AMD/ GCN 3.0
AMD Radeon R7 M440
4 GB
VRAM (Budget)
14 GB/s
Memory Bandwidth
64 / 290
Models fit at Q4 (22%)
~2 tok/s
7B Q4 speed (Slow)
Model coverage at Q422% of all models
Specifications
VRAM
4 GB
Bandwidth
14 GB/s
FP16 Compute
0.6 TFLOPS
Memory
DDR3
Architecture
GCN 3.0
Stream Processors
320
Compute Units
5
PCIe
Gen 3 x8
7
Fast models (>30 tok/s)
Real-time chat speed
24
Usable models (>10 tok/s)
Comfortable for all tasks
64
Total compatible
Fit in VRAM at Q4
Compatible Models(64)
S
GPT-2 124M0.124B
gpt21K ctxchat
6.5
quality
VRAM9%
0.4 GB
100
tok/s
100
tok/s
9% VRAM
S
SmolLM2 135M0.135B
smollm2K ctxchat
7
quality
VRAM9%
0.4 GB
92
tok/s
92
tok/s
9% VRAM
S
Nomic Embed Text v1.50.137B
embedding8K ctxembedding
VRAM7%
0.3 GB
91
tok/s
91
tok/s
7% VRAM
B
mxbai-embed-large-v10.335B
embedding1K ctxembedding
VRAM11%
0.4 GB
37
tok/s
37
tok/s
11% VRAM
B
Snowflake Arctic Embed L0.335B
embedding1K ctxembedding
VRAM11%
0.4 GB
37
tok/s
37
tok/s
11% VRAM
B
GPT-2 Medium 345M0.345B
gpt21K ctxchat
5.9
quality
VRAM12%
0.5 GB
36
tok/s
36
tok/s
12% VRAM
B
SmolLM2 360M0.36B
smollm8K ctxchat
8.2
quality
VRAM12%
0.5 GB
35
tok/s
35
tok/s
12% VRAM
B
Qwen 1.5 0.5B0.5B
qwen32K ctxchat
9.9
quality
VRAM19%
0.8 GB
25
tok/s
25
tok/s
19% VRAM
B
Qwen 2.5 0.5B0.5B
qwen32K ctxchat
19.4
quality
VRAM19%
0.8 GB
25
tok/s
25
tok/s
19% VRAM
C
BGE-M30.568B
embedding8K ctxembedding
VRAM15%
0.6 GB
22
tok/s
22
tok/s
15% VRAM
C
Qwen3 0.6B0.6B
qwen32K ctxchatreasoning
20.2
quality
VRAM16%
0.6 GB
21
tok/s
21
tok/s
16% VRAM
C
Qwen3-0.6B0.8B
qwen40K ctxchat
12.3
quality
VRAM23%
0.9 GB
16
tok/s
16
tok/s
23% VRAM
C
GPT-2 Large 774M0.774B
gpt21K ctxchat
5.6
quality
VRAM18%
0.7 GB
16
tok/s
16
tok/s
18% VRAM
D
Qwen3.5-0.8B0.9B
qwen256K ctxchat
20.5
quality
VRAM25%
1.0 GB
14
tok/s
14
tok/s
25% VRAM
D
Falcon3-1B1B
falcon32K ctxchat
42
quality
VRAM25%
1.0 GB
12
tok/s
12
tok/s
25% VRAM
D
InternLM2 1B1B
internlm32K ctxchat
VRAM25%
1.0 GB
12
tok/s
12
tok/s
25% VRAM
D
TinyLlama-1.1B1.1B
llama2K ctxchat
13.6
quality
VRAM28%
1.1 GB
11
tok/s
11
tok/s
28% VRAM
D
TinyLlama 1.1B1.1B
llama2K ctxchat
13.6
quality
VRAM28%
1.1 GB
11
tok/s
11
tok/s
28% VRAM
D
DeepSeek Coder 1.3B1.3B
deepseek16K ctxcoding
16.8
quality
VRAM30%
1.2 GB
10
tok/s
10
tok/s
30% VRAM
D
OPT 1.3B1.3B
opt2K ctxchat
5.3
quality
VRAM29%
1.2 GB
10
tok/s
10
tok/s
29% VRAM
D
Phi-1 1.3B1.3B
phi2K ctxcoding
7.2
quality
VRAM30%
1.2 GB
10
tok/s
10
tok/s
30% VRAM
D
Phi-1.5 1.3B1.3B
phi2K ctxchatcoding
7.2
quality
VRAM30%
1.2 GB
10
tok/s
10
tok/s
30% VRAM
D
Llama-3.2-1B1.2B
llama4K ctxchat
13.6
quality
VRAM29%
1.2 GB
10
tok/s
10
tok/s
29% VRAM
D
LFM2.5-1.2B-Thinking1.2B
lfm122K ctxchatreasoningtool_use
18.3
quality
VRAM18%
0.7 GB
10
tok/s
10
tok/s
18% VRAM
D
stablelm-2-1_6b1.6B
stablelm4K ctxchat
9.5
quality
VRAM35%
1.4 GB
8
tok/s
8
tok/s
35% VRAM
D
GPT-2 XL 1.5B1.5B
gpt21K ctxchat
5.1
quality
VRAM32%
1.3 GB
8
tok/s
8
tok/s
32% VRAM
D
Qwen2.5-Coder-1.5B1.5B
qwen32K ctxcodingchat
22.8
quality
VRAM33%
1.3 GB
8
tok/s
8
tok/s
33% VRAM
D
Qwen2 Math 1.5B1.5B
qwen4K ctxreasoning
22.8
quality
VRAM33%
1.3 GB
8
tok/s
8
tok/s
33% VRAM
D
Qwen 2.5 1.5B1.5B
qwen32K ctxchatcoding
30.2
quality
VRAM33%
1.3 GB
8
tok/s
8
tok/s
33% VRAM
D
Yi Coder 1.5B1.5B
yi125K ctxcoding
14.6
quality
VRAM33%
1.3 GB
8
tok/s
8
tok/s
33% VRAM
F
Moondream2 1.9B1.9B
other2K ctxvisionchat
26.2
quality
VRAM34%
1.4 GB
7
tok/s
7
tok/s
34% VRAM
F
Qwen 1.5 1.8B1.8B
qwen32K ctxchat
22.8
quality
VRAM38%
1.5 GB
7
tok/s
7
tok/s
38% VRAM
F
SmolLM2 1.7B1.71B
smollm8K ctxchat
16.2
quality
VRAM35%
1.4 GB
7
tok/s
7
tok/s
35% VRAM
F
Qwen3 1.7B1.7B
qwen32K ctxchatreasoning
32.6
quality
VRAM35%
1.4 GB
7
tok/s
7
tok/s
35% VRAM
F
Qwen2-VL 2B2.21B
qwen32K ctxchatvision
28.3
quality
VRAM42%
1.7 GB
6
tok/s
6
tok/s
42% VRAM
F
Gemma 1 2B2B
gemma8K ctxchat
20.2
quality
VRAM40%
1.6 GB
6
tok/s
6
tok/s
40% VRAM
F
Granite 3.0 2B2B
granite128K ctxchatcoding
35.8
quality
VRAM39%
1.6 GB
6
tok/s
6
tok/s
39% VRAM
F
Granite 3.1 2B2B
granite128K ctxchatcoding
37.8
quality
VRAM39%
1.6 GB
6
tok/s
6
tok/s
39% VRAM
F
OPT 2.7B2.7B
opt2K ctxchat
28
quality
VRAM49%
2.0 GB
5
tok/s
5
tok/s
49% VRAM
F
Phi-2 2.7B2.7B
phi2K ctxchatcodingreasoning
24.1
quality
VRAM50%
2.0 GB
5
tok/s
5
tok/s
50% VRAM
Get personalized recommendations
See ranked models with benchmark scores, run commands, and precise speed estimates for your Radeon R7 M440.