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Falcon2-11B

Parameters

11B

Context Length

8K

Modality

Text

Architecture

Dense

KV Cache Rate

20 KB/tok

License

TII Falcon License 2.0

Release Date

20 Jul 2024

Knowledge Cutoff

-

API Pricing (per 1M)

Self-hosted only

Hardware Sizing

Precision

Context

Workload Memory: 7.78 GB

INT4 · 8K context

Base Weights: 5.12 GB

KV Cache: 0.16 GB

Runtime & Graphs: 2.50 GB

Minimum Required Hardware

1x NVIDIA L4 24GB

7.8 / 21.6 GB usable

1x RTX 3060 12GB

7.8 / 10.8 GB usable

Apple M4 24GB

7.8 / 18.0 GB usable

Determine requirements for your specific workload:

Open in VRAM Calculator

Architecture Diagram

Input TokensToken EmbeddingPosition: RoPEHidden: 5.6k · Context: 8K · Vocab: 65kx 40 layersLayerNormPre-AttentionMulti-Query Attention44Q / 1KV headsHead dim: 128+LayerNormPre-FFNFeed-Forward NetworkGELUIntermediate: 16.4k+Final LayerNormOutput Logits

Evaluation Benchmarks

No evaluation benchmarks for Falcon2-11B available.

Rankings

Overall Rank

-

Coding Rank

-

About Falcon2-11B

Falcon 2 11B is an 11B parameter causal transformer developed by TII for multilingual text generation, translation, and domain fine-tuning. Pretrained on over 5T tokens, it features Grouped-Query Attention and an 8K token context window.

Technical Specifications

Attention

Attention Structure

Multi-Query Attention

Attention Heads

44

Key-Value Heads

1

Attention Head Dimension

128

Position Embedding

ROPE

RoPE Theta

500,042

Normalization

Layer Normalization

Activation Function

GELU

Dimensions

Hidden Dimension Size

5,632

Number of Layers

40

FFN Intermediate Size (Dense)

16,384

Tokenizer

Vocabulary Size

65,024

About Falcon 2

The Falcon 2 model family by TII encompasses the 11B language model and its Vision Language Model (VLM) counterpart. These open-source models, with 11 billion parameters, are trained on over five trillion tokens, providing multilingual support. The VLM variant integrates vision-to-language capabilities, enabling the processing of visual inputs for textual outputs.


Other Falcon 2 Models
  • No related models available