Model
Fit
Speed
Memory
Scores / Run
Runs comfortably
Qwen3.8-Flash-Next
EXL3_2BPW
62.7GB
262k ctx
Runs comfortably
157
tok/s
ⓘ estimated
63
/ 96GB
92
/
92
/
89
Runs comfortably
157 tok/s
ⓘ estimated
63/96GB
Qwen3.8-Flash-Next
EXL3_3BPW
85.0GB
262k ctx
Runs comfortably
116
tok/s
ⓘ estimated
85
/ 96GB
92
/
92
/
89
Runs comfortably
116 tok/s
ⓘ estimated
85/96GB
72.5GB
262k ctx
Runs comfortably
135
tok/s
ⓘ estimated
73
/ 96GB
92
/
92
/
89
Runs comfortably
135 tok/s
ⓘ estimated
73/96GB
Ornith-1.5-35B-A3B
BF16
71.1GB
262k ctx
Runs comfortably
55
tok/s
ⓘ estimated
71
/ 96GB
91
/
89
/
86
Runs comfortably
55 tok/s
ⓘ estimated
71/96GB
Ornith-1.5-35B-A3B
Q8_0
37.8GB
262k ctx
Runs comfortably
104
tok/s
ⓘ estimated
38
/ 96GB
91
/
89
/
86
Runs comfortably
104 tok/s
ⓘ estimated
38/96GB
Ornith-1.5-35B-A3B
Q6_K
29.2GB
262k ctx
Runs comfortably
135
tok/s
ⓘ estimated
29
/ 96GB
91
/
89
/
86
Runs comfortably
135 tok/s
ⓘ estimated
29/96GB
Ornith-1.5-35B-A3B
Q5_K_M
25.3GB
262k ctx
Runs comfortably
155
tok/s
ⓘ estimated
25
/ 96GB
91
/
89
/
86
Runs comfortably
155 tok/s
ⓘ estimated
25/96GB
Ornith-1.5-35B-A3B
Q4_K_M
21.7GB
262k ctx
Runs comfortably
181
tok/s
ⓘ estimated
22
/ 96GB
91
/
89
/
86
Runs comfortably
181 tok/s
ⓘ estimated
22/96GB
Runs comfortably
103 tok/s
ⓘ estimated
37/96GB
Qwen3.6 35B A3B
Q4_K_M
20.0GB
262k ctx
Runs comfortably
191
tok/s
ⓘ estimated
20
/ 96GB
90
/
91
/
87
Runs comfortably
191 tok/s
ⓘ estimated
20/96GB
Runs comfortably
6 tok/s
ⓘ estimated
56/96GB
Runs comfortably
12 tok/s
ⓘ estimated
28/96GB
Pokee-Isaac 28B
Q4_K_M
16.0GB
10000k ctx
Runs comfortably
20
tok/s
ⓘ estimated
16
/ 96GB
90
/
88
/
88
Runs comfortably
20 tok/s
ⓘ estimated
16/96GB
Runs comfortably
51 tok/s
ⓘ estimated
68/96GB
6.2GB
262k ctx
Runs comfortably
53
tok/s
ⓘ estimated
6
/ 96GB
88
/
89
/
85
Runs comfortably
53 tok/s
ⓘ estimated
6/96GB
15.2GB
262k ctx
Runs comfortably
22
tok/s
ⓘ estimated
15
/ 96GB
88
/
89
/
85
Runs comfortably
22 tok/s
ⓘ estimated
15/96GB
9.8GB
262k ctx
Runs comfortably
33
tok/s
ⓘ estimated
10
/ 96GB
88
/
89
/
85
Runs comfortably
33 tok/s
ⓘ estimated
10/96GB
17.6GB
262k ctx
Runs comfortably
19
tok/s
ⓘ estimated
18
/ 96GB
88
/
89
/
85
Runs comfortably
19 tok/s
ⓘ estimated
18/96GB
Runs comfortably
18 tok/s
ⓘ estimated
18/96GB
Runs comfortably
18 tok/s
ⓘ estimated
18/96GB
Runs comfortably
10 tok/s
ⓘ estimated
33/96GB
Runs comfortably
5 tok/s
ⓘ estimated
61/96GB
Runs comfortably
20 tok/s
ⓘ estimated
16/96GB
Runs comfortably
155 tok/s
ⓘ estimated
14/96GB
Gemma 4 26B A4B
Q4_K_M
13.0GB
256k ctx
Runs comfortably
167
tok/s
ⓘ estimated
13
/ 96GB
85
/
88
/
84
Runs comfortably
167 tok/s
ⓘ estimated
13/96GB
Runs comfortably
87 tok/s
ⓘ estimated
25/96GB
Runs comfortably
43 tok/s
ⓘ estimated
50/96GB
Runs comfortably
20 tok/s
ⓘ estimated
17/96GB
Runs comfortably
12 tok/s
ⓘ estimated
28/96GB
Runs comfortably
16 tok/s
ⓘ estimated
20/96GB
Runs comfortably
10 tok/s
ⓘ estimated
34/96GB
Runs comfortably
13 tok/s
ⓘ estimated
25/96GB
Runs comfortably
11 tok/s
ⓘ estimated
29/96GB
Runs comfortably
87 tok/s
ⓘ estimated
77/96GB
58.0GB
1000k ctx
Runs comfortably
50
tok/s
ⓘ estimated
58
/ 96GB
78
/
76
/
74
Runs comfortably
50 tok/s
ⓘ estimated
58/96GB
Nemotron 3.5 Lightning
Q4_K_M
32.0GB
1000k ctx
Runs comfortably
90
tok/s
ⓘ estimated
32
/ 96GB
78
/
76
/
74
Runs comfortably
90 tok/s
ⓘ estimated
32/96GB
60.0GB
1000k ctx
Runs comfortably
48
tok/s
ⓘ estimated
60
/ 96GB
78
/
76
/
74
Runs comfortably
48 tok/s
ⓘ estimated
60/96GB
Runs comfortably
57 tok/s
ⓘ estimated
6/96GB
Runs comfortably
49 tok/s
ⓘ estimated
7/96GB
Runs comfortably
43 tok/s
ⓘ estimated
8/96GB
Runs comfortably
33 tok/s
ⓘ estimated
10/96GB
Runs comfortably
18 tok/s
ⓘ estimated
18/96GB
Runs comfortably
107 tok/s
ⓘ estimated
31/96GB
Runs comfortably
215 tok/s
ⓘ estimated
16/96GB
Runs comfortably
11 tok/s
ⓘ estimated
29/96GB
Runs comfortably
39 tok/s
ⓘ estimated
9/96GB
Runs comfortably
22 tok/s
ⓘ estimated
15/96GB
Xing4.0-29B-A4B
Q4_K_M
20.1GB
256k ctx
Runs comfortably
118
tok/s
ⓘ estimated
20
/ 96GB
75
/
73
/
72
Runs comfortably
118 tok/s
ⓘ estimated
20/96GB
Runs comfortably
38 tok/s
ⓘ estimated
62/96GB
Llama 3.3 70B Instruct
Q4_K_M
42.0GB
128k ctx
Runs comfortably
8
tok/s
ⓘ estimated
42
/ 96GB
72
/
77
/
80
Runs comfortably
8 tok/s
ⓘ estimated
42/96GB
74.0GB
128k ctx
Runs comfortably
4
tok/s
ⓘ estimated
74
/ 96GB
72
/
77
/
80
Runs comfortably
4 tok/s
ⓘ estimated
74/96GB
21.5GB
128k ctx
Runs comfortably
15
tok/s
ⓘ estimated
22
/ 96GB
72
/
77
/
80
Runs comfortably
15 tok/s
ⓘ estimated
22/96GB
Llama 3.3 70B Instruct
Q3_K_M
30.0GB
128k ctx
Runs comfortably
11
tok/s
ⓘ estimated
30
/ 96GB
72
/
77
/
80
Runs comfortably
11 tok/s
ⓘ estimated
30/96GB
Runs comfortably
36 tok/s
ⓘ estimated
9/96GB
Runs comfortably
22 tok/s
ⓘ estimated
15/96GB
Runs comfortably
45 tok/s
ⓘ estimated
7/96GB
Runs comfortably
25 tok/s
ⓘ estimated
13/96GB
Runs comfortably
12 tok/s
ⓘ estimated
28/96GB
Runs comfortably
19 tok/s
ⓘ estimated
17/96GB
Runs comfortably
63 tok/s
ⓘ estimated
5/96GB
Runs comfortably
39 tok/s
ⓘ estimated
9/96GB
Runs comfortably
24 tok/s
ⓘ estimated
14/96GB
Runs comfortably
44 tok/s
ⓘ estimated
8/96GB
Mixtral 8x7B Instruct
Q4_K_M
26.5GB
32k ctx
Runs comfortably
45
tok/s
ⓘ estimated
27
/ 96GB
62
/
65
/
68
Runs comfortably
45 tok/s
ⓘ estimated
27/96GB
Mixtral 8x7B Instruct
Q3_K_M
19.0GB
32k ctx
Runs comfortably
62
tok/s
ⓘ estimated
19
/ 96GB
62
/
65
/
68
Runs comfortably
62 tok/s
ⓘ estimated
19/96GB
Runs comfortably
25 tok/s
ⓘ estimated
13/96GB
Runs comfortably
45 tok/s
ⓘ estimated
7/96GB
Runs comfortably
126 tok/s
ⓘ estimated
3/96GB
Runs comfortably
80 tok/s
ⓘ estimated
4/96GB
Runs comfortably
131 tok/s
ⓘ estimated
3/96GB
16.0GB
128k ctx
Runs comfortably
20
tok/s
ⓘ estimated
16
/ 96GB
52
/
55
/
62
Runs comfortably
20 tok/s
ⓘ estimated
16/96GB
8.0GB
128k ctx
Runs comfortably
41
tok/s
ⓘ estimated
8
/ 96GB
52
/
55
/
62
Runs comfortably
41 tok/s
ⓘ estimated
8/96GB
Llama 3.1 8B Instruct
Q4_K_M
4.5GB
128k ctx
Runs comfortably
73
tok/s
ⓘ estimated
5
/ 96GB
52
/
55
/
62
Runs comfortably
73 tok/s
ⓘ estimated
5/96GB
Runs comfortably
109 tok/s
ⓘ estimated
3/96GB
Runs comfortably
66 tok/s
ⓘ estimated
5/96GB
3.5GB
128k ctx
Runs comfortably
94
tok/s
ⓘ estimated
4
/ 96GB
35
/
38
/
50
Runs comfortably
94 tok/s
ⓘ estimated
4/96GB
Llama 3.2 3B Instruct
Q4_K_M
2.0GB
128k ctx
Runs comfortably
164
tok/s
ⓘ estimated
2
/ 96GB
35
/
38
/
50
Runs comfortably
164 tok/s
ⓘ estimated
2/96GB
Runs comfortably
10 tok/s
ⓘ estimated
33/96GB
Runs comfortably
18 tok/s
ⓘ estimated
18/96GB
Runs tight
Runs tight
5 tok/s
ⓘ estimated
60/96GB
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