EXAONE 4.0 1.2B hardware requirements

About the model

Parameters
1.28B
Attention
Full attention
Max context
65,536 tokens
Released
2025-07-11

GGUF files

Tracked quantizations of EXAONE 4.0 1.2B, smallest first
QuantFile sizeQualityPublished by
IQ4_XS0.75 GBGood balanceOfficial GGUF · LGAI-EXAONE
Q4_K_Mbaseline0.81 GBGood balanceOfficial GGUF · LGAI-EXAONE
Q6_K1.05 GBNear-losslessOfficial GGUF · LGAI-EXAONE
Q8_01.36 GBNear-losslessOfficial GGUF · LGAI-EXAONE

Memory needed by quant and context

Weights + f16 KV cache + compute buffer, in GB. Add about 0.6 GB if the GPU also drives your display on Windows.
Quant4k8k16k32k64k
IQ4_XS1.51.82.43.65.9
Q4_K_M1.61.92.53.65.9
Q6_K1.82.12.73.96.2
Q8_02.12.43.04.26.5

Which GPUs can run EXAONE 4.0 1.2B?

How to read the verdicts

Runs great
Fully on the GPU at 20 tok/s or more
Runs well
Fully on the GPU at 8–20 tok/s; MoE experts in system RAM at 20 tok/s or more; or at least 90% on the GPU at 8 tok/s or more
Runs slowly
2–8 tok/s; CPU-only; less than 90% on the GPU; or MoE experts in system RAM below 20 tok/s
Won't run
Does not fit, or under 2 tok/s

Scroll sideways to see every column.

54 GPUs, Macs and CPU setups at Q4_K_M with 8k context, sorted by verdict and speed
HardwareVerdictSpeedQuantMemoryRuns asContextNotesPrice
GeForce RTX 5090
Runs great
est. 955.1 tok/s840.5–1,069.8calibrated estimate ±12%
Q4_K_M2.5 / 32.0 GBFull GPUup to 64k—$4,200 street (as of 2026-08-09)
Radeon RX 7900 XTX
Runs great
est. 570.2 tok/s501.7–638.6calibrated estimate ±12%
Q4_K_M2.5 / 24.0 GBFull GPUup to 64k—$999 launch MSRP
GeForce RTX 3090 Ti
Runs great
est. 537.3 tok/s472.8–601.7calibrated estimate ±12%
Q4_K_M2.5 / 24.0 GBFull GPUup to 64k—$1,999 launch MSRP
GeForce RTX 4090
Runs great
est. 537.3 tok/s472.8–601.7calibrated estimate ±12%
Q4_K_M2.5 / 24.0 GBFull GPUup to 64k—$2,755 street (as of 2026-08-09)
GeForce RTX 5080
Runs great
est. 511.7 tok/s450.3–573.1calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$1,256 street (as of 2026-08-09)
GeForce RTX 3090
Runs great
est. 498.9 tok/s439.0–558.8calibrated estimate ±12%
Q4_K_M2.5 / 24.0 GBFull GPUup to 64k—$1,050 street (as of 2026-08-09)
GeForce RTX 3080 12GB
Runs great
est. 486.1 tok/s427.8–544.4calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$799 launch MSRP
GeForce RTX 5070 Ti
Runs great
est. 477.6 tok/s420.3–534.9calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$949 street (as of 2026-08-09)
GeForce RTX 5080 Laptop
Runs great
est. 477.6 tok/s420.3–534.9calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k——
GeForce RTX 5090 Laptop
Runs great
est. 477.6 tok/s420.3–534.9calibrated estimate ±12%
Q4_K_M2.5 / 24.0 GBFull GPUup to 64k——
Radeon RX 7900 XT
Runs great
est. 475.1 tok/s418.1–532.1calibrated estimate ±12%
Q4_K_M2.5 / 20.0 GBFull GPUup to 64k—$899 launch MSRP
GeForce RTX 3080 10GB
Runs great
est. 405.1 tok/s356.5–453.7calibrated estimate ±12%
Q4_K_M2.5 / 10.0 GBFull GPUup to 64k—$699 launch MSRP
GeForce RTX 4080 Super
Runs great
est. 392.3 tok/s345.2–439.4calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$999 launch MSRP
Radeon RX 9070
Runs great
est. 383.1 tok/s337.1–429.0calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$639 street (as of 2026-08-09)
Radeon RX 9070 XT
Runs great
est. 383.1 tok/s337.1–429.0calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$689 street (as of 2026-08-09)
GeForce RTX 4080
Runs great
est. 382.2 tok/s336.3–428.0calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$1,199 launch MSRP
Radeon RX 7800 XT
Runs great
est. 370.6 tok/s326.1–415.1calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$499 launch MSRP
GeForce RTX 4070 Ti Super
Runs great
est. 358.2 tok/s315.2–401.2calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$799 launch MSRP
GeForce RTX 5070
Runs great
est. 358.2 tok/s315.2–401.2calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$629 street (as of 2026-08-09)
GeForce RTX 5070 Ti Laptop
Runs great
est. 358.2 tok/s315.2–401.2calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k——
GeForce RTX 2080 Ti
Runs great
est. 328.3 tok/s288.9–367.7calibrated estimate ±12%
Q4_K_M2.5 / 11.0 GBFull GPUup to 64k—$999 launch MSRP
GeForce RTX 4090 Laptop
Runs great
est. 307.0 tok/s270.2–343.9calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k——
Apple M5 Max (40-core GPU) · 48 GB
Runs great
est. 280.5 tok/s224.4–336.6calibrated estimate ±20%
Q4_K_M1.9 / 33.6 GBUnified memoryup to 64k——
Apple M3 Ultra · 96 GB
Runs great
est. 274.4 tok/s219.5–329.3calibrated estimate ±20%
Q4_K_M1.9 / 67.2 GBUnified memoryup to 64k——
GeForce RTX 4070
Runs great
est. 268.6 tok/s236.4–300.9calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$599 launch MSRP
GeForce RTX 4070 Super
Runs great
est. 268.6 tok/s236.4–300.9calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$599 launch MSRP
Apple M2 Ultra · 64 GB
Runs great
est. 268.0 tok/s214.4–321.6calibrated estimate ±20%
Q4_K_M1.9 / 44.8 GBUnified memoryup to 64k——
GeForce GTX 1080 Ti
Runs great
est. 258.0 tok/s180.6–335.4theoretical estimate ±30%
Q4_K_M2.5 / 11.0 GBFull GPUup to 64k—$699 launch MSRP
Apple M4 Max (40-core GPU) · 48 GB
Runs great
est. 249.4 tok/s199.6–299.3calibrated estimate ±20%
Q4_K_M1.9 / 33.6 GBUnified memoryup to 64k——
GeForce RTX 3070
Runs great
est. 238.8 tok/s210.1–267.4calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$499 launch MSRP
GeForce RTX 5060
Runs great
est. 238.8 tok/s210.1–267.4calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$339 street (as of 2026-08-09)
GeForce RTX 5060 Ti 16GB
Runs great
est. 238.8 tok/s210.1–267.4calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$569 street (as of 2026-08-09)
GeForce RTX 5060 Ti 8GB
Runs great
est. 238.8 tok/s210.1–267.4calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$429 street (as of 2026-08-09)
GeForce RTX 4080 Laptop
Runs great
est. 230.3 tok/s202.6–257.9calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k——
Apple M5 Max (32-core GPU) · 36 GB
Runs great
est. 210.2 tok/s168.1–252.2calibrated estimate ±20%
Q4_K_M1.9 / 25.2 GBUnified memoryup to 64k——
Intel Arc B580
Runs great
est. 204.9 tok/s163.9–245.8calibrated estimate ±20%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$290 street (as of 2026-08-09)
GeForce RTX 3060 12GB
Runs great
est. 191.9 tok/s168.9–214.9calibrated estimate ±12%
Q4_K_M2.5 / 12.0 GBFull GPUup to 64k—$250 street (as of 2026-08-09)
Radeon RX 9060 XT 16GB
Runs great
est. 191.2 tok/s168.3–214.2calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$449 street (as of 2026-08-09)
Apple M4 Max (32-core GPU) · 36 GB
Runs great
est. 187.3 tok/s149.8–224.8calibrated estimate ±20%
Q4_K_M1.9 / 25.2 GBUnified memoryup to 64k——
GeForce RTX 4060 Ti 16GB
Runs great
est. 153.5 tok/s135.1–171.9calibrated estimate ±12%
Q4_K_M2.5 / 16.0 GBFull GPUup to 64k—$499 launch MSRP
GeForce RTX 4060 Ti 8GB
Runs great
est. 153.5 tok/s135.1–171.9calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$399 launch MSRP
GeForce RTX 4060
Runs great
est. 145.0 tok/s127.6–162.4calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$299 launch MSRP
Apple M5 Pro · 24 GB
Runs great
est. 140.3 tok/s112.2–168.3calibrated estimate ±20%
Q4_K_M1.9 / 16.8 GBUnified memoryup to 64k——
GeForce RTX 4060 Laptop
Runs great
est. 136.4 tok/s120.1–152.8calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k——
GeForce RTX 4070 Laptop
Runs great
est. 136.4 tok/s120.1–152.8calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k——
Ryzen AI Max+ 395 (Strix Halo) · 32 GB
Runs great
est. 126.7 tok/s101.4–152.0calibrated estimate ±20%
Q4_K_M1.9 / 22.4 GBUnified memoryup to 64k—$1,999 launch MSRP
Apple M4 Pro · 24 GB
Runs great
est. 124.7 tok/s99.8–149.7calibrated estimate ±20%
Q4_K_M1.9 / 16.8 GBUnified memoryup to 64k——
GeForce RTX 3050 8GB
Runs great
est. 119.4 tok/s105.1–133.7calibrated estimate ±12%
Q4_K_M2.5 / 8.0 GBFull GPUup to 64k—$249 launch MSRP
NVIDIA DGX Spark · 128 GB
Runs great
est. 83.1 tok/s66.5–99.8calibrated estimate ±20%
Q4_K_M1.9 / 89.6 GBUnified memoryup to 64k—$3,999 launch MSRP
Apple M5 · 16 GB
Runs great
est. 70.2 tok/s56.1–84.2calibrated estimate ±20%
Q4_K_M1.9 / 11.2 GBUnified memoryup to 32k——
Apple M4 · 16 GB
Runs great
est. 54.8 tok/s43.9–65.8calibrated estimate ±20%
Q4_K_M1.9 / 11.2 GBUnified memoryup to 32k——
DDR5-6000 dual-channel CPU · 16 GB
Runs slowly
est. 36.5 tok/s29.2–43.9calibrated estimate ±20%
Q4_K_M1.3 GB RAMCPU onlyup to 64k
  • CPU inference — capped at Runs slowly
—
DDR5-5600 dual-channel CPU · 16 GB
Runs slowly
est. 34.1 tok/s27.3–40.9calibrated estimate ±20%
Q4_K_M1.3 GB RAMCPU onlyup to 64k
  • CPU inference — capped at Runs slowly
—
DDR4-3200 dual-channel CPU · 16 GB
Runs slowly
est. 19.5 tok/s15.6–23.4calibrated estimate ±20%
Q4_K_M1.3 GB RAMCPU onlyup to 64k
  • CPU inference — capped at Runs slowly
—

Cheapest GPUs that run it

  • Runs greatGeForce RTX 3060 12GB$250 street (as of 2026-08-09), est. 191.9 tok/s (168.9–214.9, calibrated estimate ±12%).

Measured results for EXAONE 4.0 1.2B

No public measurements for this model yet.

Frequently asked questions

How much VRAM does EXAONE 4.0 1.2B need?

At Q4_K_M the weights are 0.81 GB; with 8k context the total is about 1.9 GB (KV cache 0.5 GB, compute buffer 0.6 GB). The smallest tracked file (IQ4_XS) needs about 1.8 GB.

What is the cheapest GPU that runs EXAONE 4.0 1.2B well?

Cheapest that runs it great: GeForce RTX 3060 12GB at $250 (street price as of 2026-08-09), est. 191.9 tok/s (168.9–214.9, calibrated estimate ±12%).

Can EXAONE 4.0 1.2B run on an 8 GB, 16 GB or 24 GB GPU?

At Q4_K_M with 8k context: GeForce RTX 4060 — Runs great, est. 145.0 tok/s (127.6–162.4, calibrated estimate ±12%); GeForce RTX 5060 Ti 16GB — Runs great, est. 238.8 tok/s (210.1–267.4, calibrated estimate ±12%); GeForce RTX 3090 — Runs great, est. 498.9 tok/s (439.0–558.8, calibrated estimate ±12%).

Speeds are estimates from memory bandwidth, calibrated against public benchmarks, and each one comes with an error band and a confidence label. Real results vary with drivers, backend, context length and thermals.