Mistral 7B needs about 5.80 GB at Q4_K_M with 8K context.
Mistral 7B Instruct v0.3 is a small dense Apache 2.0 model from May, and the files are public. Q4_K_M at 8,192 tokens is 5.80 GB, which is an 8 GB conversation if you watch the headroom. The smallest listed GPU that still leaves 10 percent free is GeForce RTX 3070 8GB, with 2.20 GB left.
32 layers, 32 query heads, 8 key heads, vocabulary 32,768. The context cap is 32,768 tokens, with no scaler and no sliding window. Mixtral is the 8-expert sibling.
Mistral Small 3.2 is a later 24B multimodal stack and does not replace this file.
Which GPUs fit
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+8.50 GB | +8.50 GB |
| GeForce RTX 4060 Ti 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 4080 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+8.50 GB | +8.50 GB |
| GeForce RTX 5060 Ti 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 5070 Ti 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 5080 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+16.50 GB | +16.50 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+8.50 GB | +8.50 GB |
| Radeon RX 9070 XT 16GB16 GB · Tight fit | 16 GB | Tight fit+0.50 GB | +0.50 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+64.50 GB | +64.50 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+64.50 GB | +64.50 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+20.50 GB | +20.50 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 3.50 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · CPU offload | 8 GB | 7.50 GB short | CPU offload |
| GeForce RTX 3080 10GB10 GB · CPU offload | 10 GB | 5.50 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · CPU offload | 8 GB | 7.50 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 3.50 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 3.50 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+2.83 GB | +2.83 GB |
| GeForce RTX 3080 10GB10 GB · Tight fit | 10 GB | Tight fit+0.83 GB | +0.83 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+14.83 GB | +14.83 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+2.83 GB | +2.83 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+14.83 GB | +14.83 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+2.83 GB | +2.83 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+22.83 GB | +22.83 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+14.83 GB | +14.83 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+6.83 GB | +6.83 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+70.83 GB | +70.83 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+70.83 GB | +70.83 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+26.83 GB | +26.83 GB |
| GeForce RTX 3070 8GB8 GB · CPU offload | 8 GB | 1.17 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · CPU offload | 8 GB | 1.17 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+4.46 GB | +4.46 GB |
| GeForce RTX 3070 8GB8 GB · Tight fit | 8 GB | Tight fit+0.46 GB | +0.46 GB |
| GeForce RTX 3080 10GB10 GB · No CPU offload | 10 GB | Fits+2.46 GB | +2.46 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+16.46 GB | +16.46 GB |
| GeForce RTX 4060 8GB8 GB · Tight fit | 8 GB | Tight fit+0.46 GB | +0.46 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+4.46 GB | +4.46 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+16.46 GB | +16.46 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+4.46 GB | +4.46 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+24.46 GB | +24.46 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+16.46 GB | +16.46 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+8.46 GB | +8.46 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+72.46 GB | +72.46 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+72.46 GB | +72.46 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+28.46 GB | +28.46 GB |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+5.36 GB | +5.36 GB |
| GeForce RTX 3070 8GB8 GB · No CPU offload | 8 GB | Fits+1.36 GB | +1.36 GB |
| GeForce RTX 3080 10GB10 GB · No CPU offload | 10 GB | Fits+3.36 GB | +3.36 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+17.36 GB | +17.36 GB |
| GeForce RTX 4060 8GB8 GB · No CPU offload | 8 GB | Fits+1.36 GB | +1.36 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+5.36 GB | +5.36 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+17.36 GB | +17.36 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+5.36 GB | +5.36 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+25.36 GB | +25.36 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+17.36 GB | +17.36 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+9.36 GB | +9.36 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+73.36 GB | +73.36 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+73.36 GB | +73.36 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+29.36 GB | +29.36 GB |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+6.20 GB | +6.20 GB |
| GeForce RTX 3070 8GB8 GB · No CPU offload | 8 GB | Fits+2.20 GB | +2.20 GB |
| GeForce RTX 3080 10GB10 GB · No CPU offload | 10 GB | Fits+4.20 GB | +4.20 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+18.20 GB | +18.20 GB |
| GeForce RTX 4060 8GB8 GB · No CPU offload | 8 GB | Fits+2.20 GB | +2.20 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+6.20 GB | +6.20 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+18.20 GB | +18.20 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+6.20 GB | +6.20 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+26.20 GB | +26.20 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+18.20 GB | +18.20 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+10.20 GB | +10.20 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+74.20 GB | +74.20 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+74.20 GB | +74.20 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+30.20 GB | +30.20 GB |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+7.10 GB | +7.10 GB |
| GeForce RTX 3070 8GB8 GB · No CPU offload | 8 GB | Fits+3.10 GB | +3.10 GB |
| GeForce RTX 3080 10GB10 GB · No CPU offload | 10 GB | Fits+5.10 GB | +5.10 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+19.10 GB | +19.10 GB |
| GeForce RTX 4060 8GB8 GB · No CPU offload | 8 GB | Fits+3.10 GB | +3.10 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+7.10 GB | +7.10 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+19.10 GB | +19.10 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+7.10 GB | +7.10 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+27.10 GB | +27.10 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+19.10 GB | +19.10 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+11.10 GB | +11.10 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+75.10 GB | +75.10 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+75.10 GB | +75.10 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+31.10 GB | +31.10 GB |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · No CPU offload | 12 GB | Fits+7.79 GB | +7.79 GB |
| GeForce RTX 3070 8GB8 GB · No CPU offload | 8 GB | Fits+3.79 GB | +3.79 GB |
| GeForce RTX 3080 10GB10 GB · No CPU offload | 10 GB | Fits+5.79 GB | +5.79 GB |
| GeForce RTX 3090 24GB24 GB · No CPU offload | 24 GB | Fits+19.79 GB | +19.79 GB |
| GeForce RTX 4060 8GB8 GB · No CPU offload | 8 GB | Fits+3.79 GB | +3.79 GB |
| GeForce RTX 4060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 4070 12GB12 GB · No CPU offload | 12 GB | Fits+7.79 GB | +7.79 GB |
| GeForce RTX 4070 Ti Super 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 4080 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 4090 24GB24 GB · No CPU offload | 24 GB | Fits+19.79 GB | +19.79 GB |
| GeForce RTX 5060 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 5070 12GB12 GB · No CPU offload | 12 GB | Fits+7.79 GB | +7.79 GB |
| GeForce RTX 5070 Ti 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 5080 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+27.79 GB | +27.79 GB |
| Radeon RX 7900 XTX 24GB24 GB · No CPU offload | 24 GB | Fits+19.79 GB | +19.79 GB |
| Radeon RX 9070 XT 16GB16 GB · No CPU offload | 16 GB | Fits+11.79 GB | +11.79 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+75.79 GB | +75.79 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+75.79 GB | +75.79 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+31.79 GB | +31.79 GB |
VRAM by quantization
Totals at 8,192 tokens. Q4_K_M is the usual balance of size and quality. FP16 weights are the parameter count times 2 bytes. The FP16 column in the table is the full estimate: weights, cache, and 1 GB.
| Quantization | Bits | Weights | Cache | Overhead | Total |
|---|---|---|---|---|---|
| FP16/BF16Bits 16 · Cache 1.00 · Overhead 1.00 | 16 | 13.50 | 1.00 | 1.00 | 15.50 |
| Q8_0Bits 8.5 · Cache 1.00 · Overhead 1.00 | 8.5 | 7.17 | 1.00 | 1.00 | 9.17 |
| Q6_KBits 6.5625 · Cache 1.00 · Overhead 1.00 | 6.5625 | 5.54 | 1.00 | 1.00 | 7.54 |
| Q5_K_MBits 5.5 · Cache 1.00 · Overhead 1.00 | 5.5 | 4.64 | 1.00 | 1.00 | 6.64 |
| Q4_K_MBits 4.5 · Cache 1.00 · Overhead 1.00 | 4.5 | 3.80 | 1.00 | 1.00 | 5.80 |
| Q3_K_MBits 3.4375 · Cache 1.00 · Overhead 1.00 | 3.4375 | 2.90 | 1.00 | 1.00 | 4.90 |
| Q2_KBits 2.625 · Cache 1.00 · Overhead 1.00 | 2.625 | 2.21 | 1.00 | 1.00 | 4.21 |
Context length
Q4_K_M total as the context changes. Cache is the part that grows.
| Context tokens | Cache GB | Q4_K_M total | FP16 total |
|---|---|---|---|
| 2048FP16 total 14.75 | 0.25 | 5.05 | 14.75 |
| 8192FP16 total 15.50 | 1.00 | 5.80 | 15.50 |
| 32768FP16 total 18.50 | 4.00 | 8.80 | 18.50 |
Mistral 7B hardware notes
- Unified memory counts 75 percent of the listed pool as usable. Discrete cards use the full listed memory. The memory column still shows the listed figure.
- Last updated 2025-12-03.
- Weights, cache, and the 1 GB overhead are estimates. How this is calculated.
- Architecture numbers and the parameter count come from the public model record, checked 2026-10-10.
Mistral 7B VRAM FAQ
How much VRAM does Mistral 7B need at Q4_K_M?
5.80 GB at 8,192 tokens. Weights are 3.80 GB, the cache is 1.00 GB, and overhead is 1 GB.
Does a 24 GB GPU fit Mistral 7B at Q4_K_M?
GeForce RTX 3090 24GB is Fits, 18.20 GB left. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 32,768.
What context length is configured for Mistral 7B?
The configured context length is 32,768 tokens. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 32,768.
Which source supplies the parameter count for Mistral 7B?
7.25B parameters, from the Hugging Face model record for mistralai/Mistral-7B-Instruct-v0.3.
Related models
| Model | Q4_K_M GB |
|---|---|
| Llama 3 8B | 6.21 |
| Llama 3.1 8B | 6.21 |
| gpt-oss-20b | 12.15 |
| Gemma 4 | 18.48 |