM
Estimated speed: ~51.2 tok/s
Bandwidth: 576 GB/s
16 GB VRAM
Estimated speed: ~49.8 tok/s
Bandwidth: 560 GB/s
128 GB VRAM
Estimated speed: ~48.5 tok/s
Bandwidth: 546 GB/s
16 GB VRAM
Estimated speed: ~45.5 tok/s
Bandwidth: 512 GB/s
16 GB VRAM
Estimated speed: ~45.5 tok/s
Bandwidth: 512 GB/s
16 GB VRAM
Estimated speed: ~45.5 tok/s
Bandwidth: 512 GB/s
12 GB VRAM
Estimated speed: ~44.8 tok/s
Bandwidth: 504 GB/s
12 GB VRAM
Estimated speed: ~44.8 tok/s
Bandwidth: 504 GB/s
12 GB VRAM
Estimated speed: ~44.8 tok/s
Bandwidth: 504 GB/s
12 GB VRAM
Estimated speed: ~40.5 tok/s
Bandwidth: 456 GB/s
16 GB VRAM
Estimated speed: ~39.8 tok/s
Bandwidth: 448 GB/s
12 GB VRAM
Estimated speed: ~38.4 tok/s
Bandwidth: 432 GB/s
12 GB VRAM
Estimated speed: ~38.4 tok/s
Bandwidth: 432 GB/s
12 GB VRAM
Estimated speed: ~38.4 tok/s
Bandwidth: 432 GB/s
64 GB VRAM
Estimated speed: ~35.6 tok/s
Bandwidth: 400 GB/s
96 GB VRAM
Estimated speed: ~35.6 tok/s
Bandwidth: 400 GB/s
128 GB VRAM
Estimated speed: ~35.6 tok/s
Bandwidth: 400 GB/s
12 GB VRAM
Estimated speed: ~34.1 tok/s
Bandwidth: 384 GB/s
12 GB VRAM
Estimated speed: ~32 tok/s
Bandwidth: 360 GB/s
16 GB VRAM
Estimated speed: ~25.6 tok/s
Bandwidth: 288 GB/s
16 GB VRAM
Estimated speed: ~25.6 tok/s
Bandwidth: 288 GB/s
48 GB VRAM
Estimated speed: ~24.3 tok/s
Bandwidth: 273 GB/s
32 GB VRAM
Estimated speed: ~17.8 tok/s
Bandwidth: 200 GB/s
32 GB VRAM
Estimated speed: ~17.8 tok/s
Bandwidth: 200 GB/s
32 GB VRAM
Estimated speed: ~17.8 tok/s
Bandwidth: 200 GB/s
36 GB VRAM
Estimated speed: ~13.3 tok/s
Bandwidth: 150 GB/s
32 GB VRAM
Estimated speed: ~10.7 tok/s
Bandwidth: 120 GB/s
24 GB VRAM
Estimated speed: ~8.9 tok/s
Bandwidth: 100 GB/s
24 GB VRAM
Estimated speed: ~8.9 tok/s
Bandwidth: 100 GB/s
16 GB VRAM
Estimated speed: ~6 tok/s
Bandwidth: 68 GB/s
11 GB VRAM
Estimated speed: ~38.4 tok/s
Bandwidth: 616 GB/s
11 GB VRAM
Estimated speed: ~30.1 tok/s
Bandwidth: 484 GB/s
10 GB VRAM
Estimated speed: ~22 tok/s
Bandwidth: 760 GB/s
8 GB VRAM
Estimated speed: ~18 tok/s
Bandwidth: 608 GB/s
8 GB VRAM
Estimated speed: ~15 tok/s
Bandwidth: 496 GB/s
8 GB VRAM
Estimated speed: ~15 tok/s
Bandwidth: 512 GB/s
8 GB VRAM
Estimated speed: ~15 tok/s
Bandwidth: 512 GB/s
8 GB VRAM
Estimated speed: ~15 tok/s
Bandwidth: 512 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~13 tok/s
Bandwidth: 448 GB/s
8 GB VRAM
Estimated speed: ~12 tok/s
Bandwidth: 384 GB/s
6 GB VRAM
Estimated speed: ~10 tok/s
Bandwidth: 336 GB/s
6 GB VRAM
Estimated speed: ~10 tok/s
Bandwidth: 336 GB/s
6 GB VRAM
Estimated speed: ~10 tok/s
Bandwidth: 336 GB/s
8 GB VRAM
Estimated speed: ~10 tok/s
Bandwidth: 320 GB/s
8 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 288 GB/s
8 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 272 GB/s
6 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 288 GB/s
8 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 288 GB/s
8 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 280 GB/s
8 GB VRAM
Estimated speed: ~9 tok/s
Bandwidth: 288 GB/s
8 GB VRAM
Estimated speed: ~8 tok/s
Bandwidth: 256 GB/s
8 GB VRAM
Estimated speed: ~8 tok/s
Bandwidth: 256 GB/s
8 GB VRAM
Estimated speed: ~8 tok/s
Bandwidth: 256 GB/s
8 GB VRAM
Estimated speed: ~8 tok/s
Bandwidth: 256 GB/s
8 GB VRAM
Estimated speed: ~8 tok/s
Bandwidth: 256 GB/s
6 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 192 GB/s
8 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 224 GB/s
6 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 192 GB/s
4 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 192 GB/s
6 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 192 GB/s
3 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 192 GB/s
8 GB VRAM
Estimated speed: ~7 tok/s
Bandwidth: 224 GB/s
4 GB VRAM
Estimated speed: ~5 tok/s
Bandwidth: 128 GB/s
4 GB VRAM
Estimated speed: ~4 tok/s
Bandwidth: 112 GB/s
| GPU | VRAM | Verdict | Estimated tok/s | Bandwidth | Where to Buy |
|---|---|---|---|---|---|
| NVIDIA GeForce RTX 5090 | 32 GB | Full GPU | ~159.3 | 1792 GB/s | |
| Apple M4 Ultra | 256 GB | Full GPU | ~97.1 | 1092 GB/s | |
| NVIDIA GeForce RTX 4090 | 24 GB | Full GPU | ~89.6 | 1008 GB/s | |
| NVIDIA GeForce RTX 3090 Ti | 24 GB | Full GPU | ~89.6 | 1008 GB/s | |
| NVIDIA GeForce RTX 5080 | 16 GB | Full GPU | ~85.3 | 960 GB/s | |
| AMD Radeon RX 7900 XTX | 24 GB | Full GPU | ~85.3 | 960 GB/s | |
| NVIDIA GeForce RTX 3090 | 24 GB | Full GPU | ~83.2 | 936 GB/s | |
| NVIDIA GeForce RTX 3080 Ti | 12 GB | Full GPU | ~81.1 | 912 GB/s | |
| NVIDIA GeForce RTX 3080 12GB | 12 GB | Full GPU | ~81.1 | 912 GB/s | |
| NVIDIA GeForce RTX 5070 Ti | 16 GB | Full GPU | ~79.6 | 896 GB/s | |
| AMD Radeon RX 7900 XT | 20 GB | Full GPU | ~71.1 | 800 GB/s | |
| Apple M1 Ultra | 128 GB | Full GPU | ~71.1 | 800 GB/s | |
| Apple M2 Ultra | 192 GB | Full GPU | ~71.1 | 800 GB/s | |
| Apple M3 Ultra | 192 GB | Full GPU | ~71.1 | 800 GB/s | |
| NVIDIA GeForce RTX 4080 Super | 16 GB | Full GPU | ~65.4 | 736 GB/s | |
| NVIDIA GeForce RTX 4080 | 16 GB | Full GPU | ~63.7 | 717 GB/s | |
| NVIDIA GeForce RTX 5070 | 12 GB | Full GPU | ~59.7 | 672 GB/s | |
| NVIDIA GeForce RTX 4070 Ti Super | 16 GB | Full GPU | ~59.7 | 672 GB/s | |
| AMD Radeon RX 7800 XT | 16 GB | Full GPU | ~55.5 | 624 GB/s | |
| NVIDIA GeForce RTX 4090 Laptop | 16 GB | Full GPU | ~51.2 | 576 GB/s | |
| AMD Radeon RX 7900 GRE | 16 GB | Full GPU | ~51.2 | 576 GB/s | |
| AMD Radeon RX 6950 XT | 16 GB | Full GPU | ~51.2 | 576 GB/s | |
| Intel Arc A770 16GB | 16 GB | Full GPU | ~49.8 | 560 GB/s | |
| Apple M4 Max | 128 GB | Full GPU | ~48.5 | 546 GB/s | |
| AMD Radeon RX 6900 XT | 16 GB | Full GPU | ~45.5 | 512 GB/s | |
| AMD Radeon RX 6800 XT | 16 GB | Full GPU | ~45.5 | 512 GB/s | |
| AMD Radeon RX 6800 | 16 GB | Full GPU | ~45.5 | 512 GB/s | |
| NVIDIA GeForce RTX 4070 Ti | 12 GB | Full GPU | ~44.8 | 504 GB/s | |
| NVIDIA GeForce RTX 4070 Super | 12 GB | Full GPU | ~44.8 | 504 GB/s | |
| NVIDIA GeForce RTX 4070 | 12 GB | Full GPU | ~44.8 | 504 GB/s | |
| Intel Arc B580 | 12 GB | Full GPU | ~40.5 | 456 GB/s | |
| NVIDIA GeForce RTX 3080 Laptop | 16 GB | Full GPU | ~39.8 | 448 GB/s | |
| NVIDIA GeForce RTX 4080 Laptop | 12 GB | Full GPU | ~38.4 | 432 GB/s | |
| AMD Radeon RX 7700 XT | 12 GB | Full GPU | ~38.4 | 432 GB/s | |
| AMD Radeon RX 6750 XT | 12 GB | Full GPU | ~38.4 | 432 GB/s | |
| Apple M1 Max | 64 GB | Full GPU | ~35.6 | 400 GB/s | |
| Apple M2 Max | 96 GB | Full GPU | ~35.6 | 400 GB/s | |
| Apple M3 Max | 128 GB | Full GPU | ~35.6 | 400 GB/s | |
| AMD Radeon RX 6700 XT | 12 GB | Full GPU | ~34.1 | 384 GB/s | |
| NVIDIA GeForce RTX 3060 | 12 GB | Full GPU | ~32 | 360 GB/s | |
| NVIDIA GeForce RTX 4060 Ti 16GB | 16 GB | Full GPU | ~25.6 | 288 GB/s | |
| AMD Radeon RX 7600 XT | 16 GB | Full GPU | ~25.6 | 288 GB/s | |
| Apple M4 Pro | 48 GB | Full GPU | ~24.3 | 273 GB/s | |
| Apple M1 Pro (10-core GPU) | 32 GB | Full GPU | ~17.8 | 200 GB/s | |
| Apple M1 Pro (16-core GPU) | 32 GB | Full GPU | ~17.8 | 200 GB/s | |
| Apple M2 Pro | 32 GB | Full GPU | ~17.8 | 200 GB/s | |
| Apple M3 Pro | 36 GB | Full GPU | ~13.3 | 150 GB/s | |
| Apple M4 | 32 GB | Full GPU | ~10.7 | 120 GB/s | |
| Apple M2 | 24 GB | Full GPU | ~8.9 | 100 GB/s | |
| Apple M3 | 24 GB | Full GPU | ~8.9 | 100 GB/s | |
| Apple M1 | 16 GB | Full GPU | ~6 | 68 GB/s | |
| NVIDIA GeForce RTX 2080 Ti | 11 GB | Partial GPU | ~38.4 | 616 GB/s | |
| NVIDIA GeForce GTX 1080 Ti | 11 GB | Partial GPU | ~30.1 | 484 GB/s | |
| NVIDIA GeForce RTX 3080 10GB | 10 GB | Hybrid CPU+GPU | ~22 | 760 GB/s | |
| NVIDIA GeForce RTX 3070 Ti | 8 GB | Hybrid CPU+GPU | ~18 | 608 GB/s | |
| NVIDIA GeForce RTX 2080 Super | 8 GB | Hybrid CPU+GPU | ~15 | 496 GB/s | |
| Intel Arc A770 8GB | 8 GB | Hybrid CPU+GPU | ~15 | 512 GB/s | |
| Intel Arc A750 | 8 GB | Hybrid CPU+GPU | ~15 | 512 GB/s | |
| Intel Arc A580 | 8 GB | Hybrid CPU+GPU | ~15 | 512 GB/s | |
| NVIDIA GeForce RTX 3070 | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 3060 Ti | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 2080 | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 2070 Super | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 2070 | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 2060 Super | 8 GB | Hybrid CPU+GPU | ~13 | 448 GB/s | |
| NVIDIA GeForce RTX 3070 Laptop | 8 GB | Hybrid CPU+GPU | ~12 | 384 GB/s | |
| NVIDIA GeForce RTX 3060 Laptop | 6 GB | Hybrid CPU+GPU | ~10 | 336 GB/s | |
| NVIDIA GeForce RTX 2060 | 6 GB | Hybrid CPU+GPU | ~10 | 336 GB/s | |
| NVIDIA GeForce GTX 1660 Super | 6 GB | Hybrid CPU+GPU | ~10 | 336 GB/s | |
| NVIDIA GeForce GTX 1080 | 8 GB | Hybrid CPU+GPU | ~10 | 320 GB/s | |
| NVIDIA GeForce RTX 4060 Ti 8GB | 8 GB | Hybrid CPU+GPU | ~9 | 288 GB/s | |
| NVIDIA GeForce RTX 4060 | 8 GB | Hybrid CPU+GPU | ~9 | 272 GB/s | |
| NVIDIA GeForce GTX 1660 Ti | 6 GB | Hybrid CPU+GPU | ~9 | 288 GB/s | |
| AMD Radeon RX 7600 | 8 GB | Hybrid CPU+GPU | ~9 | 288 GB/s | |
| AMD Radeon RX 6650 XT | 8 GB | Hybrid CPU+GPU | ~9 | 280 GB/s | |
| AMD Radeon RX 7600M XT | 8 GB | Hybrid CPU+GPU | ~9 | 288 GB/s | |
| NVIDIA GeForce RTX 4070 Laptop | 8 GB | Hybrid CPU+GPU | ~8 | 256 GB/s | |
| NVIDIA GeForce RTX 4060 Laptop | 8 GB | Hybrid CPU+GPU | ~8 | 256 GB/s | |
| NVIDIA GeForce GTX 1070 Ti | 8 GB | Hybrid CPU+GPU | ~8 | 256 GB/s | |
| NVIDIA GeForce GTX 1070 | 8 GB | Hybrid CPU+GPU | ~8 | 256 GB/s | |
| AMD Radeon RX 6600 XT | 8 GB | Hybrid CPU+GPU | ~8 | 256 GB/s | |
| NVIDIA GeForce RTX 4050 Laptop | 6 GB | Hybrid CPU+GPU | ~7 | 192 GB/s | |
| NVIDIA GeForce RTX 3050 | 8 GB | Hybrid CPU+GPU | ~7 | 224 GB/s | |
| NVIDIA GeForce GTX 1660 | 6 GB | Hybrid CPU+GPU | ~7 | 192 GB/s | |
| NVIDIA GeForce GTX 1650 Super | 4 GB | Hybrid CPU+GPU | ~7 | 192 GB/s | |
| NVIDIA GeForce GTX 1060 6GB | 6 GB | Hybrid CPU+GPU | ~7 | 192 GB/s | |
| NVIDIA GeForce GTX 1060 3GB | 3 GB | Hybrid CPU+GPU | ~7 | 192 GB/s | |
| AMD Radeon RX 6600 | 8 GB | Hybrid CPU+GPU | ~7 | 224 GB/s | |
| NVIDIA GeForce GTX 1650 | 4 GB | Hybrid CPU+GPU | ~5 | 128 GB/s | |
| NVIDIA GeForce GTX 1050 Ti | 4 GB | Hybrid CPU+GPU | ~4 | 112 GB/s |