Datasets:
paulplee
/
ppb-results

Dataset card Data Studio Files
xet
 Community
1
gpu_name
large_stringclasses
5 values
model_base
large_stringclasses
37 values
quant
large_stringclasses
33 values
n_ctx
float64
2.05k
130k
⌀
concurrent_users
float64
1
32
⌀
backends
large_stringclasses
5 values
runner_type
large_stringclasses
5 values
mean_throughput_tok_s
float64
1.94
1.46k
⌀
std_throughput_tok_s
float64
0
280
⌀
sample_count
int64
0
22
⌀
mean_avg_ttft_ms
float64
12.9
261k
⌀
std_avg_ttft_ms
float64
0
149k
⌀
avg_ttft_ms_count
int64
0
22
⌀
mean_p50_ttft_ms
float64
13.1
279k
⌀
std_p50_ttft_ms
float64
0
159k
⌀
p50_ttft_ms_count
int64
0
22
⌀
mean_p99_ttft_ms
float64
17
584k
⌀
std_p99_ttft_ms
float64
0
753k
⌀
p99_ttft_ms_count
int64
0
22
⌀
mean_avg_itl_ms
float64
2.3
3.37k
⌀
std_avg_itl_ms
float64
0
877
⌀
avg_itl_ms_count
int64
0
22
⌀
mean_p50_itl_ms
float64
2.29
3.46k
⌀
std_p50_itl_ms
float64
0
900
⌀
p50_itl_ms_count
int64
0
22
⌀
mean_p99_itl_ms
float64
3.06
5.07k
⌀
std_p99_itl_ms
float64
0
1.01k
⌀
p99_itl_ms_count
int64
0
22
⌀
mean_avg_power_w
float64
3.2
549
⌀
std_avg_power_w
float64
0
192
⌀
avg_power_w_count
int64
0
22
⌀
mean_avg_gpu_temp_c
float64
30
82.5
⌀
std_avg_gpu_temp_c
float64
0
12.7
⌀
avg_gpu_temp_c_count
int64
0
22
⌀
ci95_low_tok_s
float64
-1,975.23
1.35k
⌀
ci95_high_tok_s
float64
2.68
3.11k
⌀
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
32,768
32
Metal 4
llama-server
137.23
0.2546
2
48,333.505
320.5669
2
51,851.845
2.8638
2
54,145.59
145.9468
2
28.92
0.0141
2
28.5
0.0141
2
48.18
2.1496
2
null
null
0
null
null
0
134.9429
139.5171
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
1
Metal 4
llama-server
103.115
0.1061
2
40.39
0.297
2
29.55
0.1273
2
112.46
0.0707
2
9.545
0.0495
2
9.545
0.0354
2
10.31
0.4101
2
null
null
0
null
null
0
102.1621
104.0679
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
2
Metal 4
llama-server
112.295
6.7529
2
59.875
0.9829
2
52.85
0.8485
2
135.395
0.6435
2
17.145
1.1102
2
16.08
0.1414
2
21.3
0.1273
2
null
null
0
null
null
0
51.6238
172.9662
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
4
Metal 4
llama-server
135.355
0.5303
2
106.385
5.2397
2
84.83
7.2549
2
304.095
71.7077
2
28.465
0.0919
2
28.46
0.0424
2
30.645
0.0495
2
null
null
0
null
null
0
130.5902
140.1197
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
8
Metal 4
llama-server
137.61
0.0566
2
6,902.705
65.5417
2
7,441.7
2.1496
2
7,860.96
21.6233
2
28.525
0.0636
2
28.385
0.0071
2
39.26
11.9784
2
null
null
0
null
null
0
137.1018
138.1182
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
16
Metal 4
llama-server
137.5
0.8202
2
20,379.95
33.036
2
22,174.355
121.9123
2
23,172.14
146.4135
2
28.755
0.1768
2
28.445
0.1626
2
48.855
1.8173
2
null
null
0
null
null
0
130.1305
144.8695
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
130,064
32
Metal 4
llama-server
137.305
0.1061
2
48,020.19
506.1329
2
51,595.12
189.7592
2
53,763.895
712.8838
2
28.905
0.0071
2
28.5
0
2
49.92
0.8627
2
null
null
0
null
null
0
136.352
138.258
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_M
null
null
null
context-rot
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
4,096
null
null
tool-accuracy
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
1
Metal 4
llama-server
101.74
0.0283
2
40.475
0.0071
2
29.735
0.2758
2
113.345
0.0212
2
9.695
0.0071
2
9.725
0.0212
2
10.25
0.0849
2
null
null
0
null
null
0
101.4859
101.9941
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
2
Metal 4
llama-server
120.96
0.198
2
68.74
0.1697
2
47.8
0.4525
2
218.225
0.3748
2
16.32
0.0283
2
16.39
0.0283
2
17.005
0.0212
2
null
null
0
null
null
0
119.1812
122.7388
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
4
Metal 4
llama-server
133.37
0.2546
2
112.79
7.6085
2
89.53
2.3617
2
305.46
62.3668
2
29.195
0.1061
2
29.195
0.0354
2
31.36
0.2121
2
null
null
0
null
null
0
131.0829
135.6571
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
8
Metal 4
llama-server
134.935
0.2192
2
7,311.595
12.6784
2
7,632.53
14.3967
2
8,282.945
8.6338
2
29.24
0.0283
2
29.29
0.0141
2
31.4
0.0283
2
null
null
0
null
null
0
132.9656
136.9044
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
16
Metal 4
llama-server
133.87
0.7071
2
21,265.875
128.0075
2
22,812.27
81.0203
2
23,838
366.253
2
29.465
0.1768
2
29.265
0.0495
2
31.51
0.2404
2
null
null
0
null
null
0
127.517
140.223
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
32
Metal 4
llama-server
133.925
0.3748
2
49,834.385
400.1871
2
53,029.99
278.3031
2
54,670.525
1,131.0809
2
29.62
0.0566
2
29.265
0.0636
2
47.455
1.1809
2
null
null
0
null
null
0
130.5579
137.2921
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
8,192
null
null
multiturn
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
1
Metal 4
llama-server
101.59
0.0424
2
40.11
0.3111
2
29.605
0.0919
2
111.73
1.1314
2
9.71
0
2
9.735
0.0212
2
10.24
0.0424
2
null
null
0
null
null
0
101.2088
101.9712
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
2
Metal 4
llama-server
120.48
0.2687
2
64.195
6.3145
2
48.08
0.7495
2
176.27
59.2131
2
16.4
0.0566
2
16.42
0.0283
2
17.965
1.2092
2
null
null
0
null
null
0
118.0659
122.8941
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
4
Metal 4
llama-server
134.57
0.396
2
121.47
0.6788
2
87.055
15.1957
2
393.075
48.1045
2
29.255
0.0495
2
29.235
0.1202
2
31.315
0.0919
2
null
null
0
null
null
0
131.0123
138.1277
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
8
Metal 4
llama-server
134.47
0.495
2
7,271.195
78.8778
2
7,648.615
11.4198
2
8,206.92
109.0076
2
29.295
0.0071
2
29.28
0.0566
2
31.465
0.0919
2
null
null
0
null
null
0
130.0229
138.9171
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
16
Metal 4
llama-server
134.155
0.0778
2
21,589.9
186.6338
2
22,821.06
72.2097
2
24,015.105
84.3366
2
29.38
0.0424
2
29.27
0.0707
2
31.51
0.0566
2
null
null
0
null
null
0
133.4562
134.8538
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
16,384
32
Metal 4
llama-server
134.05
0.4243
2
50,083.245
156.9848
2
53,151.985
208.3914
2
55,247.705
133.6503
2
29.525
0.0919
2
29.265
0.0778
2
31.625
0.1485
2
null
null
0
null
null
0
130.2382
137.8618
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
1
Metal 4
llama-server
101.94
0.2546
2
40.63
0.4384
2
29.305
0.601
2
113.785
0.3182
2
9.68
0.0283
2
9.705
0.0495
2
10.26
0.0566
2
null
null
0
null
null
0
99.6529
104.2271
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
2
Metal 4
llama-server
118.92
2.7436
2
66.38
3.3517
2
51.295
6.3569
2
178.43
56.8797
2
16.54
0.297
2
16.3
0.1414
2
19.315
2.8496
2
null
null
0
null
null
0
94.2704
143.5696
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
4
Metal 4
llama-server
135.1
0.3253
2
122.01
1.6122
2
76.995
0.0636
2
422.785
0.3748
2
29.22
0.099
2
29.24
0.1131
2
31.36
0.1131
2
null
null
0
null
null
0
132.1776
138.0224
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
8
Metal 4
llama-server
134.625
0.2758
2
7,261.635
52.3471
2
7,635.905
11.3208
2
8,174.295
163.179
2
29.335
0.1909
2
29.21
0.1131
2
39.615
11.646
2
null
null
0
null
null
0
132.1473
137.1027
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
16
Metal 4
llama-server
133.855
0.0778
2
21,507.77
3.182
2
22,814.5
13.2229
2
23,780.63
78.008
2
29.53
0.0424
2
29.195
0.0354
2
41.02
10.748
2
null
null
0
null
null
0
133.1562
134.5538
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
32,768
32
Metal 4
llama-server
134.86
0.198
2
49,713.375
256.4464
2
52,747.12
26.3185
2
54,935.705
191.3077
2
29.375
0.0071
2
29.08
0
2
31.52
0.0849
2
null
null
0
null
null
0
133.0812
136.6388
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
1
Metal 4
llama-server
102.56
0.2263
2
40.7
0.1697
2
29.325
0.4313
2
112.54
0.6364
2
9.615
0.0071
2
9.63
0
2
10.175
0.0354
2
null
null
0
null
null
0
100.527
104.593
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
2
Metal 4
llama-server
117.16
3.2244
2
65.165
6.4417
2
52.735
0.7707
2
175.33
57.7282
2
16.625
0.1626
2
16.2
0.0707
2
21.315
0.0354
2
null
null
0
null
null
0
88.1903
146.1297
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
4
Metal 4
llama-server
134.855
1.591
2
123.77
1.2021
2
80.35
4.2144
2
425.31
1.5556
2
29.055
0.0212
2
29.07
0.0707
2
31.17
0.0283
2
null
null
0
null
null
0
120.5607
149.1492
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
8
Metal 4
llama-server
134.885
0.1344
2
7,257.28
25.9367
2
7,620.28
28.4681
2
8,221.14
26.7852
2
29.155
0.0778
2
29.085
0.0495
2
31.135
0.0919
2
null
null
0
null
null
0
133.6779
136.0921
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
16
Metal 4
llama-server
134.775
0.2051
2
21,448.355
0.5728
2
22,701.06
0.495
2
25,552.15
2,420.7518
2
29.28
0.0283
2
29.035
0.0071
2
31.44
0.0141
2
null
null
0
null
null
0
132.9326
136.6174
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
130,064
32
Metal 4
llama-server
134.145
0.2758
2
49,910.39
287.9339
2
52,929.5
308.1713
2
54,869.125
890.5939
2
29.55
0.0707
2
29.195
0.0919
2
31.93
0.1131
2
null
null
0
null
null
0
131.6673
136.6227
Apple M4 Pro
Qwen3.5-0.8B
Q3_K_S
null
null
null
context-rot
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
4,096
null
null
tool-accuracy
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
1
Metal 4
llama-server
108.87
0.0283
2
39.24
0.3394
2
28.27
0.2121
2
107.74
0.1131
2
9.04
0.0141
2
9.09
0.0141
2
9.545
0.0071
2
null
null
0
null
null
0
108.6159
109.1241
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
2
Metal 4
llama-server
118.935
0.5869
2
62.72
5.9114
2
52.505
2.5385
2
146.925
24.6568
2
16.41
0.0424
2
15.44
0.0424
2
20.32
0.0424
2
null
null
0
null
null
0
113.662
124.208
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
4
Metal 4
llama-server
141.155
2.2698
2
101.885
18.8727
2
87.585
6.1165
2
258.7
138.0838
2
27.1
0.1838
2
27.355
0.0212
2
37.25
10.8046
2
null
null
0
null
null
0
120.7619
161.5481
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
8
Metal 4
llama-server
142.48
0.2828
2
6,615.465
148.3156
2
7,161.39
18.2999
2
7,693.395
122.6335
2
27.465
0.1344
2
27.405
0.0495
2
37.89
11.8935
2
null
null
0
null
null
0
139.9388
145.0212
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
16
Metal 4
llama-server
142.685
0.1344
2
19,673.105
77.8312
2
21,330.835
11.1652
2
22,517.045
9.5813
2
27.695
0.0071
2
27.42
0
2
48.83
0.198
2
null
null
0
null
null
0
141.4779
143.8921
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
32
Metal 4
llama-server
142.895
0.0071
2
45,467.565
499.7619
2
49,616.075
98.2525
2
52,585.33
8.5984
2
27.755
0.0071
2
27.435
0.0212
2
48.635
1.0536
2
null
null
0
null
null
0
142.8315
142.9585
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
8,192
null
null
multiturn
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
1
Metal 4
llama-server
109.08
0.1838
2
39.54
0.9334
2
28.55
0.1556
2
108.07
0.2546
2
9.035
0.0071
2
9.08
0.0141
2
9.61
0.1273
2
null
null
0
null
null
0
107.4282
110.7318
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
2
Metal 4
llama-server
122.875
0.0071
2
64.1
5.0346
2
53.225
0.0495
2
169.215
53.5068
2
15.715
0.0778
2
15.42
0.0141
2
20.22
0.0566
2
null
null
0
null
null
0
122.8115
122.9385
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
4
Metal 4
llama-server
142.375
0.1909
2
97.525
3.1891
2
84.925
2.7931
2
248.695
1.7324
2
27.215
0.2051
2
27.365
0.0071
2
29.715
0.0636
2
null
null
0
null
null
0
140.6597
144.0903
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
8
Metal 4
llama-server
142.855
0.9263
2
6,507.48
248.8167
2
7,136.63
6.463
2
7,593.77
21.4678
2
27.595
0.0354
2
27.31
0.1131
2
46.315
0.4455
2
null
null
0
null
null
0
134.5326
151.1774
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
16
Metal 4
llama-server
143.28
0.8768
2
19,505.355
246.0802
2
21,259.645
101.3638
2
22,431.2
32.3148
2
27.635
0.1344
2
27.31
0.1556
2
48.41
0.6081
2
null
null
0
null
null
0
135.4023
151.1577
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
16,384
32
Metal 4
llama-server
143.125
0.7142
2
45,687.325
428.2734
2
49,486.675
261.1416
2
51,580.275
1,143.13
2
27.71
0.1556
2
27.335
0.1626
2
48.625
0.4738
2
null
null
0
null
null
0
136.7085
149.5415
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
1
Metal 4
llama-server
110.855
0.1626
2
38.88
0.0283
2
28.34
0.1414
2
107.67
0.1273
2
8.89
0
2
8.915
0.0212
2
9.315
0.0636
2
null
null
0
null
null
0
109.3938
112.3162
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
2
Metal 4
llama-server
121.59
2.1779
2
58.075
3.7265
2
51.555
1.8455
2
125.41
7.0994
2
15.845
0.1202
2
15.19
0.0141
2
19.835
0.0636
2
null
null
0
null
null
0
102.0228
141.1572
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
4
Metal 4
llama-server
141.225
2.3547
2
92.695
6.1306
2
82.37
0.5515
2
207.02
62.1264
2
26.82
0.099
2
27.16
0.0141
2
38.085
12.0986
2
null
null
0
null
null
0
120.0695
162.3805
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
8
Metal 4
llama-server
143.675
0.3606
2
6,524.845
30.4692
2
7,112.62
7.2832
2
7,622.81
53.9805
2
27.32
0.0283
2
27.21
0
2
29.54
0.0566
2
null
null
0
null
null
0
140.435
146.915
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
16
Metal 4
llama-server
143.99
0.0141
2
19,723.645
16.0301
2
21,167.7
18.6959
2
22,228.835
288.9168
2
27.48
0.0283
2
27.2
0
2
46.18
1.4284
2
null
null
0
null
null
0
143.8629
144.1171
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
32,768
32
Metal 4
llama-server
143.5
0.4384
2
45,726.085
262.6124
2
48,979.71
478.9234
2
51,934.36
77.8666
2
27.675
0.0778
2
27.225
0.0071
2
48.355
0.3748
2
null
null
0
null
null
0
139.5611
147.4389
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
1
Metal 4
llama-server
109.405
0.1909
2
39.12
0.0849
2
28.98
0.1697
2
106.975
0.1344
2
9.01
0.0141
2
8.975
0.0071
2
9.8
0.0283
2
null
null
0
null
null
0
107.6897
111.1203
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
2
Metal 4
llama-server
121.38
3.1254
2
59.28
1.9516
2
52.64
2.2062
2
130.895
0.0071
2
16.125
0.4031
2
15.17
0.0424
2
20.515
0.0354
2
null
null
0
null
null
0
93.2997
149.4603
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
4
Metal 4
llama-server
142.17
0.7354
2
88.05
0.3111
2
78.285
0.2475
2
161.705
0.1626
2
27.21
0.1838
2
27.25
0
2
36.96
9.2914
2
null
null
0
null
null
0
135.5629
148.7771
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
8
Metal 4
llama-server
142.63
0.0424
2
6,598.58
67.0196
2
7,145.07
6.3781
2
7,657.87
48.4792
2
27.565
0.0071
2
27.295
0.0071
2
37.005
10.0904
2
null
null
0
null
null
0
142.2488
143.0112
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
16
Metal 4
llama-server
142.69
0.2121
2
19,494.125
104.0649
2
21,195.72
210.2653
2
22,564.505
104.3902
2
27.72
0.0707
2
27.34
0.0141
2
46.55
0.6647
2
null
null
0
null
null
0
140.7841
144.5959
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
130,064
32
Metal 4
llama-server
142.925
0.2333
2
45,476.36
141.8032
2
49,204.875
667.6007
2
51,871.17
160.9658
2
27.735
0.0354
2
27.3
0.0283
2
48.77
0.0849
2
null
null
0
null
null
0
140.8285
145.0215
Apple M4 Pro
Qwen3.5-0.8B
Q4_0
null
null
null
context-rot
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
4,096
null
null
tool-accuracy
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
1
Metal 4
llama-server
107.345
0.1344
2
39.045
0.0919
2
28.53
0.396
2
107.11
0.2121
2
9.185
0.0071
2
9.165
0.0212
2
10.06
0.0566
2
null
null
0
null
null
0
106.1379
108.5521
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
2
Metal 4
llama-server
131.31
0.693
2
65.8
0.8202
2
46.17
1.5698
2
206.045
1.4213
2
15
0.0424
2
14.995
0.0354
2
16.585
0.9829
2
null
null
0
null
null
0
125.0841
137.5359
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
4
Metal 4
llama-server
143.94
1.2728
2
107.475
13.8098
2
79.72
7.2691
2
325.58
115.2725
2
27.365
0.1485
2
27.215
0.0212
2
29.66
0.4808
2
null
null
0
null
null
0
132.5046
155.3754
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
8
Metal 4
llama-server
142.95
0.2263
2
6,523.435
20.6546
2
7,150.24
22.7123
2
7,599.56
10.451
2
27.605
0.1202
2
27.27
0.0283
2
45.89
0.3111
2
null
null
0
null
null
0
140.917
144.983
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
16
Metal 4
llama-server
143.025
0.0778
2
19,796.455
97.9414
2
21,325.53
33.8421
2
22,511.32
134.6331
2
27.695
0.0212
2
27.295
0.0212
2
45.775
0.4738
2
null
null
0
null
null
0
142.3262
143.7238
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
32
Metal 4
llama-server
142.87
0.0849
2
46,176.275
449.034
2
49,673.595
39.2091
2
52,464.075
29.748
2
27.77
0.0141
2
27.31
0
2
48.275
0.0495
2
null
null
0
null
null
0
142.1076
143.6324
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
8,192
null
null
multiturn
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
1
Metal 4
llama-server
107.53
0.297
2
39.365
0.5162
2
28.015
0.2051
2
108.535
2.9769
2
9.175
0.0212
2
9.18
0.0141
2
9.825
0.0071
2
null
null
0
null
null
0
104.8617
110.1983
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
2
Metal 4
llama-server
125.77
0.3536
2
58.055
0.6435
2
50.98
1.0465
2
127.65
2.192
2
15.645
0.0354
2
15.045
0.0071
2
20.595
0.0354
2
null
null
0
null
null
0
122.5935
128.9465
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
4
Metal 4
llama-server
142.835
0.502
2
99.055
1.3223
2
87.54
0.0141
2
248.795
6.2438
2
27.385
0.0919
2
27.24
0
2
29.64
0.0141
2
null
null
0
null
null
0
138.3244
147.3456
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
8
Metal 4
llama-server
141.57
2.3617
2
6,728.09
48.6631
2
7,232.145
158.9081
2
7,774.1
7.7782
2
27.79
0.4101
2
27.515
0.3606
2
30.335
0.898
2
null
null
0
null
null
0
120.351
162.789
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
16
Metal 4
llama-server
142.945
0.0636
2
19,597.85
63.3992
2
21,310.945
5.9892
2
22,601.845
13.2017
2
27.71
0.0283
2
27.33
0
2
46.32
0.1273
2
null
null
0
null
null
0
142.3732
143.5168
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
16,384
32
Metal 4
llama-server
142.055
0.9122
2
46,331.355
310.8936
2
49,656.625
73.532
2
52,611.23
414.2514
2
27.935
0.2192
2
27.37
0.0849
2
47.285
2.1708
2
null
null
0
null
null
0
133.8596
150.2504
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
1
Metal 4
llama-server
107.055
0.1626
2
38.755
0.1061
2
28.035
0.3465
2
107.16
0.6788
2
9.205
0.0071
2
9.18
0.0283
2
9.95
0.0849
2
null
null
0
null
null
0
105.5938
108.5162
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
2
Metal 4
llama-server
128.78
3.1254
2
66.635
0.7
2
46.92
1.0041
2
207.71
2.2769
2
15.125
0.0919
2
15.015
0.0212
2
18.32
3.3517
2
null
null
0
null
null
0
100.6997
156.8603
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
4
Metal 4
llama-server
142.405
0.6859
2
109.78
5.1195
2
83.84
8.4853
2
339.455
5.6074
2
27.325
0.1202
2
27.27
0.0141
2
29.48
0.1131
2
null
null
0
null
null
0
136.2426
148.5674
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
8
Metal 4
llama-server
142.435
0.2333
2
6,499.84
58.0535
2
7,151.345
13.5128
2
7,642.175
21.6304
2
27.505
0.0071
2
27.295
0.0071
2
37.515
10.9389
2
null
null
0
null
null
0
140.3385
144.5315
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
16
Metal 4
llama-server
142.785
0.0354
2
19,572.415
57.9757
2
21,320.285
24.3174
2
22,548.66
22.4719
2
27.675
0.0354
2
27.295
0.0354
2
48.555
0.9122
2
null
null
0
null
null
0
142.4673
143.1027
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
32,768
32
Metal 4
llama-server
143.065
0.0212
2
45,900.305
87.0519
2
49,560.07
60.3728
2
51,945.09
576.9567
2
27.725
0.0071
2
27.305
0.0071
2
47.485
1.2092
2
null
null
0
null
null
0
142.8744
143.2556
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
1
Metal 4
llama-server
107.055
0.0071
2
39.02
0.1556
2
28.64
0.4243
2
106.735
1.4213
2
9.215
0.0071
2
9.21
0.0141
2
9.84
0.0141
2
null
null
0
null
null
0
106.9915
107.1185
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
2
Metal 4
llama-server
121.075
8.0398
2
58.205
0.7566
2
49.15
3.5497
2
129.035
0.1626
2
16.035
1.0112
2
15.15
0.1273
2
20.68
0.1414
2
null
null
0
null
null
0
48.8414
193.3086
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
4
Metal 4
llama-server
141.74
1.2162
2
104.935
1.591
2
81.72
4.78
2
294.405
67.6206
2
27.255
0.0071
2
27.235
0.0071
2
29.42
0.0707
2
null
null
0
null
null
0
130.8128
152.6672
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
8
Metal 4
llama-server
142.44
0.396
2
6,465.255
117.8676
2
7,151.705
10.1894
2
7,613.465
6.4559
2
27.66
0.0424
2
27.295
0.0212
2
38.58
11.3279
2
null
null
0
null
null
0
138.8823
145.9977
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
16
Metal 4
llama-server
142.63
0.3394
2
19,606.03
96.9161
2
21,322.495
7.9691
2
22,556
34.0401
2
27.705
0.0354
2
27.315
0.0071
2
48.445
0.1202
2
null
null
0
null
null
0
139.5806
145.6794
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
130,064
32
Metal 4
llama-server
143.14
0.0283
2
46,580.795
554.8313
2
49,631.6
44.5477
2
52,351.965
24.3457
2
27.72
0.0283
2
27.31
0.0141
2
47.425
1.591
2
null
null
0
null
null
0
142.8859
143.3941
Apple M4 Pro
Qwen3.5-0.8B
Q4_1
null
null
null
context-rot
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
4,096
null
null
tool-accuracy
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
1
Metal 4
llama-server
104.685
0.5162
2
40.8
0.495
2
29.37
0.198
2
113.775
6.272
2
9.405
0.0354
2
9.38
0
2
10.22
0.3111
2
null
null
0
null
null
0
100.0473
109.3227
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
2
Metal 4
llama-server
124.52
1.2304
2
64.525
7.1488
2
47.77
0.9334
2
175.825
60.1819
2
15.76
0.0424
2
15.65
0.0566
2
19.035
2.5809
2
null
null
0
null
null
0
113.4658
135.5742
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
4
Metal 4
llama-server
134.79
0.9334
2
104.825
2.4819
2
92.935
2.8638
2
258.545
6.0458
2
28.5
0.0141
2
28.65
0.1838
2
31.24
0.5657
2
null
null
0
null
null
0
126.404
143.176
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
8
Metal 4
llama-server
135.575
1.6334
2
6,881.38
103.9306
2
7,524.915
63.2648
2
7,962.87
64.1912
2
28.95
0.2687
2
28.7
0.2121
2
40.73
13.633
2
null
null
0
null
null
0
120.8996
150.2504
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
16
Metal 4
llama-server
136.145
0.3465
2
20,617.005
419.5052
2
22,391.21
57.1767
2
23,539.71
24.6922
2
29.01
0.099
2
28.65
0
2
40.57
13.2088
2
null
null
0
null
null
0
133.032
139.258
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
32
Metal 4
llama-server
136.45
0.1697
2
47,692
122.1315
2
51,646.165
582.3095
2
54,519.795
119.8051
2
29.09
0.0707
2
28.62
0.0424
2
49.93
0.4384
2
null
null
0
null
null
0
134.9253
137.9747
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
8,192
null
null
multiturn
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
0
null
null
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
16,384
1
Metal 4
llama-server
104.795
0.2616
2
40.845
0.4172
2
29.61
0.0849
2
110.29
0.5233
2
9.41
0.0141
2
9.37
0.0141
2
10.335
0.1909
2
null
null
0
null
null
0
102.4444
107.1456
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
16,384
2
Metal 4
llama-server
122.275
0.5728
2
60.13
0.6505
2
52.955
0.2333
2
133.315
2.6092
2
15.965
0.0495
2
15.65
0.0141
2
20.995
0.1202
2
null
null
0
null
null
0
117.1291
127.4209
Apple M4 Pro
Qwen3.5-0.8B
Q4_K_M
16,384
4
Metal 4
llama-server
133.61
0.2687
2
96.425
4.9992
2
88.33
2.588
2
214.89
65.6478
2
28.575
0.0495
2
28.625
0.1061
2
38.865
10.5995
2
null
null
0
null
null
0
131.1959
136.0241