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Hunyuan 4 Preview

Active Parameters

770B

Context Length

1.05M

Modality

Text

Architecture

Mixture of Experts (MoE)

License

Apache 2.0

Release Date

27 Aug 2026

Knowledge Cutoff

-

System Requirements

VRAM requirements for different quantization methods and context sizes

1,024 tokens

1618.67 GB VRAM

Consumer

102x RTX 4090

24GB VRAM

Datacenter

26x NVIDIA A100

80GB VRAM

Apple Silicon

22x Apple M3 Max

128GB VRAM

1,048,576 tokens

1794.38 GB VRAM

Consumer

115x RTX 4090

24GB VRAM

Datacenter

29x NVIDIA A100

80GB VRAM

Apple Silicon

25x Apple M3 Max

128GB VRAM

Architecture Diagram

Input TokensToken EmbeddingPosition: RoPEHidden: 6.1k · Context: 1.05M · Vocab: 120.8kx 78 layersRMSNormPre-AttentionDeepSeek Sparse Attention64Q / 8KV headsHead dim: 64+RMSNormPre-FFNSparse MoE FFN (8/256 experts)SwiGLUIntermediate: 2k+Final RMSNormOutput Logits

Evaluation Benchmarks

Rank

#5

BenchmarkScoreRank

Web Development

WebDev Arena

1627

7

Rankings

Overall Rank

#5

Coding Rank

#9

About Hunyuan 4 Preview

Hunyuan 4 Preview is Tencent's next-generation foundation model preview showcasing advanced Chinese and English language understanding. It features enhanced architectural scalability for enterprise reasoning and text generation tasks.

Technical Specifications

Attention

Attention Structure

DeepSeek Sparse Attention

Attention Heads

64

Key-Value Heads

8

Attention Head Dimension

64

Position Embedding

ROPE

RoPE Theta

10,000,000

Sliding Window Attention

No

Sliding Window Size

-

Sliding Window Ratio

-

Linear Attention

No

Linear Attention Ratio

-

Normalization

RMS Normalization

Activation Function

SwigLU

Dimensions

Hidden Dimension Size

6,144

Number of Layers

78

FFN Intermediate Size (Dense)

18,432

Multi-Token Prediction Heads

1

Tokenizer

Vocabulary Size

120,832

Mixture of Experts

Total Expert Parameters

49.0B

Number of Experts

256

Active Experts

8

Shared Experts

1

FFN Intermediate Size (per Expert)

2,048

Dense Layers Before MoE

1

About Hunyuan

Tencent Hunyuan large language models with various capabilities.


Other Hunyuan Models
Hunyuan 4 Preview: Specifications and GPU VRAM Requirements