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Tencent · open-weights

Hy Memory 30B A3B

Hy Memory 30B A3B is an open-weights language model from Tencent, released October 15, 2026. It has 30B parameters (mixture-of-experts, 3B active). The context window is 256K tokens.

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Lab
Tencent
Released
October 15, 2026
Weights
Open apache-2.0
Parameters
30B MoE · 3B active
Context
256K
Price / M tokens
–
Epoch ECI
not yet rated

Can you run Hy Memory 30B A3B locally?

The smallest common GPU it runs on is 6 GB of VRAM (with 32 GB of RAM): Q6_K, GPU + experts in RAM, roughly 14 tokens per second. Estimates assume 32 GB of DDR5 RAM, a 16K context and llama.cpp-style GGUF quantization. Enter your exact hardware in the live app.

GPU memoryVerdictBest quantVRAMRAMtok/s
6 GB VRAMRuns · GPU + CPU expertsQ6_K (≈ lossless)5.2 GB21.7 GB~14
8 GB VRAMRuns · GPU + CPU expertsQ6_K (≈ lossless)7.2 GB19.7 GB~16
12 GB VRAMRuns · GPU + CPU expertsQ6_K (≈ lossless)11.2 GB15.7 GB~19
16 GB VRAMRuns · GPU + CPU expertsQ6_K (≈ lossless)15.2 GB11.7 GB~24
24 GB VRAMRuns on GPUQ4_K_M (very good)20.6 GB–~230
32 GB VRAMRuns on GPUQ6_K (≈ lossless)26.9 GB–~300

Ready-made quantizations on Hugging Face: rapatsky/Hy-Memory-30B-A3B-GGUF · tencent/Hy-Memory-30B-A3B-GGUF · vinnipukh/Hy-Memory-30B-A3B-GGUF · abenzerps/Hy-Memory-30B-A3B-Quantized · rapatsky/Hy-Memory-30B-A3B-IQ4_XS-GGUF · hermitdave/Hy-Memory-30B-A3B-MLX-Mixed4-6

Benchmark results

Epoch AI has not published results for Hy Memory 30B A3B yet. New models are usually evaluated within days to weeks.

Links

Hugging Face: tencent/Hy-Memory-30B-A3B

More from Tencent

WeVisOne VL 4B · WeVisOne VL 2B · Youtu Parsing Omni · Tencent Hy4 preview · Hy4 preview · Tencent Hy3

Data updated Thu, 12 Nov 2026 09:42 UTC. Benchmarks, Capabilities Index and model announcements: Epoch AI, “Capabilities & benchmarking” and “Data on AI models” (CC BY 4.0); category scores are ModelTape's own fit on Epoch's results. Releases and prices: models.dev (MIT). Sizes and quantizations: Hugging Face. “Runs on” figures are estimates from model size, quantization and memory bandwidth (±30–50%).
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