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Hunyuan Standard

Active Parameters

52B

Context Length

30K

Modality

Text

Architecture

Mixture of Experts (MoE)

License

Tencent Hunyuan Community License Agreement

Release Date

10 Jun 2024

Knowledge Cutoff

-

API Pricing (per 1M)

Self-hosted only

System Requirements

VRAM requirements for different quantization methods and context sizes

1,024 tokens

110.98 GB VRAM

Consumer

6x RTX 4090

24GB VRAM

Datacenter

2x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

30,000 tokens

118.96 GB VRAM

Consumer

6x RTX 4090

24GB VRAM

Datacenter

2x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

Architecture Diagram

Input TokensToken EmbeddingPosition: AbsoluteHidden: 6.4k · Context: 30Kx 64 layersNormPre-AttentionMulti-Head Attention80Q / 8KV headsHead dim: 80+NormPre-FFNSparse MoE FFN (2/17 experts)SwiGLU+Final NormOutput Logits

Evaluation Benchmarks

Rank

#143

BenchmarkScoreRank

General Text

Text Arena

1311

134

Rankings

Overall Rank

#143

Coding Rank

-

About Hunyuan Standard

Hunyuan-Large (MoE-A52B) is Tencent's open-source 389B Mixture-of-Experts model activating 52B parameters for advanced bilingual reasoning and text generation. It incorporates Cross-Layer Attention and Grouped-Query Attention across a 256K context window.

Technical Specifications

Attention

Attention Structure

Multi-Head Attention

Attention Heads

80

Key-Value Heads

8

Attention Head Dimension

-

Position Embedding

Absolute Position Embedding

RoPE Theta

-

Sliding Window Attention

-

Sliding Window Size

-

Sliding Window Ratio

-

Linear Attention

-

Linear Attention Ratio

-

Normalization

-

Activation Function

SwigLU

Dimensions

Hidden Dimension Size

6,400

Number of Layers

64

FFN Intermediate Size (Dense)

-

Multi-Token Prediction Heads

-

Tokenizer

Vocabulary Size

-

Mixture of Experts

Total Expert Parameters

389.0B

Number of Experts

17

Active Experts

2

Shared Experts

-

FFN Intermediate Size (per Expert)

-

Dense Layers Before MoE

-

About Hunyuan

Tencent Hunyuan large language models with various capabilities.


Other Hunyuan Models