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Which machines run GLM-5.3-Flash?

zai-org/GLM-5.3-Flash · 321.3B parameters (dense) · license mit · on Hugging Face since 2026-08-25

Memory for weights (estimate)

Q4_K_M: ≈194.8 GB
Q8_0: ≈341.4 GB

Computed from parameter count × bits per weight. Plus context.

Fits at 4-bit

0 of 24 tracked devices

Measured results

0 public tok/s results

No public result for tracked hardware yet.

DeviceMemoryQ4_K_MQ8_0tok/s (measured)Quant, engine$ per tok/s€ per tok/s
Mac Studio M5 Ultra 80-core GPU, 256GB / 1TB256GB doesn't fitdoesn't fit– ––
GMKtec EVO-X2 128GB / 1TB128GB doesn't fitdoesn't fit– ––
GMKtec EVO-X2 128GB / 2TB128GB doesn't fitdoesn't fit– ––
GMKtec EVO-X3 128GB / 2TB128GB doesn't fitdoesn't fit– ––
Minisforum MS-S1 MAX 128GB / 2TB128GB doesn't fitdoesn't fit– ––
Beelink GTR9 Pro 128GB / 2TB128GB doesn't fitdoesn't fit– ––
Framework Desktop 128GB (DIY)128GB doesn't fitdoesn't fit– ––
HP Z2 Mini G1a (Ryzen AI Max+ PRO 395)128GB doesn't fitdoesn't fit– ––
NVIDIA DGX Spark (Founders Edition)128GB doesn't fitdoesn't fit– ––
ASUS Ascent GX10 (GB10)128GB doesn't fitdoesn't fit– ––
Dell Pro Max / Pro Precision with GB10, 128GB / 2TB128GB doesn't fitdoesn't fit– ––
MSI EdgeXpert MS-C931 (GB10)128GB doesn't fitdoesn't fit– ––
Lenovo ThinkStation PGX (GB10)128GB doesn't fitdoesn't fit– ––
Mac Studio M5 Max 40-core GPU, 128GB / 512GB128GB doesn't fitdoesn't fit– ––
MacBook Pro 16" M5 Max 40-core GPU, 128GB / 2TB128GB doesn't fitdoesn't fit– ––
Mac Studio M5 Ultra 64-core GPU, 96GB / 1TB96GB doesn't fitdoesn't fit– ––
GMKtec EVO-X2 64GB / 1TB64GB doesn't fitdoesn't fit– ––
Minisforum MS-S1 MAX 64GB / 2TB64GB doesn't fitdoesn't fit– ––
Framework Desktop 64GB (DIY)64GB doesn't fitdoesn't fit– ––
Mac mini M5 Pro 16-core GPU, 64GB / 512GB64GB doesn't fitdoesn't fit– ––
Mac mini M5 Pro 20-core GPU, 64GB / 512GB64GB doesn't fitdoesn't fit– ––
NVIDIA RTX 5090 32GB (new) card, needs host PC32GB doesn't fitdoesn't fit– ––
NVIDIA RTX 4090 24GB (used) card, needs host PC24GB doesn't fitdoesn't fit– ––
NVIDIA RTX 3090 24GB (used) card, needs host PC24GB doesn't fitdoesn't fit– ––

Fit is an estimate: weights × 1.15 + 2 GB must fit in usable memory (VRAM − 1 GB for cards, 85% of unified memory for machines). tok/s is text generation from the linked public source for that chip; "no public result" means we found none, never a guess. Why this model is listed: 6.5M downloads; MIT. 321B: only 256GB machines at ~4-bit.