DEPLOYMENT INPUTS
Context
tokens
DEPLOYMENT TIER 1
High-precision dense syntax
FITS
96 GB VRAM BUDGET
SYSTEM PARAMETERS
- Target model
- Quantization
- Architecture
- Context configured
- Total allocated
DEPLOYMENT METRICS
- Maximum context that fits
- KV cost per 1K tokens
- Model utilization
- Recommended use
- Confidence
CONTEXT COST CURVE
VRAM required by context length
Weights and runtime reserve stay fixed. KV cache grows linearly for this model profile.
Required
Budget
RESEARCH NOTES
Verified recently
Memory values are planning estimates, not measured allocations. Runtime behavior varies by engine, GPU, kernels, tensor parallelism, and model implementation.