DeepSeek R1 Distill Llama 70B needs about 40.46 GB at Q4_K_M with 8K context.
DeepSeek R1 Distill Llama 70B puts distilled reasoning weights on a Llama-shaped 70B stack, published by DeepSeek under MIT in January. The file is public, unlike the gated Meta 70B downloads. Context scales from an 8,192 base to 131,072 tokens.
Depth is 80 layers, 64 query heads, 8 key heads. Q4_K_M at 8,192 tokens is 40.46 GB. The smallest listed GPU that still leaves 10 percent free is NVIDIA A100 80GB, with 39.54 GB left.
Same depth as Llama 3.1 70B is not the same license and not the same publisher. The Llama 3.3 page is Meta's later instruct refresh under the 3.3 community license.
Which GPUs fit
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 122.9 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 126.9 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 124.9 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · Won't fit | 24 GB | 110.9 GB short | Won't fit |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 126.9 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 122.9 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · Won't fit | 24 GB | 110.9 GB short | Won't fit |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 122.9 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · Won't fit | 32 GB | 102.9 GB short | Won't fit |
| Radeon RX 7900 XTX 24GB24 GB · Won't fit | 24 GB | 110.9 GB short | Won't fit |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 118.9 GB short | Won't fit |
| NVIDIA A100 80GB80 GB · CPU offload | 80 GB | 54.92 GB short | CPU offload |
| NVIDIA H100 SXM 80GB80 GB · CPU offload | 80 GB | 54.92 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 98.92 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · Tight fit | 80 GB | Tight fit+6.68 GB | +6.68 GB |
| NVIDIA H100 SXM 80GB80 GB · Tight fit | 80 GB | Tight fit+6.68 GB | +6.68 GB |
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 61.32 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 65.32 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 63.32 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 49.32 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 65.32 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 61.32 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 4080 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 49.32 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 61.32 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 5080 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 41.32 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 49.32 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · Won't fit | 16 GB | 57.32 GB short | Won't fit |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 37.32 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+22.60 GB | +22.60 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+22.60 GB | +22.60 GB |
| GeForce RTX 3060 12GB12 GB · Won't fit | 12 GB | 45.40 GB short | Won't fit |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 49.40 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 47.40 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 33.40 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 49.40 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · Won't fit | 12 GB | 45.40 GB short | Won't fit |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 33.40 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · Won't fit | 12 GB | 45.40 GB short | Won't fit |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 25.40 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 33.40 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 41.40 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 21.40 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+31.33 GB | +31.33 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+31.33 GB | +31.33 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 36.67 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 40.67 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · Won't fit | 10 GB | 38.67 GB short | Won't fit |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 24.67 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 40.67 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 36.67 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 24.67 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 36.67 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 16.67 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 24.67 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 32.67 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 12.67 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+39.54 GB | +39.54 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+39.54 GB | +39.54 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 28.46 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · Won't fit | 8 GB | 32.46 GB short | Won't fit |
| GeForce RTX 3080 10GB10 GB · CPU offload | 10 GB | 30.46 GB short | CPU offload |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 16.46 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · Won't fit | 8 GB | 32.46 GB short | Won't fit |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 28.46 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 16.46 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 28.46 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| GeForce RTX 5090 32GB32 GB · CPU offload | 32 GB | 8.46 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 16.46 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 24.46 GB short | CPU offload |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · CPU offload | 48 GB | 4.46 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 5090 32GB32 GB · Tight fit | 32 GB | Tight fit+0.27 GB | +0.27 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+48.27 GB | +48.27 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+48.27 GB | +48.27 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+4.27 GB | +4.27 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 19.73 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · CPU offload | 8 GB | 23.73 GB short | CPU offload |
| GeForce RTX 3080 10GB10 GB · CPU offload | 10 GB | 21.73 GB short | CPU offload |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 7.73 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · CPU offload | 8 GB | 23.73 GB short | CPU offload |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 19.73 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 7.73 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 19.73 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 7.73 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 15.73 GB short | CPU offload |
| GPU | Memory | Status | Headroom |
|---|---|---|---|
| GeForce RTX 5090 32GB32 GB · No CPU offload | 32 GB | Fits+6.94 GB | +6.94 GB |
| NVIDIA A100 80GB80 GB · No CPU offload | 80 GB | Fits+54.94 GB | +54.94 GB |
| NVIDIA H100 SXM 80GB80 GB · No CPU offload | 80 GB | Fits+54.94 GB | +54.94 GB |
| Apple M5 Max 48GB unified48 GB · 36.00 GB usable · No CPU offload | 48 GB | Fits+10.94 GB | +10.94 GB |
| GeForce RTX 3060 12GB12 GB · CPU offload | 12 GB | 13.06 GB short | CPU offload |
| GeForce RTX 3070 8GB8 GB · CPU offload | 8 GB | 17.06 GB short | CPU offload |
| GeForce RTX 3080 10GB10 GB · CPU offload | 10 GB | 15.06 GB short | CPU offload |
| GeForce RTX 3090 24GB24 GB · CPU offload | 24 GB | 1.06 GB short | CPU offload |
| GeForce RTX 4060 8GB8 GB · CPU offload | 8 GB | 17.06 GB short | CPU offload |
| GeForce RTX 4060 Ti 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| GeForce RTX 4070 12GB12 GB · CPU offload | 12 GB | 13.06 GB short | CPU offload |
| GeForce RTX 4070 Ti Super 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| GeForce RTX 4080 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| GeForce RTX 4090 24GB24 GB · CPU offload | 24 GB | 1.06 GB short | CPU offload |
| GeForce RTX 5060 Ti 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| GeForce RTX 5070 12GB12 GB · CPU offload | 12 GB | 13.06 GB short | CPU offload |
| GeForce RTX 5070 Ti 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| GeForce RTX 5080 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
| Radeon RX 7900 XTX 24GB24 GB · CPU offload | 24 GB | 1.06 GB short | CPU offload |
| Radeon RX 9070 XT 16GB16 GB · CPU offload | 16 GB | 9.06 GB short | CPU offload |
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 2.50 · Overhead 1.00 | 16 | 131.4 | 2.50 | 1.00 | 134.9 |
| Q8_0Bits 8.5 · Cache 2.50 · Overhead 1.00 | 8.5 | 69.82 | 2.50 | 1.00 | 73.32 |
| Q6_KBits 6.5625 · Cache 2.50 · Overhead 1.00 | 6.5625 | 53.90 | 2.50 | 1.00 | 57.40 |
| Q5_K_MBits 5.5 · Cache 2.50 · Overhead 1.00 | 5.5 | 45.17 | 2.50 | 1.00 | 48.67 |
| Q4_K_MBits 4.5 · Cache 2.50 · Overhead 1.00 | 4.5 | 36.96 | 2.50 | 1.00 | 40.46 |
| Q3_K_MBits 3.4375 · Cache 2.50 · Overhead 1.00 | 3.4375 | 28.23 | 2.50 | 1.00 | 31.73 |
| Q2_KBits 2.625 · Cache 2.50 · Overhead 1.00 | 2.625 | 21.56 | 2.50 | 1.00 | 25.06 |
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 133.0 | 0.63 | 38.59 | 133.0 |
| 8192FP16 total 134.9 | 2.50 | 40.46 | 134.9 |
| 32768FP16 total 142.4 | 10.00 | 47.96 | 142.4 |
| 131072FP16 total 172.4 | 40.00 | 77.96 | 172.4 |
DeepSeek R1 Distill Llama 70B 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 2025-02-24.
- 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.
DeepSeek R1 Distill Llama 70B VRAM FAQ
How much VRAM does DeepSeek R1 Distill Llama 70B need at Q4_K_M?
40.46 GB at 8,192 tokens. Weights are 36.96 GB, the cache is 2.50 GB, and overhead is 1 GB.
Does a 24 GB GPU fit DeepSeek R1 Distill Llama 70B at Q4_K_M?
GeForce RTX 3090 24GB is CPU offload, 16.46 GB over. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 131,072.
What context length is configured for DeepSeek R1 Distill Llama 70B?
The configured context length is 131,072 tokens. The quant table uses 8,192 tokens, the smaller of 8,192 and the configured maximum of 131,072.
Which source supplies the parameter count for DeepSeek R1 Distill Llama 70B?
70.55B parameters, from the Hugging Face model record for deepseek-ai/DeepSeek-R1-Distill-Llama-70B.
Related models
| Model | Q4_K_M GB |
|---|---|
| DeepSeek R1 | 360.1 |
| DeepSeek V3 | 360.1 |
| Llama 3.1 70B | 40.46 |
| Llama 3.3 70B | 40.46 |
| Gemma 4 | 18.48 |
| gpt-oss-120b | 62.49 |