FitMyLLM
ARM· BIFROST

ARM Mali-G31 MP2

VRAM
2 GB
BUDGET
BANDWIDTH
6.4
GB/S
MODELS Q4
57/449
13%
7B Q4 SPEED
~1
SLOW
▸ MODEL COVERAGE @ Q413% OF ALL
▸ ESTIMATED SPEED· BY MODEL SIZE @ Q4

Average speeds at Q4 quantization. Actual performance varies by model architecture and context length.

3B
~2
TOK/S
7B
3.9GB NEEDED
14B
7.9GB NEEDED
32B
18.0GB NEEDED
70B
39.4GB NEEDED
▸ SPECIFICATIONS
VRAM
2 GB
BANDWIDTH
6.4 GB/s
FP16 COMPUTE
0.02 TFLOPS
TDP
1W
MEMORY
ARCHITECTURE
Bifrost
4
FAST MODELS · >30 TOK/S
Real-time chat speed
18
USABLE · >10 TOK/S
Comfortable for all tasks
57
TOTAL COMPATIBLE
Fit in VRAM at Q4
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▸ COMPATIBLE MODELS· 57
S
Falcon-H1R Tiny 90M0.09B
FALCON·256K CTX· CHAT· REASONING
63
TOK/S · 27% VRAM
A
SmolLM2 135M0.135B
SMOLLM·2K CTX· CHAT
42
TOK/S · 29% VRAM
A
nomic-embed-text-v1.5 100M0.14B
EMBEDDING·8K CTX· CHAT
41
TOK/S · 29% VRAM
A
GPT-2 124M0.14B
GPT2·1K CTX· CHAT
41
TOK/S · 29% VRAM
C
SmolVLM 256M0.256B
SMOLLM·8K CTX· CHAT· VISION
22
TOK/S · 32% VRAM
C
Gemma 3 270M0.27B
GEMMA·32K CTX· CHAT
21
TOK/S · 33% VRAM
C
Snowflake Arctic Embed M v2.00.305B
EMBEDDING·8K CTX· EMBEDDING· MULTILINGUAL
19
TOK/S · 34% VRAM
C
bge-large-en-v1.5 335M0.335B
EMBEDDING·1K CTX· CHAT
17
TOK/S · 35% VRAM
C
mxbai-embed-large-v10.335B
EMBEDDING·1K CTX· EMBEDDING
17
TOK/S · 35% VRAM
C
Snowflake Arctic Embed L0.335B
EMBEDDING·1K CTX· EMBEDDING
17
TOK/S · 35% VRAM
C
SmolLM2 360M0.36B
SMOLLM·8K CTX· CHAT
16
TOK/S · 35% VRAM
C
LFM2 350M0.35B
LFM·125K CTX· CHAT· TOOL_USE
16
TOK/S · 35% VRAM
C
GPT-2 Medium 345M0.38B
GPT2·1K CTX· CHAT
15
TOK/S · 36% VRAM
D
Falcon-H1 0.5B0.52B
FALCON·128K CTX· CHAT
11
TOK/S · 40% VRAM
D
Qwen 2.5 0.5B0.5B
QWEN·32K CTX· CHAT
11
TOK/S · 40% VRAM
D
SmolVLM 500M0.5B
SMOLLM·8K CTX· CHAT· VISION
11
TOK/S · 40% VRAM
D
BGE-M30.568B
EMBEDDING·8K CTX· EMBEDDING
10
TOK/S · 42% VRAM
D
Snowflake Arctic Embed L v2.00.568B
EMBEDDING·8K CTX· EMBEDDING· MULTILINGUAL
10
TOK/S · 42% VRAM
D
Qwen 1.5 0.5B0.62B
QWEN·32K CTX· CHAT
9
TOK/S · 43% VRAM
D
Qwen3-Embedding 0.6B0.6B
EMBEDDING·32K CTX· EMBEDDING· MULTILINGUAL
9
TOK/S · 43% VRAM
D
Falcon-H1R Tiny 0.6B0.6B
FALCON·32K CTX· CHAT· REASONING
9
TOK/S · 43% VRAM
D
Falcon Perception 0.6B0.6B
FALCON·4K CTX· VISION
9
TOK/S · 43% VRAM
D
Qwen3 0.6B0.75B
QWEN·32K CTX· CHAT· REASONING
8
TOK/S · 47% VRAM
D
LFM2 700M0.74B
LFM·125K CTX· CHAT· TOOL_USE
8
TOK/S · 47% VRAM
F
Qwen 3.5 0.8B0.87B
QWEN·256K CTX· CHAT· CODING· MULTILINGUAL
7
TOK/S · 51% VRAM
F
GPT-2 Large 774M0.81B
GPT2·1K CTX· CHAT
7
TOK/S · 49% VRAM
F
InternVL3 1B0.94B
OTHER·32K CTX· CHAT· VISION
6
TOK/S · 53% VRAM
F
LFM2.5-1.2B-Thinking1.2B
LFM·122K CTX· CHAT· REASONING· TOOL_USE
5
TOK/S · 61% VRAM
F
Llama-3.2-1B1.2B
LLAMA·4K CTX· CHAT
5
TOK/S · 61% VRAM
F
LFM2 1.2B1.2B
LFM·125K CTX· CHAT· TOOL_USE· MULTILINGUAL
5
TOK/S · 61% VRAM
F
Zamba2 1.2B1.2B
OTHER·4K CTX· CHAT
5
TOK/S · 61% VRAM
F
TinyLlama 1.1B1.1B
LLAMA·2K CTX· CHAT
5
TOK/S · 58% VRAM
F
MiniCPM5 1B1.08B
MINICPM·128K CTX· CHAT· REASONING· MULTILINGUAL
5
TOK/S · 57% VRAM
F
GPT-2 XL 1.5B1.61B
GPT2·1K CTX· CHAT
4
TOK/S · 74% VRAM
F
stablelm-2-1_6b1.6B
STABLELM·4K CTX· CHAT
4
TOK/S · 73% VRAM
F
LFM2-VL 1.6B1.6B
LFM·125K CTX· CHAT· VISION
4
TOK/S · 73% VRAM
F
Falcon-H1 1.5B1.55B
FALCON·128K CTX· CHAT· CODING
4
TOK/S · 72% VRAM
F
Qwen2.5-Coder-1.5B1.5B
QWEN·32K CTX· CHAT· TOOL_USE· CODING
4
TOK/S · 70% VRAM
F
Qwen2 Math 1.5B1.5B
QWEN·4K CTX· REASONING
4
TOK/S · 70% VRAM
F
Qwen 2.5 1.5B1.5B
QWEN·32K CTX· CHAT· CODING
4
TOK/S · 70% VRAM
▸ NEXT STEP

Get personalized recommendations.

See ranked models with benchmark scores, run commands, and precise speed estimates for your ARM Mali-G31 MP2.

▸ DEVICE UNDER TEST

ARM Mali-G31 MP22 GB VRAM.

ARM MALI-G31 MP2 SPEC
BRAND
Apple
VRAM
2 GB
BANDWIDTH
6.4 GB/s
FP16 COMPUTE
0.02 TFLOPS
FP32 COMPUTE
0.01 TFLOPS
TDP
1 W
ARCHITECTURE
Bifrost
▸ AI CAPABILITY
57/ 449 models @ Q4

With 2 GB VRAM and 6.4 GB/s bandwidth, this GPU handles models up to 2.13B parameters.

Speed ≈ bandwidth / model_size × efficiency. A 7B model at Q4 runs at ~1 tok/s.

§ 01TOP MODELS FOR ARM MALI-G31 MP2
57 FIT · SHOWING 20
MODELSIZEVRAM Q4TOK/SAVG
Qwen3-VL 2B Instruct2.13B1.8 GB318.4
InternVL3 2B2.09B1.8 GB364.9
Qwen3 1.7B2.03B1.7 GB330.1
OpenCoder 1.5B Instruct1.91B1.7 GB347.8
Moondream2 1.9B1.9B1.6 GB326.2
InternLM2 1B1.89B1.6 GB3
Qwen 1.5 1.8B1.8B1.6 GB319.6
SmolLM2 1.7B1.71B1.5 GB316.2
Falcon3-1B1.67B1.5 GB342.0
GPT-2 XL 1.5B1.61B1.5 GB45.1
stablelm-2-1_6b1.6B1.5 GB49.5
LFM2-VL 1.6B1.6B1.5 GB439.7
Falcon-H1 1.5B1.55B1.4 GB443.8
Qwen2.5-Coder-1.5B1.5B1.4 GB419.6
Qwen2 Math 1.5B1.5B1.4 GB419.6
Qwen 2.5 1.5B1.5B1.4 GB430.2
Yi Coder 1.5B1.5B1.4 GB414.6
Stella en 1.5B v51.5B1.4 GB4
Phi-1 1.3B1.42B1.4 GB47.2
Phi-1.5 1.3B1.42B1.4 GB47.2