Home / Models / StarCoder2 15B / NVIDIA RTX 4070 SUPER 12 GB
Can StarCoder2 15B run on NVIDIA RTX 4070 SUPER 12 GB?
Yes. Calculated memory fit: StarCoder2 15B can run entirely in this GPU’s usable VRAM at one or more supported quantizations.
Can it run?
- Can it run?
- Yes, full GPU fit (calculated estimate).
- Full GPU fit?
- Yes
- Model
- StarCoder2 15B · 16B
- GPU
- NVIDIA RTX 4070 SUPER 12 GB · 12 GB advertised
Memory calculation
Breakdown for Q4 at 8K context, batch size 1. Calculator v1.0.0.
| Model weights | 9.4 GB |
|---|---|
| KV cache | 0.6 GB |
| Runtime reserve | 1.0 GB |
| Safety margin | 0.5 GB |
| Required (estimated) | 11.5 GB |
| GPU usable VRAM | 10.8 GB |
Result: CPU RAM OFFLOAD REQUIRED
Quantization table
| Quantization | 2K | 4K | 8K | 16K |
|---|---|---|---|---|
| BF16 | No | No | No | No |
| FP16 | No | No | No | No |
| Q3 | Fits | Fits | Fits | Fits |
| Q4 | Offload | Offload | Offload | Offload |
| Q5 | Offload | Offload | Offload | Offload |
| Q6 | Offload | Offload | Offload | Offload |
| Q8 | Offload | Offload | Offload | Offload |
What fits entirely in VRAM?
- Q3 at 16K context
- Q3 at 2K context
- Q3 at 4K context
- Q3 at 8K context
What requires RAM offload?
Offload is shown only when the model does not fully fit in usable VRAM but stays within the modeled offload allowance.
Available graphics cards
These SKUs use this GPU chip. Amazon CTAs appear only for EXACT/HIGH matches. Absence of a price does not change the compatibility result above.
GIGABYTE GeForce RTX 4070 SUPER WINDFORCE OC 12G NVIDIA 12 GB GDDR6X
12 GB · Amazon EXACT
$899.99
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GIGABYTE GAMING GeForce RTX 4070 SUPER OC 12G NVIDIA 12 GB GDDR6X
12 GB · Amazon EXACT
$639.99
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ASUS Dual -RTX4070S-O12G NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon EXACT
$759.22
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ASUS ProArt -RTX4070S-O12G NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon EXACT
$699.99
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MSI GeForce RTX 4070 SUPER 12G VENTUS 2X WHITE OC NVIDIA 12 GB GDDR6X
12 GB · Amazon EXACT
$1199.00
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MSI VENTUS GeForce RTX 4070 SUPER 12G 2X OC NVIDIA 12 GB GDDR6X
12 GB · Amazon EXACT
$1195.00
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GIGABYTE EAGLE GeForce RTX 4070 SUPER OC 12G NVIDIA 12 GB GDDR6X
12 GB · Amazon EXACT
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ASUS Dual -RTX4070S-O12G-EVO NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
ASUS TUF Gaming TUF-RTX4070S-O12G-GAMING NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
ASUS ROG -STRIX-RTX4070S-O12G-GAMING NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
ASUS Dual -RTX4070S-O12G-WHITE NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
GIGABYTE AERO GeForce RTX 4070 SUPER OC 12G NVIDIA 12 GB GDDR6X
12 GB · Amazon unmatched
ASUS Dual -RTX4070S-12G-EVO NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
ASUS Dual -RTX4070S-12G NVIDIA GeForce RTX 4070 SUPER 12 GB GDDR6X
12 GB · Amazon unmatched
Sources
Model: official config bigcode/starcoder2-15b (main). GPU/product specs: Icecat. Compatibility: RigForAI calculator v1.0.0 estimated VRAM · Q8 at 8K: CPU_RAM_OFFLOAD_REQUIRED. Amazon: affiliate commerce match, not a spec source.