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Hy-MT2 30B A3B

Active Parameters

30B

Context Length

8K

Modality

Text

Architecture

Mixture of Experts (MoE)

License

Apache 2.0

Release Date

11 May 2026

Knowledge Cutoff

-

API Pricing (per 1M)

Input: $0.07 · Output: $0.29

System Requirements

VRAM requirements for different quantization methods and context sizes

1,024 tokens

64.61 GB VRAM

Consumer

3x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

8,192 tokens

65.35 GB VRAM

Consumer

3x RTX 4090

24GB VRAM

Datacenter

1x NVIDIA A100

80GB VRAM

Apple Silicon

1x Apple M3 Max

128GB VRAM

Architecture Diagram

Input TokensToken EmbeddingPosition: RoPEHidden: 2k · Context: 8K · Vocab: 120.8kx 48 layersRMSNormPre-AttentionGrouped-Query Attention32Q / 4KV headsHead dim: 128+RMSNormPre-FFNSparse MoE FFN (8/128 experts)SwiGLUIntermediate: 768+Final RMSNormOutput Logits

Evaluation Benchmarks

No evaluation benchmarks for Hy-MT2 30B A3B available.

Rankings

Overall Rank

-

Coding Rank

-

About Hy-MT2 30B A3B

Hy-MT2 30B A3B is Tencent's flagship mixture-of-experts translation model with 3B active parameters out of 30B total. It delivers high-accuracy translation across 33 language pairs with advanced support for context-aware and glossary-based tasks.

Technical Specifications

Attention

Attention Structure

Grouped-Query Attention

Attention Heads

32

Key-Value Heads

4

Attention Head Dimension

128

Position Embedding

ROPE

RoPE Theta

11,158,840

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

2,048

Number of Layers

48

FFN Intermediate Size (Dense)

6,912

Multi-Token Prediction Heads

-

Tokenizer

Vocabulary Size

120,832

Mixture of Experts

Total Expert Parameters

3.0B

Number of Experts

128

Active Experts

8

Shared Experts

1

FFN Intermediate Size (per Expert)

768

Dense Layers Before MoE

1

About Hunyuan

Tencent Hunyuan large language models with various capabilities.


Other Hunyuan Models
Hy-MT2 30B A3B: Specifications and GPU VRAM Requirements