MLX Model Test Report

Generated 2026-04-07 20:04 · AFM MLX Backend · v0.9.10-628c2bb

mlx-model-test.sh --model mlx-community/gemma-4-31b-it-8bit --prompts Scripts/test-llm-comprehensive.txt --smart 1:codex

Test Runs
190
Passed
188
Failed
2
Best tok/s
23.7
Fastest
mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase

Performance Ranking (by tokens/sec)

Click a row to jump to its full response below.

# Test Model / Config Status Temp Load (s) Tokens Gen (s) Tokens/sec Prompt
1 102 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase stop-long-phrase OK 0.0 2.0 820 34.55
23.7
Write a 3-paragraph essay about renewable energy. Start the ...
2 78 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline stop-double-newline OK 0.0 2.0 404 19.81
20.4
Write a short paragraph about the ocean. Then write a second...
3 80 mlx-community/gemma-4-31b-it-8bit @ stop-word stop-word OK 0.0 2.0 406 22.31
18.2
Name 5 programming languages and briefly describe each one.
4 82 mlx-community/gemma-4-31b-it-8bit @ stop-period stop-period OK 0.0 2.0 240 13.43
17.9
Tell me about the sun in three sentences.
5 81 mlx-community/gemma-4-31b-it-8bit @ stop-period stop-period OK 0.0 2.0 352 19.75
17.8
Name three primary colors and explain why they matter in des...
6 16 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 seed-42-run1
--seed 42
OK 0.7 2.0 436 24.55
17.8
Write a limerick about a cat.
7 109 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars stop-special-chars OK 0.0 2.0 346 19.48
17.8
Name three primary colors and explain why they matter in des...
8 18 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 seed-42-run2
--seed 42
OK 0.7 3.0 436 24.59
17.7
Write a limerick about a cat.
9 75 mlx-community/gemma-4-31b-it-8bit @ stop-newline stop-newline OK 0.0 2.0 352 19.85
17.7
Name three primary colors and explain why they matter in des...
10 184 mlx-community/gemma-4-31b-it-8bit @ code-swift code-swift OK 0.0 2.0 570 32.16
17.7
Write a Swift async function that fetches JSON from a URL us...
11 77 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline stop-double-newline OK 0.0 2.0 352 19.9
17.7
Name three primary colors and explain why they matter in des...
12 57 mlx-community/gemma-4-31b-it-8bit @ small-kv small-kv
--max-kv-size 2048
OK 0.7 2.0 525 29.7
17.7
Name three primary colors and explain why they matter in des...
13 136 mlx-community/gemma-4-31b-it-8bit @ think-normal think-normal OK 0.0 2.0 390 22.06
17.7
Solve step by step: If a train travels at 60 mph for 2.5 hou...
14 68 mlx-community/gemma-4-31b-it-8bit @ no-streaming no-streaming
--no-streaming
OK 0.7 2.0 388 21.95
17.7
Write a short poem about the moon.
15 138 mlx-community/gemma-4-31b-it-8bit @ think-raw think-raw
--raw
OK 0.0 2.0 390 22.08
17.7
Solve step by step: If a train travels at 60 mph for 2.5 hou...
16 164 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 0.0 2.0 739 41.85
17.7
Search recursively for all Swift files under Sources/ with a...
17 30 mlx-community/gemma-4-31b-it-8bit @ eli5 eli5 OK 0.7 2.0 479 27.15
17.6
Tell me about quantum computing.
18 54 mlx-community/gemma-4-31b-it-8bit @ long-output long-output OK 0.7 2.0 1656 94.01
17.6
Write a detailed recipe for chocolate chip cookies with ingr...
19 182 mlx-community/gemma-4-31b-it-8bit @ code-python code-python OK 0.0 3.0 301 17.08
17.6
Write a function that finds all prime numbers up to n using ...
20 132 mlx-community/gemma-4-31b-it-8bit @ response-format-schema response-format-schema OK 0.0 2.0 1290 73.24
17.6
Generate a fictional person profile.
21 70 mlx-community/gemma-4-31b-it-8bit @ raw-mode raw-mode
--raw
OK 0.7 2.0 584 33.18
17.6
Think step by step: what is 17 * 23?
22 140 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded streaming-seeded
--seed 123
OK 0.7 2.0 310 17.61
17.6
Write a 4-line poem about the ocean.
23 142 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 0.7 2.0 310 17.61
17.6
Write a 4-line poem about the ocean.
24 147 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 0.0 2.0 846 48.06
17.6
developer: You are a helpful coding assistant. Only respond ...
25 161 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 0.0 2.0 662 37.62
17.6
What is the weather in London and what time is it in Tokyo?
26 172 mlx-community/gemma-4-31b-it-8bit @ tool-call-none tool-call-none OK 0.0 2.0 306 17.39
17.6
What is the current temperature in Berlin?
27 107 mlx-community/gemma-4-31b-it-8bit @ stop-immediate stop-immediate OK 0.0 2.0 333 18.93
17.6
Name three primary colors and explain why they matter in des...
28 155 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 0.0 2.0 818 46.49
17.6
What is the weather in Tokyo?
29 178 mlx-community/gemma-4-31b-it-8bit @ special-chars special-chars OK 0.0 2.0 356 20.25
17.6
Repeat these characters exactly: <tag> "quotes" 'apostrophes...
30 120 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered stop-system-numbered OK 0.0 2.0 253 14.41
17.6
What are the main benefits of exercise?
31 50 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 0.0 2.0 269 15.33
17.6
Write a unit test for the timeout feature you just described...
32 166 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 0.0 2.0 416 23.7
17.6
tools: [{"type":"function","function":{"name":"todowrite","d...
33 186 mlx-community/gemma-4-31b-it-8bit @ math math OK 0.0 2.0 958 54.6
17.6
A store sells notebooks for $3.50 each. If you buy 5 or more...
34 26 mlx-community/gemma-4-31b-it-8bit @ pirate pirate OK 0.7 2.0 1103 62.96
17.5
Tell me about quantum computing.
35 58 mlx-community/gemma-4-31b-it-8bit @ small-kv small-kv
--max-kv-size 2048
OK 0.7 2.0 775 44.22
17.5
Summarize the key ideas of machine learning in a few paragra...
36 55 mlx-community/gemma-4-31b-it-8bit @ logprobs logprobs
--max-logprobs 5
OK 0.0 2.0 396 22.62
17.5
Name three primary colors and explain why they matter in des...
37 91 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 0.0 2.0 396 22.61
17.5
Name three primary colors and explain why they matter in des...
38 118 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate stop-system-pirate OK 0.0 2.0 1175 67.11
17.5
Tell me about treasure hunting on the high seas.
39 148 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 0.0 2.0 757 43.24
17.5
Write a Python function that reverses a string.
40 62 mlx-community/gemma-4-31b-it-8bit @ prefill-default prefill-default OK 0.0 2.0 1765 100.88
17.5
Given this architecture, what are the top 3 performance bott...
41 135 mlx-community/gemma-4-31b-it-8bit @ think-normal think-normal OK 0.0 2.0 396 22.63
17.5
Name three primary colors and explain why they matter in des...
42 28 mlx-community/gemma-4-31b-it-8bit @ scientist scientist OK 0.3 2.0 1607 91.89
17.5
Tell me about quantum computing.
43 137 mlx-community/gemma-4-31b-it-8bit @ think-raw think-raw
--raw
OK 0.0 2.0 396 22.65
17.5
Name three primary colors and explain why they matter in des...
44 158 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 3.0 412 23.56
17.5
What is the weather in Paris in celsius?
45 188 mlx-community/gemma-4-31b-it-8bit @ long-form long-form OK 0.7 2.0 2150 122.93
17.5
Write a detailed technical blog post explaining how Mixture-...
46 20 mlx-community/gemma-4-31b-it-8bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 0.8 3.0 2220 126.98
17.5
Write a long essay about the history of bread making across ...
47 64 mlx-community/gemma-4-31b-it-8bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 0.0 2.0 1765 100.95
17.5
Given this architecture, what are the top 3 performance bott...
48 89 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 0.0 2.0 396 22.65
17.5
Name three primary colors and explain why they matter in des...
49 185 mlx-community/gemma-4-31b-it-8bit @ math math OK 0.0 2.0 396 22.65
17.5
Name three primary colors and explain why they matter in des...
50 19 mlx-community/gemma-4-31b-it-8bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 0.8 3.0 401 22.95
17.5
Name three primary colors and explain why they matter in des...
51 101 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase stop-long-phrase OK 0.0 2.0 396 22.67
17.5
Name three primary colors and explain why they matter in des...
52 170 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 2.0 785 44.94
17.5
What is the weather in Chicago?
53 133 mlx-community/gemma-4-31b-it-8bit @ response-format-text response-format-text OK 0.0 2.0 396 22.68
17.5
Name three primary colors and explain why they matter in des...
54 145 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 1449 82.99
17.5
Explain the causes and consequences of the French Revolution...
55 180 mlx-community/gemma-4-31b-it-8bit @ multilingual multilingual OK 0.3 2.0 317 18.16
17.5
Translate "Hello, how are you?" into French, Spanish, Japane...
56 1 mlx-community/gemma-4-31b-it-8bit @ greedy greedy OK 0.0 2.0 396 22.7
17.4
Name three primary colors and explain why they matter in des...
57 67 mlx-community/gemma-4-31b-it-8bit @ no-streaming no-streaming
--no-streaming
OK 0.7 2.0 420 24.07
17.4
Name three primary colors and explain why they matter in des...
58 103 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word stop-multi-word OK 0.0 2.0 396 22.69
17.4
Name three primary colors and explain why they matter in des...
59 129 mlx-community/gemma-4-31b-it-8bit @ response-format-json response-format-json OK 0.0 2.0 396 22.69
17.4
Name three primary colors and explain why they matter in des...
60 189 mlx-community/gemma-4-31b-it-8bit @ strict-format strict-format OK 0.0 2.0 396 22.69
17.4
Name three primary colors and explain why they matter in des...
61 9 mlx-community/gemma-4-31b-it-8bit @ top-k top-k
--top-k 30
OK 0.8 2.0 390 22.37
17.4
Name three primary colors and explain why they matter in des...
62 11 mlx-community/gemma-4-31b-it-8bit @ min-p min-p
--min-p 0.05
OK 0.8 2.0 365 20.93
17.4
Name three primary colors and explain why they matter in des...
63 15 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 seed-42-run1
--seed 42
OK 0.7 2.0 357 20.47
17.4
Name three primary colors and explain why they matter in des...
64 53 mlx-community/gemma-4-31b-it-8bit @ long-output long-output OK 0.7 2.0 329 18.87
17.4
Name three primary colors and explain why they matter in des...
65 69 mlx-community/gemma-4-31b-it-8bit @ raw-mode raw-mode
--raw
OK 0.7 2.0 399 22.88
17.4
Name three primary colors and explain why they matter in des...
66 87 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 0.0 2.0 396 22.7
17.4
Name three primary colors and explain why they matter in des...
67 131 mlx-community/gemma-4-31b-it-8bit @ response-format-schema response-format-schema OK 0.0 2.0 396 22.71
17.4
Name three primary colors and explain why they matter in des...
68 85 mlx-community/gemma-4-31b-it-8bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 0.0 2.0 396 22.72
17.4
Name three primary colors and explain why they matter in des...
69 139 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded streaming-seeded
--seed 123
OK 0.7 2.0 361 20.71
17.4
Name three primary colors and explain why they matter in des...
70 141 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 0.7 2.0 361 20.71
17.4
Name three primary colors and explain why they matter in des...
71 144 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 228 13.08
17.4
max_completion_tokens: 100
72 71 mlx-community/gemma-4-31b-it-8bit @ stop-single stop-single OK 0.0 2.0 396 22.73
17.4
Name three primary colors and explain why they matter in des...
73 162 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 0.0 2.0 396 22.74
17.4
Name three primary colors and explain why they matter in des...
74 2 mlx-community/gemma-4-31b-it-8bit @ greedy greedy OK 0.0 2.0 309 17.74
17.4
Explain why the sky is blue in exactly 3 bullet points.
75 17 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 seed-42-run2
--seed 42
OK 0.7 3.0 357 20.5
17.4
Name three primary colors and explain why they matter in des...
76 31 mlx-community/gemma-4-31b-it-8bit @ json-output json-output OK 0.0 2.0 396 22.75
17.4
Name three primary colors and explain why they matter in des...
77 79 mlx-community/gemma-4-31b-it-8bit @ stop-word stop-word OK 0.0 2.0 396 22.75
17.4
Name three primary colors and explain why they matter in des...
78 143 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 396 22.74
17.4
Name three primary colors and explain why they matter in des...
79 165 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 0.0 2.0 396 22.74
17.4
Name three primary colors and explain why they matter in des...
80 4 mlx-community/gemma-4-31b-it-8bit @ default default OK 0.7 2.0 275 15.81
17.4
Explain why the sky is blue in exactly 3 bullet points.
81 5 mlx-community/gemma-4-31b-it-8bit @ high-temp high-temp OK 1.5 2.0 321 18.45
17.4
Name three primary colors and explain why they matter in des...
82 6 mlx-community/gemma-4-31b-it-8bit @ high-temp high-temp OK 1.5 2.0 275 15.81
17.4
Explain why the sky is blue in exactly 3 bullet points.
83 12 mlx-community/gemma-4-31b-it-8bit @ min-p min-p
--min-p 0.05
OK 0.8 2.0 328 18.85
17.4
Explain why the sky is blue in exactly 3 bullet points.
84 73 mlx-community/gemma-4-31b-it-8bit @ stop-multi stop-multi OK 0.0 2.0 396 22.76
17.4
Name three primary colors and explain why they matter in des...
85 156 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 3.0 396 22.77
17.4
Name three primary colors and explain why they matter in des...
86 168 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 2.0 396 22.76
17.4
Name three primary colors and explain why they matter in des...
87 187 mlx-community/gemma-4-31b-it-8bit @ long-form long-form OK 0.7 2.0 402 23.11
17.4
Name three primary colors and explain why they matter in des...
88 3 mlx-community/gemma-4-31b-it-8bit @ default default OK 0.7 2.0 340 19.55
17.4
Name three primary colors and explain why they matter in des...
89 27 mlx-community/gemma-4-31b-it-8bit @ scientist scientist OK 0.3 2.0 437 25.13
17.4
Name three primary colors and explain why they matter in des...
90 7 mlx-community/gemma-4-31b-it-8bit @ top-p top-p
--top-p 0.9
OK 0.8 2.0 406 23.36
17.4
Name three primary colors and explain why they matter in des...
91 179 mlx-community/gemma-4-31b-it-8bit @ multilingual multilingual OK 0.3 2.0 421 24.23
17.4
Name three primary colors and explain why they matter in des...
92 183 mlx-community/gemma-4-31b-it-8bit @ code-swift code-swift OK 0.0 2.0 331 19.06
17.4
Name three primary colors and explain why they matter in des...
93 151 mlx-community/gemma-4-31b-it-8bit @ very-verbose very-verbose
--very-verbose
OK 0.7 2.0 404 23.27
17.4
Name three primary colors and explain why they matter in des...
94 33 mlx-community/gemma-4-31b-it-8bit @ numbered-list numbered-list OK 0.0 2.0 396 22.82
17.4
Name three primary colors and explain why they matter in des...
95 173 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt minimal-prompt OK 0.7 2.0 412 23.74
17.4
Name three primary colors and explain why they matter in des...
96 83 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only stop-cli-only
--stop "3."
OK 0.0 2.0 396 22.83
17.3
Name three primary colors and explain why they matter in des...
97 106 mlx-community/gemma-4-31b-it-8bit @ stop-no-match stop-no-match OK 0.0 2.0 256 14.76
17.3
Explain the difference between TCP and UDP in a few sentence...
98 181 mlx-community/gemma-4-31b-it-8bit @ code-python code-python OK 0.0 3.0 483 27.86
17.3
Name three primary colors and explain why they matter in des...
99 146 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 0.0 2.0 396 22.85
17.3
Name three primary colors and explain why they matter in des...
100 10 mlx-community/gemma-4-31b-it-8bit @ top-k top-k
--top-k 30
OK 0.8 2.0 262 15.13
17.3
Explain why the sky is blue in exactly 3 bullet points.
101 66 mlx-community/gemma-4-31b-it-8bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 0.0 2.0 1765 101.92
17.3
Given this architecture, what are the top 3 performance bott...
102 115 mlx-community/gemma-4-31b-it-8bit @ stop-four-max stop-four-max OK 0.0 2.0 334 19.29
17.3
Name three primary colors and explain why they matter in des...
103 121 mlx-community/gemma-4-31b-it-8bit @ stop-high-temp stop-high-temp OK 1.0 2.0 498 28.77
17.3
Name three primary colors and explain why they matter in des...
104 149 mlx-community/gemma-4-31b-it-8bit @ verbose verbose
--verbose
OK 0.7 2.0 429 24.78
17.3
Name three primary colors and explain why they matter in des...
105 171 mlx-community/gemma-4-31b-it-8bit @ tool-call-none tool-call-none OK 0.0 2.0 396 22.88
17.3
Name three primary colors and explain why they matter in des...
106 190 mlx-community/gemma-4-31b-it-8bit @ strict-format strict-format OK 0.0 2.0 146 8.43
17.3
Output EXACTLY 3 lines. Each line must contain exactly one w...
107 167 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 0.0 2.0 153 8.86
17.3
Create three todo items: Buy milk, Call dentist, Fix bug #42...
108 175 mlx-community/gemma-4-31b-it-8bit @ long-prompt long-prompt OK 0.0 2.0 396 22.91
17.3
Name three primary colors and explain why they matter in des...
109 177 mlx-community/gemma-4-31b-it-8bit @ special-chars special-chars OK 0.0 2.0 396 22.92
17.3
Name three primary colors and explain why they matter in des...
110 8 mlx-community/gemma-4-31b-it-8bit @ top-p top-p
--top-p 0.9
OK 0.8 2.0 251 14.54
17.3
Explain why the sky is blue in exactly 3 bullet points.
111 134 mlx-community/gemma-4-31b-it-8bit @ response-format-text response-format-text OK 0.0 2.0 149 8.63
17.3
Tell me the language Python, what year it was created, and w...
112 32 mlx-community/gemma-4-31b-it-8bit @ json-output json-output OK 0.0 2.0 166 9.62
17.3
Respond with a valid JSON object containing keys "name", "ag...
113 111 mlx-community/gemma-4-31b-it-8bit @ stop-html-tag stop-html-tag OK 0.0 2.0 396 22.96
17.2
Name three primary colors and explain why they matter in des...
114 176 mlx-community/gemma-4-31b-it-8bit @ long-prompt long-prompt OK 0.0 2.0 302 17.51
17.2
Repeat after me exactly: The quick brown fox jumps over the ...
115 13 mlx-community/gemma-4-31b-it-8bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 0.8 2.0 381 22.1
17.2
Name three primary colors and explain why they matter in des...
116 99 mlx-community/gemma-4-31b-it-8bit @ stop-json-object-key stop-json-object-key OK 0.0 2.0 256 14.85
17.2
Name three primary colors and explain why they matter in des...
117 113 mlx-community/gemma-4-31b-it-8bit @ stop-unicode stop-unicode OK 0.0 2.0 396 22.97
17.2
Name three primary colors and explain why they matter in des...
118 117 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate stop-system-pirate OK 0.0 2.0 261 15.14
17.2
Name three primary colors and explain why they matter in des...
119 153 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 0.0 2.0 396 22.97
17.2
Name three primary colors and explain why they matter in des...
120 34 mlx-community/gemma-4-31b-it-8bit @ numbered-list numbered-list OK 0.0 2.0 155 8.99
17.2
List exactly 5 animals, one per line, numbered 1-5. No other...
121 159 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 0.0 2.0 396 22.98
17.2
Name three primary colors and explain why they matter in des...
122 14 mlx-community/gemma-4-31b-it-8bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 0.8 2.0 249 14.46
17.2
Explain why the sky is blue in exactly 3 bullet points.
123 105 mlx-community/gemma-4-31b-it-8bit @ stop-no-match stop-no-match OK 0.0 2.0 256 14.88
17.2
Name three primary colors and explain why they matter in des...
124 63 mlx-community/gemma-4-31b-it-8bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 0.0 2.0 411 23.96
17.2
Name three primary colors and explain why they matter in des...
125 65 mlx-community/gemma-4-31b-it-8bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 0.0 2.0 411 23.95
17.2
Name three primary colors and explain why they matter in des...
126 130 mlx-community/gemma-4-31b-it-8bit @ response-format-json response-format-json OK 0.0 2.0 154 8.98
17.2
Return a JSON object with keys "language", "year_created", a...
127 25 mlx-community/gemma-4-31b-it-8bit @ pirate pirate OK 0.7 2.0 265 15.45
17.1
Name three primary colors and explain why they matter in des...
128 61 mlx-community/gemma-4-31b-it-8bit @ prefill-default prefill-default OK 0.0 2.0 411 23.96
17.1
Name three primary colors and explain why they matter in des...
129 152 mlx-community/gemma-4-31b-it-8bit @ very-verbose very-verbose
--very-verbose
OK 0.7 2.0 138 8.05
17.1
Hello, how are you?
130 123 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run1 stop-seed-run1 OK 0.7 2.0 357 20.85
17.1
Name three primary colors and explain why they matter in des...
131 119 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered stop-system-numbered OK 0.0 2.0 252 14.78
17.1
Name three primary colors and explain why they matter in des...
132 125 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run2 stop-seed-run2 OK 0.7 2.0 357 20.93
17.1
Name three primary colors and explain why they matter in des...
133 163 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 0.0 2.0 184 10.8
17.0
tools: [{"type":"function","function":{"name":"search_files"...
134 150 mlx-community/gemma-4-31b-it-8bit @ verbose verbose
--verbose
OK 0.7 2.0 120 7.08
16.9
Hello, how are you?
135 29 mlx-community/gemma-4-31b-it-8bit @ eli5 eli5 OK 0.7 2.0 189 11.16
16.9
Name three primary colors and explain why they matter in des...
136 169 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 2.0 147 8.71
16.9
tools: [{"type":"function","function":{"name":"get_weather",...
137 154 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 0.0 2.0 123 7.29
16.9
tools: [{"type":"function","function":{"name":"get_weather",...
138 47 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 0.0 2.0 349 20.72
16.9
Name three primary colors and explain why they matter in des...
139 44 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 0.0 2.0 269 15.98
16.8
Write a unit test for the timeout feature you just described...
140 108 mlx-community/gemma-4-31b-it-8bit @ stop-immediate stop-immediate OK 0.0 2.0 504 29.95
16.8
Explain what gravity is.
141 49 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 0.0 2.0 349 20.75
16.8
Name three primary colors and explain why they matter in des...
142 43 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 0.0 2.0 349 20.76
16.8
Name three primary colors and explain why they matter in des...
143 174 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt minimal-prompt OK 0.7 2.0 78 4.64
16.8
Hi
144 41 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 0.0 2.0 349 20.77
16.8
Name three primary colors and explain why they matter in des...
145 160 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 0.0 2.0 199 11.85
16.8
tools: [{"type":"function","function":{"name":"get_weather",...
146 45 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 0.0 2.0 349 20.81
16.8
Name three primary colors and explain why they matter in des...
147 39 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 0.0 2.0 349 20.82
16.8
Name three primary colors and explain why they matter in des...
148 22 mlx-community/gemma-4-31b-it-8bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 0.8 2.0 2227 133.14
16.7
Write a long essay about the history of bread making across ...
149 23 mlx-community/gemma-4-31b-it-8bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 0.8 2.0 404 24.17
16.7
Name three primary colors and explain why they matter in des...
150 21 mlx-community/gemma-4-31b-it-8bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 0.8 2.0 328 19.63
16.7
Name three primary colors and explain why they matter in des...
151 24 mlx-community/gemma-4-31b-it-8bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 0.8 2.0 2172 129.95
16.7
Write a long essay about the history of bread making across ...
152 128 mlx-community/gemma-4-31b-it-8bit @ stop-low-max-tokens stop-low-max-tokens OK 0.0 3.0 100 5.98
16.7
List 10 mountains, numbered 1 through 10, one per line.
153 157 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 3.0 123 7.37
16.7
tools: [{"type":"function","function":{"name":"get_weather",...
154 48 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 0.0 2.0 83 4.97
16.7
Now add a --timeout flag to the CLI that sets a request time...
155 52 mlx-community/gemma-4-31b-it-8bit @ short-output short-output OK 0.7 2.0 50 3.0
16.7
Describe the entire history of Rome.
156 76 mlx-community/gemma-4-31b-it-8bit @ stop-newline stop-newline OK 0.0 2.0 73 4.45
16.4
What is the capital of France? Answer in one sentence.
157 46 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 0.0 2.0 65 3.98
16.3
Read the file Sources/MacLocalAPI/main.swift and explain wha...
158 127 mlx-community/gemma-4-31b-it-8bit @ stop-low-max-tokens stop-low-max-tokens OK 0.0 3.0 100 6.26
16.0
Name three primary colors and explain why they matter in des...
159 56 mlx-community/gemma-4-31b-it-8bit @ logprobs logprobs
--max-logprobs 5
OK 0.0 2.0 40 2.51
15.9
What is 1+1?
160 38 mlx-community/gemma-4-31b-it-8bit @ guided-json-nested guided-json-nested
--guided-json '{"type":"object","properties":{"city":{"type":"string"},"population":{"type":"integer"},"landmarks":{"type":"array","items":{"type":"string"}}},"required":["city","population","landmarks"]}'
OK 0.0 3.0 61 3.97
15.4
Describe Tokyo as a structured record with at least 3 landma...
161 86 mlx-community/gemma-4-31b-it-8bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 0.0 2.0 169 11.21
15.1
Write a bash script that prints the current date inside a co...
162 110 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars stop-special-chars OK 0.0 2.0 148 9.83
15.1
List 3 facts about the moon. Use **bold** markdown for empha...
163 51 mlx-community/gemma-4-31b-it-8bit @ short-output short-output OK 0.7 2.0 50 3.35
14.9
Name three primary colors and explain why they matter in des...
164 42 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 0.0 2.0 83 5.59
14.8
Now add a --timeout flag to the CLI that sets a request time...
165 74 mlx-community/gemma-4-31b-it-8bit @ stop-multi stop-multi OK 0.0 2.0 76 5.14
14.8
Write a Python hello world program in a code block, then wri...
166 112 mlx-community/gemma-4-31b-it-8bit @ stop-html-tag stop-html-tag OK 0.0 2.0 135 9.17
14.7
Write an HTML unordered list of 5 fruits using <ul> and <li>...
167 114 mlx-community/gemma-4-31b-it-8bit @ stop-unicode stop-unicode OK 0.0 2.0 180 12.41
14.5
List 5 items about space using bullet points (•).
168 116 mlx-community/gemma-4-31b-it-8bit @ stop-four-max stop-four-max OK 0.0 2.0 408 28.65
14.2
List 10 facts about numbers, alternating between digit forma...
169 40 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 0.0 2.0 65 4.59
14.2
Read the file Sources/MacLocalAPI/main.swift and explain wha...
170 104 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word stop-multi-word OK 0.0 2.0 204 14.78
13.8
Write a 5-step recipe for making tea. Label each step as "St...
171 37 mlx-community/gemma-4-31b-it-8bit @ guided-json-nested guided-json-nested
--guided-json '{"type":"object","properties":{"city":{"type":"string"},"population":{"type":"integer"},"landmarks":{"type":"array","items":{"type":"string"}}},"required":["city","population","landmarks"]}'
OK 0.0 3.0 47 3.46
13.6
Name three primary colors and explain why they matter in des...
172 36 mlx-community/gemma-4-31b-it-8bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 0.0 2.0 25 1.87
13.4
Generate a person record.
173 100 mlx-community/gemma-4-31b-it-8bit @ stop-json-object-key stop-json-object-key OK 0.0 2.0 130 9.82
13.2
Generate a JSON object with keys "name", "age", and "city" f...
174 88 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 0.0 2.0 108 8.44
12.8
List 10 countries, numbered 1 through 10, one per line.
175 92 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 0.0 2.0 114 9.0
12.7
List 10 planets or celestial objects, numbered 1 through 10,...
176 90 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 0.0 2.0 113 8.96
12.6
List 10 cities, numbered 1 through 10, one per line.
177 93 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 0.0 2.0 32 2.63
12.2
Name three primary colors and explain why they matter in des...
178 72 mlx-community/gemma-4-31b-it-8bit @ stop-single stop-single OK 0.0 2.0 87 7.35
11.8
List 10 fruits, numbered 1-10, one per line.
179 126 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run2 stop-seed-run2 OK 0.7 2.0 105 8.9
11.8
List 10 flowers, numbered 1 through 10, one per line.
180 124 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run1 stop-seed-run1 OK 0.7 2.0 105 8.92
11.8
List 10 flowers, numbered 1 through 10, one per line.
181 35 mlx-community/gemma-4-31b-it-8bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 0.0 2.0 23 2.12
10.8
Name three primary colors and explain why they matter in des...
182 84 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only stop-cli-only
--stop "3."
OK 0.0 2.0 95 8.8
10.8
List 10 types of cheese, numbered 1 through 10, one per line...
183 122 mlx-community/gemma-4-31b-it-8bit @ stop-high-temp stop-high-temp OK 1.0 2.0 92 8.67
10.6
List 10 random words, numbered 1 through 10, one per line.
184 98 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 0.0 2.0 12 1.86
6.5
Describe the color blue with its hex code.
185 97 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 0.0 2.0 19 3.11
6.1
Name three primary colors and explain why they matter in des...
186 94 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 0.0 2.0 7 1.27
5.5
List 5 major world cities as a JSON array. Include Tokyo.
187 96 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-comma stop-guided-json-comma
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"},"city":{"type":"string"}},"required":["name","age","city"]}'
OK 0.0 2.0 6 1.17
5.1
Generate a person profile for someone named Alice who is 30 ...
188 95 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-comma stop-guided-json-comma
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"},"city":{"type":"string"}},"required":["name","age","city"]}'
OK 0.0 2.0 7 1.44
4.9
Name three primary colors and explain why they matter in des...

Failed Runs

TestModelErrorConfigLoad (s)
59 mlx-community/gemma-4-31b-it-8bit @ kv-quantized kv-quantized Connection error. t=0.7 --kv-bits 4 2.0
60 mlx-community/gemma-4-31b-it-8bit @ kv-quantized kv-quantized Connection error. t=0.7 --kv-bits 4 2.0

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#102 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase 820 tokens · 23.7 tok/s

#78 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline 404 tokens · 20.4 tok/s

#80 mlx-community/gemma-4-31b-it-8bit @ stop-word 406 tokens · 18.2 tok/s

#82 mlx-community/gemma-4-31b-it-8bit @ stop-period 240 tokens · 17.9 tok/s

#81 mlx-community/gemma-4-31b-it-8bit @ stop-period 352 tokens · 17.8 tok/s

#16 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 436 tokens · 17.8 tok/s

#109 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars 346 tokens · 17.8 tok/s

#18 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 436 tokens · 17.7 tok/s

#75 mlx-community/gemma-4-31b-it-8bit @ stop-newline 352 tokens · 17.7 tok/s

#184 mlx-community/gemma-4-31b-it-8bit @ code-swift 570 tokens · 17.7 tok/s

#77 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline 352 tokens · 17.7 tok/s

#57 mlx-community/gemma-4-31b-it-8bit @ small-kv 525 tokens · 17.7 tok/s

#136 mlx-community/gemma-4-31b-it-8bit @ think-normal 390 tokens · 17.7 tok/s

#68 mlx-community/gemma-4-31b-it-8bit @ no-streaming 388 tokens · 17.7 tok/s

#138 mlx-community/gemma-4-31b-it-8bit @ think-raw 390 tokens · 17.7 tok/s

#164 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex 739 tokens · 17.7 tok/s

#30 mlx-community/gemma-4-31b-it-8bit @ eli5 479 tokens · 17.6 tok/s

#54 mlx-community/gemma-4-31b-it-8bit @ long-output 1656 tokens · 17.6 tok/s

#182 mlx-community/gemma-4-31b-it-8bit @ code-python 301 tokens · 17.6 tok/s

#132 mlx-community/gemma-4-31b-it-8bit @ response-format-schema 1290 tokens · 17.6 tok/s

#70 mlx-community/gemma-4-31b-it-8bit @ raw-mode 584 tokens · 17.6 tok/s

#140 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded 310 tokens · 17.6 tok/s

#142 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded 310 tokens · 17.6 tok/s

#147 mlx-community/gemma-4-31b-it-8bit @ developer-role 846 tokens · 17.6 tok/s

#161 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi 662 tokens · 17.6 tok/s

#172 mlx-community/gemma-4-31b-it-8bit @ tool-call-none 306 tokens · 17.6 tok/s

#107 mlx-community/gemma-4-31b-it-8bit @ stop-immediate 333 tokens · 17.6 tok/s

#155 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto 818 tokens · 17.6 tok/s

#178 mlx-community/gemma-4-31b-it-8bit @ special-chars 356 tokens · 17.6 tok/s

#120 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered 253 tokens · 17.6 tok/s

#50 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn3 269 tokens · 17.6 tok/s

#166 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param 416 tokens · 17.6 tok/s

#186 mlx-community/gemma-4-31b-it-8bit @ math 958 tokens · 17.6 tok/s

#26 mlx-community/gemma-4-31b-it-8bit @ pirate 1103 tokens · 17.5 tok/s

#58 mlx-community/gemma-4-31b-it-8bit @ small-kv 775 tokens · 17.5 tok/s

#55 mlx-community/gemma-4-31b-it-8bit @ logprobs 396 tokens · 17.5 tok/s

#91 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming 396 tokens · 17.5 tok/s

#118 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate 1175 tokens · 17.5 tok/s

#148 mlx-community/gemma-4-31b-it-8bit @ developer-role 757 tokens · 17.5 tok/s

#62 mlx-community/gemma-4-31b-it-8bit @ prefill-default 1765 tokens · 17.5 tok/s

#135 mlx-community/gemma-4-31b-it-8bit @ think-normal 396 tokens · 17.5 tok/s

#28 mlx-community/gemma-4-31b-it-8bit @ scientist 1607 tokens · 17.5 tok/s

#137 mlx-community/gemma-4-31b-it-8bit @ think-raw 396 tokens · 17.5 tok/s

#158 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml 412 tokens · 17.5 tok/s

#188 mlx-community/gemma-4-31b-it-8bit @ long-form 2150 tokens · 17.5 tok/s

#20 mlx-community/gemma-4-31b-it-8bit @ no-penalty 2220 tokens · 17.5 tok/s

#64 mlx-community/gemma-4-31b-it-8bit @ prefill-large-4096 1765 tokens · 17.5 tok/s

#89 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-dedup 396 tokens · 17.5 tok/s

#185 mlx-community/gemma-4-31b-it-8bit @ math 396 tokens · 17.5 tok/s

#19 mlx-community/gemma-4-31b-it-8bit @ no-penalty 401 tokens · 17.5 tok/s

#101 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase 396 tokens · 17.5 tok/s

#170 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param 785 tokens · 17.5 tok/s

#133 mlx-community/gemma-4-31b-it-8bit @ response-format-text 396 tokens · 17.5 tok/s

#145 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 1449 tokens · 17.5 tok/s

#180 mlx-community/gemma-4-31b-it-8bit @ multilingual 317 tokens · 17.5 tok/s

#1 mlx-community/gemma-4-31b-it-8bit @ greedy 396 tokens · 17.4 tok/s

#67 mlx-community/gemma-4-31b-it-8bit @ no-streaming 420 tokens · 17.4 tok/s

#103 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word 396 tokens · 17.4 tok/s

#129 mlx-community/gemma-4-31b-it-8bit @ response-format-json 396 tokens · 17.4 tok/s

#189 mlx-community/gemma-4-31b-it-8bit @ strict-format 396 tokens · 17.4 tok/s

#9 mlx-community/gemma-4-31b-it-8bit @ top-k 390 tokens · 17.4 tok/s

#11 mlx-community/gemma-4-31b-it-8bit @ min-p 365 tokens · 17.4 tok/s

#15 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 357 tokens · 17.4 tok/s

#53 mlx-community/gemma-4-31b-it-8bit @ long-output 329 tokens · 17.4 tok/s

#69 mlx-community/gemma-4-31b-it-8bit @ raw-mode 399 tokens · 17.4 tok/s

#87 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-merge 396 tokens · 17.4 tok/s

#131 mlx-community/gemma-4-31b-it-8bit @ response-format-schema 396 tokens · 17.4 tok/s

#85 mlx-community/gemma-4-31b-it-8bit @ stop-cli-multi 396 tokens · 17.4 tok/s

#139 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded 361 tokens · 17.4 tok/s

#141 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded 361 tokens · 17.4 tok/s

#144 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 228 tokens · 17.4 tok/s

#71 mlx-community/gemma-4-31b-it-8bit @ stop-single 396 tokens · 17.4 tok/s

#162 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex 396 tokens · 17.4 tok/s

#2 mlx-community/gemma-4-31b-it-8bit @ greedy 309 tokens · 17.4 tok/s

#17 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 357 tokens · 17.4 tok/s

#31 mlx-community/gemma-4-31b-it-8bit @ json-output 396 tokens · 17.4 tok/s

#79 mlx-community/gemma-4-31b-it-8bit @ stop-word 396 tokens · 17.4 tok/s

#143 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 396 tokens · 17.4 tok/s

#165 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param 396 tokens · 17.4 tok/s

#4 mlx-community/gemma-4-31b-it-8bit @ default 275 tokens · 17.4 tok/s

#5 mlx-community/gemma-4-31b-it-8bit @ high-temp 321 tokens · 17.4 tok/s

#6 mlx-community/gemma-4-31b-it-8bit @ high-temp 275 tokens · 17.4 tok/s

#12 mlx-community/gemma-4-31b-it-8bit @ min-p 328 tokens · 17.4 tok/s

#73 mlx-community/gemma-4-31b-it-8bit @ stop-multi 396 tokens · 17.4 tok/s

#156 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml 396 tokens · 17.4 tok/s

#168 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param 396 tokens · 17.4 tok/s

#187 mlx-community/gemma-4-31b-it-8bit @ long-form 402 tokens · 17.4 tok/s

#3 mlx-community/gemma-4-31b-it-8bit @ default 340 tokens · 17.4 tok/s

#27 mlx-community/gemma-4-31b-it-8bit @ scientist 437 tokens · 17.4 tok/s

#7 mlx-community/gemma-4-31b-it-8bit @ top-p 406 tokens · 17.4 tok/s

#179 mlx-community/gemma-4-31b-it-8bit @ multilingual 421 tokens · 17.4 tok/s

#183 mlx-community/gemma-4-31b-it-8bit @ code-swift 331 tokens · 17.4 tok/s

#151 mlx-community/gemma-4-31b-it-8bit @ very-verbose 404 tokens · 17.4 tok/s

#33 mlx-community/gemma-4-31b-it-8bit @ numbered-list 396 tokens · 17.4 tok/s

#173 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt 412 tokens · 17.4 tok/s

#83 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only 396 tokens · 17.3 tok/s

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