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TII

Falcon 7B

TII · dense · 7B parameters · 2,048 context

Quality
37.0

Architecture Details

TypeDENSE
Total Parameters7B
Active Parameters7B
Layers32
Hidden Dimension4,544
Attention Heads71
KV Heads1
Head Dimension64
Vocab Size65,024

Memory Requirements

BF16 Weights

14.0 GB

FP8 Weights

7.0 GB

INT4 Weights

3.5 GB

KV-Cache per Token8192 bytes
Activation Estimate0.50 GB

Fits on (single-node)

B200 SXM BF16B100 SXM BF16GB200 NVL72 (per GPU) BF16GB300 NVL72 (per GPU) BF16H200 SXM BF16H100 SXM BF16H100 PCIe BF16H100 NVL BF16

GPU Recommendations

A10Goptimal

BF16 · 1 GPU · vllm

100/100

score

Throughput

219.8 tok/s

Cost/Month

$285

Cost/M Tokens

$0.49

Use this config →
A30optimal

BF16 · 1 GPU · vllm

100/100

score

Throughput

341.9 tok/s

Cost/Month

$332

Cost/M Tokens

$0.37

Use this config →
RTX 4090optimal

BF16 · 1 GPU · vllm

100/100

score

Throughput

369.3 tok/s

Cost/Month

$370

Cost/M Tokens

$0.38

Use this config →

API Pricing Comparison

ProviderInput $/MOutput $/MBadges
tii$0.15$0.15
Cheapest

Quality Benchmarks

MMLU
44.7
HumanEval
18.0
GSM8K
30.0
MT-Bench
60.0

Capabilities

Features

Tool Use Vision Code Math Reasoning Multilingual Structured Output

Supported Frameworks

vllmsglangtgitensorrt-llmollama

Supported Precisions

BF16 (default)FP8INT4

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