Model
Fit
Speed
Memory
Scores / Run
Runs comfortably
200.0GB
1000k ctx
Runs comfortably
44
tok/s
ⓘ estimated
200
/ 512GB
93
/
92
/
91
Runs comfortably
44 tok/s
ⓘ estimated
200/512GB
120.0GB
1000k ctx
Runs comfortably
73
tok/s
ⓘ estimated
120
/ 512GB
93
/
92
/
91
Runs comfortably
73 tok/s
ⓘ estimated
120/512GB
109.0GB
1000k ctx
Runs comfortably
80
tok/s
ⓘ estimated
109
/ 512GB
93
/
92
/
91
Runs comfortably
80 tok/s
ⓘ estimated
109/512GB
93.1GB
1000k ctx
Runs comfortably
94
tok/s
ⓘ estimated
93
/ 512GB
93
/
92
/
91
Runs comfortably
94 tok/s
ⓘ estimated
93/512GB
DeepSeek V4.1 Flash
NVFP4
260.0GB
1000k ctx
Runs comfortably
65
tok/s
ⓘ estimated
260
/ 512GB
93
/
92
/
90
Runs comfortably
65 tok/s
ⓘ estimated
260/512GB
155.0GB
1000k ctx
Runs comfortably
69
tok/s
ⓘ estimated
155
/ 512GB
93
/
91
/
90
Runs comfortably
69 tok/s
ⓘ estimated
155/512GB
162.0GB
1000k ctx
Runs comfortably
66
tok/s
ⓘ estimated
162
/ 512GB
93
/
91
/
90
Runs comfortably
66 tok/s
ⓘ estimated
162/512GB
Runs comfortably
1 tok/s
ⓘ estimated
429/512GB
Ornith-1.5-397B
Q4_K_M
244.0GB
262k ctx
Runs comfortably
2
tok/s
ⓘ estimated
244
/ 512GB
93
/
91
/
89
Runs comfortably
2 tok/s
ⓘ estimated
244/512GB
Runs comfortably
1 tok/s
ⓘ estimated
331/512GB
Ornith-1.5-397B
Q5_K_M
286.0GB
262k ctx
Runs comfortably
2
tok/s
ⓘ estimated
286
/ 512GB
93
/
91
/
89
Runs comfortably
2 tok/s
ⓘ estimated
286/512GB
72.5GB
262k ctx
Runs comfortably
141
tok/s
ⓘ estimated
73
/ 512GB
92
/
92
/
89
Runs comfortably
141 tok/s
ⓘ estimated
73/512GB
240.0GB
1000k ctx
Runs comfortably
38
tok/s
ⓘ estimated
240
/ 512GB
91
/
92
/
88
Runs comfortably
38 tok/s
ⓘ estimated
240/512GB
410.0GB
1000k ctx
Runs comfortably
22
tok/s
ⓘ estimated
410
/ 512GB
91
/
92
/
88
Runs comfortably
22 tok/s
ⓘ estimated
410/512GB
365.0GB
1000k ctx
Runs comfortably
25
tok/s
ⓘ estimated
365
/ 512GB
91
/
92
/
88
Runs comfortably
25 tok/s
ⓘ estimated
365/512GB
DeepSeek V3 0324
Q4_K_M
368.0GB
128k ctx
Runs comfortably
24
tok/s
ⓘ estimated
368
/ 512GB
92
/
88
/
87
Runs comfortably
24 tok/s
ⓘ estimated
368/512GB
DeepSeek V3 0324
Q2_K
188.0GB
128k ctx
Runs comfortably
47
tok/s
ⓘ estimated
188
/ 512GB
92
/
88
/
87
Runs comfortably
47 tok/s
ⓘ estimated
188/512GB
Ornith-1.5-35B-A3B
BF16
71.1GB
262k ctx
Runs comfortably
83
tok/s
ⓘ estimated
71
/ 512GB
91
/
89
/
86
Runs comfortably
83 tok/s
ⓘ estimated
71/512GB
Ornith-1.5-35B-A3B
Q8_0
37.8GB
262k ctx
Runs comfortably
156
tok/s
ⓘ estimated
38
/ 512GB
91
/
89
/
86
Runs comfortably
156 tok/s
ⓘ estimated
38/512GB
Ornith-1.5-35B-A3B
Q6_K
29.2GB
262k ctx
Runs comfortably
202
tok/s
ⓘ estimated
29
/ 512GB
91
/
89
/
86
Runs comfortably
202 tok/s
ⓘ estimated
29/512GB
Ornith-1.5-35B-A3B
Q5_K_M
25.3GB
262k ctx
Runs comfortably
233
tok/s
ⓘ estimated
25
/ 512GB
91
/
89
/
86
Runs comfortably
233 tok/s
ⓘ estimated
25/512GB
Ornith-1.5-35B-A3B
Q4_K_M
21.7GB
262k ctx
Runs comfortably
271
tok/s
ⓘ estimated
22
/ 512GB
91
/
89
/
86
Runs comfortably
271 tok/s
ⓘ estimated
22/512GB
Qwen3.6 35B A3B
Q4_K_M
20.0GB
262k ctx
Runs comfortably
286
tok/s
ⓘ estimated
20
/ 512GB
90
/
91
/
87
Runs comfortably
286 tok/s
ⓘ estimated
20/512GB
Runs comfortably
155 tok/s
ⓘ estimated
37/512GB
Pokee-Isaac 28B
Q4_K_M
16.0GB
10000k ctx
Runs comfortably
31
tok/s
ⓘ estimated
16
/ 512GB
90
/
88
/
88
Runs comfortably
31 tok/s
ⓘ estimated
16/512GB
Pokee-Isaac 28B
Q8_0
28.0GB
10000k ctx
Runs comfortably
18
tok/s
ⓘ estimated
28
/ 512GB
90
/
88
/
88
Runs comfortably
18 tok/s
ⓘ estimated
28/512GB
Runs comfortably
9 tok/s
ⓘ estimated
56/512GB
Qwen3 235B A22B
Q4_K_M
125.0GB
128k ctx
Runs comfortably
42
tok/s
ⓘ estimated
125
/ 512GB
88
/
90
/
85
Runs comfortably
42 tok/s
ⓘ estimated
125/512GB
Runs comfortably
77 tok/s
ⓘ estimated
68/512GB
15.2GB
262k ctx
Runs comfortably
32
tok/s
ⓘ estimated
15
/ 512GB
88
/
89
/
85
Runs comfortably
32 tok/s
ⓘ estimated
15/512GB
17.6GB
262k ctx
Runs comfortably
28
tok/s
ⓘ estimated
18
/ 512GB
88
/
89
/
85
Runs comfortably
28 tok/s
ⓘ estimated
18/512GB
9.8GB
262k ctx
Runs comfortably
50
tok/s
ⓘ estimated
10
/ 512GB
88
/
89
/
85
Runs comfortably
50 tok/s
ⓘ estimated
10/512GB
6.2GB
262k ctx
Runs comfortably
79
tok/s
ⓘ estimated
6
/ 512GB
88
/
89
/
85
Runs comfortably
79 tok/s
ⓘ estimated
6/512GB
Runs comfortably
31 tok/s
ⓘ estimated
16/512GB
Runs comfortably
8 tok/s
ⓘ estimated
61/512GB
Runs comfortably
15 tok/s
ⓘ estimated
33/512GB
Runs comfortably
27 tok/s
ⓘ estimated
18/512GB
Runs comfortably
27 tok/s
ⓘ estimated
18/512GB
Runs comfortably
65 tok/s
ⓘ estimated
50/512GB
Runs comfortably
130 tok/s
ⓘ estimated
25/512GB
Gemma 4 26B A4B
Q4_K_M
13.0GB
256k ctx
Runs comfortably
250
tok/s
ⓘ estimated
13
/ 512GB
85
/
88
/
84
Runs comfortably
250 tok/s
ⓘ estimated
13/512GB
Gemma 4 26B A4B
NVFP4
14.0GB
256k ctx
Runs comfortably
232
tok/s
ⓘ estimated
14
/ 512GB
85
/
88
/
84
Runs comfortably
232 tok/s
ⓘ estimated
14/512GB
Runs comfortably
18 tok/s
ⓘ estimated
28/512GB
Runs comfortably
30 tok/s
ⓘ estimated
17/512GB
Runs comfortably
14 tok/s
ⓘ estimated
34/512GB
Runs comfortably
17 tok/s
ⓘ estimated
29/512GB
Runs comfortably
25 tok/s
ⓘ estimated
20/512GB
Runs comfortably
20 tok/s
ⓘ estimated
25/512GB
Runs comfortably
74 tok/s
ⓘ estimated
7/512GB
Runs comfortably
85 tok/s
ⓘ estimated
6/512GB
60.0GB
1000k ctx
Runs comfortably
72
tok/s
ⓘ estimated
60
/ 512GB
78
/
76
/
74
Runs comfortably
72 tok/s
ⓘ estimated
60/512GB
Runs comfortably
65 tok/s
ⓘ estimated
8/512GB
58.0GB
1000k ctx
Runs comfortably
74
tok/s
ⓘ estimated
58
/ 512GB
78
/
76
/
74
Runs comfortably
74 tok/s
ⓘ estimated
58/512GB
Nemotron 3.5 Lightning
Q4_K_M
32.0GB
1000k ctx
Runs comfortably
135
tok/s
ⓘ estimated
32
/ 512GB
78
/
76
/
74
Runs comfortably
135 tok/s
ⓘ estimated
32/512GB
Runs comfortably
50 tok/s
ⓘ estimated
10/512GB
Runs comfortably
27 tok/s
ⓘ estimated
18/512GB
Runs comfortably
161 tok/s
ⓘ estimated
31/512GB
Runs comfortably
322 tok/s
ⓘ estimated
16/512GB
Runs comfortably
33 tok/s
ⓘ estimated
15/512GB
Runs comfortably
58 tok/s
ⓘ estimated
9/512GB
Runs comfortably
17 tok/s
ⓘ estimated
29/512GB
Xing4.0-29B-A4B
Q4_K_M
20.1GB
256k ctx
Runs comfortably
177
tok/s
ⓘ estimated
20
/ 512GB
75
/
73
/
72
Runs comfortably
177 tok/s
ⓘ estimated
20/512GB
Runs comfortably
57 tok/s
ⓘ estimated
62/512GB
Llama 3.3 70B Instruct
Q4_K_M
42.0GB
128k ctx
Runs comfortably
12
tok/s
ⓘ estimated
42
/ 512GB
72
/
77
/
80
Runs comfortably
12 tok/s
ⓘ estimated
42/512GB
74.0GB
128k ctx
Runs comfortably
7
tok/s
ⓘ estimated
74
/ 512GB
72
/
77
/
80
Runs comfortably
7 tok/s
ⓘ estimated
74/512GB
21.5GB
128k ctx
Runs comfortably
23
tok/s
ⓘ estimated
22
/ 512GB
72
/
77
/
80
Runs comfortably
23 tok/s
ⓘ estimated
22/512GB
Llama 3.3 70B Instruct
Q3_K_M
30.0GB
128k ctx
Runs comfortably
16
tok/s
ⓘ estimated
30
/ 512GB
72
/
77
/
80
Runs comfortably
16 tok/s
ⓘ estimated
30/512GB
Runs comfortably
33 tok/s
ⓘ estimated
15/512GB
Runs comfortably
55 tok/s
ⓘ estimated
9/512GB
Runs comfortably
38 tok/s
ⓘ estimated
13/512GB
Runs comfortably
68 tok/s
ⓘ estimated
7/512GB
Runs comfortably
18 tok/s
ⓘ estimated
28/512GB
Runs comfortably
29 tok/s
ⓘ estimated
17/512GB
Runs comfortably
58 tok/s
ⓘ estimated
9/512GB
Runs comfortably
94 tok/s
ⓘ estimated
5/512GB
Runs comfortably
36 tok/s
ⓘ estimated
14/512GB
Runs comfortably
66 tok/s
ⓘ estimated
8/512GB
Mixtral 8x7B Instruct
Q4_K_M
26.5GB
32k ctx
Runs comfortably
67
tok/s
ⓘ estimated
27
/ 512GB
62
/
65
/
68
Runs comfortably
67 tok/s
ⓘ estimated
27/512GB
Mixtral 8x7B Instruct
Q3_K_M
19.0GB
32k ctx
Runs comfortably
94
tok/s
ⓘ estimated
19
/ 512GB
62
/
65
/
68
Runs comfortably
94 tok/s
ⓘ estimated
19/512GB
Runs comfortably
37 tok/s
ⓘ estimated
13/512GB
Runs comfortably
67 tok/s
ⓘ estimated
7/512GB
Runs comfortably
189 tok/s
ⓘ estimated
3/512GB
Runs comfortably
197 tok/s
ⓘ estimated
3/512GB
Runs comfortably
120 tok/s
ⓘ estimated
4/512GB
8.0GB
128k ctx
Runs comfortably
61
tok/s
ⓘ estimated
8
/ 512GB
52
/
55
/
62
Runs comfortably
61 tok/s
ⓘ estimated
8/512GB
16.0GB
128k ctx
Runs comfortably
31
tok/s
ⓘ estimated
16
/ 512GB
52
/
55
/
62
Runs comfortably
31 tok/s
ⓘ estimated
16/512GB
Llama 3.1 8B Instruct
Q4_K_M
4.5GB
128k ctx
Runs comfortably
109
tok/s
ⓘ estimated
5
/ 512GB
52
/
55
/
62
Runs comfortably
109 tok/s
ⓘ estimated
5/512GB
Runs comfortably
98 tok/s
ⓘ estimated
5/512GB
Runs comfortably
164 tok/s
ⓘ estimated
3/512GB
3.5GB
128k ctx
Runs comfortably
140
tok/s
ⓘ estimated
4
/ 512GB
35
/
38
/
50
Runs comfortably
140 tok/s
ⓘ estimated
4/512GB
Llama 3.2 3B Instruct
Q4_K_M
2.0GB
128k ctx
Runs comfortably
246
tok/s
ⓘ estimated
2
/ 512GB
35
/
38
/
50
Runs comfortably
246 tok/s
ⓘ estimated
2/512GB
Runs comfortably
27 tok/s
ⓘ estimated
18/512GB
Runs comfortably
15 tok/s
ⓘ estimated
33/512GB
Runs comfortably
8 tok/s
ⓘ estimated
60/512GB
Runs tight
Runs tight
18 tok/s
ⓘ estimated
510/512GB
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