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Falcon-7B

Parameters

7B

Context Length

2K

Modality

Text

Architecture

Dense

License

Apache 2.0

Release Date

5 Jun 2023

Knowledge Cutoff

-

API Pricing (per 1M)

Self-hosted only

System Requirements

VRAM requirements for different quantization methods and context sizes

1,024 tokens

16.22 GB VRAM

Consumer

1x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

2,048 tokens

16.24 GB VRAM

Consumer

1x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

Architecture Diagram

Input TokensToken EmbeddingPosition: RoPEHidden: 4.5k · Context: 2K · Vocab: 65kx 32 layersLayerNormPre-AttentionMulti-Query Attention71Q / 1KV headsHead dim: 64+LayerNormPre-FFNFeed-Forward NetworkActivation+Final LayerNormOutput Logits

Evaluation Benchmarks

No evaluation benchmarks for Falcon-7B available.

Rankings

Overall Rank

-

Coding Rank

-

About Falcon-7B

Falcon-7B is an open-source 7B parameter causal language model developed by TII for text generation, conversational AI, and summarization. Trained on 1.5T tokens with Multi-Query Attention, it provides fast, accessible inference under Apache 2.0.

Technical Specifications

Attention

Attention Structure

Multi-Query Attention

Attention Heads

71

Key-Value Heads

1

Attention Head Dimension

-

Position Embedding

ROPE

RoPE Theta

-

Sliding Window Attention

No

Sliding Window Size

-

Sliding Window Ratio

-

Linear Attention

-

Linear Attention Ratio

-

Normalization

Layer Normalization

Activation Function

-

Dimensions

Hidden Dimension Size

4,544

Number of Layers

32

FFN Intermediate Size (Dense)

-

Multi-Token Prediction Heads

-

Tokenizer

Vocabulary Size

65,024

About Falcon

The TII Falcon model family comprises causal decoder-only language models (7B, 40B). Their architecture, adapted from GPT-3, integrates rotary positional embeddings, Multi-Query Attention for inference efficiency, and FlashAttention for accelerated operations. Models are trained on the RefinedWeb dataset.


Other Falcon Models
Falcon-7B: Specifications and GPU VRAM Requirements