FitMyLLM
Baidu/Mixture of Experts

BERNIE 4.5 21B A3B

Baidu ERNIE 4.5 — MoE model with 3B active. Fast Chinese-English generation.

chatmultilingualThinking
21.95B
Parameters (3B active)
128K
Context length
0
Benchmarks
10
Quantizations
20K
HF downloads
Architecture
MoE
Released
2025-06-30
Layers
28
KV Heads
4
Head Dim
128
Family
ernie

Quantization Options

Context length:
QuantBitsVRAM @ 16KQuality
Q3_K_M4
12.1 GB
11.5 + 0.7 KV
low
Q3_K_L4.3
12.9 GB
12.3 + 0.7 KV
moderate
IQ4_XS4.46
13.4 GB
12.7 + 0.7 KV
moderate
Q4_K_S4.67
14.0 GB
13.3 + 0.7 KV
moderate
Q4_K_M4.89
14.6 GB
13.9 + 0.7 KV
good
Q5_K_S5.57
16.4 GB
15.8 + 0.7 KV
good
Q5_K_M5.7
16.8 GB
16.1 + 0.7 KV
good
Q6_K6.56
19.1 GB
18.5 + 0.7 KV
excellent
Q8_08.5
24.5 GB
23.8 + 0.7 KV
lossless
FP1616
45.0 GB
44.4 + 0.7 KV
lossless

Select your GPU above to see speed estimates and compatibility for each quantization.

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Run this model

▸Easiest way to get started·Beginners
DOCS ↗
curl -fsSL https://ollama.com/install.sh | sh
$ollama run ernie:22b-q4_K_M

Tag may need adjustment — check ollama.com/library/ernie for available tags.

▸ SETUP GUIDE
>_

Auto-setup with fitmyllm CLI

Detects your GPU, recommends the best model, downloads it, and starts chatting — zero config. Benchmarks your speed and contributes anonymous data to improve predictions.

pip install fitmyllmthen run fitmyllmLearn more
Auto-detect GPULive tok/s in chatSpeed benchmarks9 inference engines
HuggingFaceGGUF DownloadsBuild Hardware

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

NVIDIA RTX 5080
16 GB VRAM • 960 GB/s
NVIDIA
$999
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 5070 Ti
16 GB VRAM • 896 GB/s
NVIDIA
$749
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4080 SUPER
16 GB VRAM • 736 GB/s
NVIDIA
$999
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4080
16 GB VRAM • 717 GB/s
NVIDIA
$1199
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4070 Ti SUPER
16 GB VRAM • 672 GB/s
NVIDIA
$799
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA RTX 4060 Ti 16GB
16 GB VRAM • 288 GB/s
NVIDIA
$499
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 7900 GRE
16 GB VRAM • 576 GB/s
AMD
$549
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 7800 XT
16 GB VRAM • 624 GB/s
AMD
$499
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 7600 XT
16 GB VRAM • 288 GB/s
AMD
$329
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6950 XT
16 GB VRAM • 576 GB/s
AMD
$449
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6900 XT
16 GB VRAM • 512 GB/s
AMD
$469
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6800 XT
16 GB VRAM • 512 GB/s
AMD
$599
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 6800
16 GB VRAM • 512 GB/s
AMD
$599
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Intel Arc A770 16GB
16 GB VRAM • 560 GB/s
INTEL
$349
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Apple M1 Pro (16GB)
16 GB VRAM • 200 GB/s
APPLE
$999
Apple M2 Pro (16GB)
16 GB VRAM • 200 GB/s
APPLE
$1299
Apple M4 (16GB)
16 GB VRAM • 120 GB/s
APPLE
$499
NVIDIA Tesla T4 16GB
16 GB VRAM • 320 GB/s
NVIDIA
$800
NVIDIA V100 PCIe 16GB
16 GB VRAM • 900 GB/s
NVIDIA
$2000
AMD RX 9070 XT
16 GB VRAM • 640 GB/s
AMD
$599
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
AMD RX 9070
16 GB VRAM • 672 GB/s
AMD
$549
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
Apple M1 (16GB)
16 GB VRAM • 68.25 GB/s
APPLE
$699
Apple M2 (16GB)
16 GB VRAM • 100 GB/s
APPLE
$799
Apple M3 (16GB)
16 GB VRAM • 100 GB/s
APPLE
$799
NVIDIA RTX 5060 Ti 16GB
16 GB VRAM • 448 GB/s
NVIDIA
$429
AmazonNeweggeBayPCPartPickerRent on RunPodRent on Vast.ai
NVIDIA Tesla P100 DGXS
16 GB VRAM • 732 GB/s
NVIDIA
NVIDIA Tesla P100 PCIe 16 GB
16 GB VRAM • 732 GB/s
NVIDIA
NVIDIA Tesla P100 SXM2
16 GB VRAM • 732 GB/s
NVIDIA
NVIDIA Tesla V100 PCIe 16 GB
16 GB VRAM • 897 GB/s
NVIDIA
NVIDIA Tesla V100 SXM2 16 GB
16 GB VRAM • 1130 GB/s
NVIDIA

Find the best GPU for ERNIE 4.5 21B A3B

Build Hardware for ERNIE 4.5 21B A3B

Model Card

View on HuggingFace

Baidu ERNIE 4.5 — MoE model with 3B active. Fast Chinese-English generation.

▸ SPEC SHEET

ERNIE 4.5 21B A3B — 21.95B MoE.

▸ SPECIFICATIONS
PARAMETERS
21.95B (3B active)
ARCHITECTURE
Mixture of Experts
CONTEXT LENGTH
128K tokens
CAPABILITIES
chat, multilingual
RELEASE DATE
2025-06-30
PROVIDER
Baidu
FAMILY
ernie
▸ VRAM REQUIREMENTS
QUANTBPWVRAMQUALITY
Q3_K_M411.5 GB88%
Q3_K_L4.312.3 GB90%
IQ4_XS4.4612.7 GB92%
Q4_K_S4.6713.3 GB93%
Q4_K_M4.8913.9 GB94%
Q5_K_S5.5715.8 GB96%
Q5_K_M5.716.1 GB96%
Q6_K6.5618.5 GB97%
Q8_08.523.8 GB100%
FP161644.4 GB100%
§ 03COMPATIBLE GPUs
30 @ Q4_K_M
NVIDIA RTX 5080
16 GB · 960 GB/s
NVIDIA RTX 5070 Ti
16 GB · 896 GB/s
NVIDIA RTX 4080 SUPER
16 GB · 736 GB/s
NVIDIA RTX 4080
16 GB · 717 GB/s
NVIDIA RTX 4070 Ti SUPER
16 GB · 672 GB/s
NVIDIA RTX 4060 Ti 16GB
16 GB · 288 GB/s
AMD RX 7900 GRE
16 GB · 576 GB/s
AMD RX 7800 XT
16 GB · 624 GB/s
AMD RX 7600 XT
16 GB · 288 GB/s
AMD RX 6950 XT
16 GB · 576 GB/s
AMD RX 6900 XT
16 GB · 512 GB/s
AMD RX 6800 XT
16 GB · 512 GB/s
AMD RX 6800
16 GB · 512 GB/s
Intel Arc A770 16GB
16 GB · 560 GB/s
Apple M1 Pro (16GB)
16 GB · 200 GB/s