Can I Run OLMo 2 on AMD Radeon RX 9060 XT 8GB?
Written by Jakub Rusinowski · Last updated July 12, 2026
Only with offload — OLMo 2 7B Instruct at Q4_K_M needs 9.5 GB at 8K context (4.4 GB weights + 5.1 GB KV cache/overhead) against the AMD Radeon RX 9060 XT 8GB's 8 GB, so part of it spills onto CPU/system RAM and speed drops sharply.
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AMD Radeon RX 9060 XT 8GB Specs
| VRAM | 8 GB |
| Memory Bandwidth | 320 GB/s |
OLMo 2 7B Instruct on the AMD Radeon RX 9060 XT 8GB: VRAM by quantization
| Quant | VRAM needed | Fits 8 GB? | Max context | Whole PC |
|---|---|---|---|---|
| F16 | 19.7 GB | ✗ No | — | — |
| Q8_0 | 12.9 GB | ✗ No | — | — |
| Q6_K | 11.1 GB | ✗ No | — | — |
| Q5_K_M | 10.3 GB | ✗ No | — | — |
| Q4_K_M | 9.5 GB | ✗ No | — | — |
| Q3_K_M | 8.2 GB | ✗ No | — | — |
| Q2_K | 7.5 GB | ✓ Yes | 4K | — |
Assumes an 8K-token context with an f16 KV cache. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 8 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
No compatible GPU? OLMo 2 7B Instruct on 16 GB of system RAM, CPU only: runs.
Why It Does Not Fit
Every OLMo 2 variant requires more VRAM than the AMD Radeon RX 9060 XT 8GB provides (8 GB).
Nearest GPU That Fits
NVIDIA GeForce RTX 3080 (10GB) (10 GB VRAM).
OLMo 2 needs ~10 GB but this GPU has 8 GB. Rent a RTX 4090 (24 GB)-class GPU by the hour instead of buying one:
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
FAQ
Can I run OLMo 2 on the AMD Radeon RX 9060 XT 8GB?
Only with offload — OLMo 2 7B Instruct at Q4_K_M needs 9.5 GB at 8K context (4.4 GB weights + 5.1 GB KV cache/overhead) against the AMD Radeon RX 9060 XT 8GB's 8 GB, so part of it spills onto CPU/system RAM and speed drops sharply.
What's the cheapest GPU that runs OLMo 2?
The NVIDIA GeForce RTX 3080 (10GB) (10 GB VRAM) is the cheapest upgrade that fits it.
Every OLMo 2 size on the AMD Radeon RX 9060 XT 8GB
| Size | VRAM at 8K | Verdict | Speed |
|---|---|---|---|
| OLMo 2 13B Instruct | 15.8 GB | Does not fit | — |
| OLMo 2 7B Instruct | 9.5 GB | Runs at Q2_K | — |
OLMo 2 on Other GPUs
- OLMo 2 on NVIDIA GeForce RTX 5060 Ti 8GB
- OLMo 2 on NVIDIA GeForce RTX 5060
- OLMo 2 on NVIDIA GeForce RTX 4060
- OLMo 2 on NVIDIA GeForce RTX 3070 Ti
- OLMo 2 on NVIDIA GeForce RTX 3070
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VRAM Tier
Troubleshooting
- Ollama: "model requires more system memory than is available"
- Out of memory at long context (the KV cache, not the weights)
Buying Guide
← Can I Run It? | OLMo 2 Model Page | AMD Radeon RX 9060 XT 8GB GPU Page | VRAM calculator | Check Your Hardware