Updated minutes ago
Falcon 40B
TII · dense · 40B parameters · 2,048 context
Quality48.0
Architecture Details
TypeDENSE
Total Parameters40B
Active Parameters40B
Layers60
Hidden Dimension8,192
Attention Heads128
KV Heads8
Head Dimension64
Vocab Size65,024
Memory Requirements
BF16 Weights
80.0 GB
FP8 Weights
40.0 GB
INT4 Weights
20.0 GB
KV-Cache per Token122880 bytes
Activation Estimate2.00 GB
Fits on (single-node)
B200 SXM BF16B100 SXM BF16GB200 NVL72 (per GPU) BF16GB300 NVL72 (per GPU) BF16H200 SXM BF16H100 SXM FP8H100 PCIe FP8H100 NVL FP8
GPU Recommendations
H100 SXMoptimal
FP8 · 1 GPU · tensorrt-llm
100/100
score
Throughput
665.6 tok/s
Cost/Month
$1794
Cost/M Tokens
$1.03
H100 PCIeoptimal
FP8 · 1 GPU · tensorrt-llm
100/100
score
Throughput
397.4 tok/s
Cost/Month
$1794
Cost/M Tokens
$1.72
H20optimal
FP8 · 1 GPU · tensorrt-llm
100/100
score
Throughput
794.7 tok/s
Cost/Month
$940
Cost/M Tokens
$0.45
API Pricing Comparison
| Provider | Input $/M | Output $/M | Badges |
|---|---|---|---|
| tii | $0.80 | $0.80 | Cheapest |
Quality Benchmarks
MMLU55.4
HumanEval26.0
GSM8K42.0
MT-Bench68.0
Capabilities
Features
✗ Tool Use✗ Vision✓ Code✗ Math✗ Reasoning✓ Multilingual✗ Structured Output
Supported Frameworks
vllmsglangtgitensorrt-llm
Supported Precisions
BF16 (default)FP8INT4