ApX logoApX logo

Falcon3-10B

Parameters

10B

Context Length

33K

Modality

Text

Architecture

Dense

License

TII Falcon-LLM License 2.0

Release Date

17 Dec 2024

Knowledge Cutoff

Nov 2024

API Pricing (per 1M)

Self-hosted only

System Requirements

VRAM requirements for different quantization methods and context sizes

1,024 tokens

22.94 GB VRAM

Consumer

1x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

32,768 tokens

36.59 GB VRAM

Consumer

2x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

Architecture Diagram

Input TokensToken EmbeddingPosition: RoPEHidden: 5.1k · Context: 33K · Vocab: 131.1kx 40 layersRMSNormPre-AttentionGrouped-Query Attention40Q / 10KV headsHead dim: 256+RMSNormPre-FFNFeed-Forward NetworkSwiGLUIntermediate: 23k+Final RMSNormOutput Logits

Evaluation Benchmarks

No evaluation benchmarks for Falcon3-10B available.

Rankings

Overall Rank

-

Coding Rank

-

About Falcon3-10B

Falcon3-10B is a 10B parameter causal language model from TII engineered for advanced scientific reasoning and conversational applications. It features Grouped-Query Attention and a 32K context window for detailed long-form text analysis.

Technical Specifications

Attention

Attention Structure

Grouped-Query Attention

Attention Heads

40

Key-Value Heads

10

Attention Head Dimension

256

Position Embedding

ROPE

RoPE Theta

1,000,042

Sliding Window Attention

No

Sliding Window Size

-

Sliding Window Ratio

-

Linear Attention

-

Linear Attention Ratio

-

Normalization

RMS Normalization

Activation Function

SwigLU

Dimensions

Hidden Dimension Size

5,120

Number of Layers

40

FFN Intermediate Size (Dense)

23,040

Multi-Token Prediction Heads

-

Tokenizer

Vocabulary Size

131,072

About Falcon 3

The TII Falcon 3 model family comprises open-source, decoder-only language models (1B-10B parameters) designed for efficiency. Key innovations include an extended 32K token context window, Grouped-Query Attention (GQA), and specialized versions for scientific and code-oriented applications. Some variants integrate Mamba-based architectures.


Other Falcon 3 Models
Falcon3-10B: Specifications and GPU VRAM Requirements