MLX Model Test Report

Generated 2026-04-07 01:26 · AFM MLX Backend · v0.9.10-f582ac5

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
23.9
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 codex 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 5 0.0 2.0 820 34.28
23.9
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 5 0.0 2.0 404 19.71
20.5
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 2 0.0 2.0 406 22.16
18.3
Name 5 programming languages and briefly describe each one.
4 109 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars stop-special-chars OK 2 0.0 2.0 346 19.2
18.0
Name three primary colors and explain why they matter in des...
5 81 mlx-community/gemma-4-31b-it-8bit @ stop-period stop-period OK 5 0.0 3.0 352 19.6
18.0
Name three primary colors and explain why they matter in des...
6 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 4 0.0 2.0 347 19.33
18.0
Name three primary colors and explain why they matter in des...
7 82 mlx-community/gemma-4-31b-it-8bit @ stop-period stop-period OK 5 0.0 3.0 240 13.38
17.9
Tell me about the sun in three sentences.
8 120 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered stop-system-numbered OK 5 0.0 2.0 253 14.12
17.9
What are the main benefits of exercise?
9 77 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline stop-double-newline OK 3 0.0 2.0 352 19.69
17.9
Name three primary colors and explain why they matter in des...
10 75 mlx-community/gemma-4-31b-it-8bit @ stop-newline stop-newline OK 4 0.0 2.0 352 19.73
17.8
Name three primary colors and explain why they matter in des...
11 107 mlx-community/gemma-4-31b-it-8bit @ stop-immediate stop-immediate OK 2 0.0 2.0 333 18.66
17.8
Name three primary colors and explain why they matter in des...
12 115 mlx-community/gemma-4-31b-it-8bit @ stop-four-max stop-four-max OK 2 0.0 2.0 334 18.72
17.8
Name three primary colors and explain why they matter in des...
13 18 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 seed-42-run2
--seed 42
OK 5 0.7 2.0 436 24.48
17.8
Write a limerick about a cat.
14 68 mlx-community/gemma-4-31b-it-8bit @ no-streaming no-streaming
--no-streaming
OK 5 0.7 2.0 360 20.22
17.8
Write a short poem about the moon.
15 158 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 2 0.0 3.0 412 23.15
17.8
What is the weather in Paris in celsius?
16 70 mlx-community/gemma-4-31b-it-8bit @ raw-mode raw-mode
--raw
OK 4 0.7 2.0 599 33.69
17.8
Think step by step: what is 17 * 23?
17 170 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 2 0.0 2.0 785 44.14
17.8
What is the weather in Chicago?
18 16 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 seed-42-run1
--seed 42
OK 5 0.7 2.0 436 24.57
17.8
Write a limerick about a cat.
19 138 mlx-community/gemma-4-31b-it-8bit @ think-raw think-raw
--raw
OK 5 0.0 2.0 390 21.98
17.7
Solve step by step: If a train travels at 60 mph for 2.5 hou...
20 164 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 2 0.0 2.0 739 41.68
17.7
Search recursively for all Swift files under Sources/ with a...
21 136 mlx-community/gemma-4-31b-it-8bit @ think-normal think-normal OK 5 0.0 2.0 390 22.02
17.7
Solve step by step: If a train travels at 60 mph for 2.5 hou...
22 144 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 2 0.0 2.0 228 12.87
17.7
max_completion_tokens: 100
23 184 mlx-community/gemma-4-31b-it-8bit @ code-swift code-swift OK 2 0.0 3.0 570 32.17
17.7
Write a Swift async function that fetches JSON from a URL us...
24 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 2 0.0 2.0 243 13.72
17.7
Describe the color blue with its hex code.
25 147 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 4 0.0 2.0 846 47.77
17.7
developer: You are a helpful coding assistant. Only respond ...
26 26 mlx-community/gemma-4-31b-it-8bit @ pirate pirate OK 5 0.7 2.0 1092 61.68
17.7
Tell me about quantum computing.
27 30 mlx-community/gemma-4-31b-it-8bit @ eli5 eli5 OK 5 0.7 2.0 623 35.22
17.7
Tell me about quantum computing.
28 132 mlx-community/gemma-4-31b-it-8bit @ response-format-schema response-format-schema OK 2 0.0 2.0 1290 72.91
17.7
Generate a fictional person profile.
29 142 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 5 0.7 2.0 310 17.53
17.7
Write a 4-line poem about the ocean.
30 148 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 5 0.0 2.0 757 42.81
17.7
Write a Python function that reverses a string.
31 155 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 2 0.0 2.0 818 46.28
17.7
What is the weather in Tokyo?
32 180 mlx-community/gemma-4-31b-it-8bit @ multilingual multilingual OK 5 0.3 2.0 323 18.28
17.7
Translate "Hello, how are you?" into French, Spanish, Japane...
33 186 mlx-community/gemma-4-31b-it-8bit @ math math OK 5 0.0 2.0 958 54.22
17.7
A store sells notebooks for $3.50 each. If you buy 5 or more...
34 118 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate stop-system-pirate OK 5 0.0 2.0 1175 66.54
17.7
Tell me about treasure hunting on the high seas.
35 145 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 2 0.0 2.0 1449 82.04
17.7
Explain the causes and consequences of the French Revolution...
36 140 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded streaming-seeded
--seed 123
OK 5 0.7 2.0 310 17.56
17.6
Write a 4-line poem about the ocean.
37 67 mlx-community/gemma-4-31b-it-8bit @ no-streaming no-streaming
--no-streaming
OK 5 0.7 2.0 364 20.63
17.6
Name three primary colors and explain why they matter in des...
38 106 mlx-community/gemma-4-31b-it-8bit @ stop-no-match stop-no-match OK 3 0.0 2.0 256 14.51
17.6
Explain the difference between TCP and UDP in a few sentence...
39 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 2 0.0 2.0 1107 62.79
17.6
Generate a person record.
40 161 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 2 0.0 2.0 662 37.55
17.6
What is the weather in London and what time is it in Tokyo?
41 54 mlx-community/gemma-4-31b-it-8bit @ long-output long-output OK 5 0.7 2.0 1557 88.39
17.6
Write a detailed recipe for chocolate chip cookies with ingr...
42 27 mlx-community/gemma-4-31b-it-8bit @ scientist scientist OK 4 0.3 2.0 853 48.44
17.6
Name three primary colors and explain why they matter in des...
43 28 mlx-community/gemma-4-31b-it-8bit @ scientist scientist OK 5 0.3 2.0 1775 100.77
17.6
Tell me about quantum computing.
44 172 mlx-community/gemma-4-31b-it-8bit @ tool-call-none tool-call-none OK 2 0.0 2.0 306 17.38
17.6
What is the current temperature in Berlin?
45 189 mlx-community/gemma-4-31b-it-8bit @ strict-format strict-format OK 5 0.0 3.0 396 22.49
17.6
Name three primary colors and explain why they matter in des...
46 19 mlx-community/gemma-4-31b-it-8bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 5 0.8 2.0 450 25.57
17.6
Name three primary colors and explain why they matter in des...
47 53 mlx-community/gemma-4-31b-it-8bit @ long-output long-output OK 5 0.7 2.0 469 26.66
17.6
Name three primary colors and explain why they matter in des...
48 69 mlx-community/gemma-4-31b-it-8bit @ raw-mode raw-mode
--raw
OK 4 0.7 2.0 465 26.43
17.6
Name three primary colors and explain why they matter in des...
49 11 mlx-community/gemma-4-31b-it-8bit @ min-p min-p
--min-p 0.05
OK 4 0.8 2.0 464 26.42
17.6
Name three primary colors and explain why they matter in des...
50 50 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 2 0.0 3.0 269 15.31
17.6
Write a unit test for the timeout feature you just described...
51 143 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens max-completion-tokens OK 5 0.0 2.0 396 22.54
17.6
Name three primary colors and explain why they matter in des...
52 55 mlx-community/gemma-4-31b-it-8bit @ logprobs logprobs
--max-logprobs 5
OK 3 0.0 2.0 396 22.55
17.6
Name three primary colors and explain why they matter in des...
53 91 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 5 0.0 2.0 396 22.55
17.6
Name three primary colors and explain why they matter in des...
54 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 5 0.0 2.0 396 22.55
17.6
Name three primary colors and explain why they matter in des...
55 129 mlx-community/gemma-4-31b-it-8bit @ response-format-json response-format-json OK 5 0.0 2.0 396 22.55
17.6
Name three primary colors and explain why they matter in des...
56 137 mlx-community/gemma-4-31b-it-8bit @ think-raw think-raw
--raw
OK 4 0.0 2.0 396 22.55
17.6
Name three primary colors and explain why they matter in des...
57 188 mlx-community/gemma-4-31b-it-8bit @ long-form long-form OK 5 0.7 2.0 2454 139.74
17.6
Write a detailed technical blog post explaining how Mixture-...
58 83 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only stop-cli-only
--stop "3."
OK 5 0.0 2.0 396 22.56
17.6
Name three primary colors and explain why they matter in des...
59 113 mlx-community/gemma-4-31b-it-8bit @ stop-unicode stop-unicode OK 5 0.0 2.0 396 22.56
17.6
Name three primary colors and explain why they matter in des...
60 185 mlx-community/gemma-4-31b-it-8bit @ math math OK 5 0.0 2.0 396 22.57
17.6
Name three primary colors and explain why they matter in des...
61 20 mlx-community/gemma-4-31b-it-8bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 5 0.8 2.0 2126 121.19
17.5
Write a long essay about the history of bread making across ...
62 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 2 0.0 2.0 642 36.6
17.5
Describe Tokyo as a structured record with at least 3 landma...
63 73 mlx-community/gemma-4-31b-it-8bit @ stop-multi stop-multi OK 5 0.0 2.0 396 22.57
17.5
Name three primary colors and explain why they matter in des...
64 89 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 5 0.0 2.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
65 103 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word stop-multi-word OK 5 0.0 2.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
66 133 mlx-community/gemma-4-31b-it-8bit @ response-format-text response-format-text OK 5 0.0 2.0 396 22.57
17.5
Name three primary colors and explain why they matter in des...
67 146 mlx-community/gemma-4-31b-it-8bit @ developer-role developer-role OK 5 0.0 2.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
68 153 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 5 0.0 2.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
69 156 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 5 0.0 3.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
70 168 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 4 0.0 2.0 396 22.57
17.5
Name three primary colors and explain why they matter in des...
71 175 mlx-community/gemma-4-31b-it-8bit @ long-prompt long-prompt OK 5 0.0 2.0 396 22.58
17.5
Name three primary colors and explain why they matter in des...
72 182 mlx-community/gemma-4-31b-it-8bit @ code-python code-python OK 5 0.0 2.0 301 17.16
17.5
Write a function that finds all prime numbers up to n using ...
73 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 5 0.0 2.0 396 22.6
17.5
Name three primary colors and explain why they matter in des...
74 101 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase stop-long-phrase OK 5 0.0 2.0 396 22.59
17.5
Name three primary colors and explain why they matter in des...
75 159 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 5 0.0 2.0 396 22.59
17.5
Name three primary colors and explain why they matter in des...
76 166 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 3 0.0 2.0 416 23.73
17.5
tools: [{"type":"function","function":{"name":"todowrite","d...
77 173 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt minimal-prompt OK 4 0.7 2.0 414 23.62
17.5
Name three primary colors and explain why they matter in des...
78 178 mlx-community/gemma-4-31b-it-8bit @ special-chars special-chars OK 5 0.0 3.0 356 20.31
17.5
Repeat these characters exactly: <tag> "quotes" 'apostrophes...
79 58 mlx-community/gemma-4-31b-it-8bit @ small-kv small-kv
--max-kv-size 2048
OK 5 0.7 2.0 768 43.84
17.5
Summarize the key ideas of machine learning in a few paragra...
80 66 mlx-community/gemma-4-31b-it-8bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 5 0.0 2.0 1765 100.75
17.5
Given this architecture, what are the top 3 performance bott...
81 181 mlx-community/gemma-4-31b-it-8bit @ code-python code-python OK 4 0.0 2.0 483 27.57
17.5
Name three primary colors and explain why they matter in des...
82 5 mlx-community/gemma-4-31b-it-8bit @ high-temp high-temp OK 5 1.5 2.0 434 24.79
17.5
Name three primary colors and explain why they matter in des...
83 9 mlx-community/gemma-4-31b-it-8bit @ top-k top-k
--top-k 30
OK 5 0.8 2.0 430 24.55
17.5
Name three primary colors and explain why they matter in des...
84 15 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 seed-42-run1
--seed 42
OK 5 0.7 2.0 357 20.38
17.5
Name three primary colors and explain why they matter in des...
85 64 mlx-community/gemma-4-31b-it-8bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 5 0.0 2.0 1765 100.8
17.5
Given this architecture, what are the top 3 performance bott...
86 139 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded streaming-seeded
--seed 123
OK 5 0.7 2.0 361 20.62
17.5
Name three primary colors and explain why they matter in des...
87 179 mlx-community/gemma-4-31b-it-8bit @ multilingual multilingual OK 5 0.3 2.0 397 22.67
17.5
Name three primary colors and explain why they matter in des...
88 62 mlx-community/gemma-4-31b-it-8bit @ prefill-default prefill-default OK 5 0.0 2.0 1765 100.87
17.5
Given this architecture, what are the top 3 performance bott...
89 87 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 5 0.0 2.0 396 22.63
17.5
Name three primary colors and explain why they matter in des...
90 151 mlx-community/gemma-4-31b-it-8bit @ very-verbose very-verbose
--very-verbose
OK 5 0.7 2.0 380 21.72
17.5
Name three primary colors and explain why they matter in des...
91 162 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 5 0.0 2.0 396 22.63
17.5
Name three primary colors and explain why they matter in des...
92 177 mlx-community/gemma-4-31b-it-8bit @ special-chars special-chars OK 5 0.0 3.0 396 22.63
17.5
Name three primary colors and explain why they matter in des...
93 17 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 seed-42-run2
--seed 42
OK 5 0.7 2.0 357 20.41
17.5
Name three primary colors and explain why they matter in des...
94 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 5 0.0 2.0 396 22.65
17.5
Name three primary colors and explain why they matter in des...
95 121 mlx-community/gemma-4-31b-it-8bit @ stop-high-temp stop-high-temp OK 5 1.0 2.0 342 19.55
17.5
Name three primary colors and explain why they matter in des...
96 152 mlx-community/gemma-4-31b-it-8bit @ very-verbose very-verbose
--very-verbose
OK 5 0.7 2.0 145 8.29
17.5
Hello, how are you?
97 57 mlx-community/gemma-4-31b-it-8bit @ small-kv small-kv
--max-kv-size 2048
OK 4 0.7 2.0 335 19.16
17.5
Name three primary colors and explain why they matter in des...
98 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 5 0.0 2.0 396 22.66
17.5
Name three primary colors and explain why they matter in des...
99 71 mlx-community/gemma-4-31b-it-8bit @ stop-single stop-single OK 5 0.0 2.0 396 22.67
17.5
Name three primary colors and explain why they matter in des...
100 131 mlx-community/gemma-4-31b-it-8bit @ response-format-schema response-format-schema OK 5 0.0 2.0 396 22.67
17.5
Name three primary colors and explain why they matter in des...
101 3 mlx-community/gemma-4-31b-it-8bit @ default default OK 5 0.7 2.0 419 24.0
17.5
Name three primary colors and explain why they matter in des...
102 85 mlx-community/gemma-4-31b-it-8bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 5 0.0 2.0 396 22.69
17.5
Name three primary colors and explain why they matter in des...
103 150 mlx-community/gemma-4-31b-it-8bit @ verbose verbose
--verbose
OK 5 0.7 2.0 136 7.79
17.5
Hello, how are you?
104 135 mlx-community/gemma-4-31b-it-8bit @ think-normal think-normal OK 5 0.0 2.0 396 22.7
17.4
Name three primary colors and explain why they matter in des...
105 165 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 4 0.0 2.0 396 22.7
17.4
Name three primary colors and explain why they matter in des...
106 111 mlx-community/gemma-4-31b-it-8bit @ stop-html-tag stop-html-tag OK 5 0.0 2.0 396 22.7
17.4
Name three primary colors and explain why they matter in des...
107 79 mlx-community/gemma-4-31b-it-8bit @ stop-word stop-word OK 5 0.0 2.0 396 22.72
17.4
Name three primary colors and explain why they matter in des...
108 171 mlx-community/gemma-4-31b-it-8bit @ tool-call-none tool-call-none OK 5 0.0 2.0 396 22.72
17.4
Name three primary colors and explain why they matter in des...
109 32 mlx-community/gemma-4-31b-it-8bit @ json-output json-output OK 2 0.0 2.0 166 9.54
17.4
Respond with a valid JSON object containing keys "name", "ag...
110 6 mlx-community/gemma-4-31b-it-8bit @ high-temp high-temp OK 5 1.5 2.0 289 16.61
17.4
Explain why the sky is blue in exactly 3 bullet points.
111 141 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 5 0.7 2.0 361 20.75
17.4
Name three primary colors and explain why they matter in des...
112 176 mlx-community/gemma-4-31b-it-8bit @ long-prompt long-prompt OK 5 0.0 2.0 302 17.35
17.4
Repeat after me exactly: The quick brown fox jumps over the ...
113 12 mlx-community/gemma-4-31b-it-8bit @ min-p min-p
--min-p 0.05
OK 5 0.8 2.0 248 14.26
17.4
Explain why the sky is blue in exactly 3 bullet points.
114 13 mlx-community/gemma-4-31b-it-8bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 5 0.8 2.0 386 22.19
17.4
Name three primary colors and explain why they matter in des...
115 31 mlx-community/gemma-4-31b-it-8bit @ json-output json-output OK 5 0.0 2.0 396 22.77
17.4
Name three primary colors and explain why they matter in des...
116 123 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run1 stop-seed-run1 OK 5 0.7 2.0 357 20.52
17.4
Name three primary colors and explain why they matter in des...
117 149 mlx-community/gemma-4-31b-it-8bit @ verbose verbose
--verbose
OK 5 0.7 2.0 325 18.69
17.4
Name three primary colors and explain why they matter in des...
118 187 mlx-community/gemma-4-31b-it-8bit @ long-form long-form OK 5 0.7 2.0 329 18.92
17.4
Name three primary colors and explain why they matter in des...
119 125 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run2 stop-seed-run2 OK 5 0.7 2.0 357 20.54
17.4
Name three primary colors and explain why they matter in des...
120 130 mlx-community/gemma-4-31b-it-8bit @ response-format-json response-format-json OK 2 0.0 2.0 154 8.87
17.4
Return a JSON object with keys "language", "year_created", a...
121 33 mlx-community/gemma-4-31b-it-8bit @ numbered-list numbered-list OK 5 0.0 2.0 396 22.82
17.4
Name three primary colors and explain why they matter in des...
122 10 mlx-community/gemma-4-31b-it-8bit @ top-k top-k
--top-k 30
OK 5 0.8 2.0 320 18.45
17.4
Explain why the sky is blue in exactly 3 bullet points.
123 134 mlx-community/gemma-4-31b-it-8bit @ response-format-text response-format-text OK 5 0.0 2.0 149 8.59
17.3
Tell me the language Python, what year it was created, and w...
124 167 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param tool-call-array-param OK 2 0.0 2.0 153 8.82
17.3
Create three todo items: Buy milk, Call dentist, Fix bug #42...
125 119 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered stop-system-numbered OK 5 0.0 2.0 252 14.54
17.3
Name three primary colors and explain why they matter in des...
126 183 mlx-community/gemma-4-31b-it-8bit @ code-swift code-swift OK 3 0.0 3.0 331 19.1
17.3
Name three primary colors and explain why they matter in des...
127 1 mlx-community/gemma-4-31b-it-8bit @ greedy greedy OK 5 0.0 2.0 396 22.86
17.3
Name three primary colors and explain why they matter in des...
128 105 mlx-community/gemma-4-31b-it-8bit @ stop-no-match stop-no-match OK 2 0.0 2.0 256 14.79
17.3
Name three primary colors and explain why they matter in des...
129 190 mlx-community/gemma-4-31b-it-8bit @ strict-format strict-format OK 5 0.0 3.0 146 8.44
17.3
Output EXACTLY 3 lines. Each line must contain exactly one w...
130 117 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate stop-system-pirate OK 5 0.0 2.0 261 15.08
17.3
Name three primary colors and explain why they matter in des...
131 7 mlx-community/gemma-4-31b-it-8bit @ top-p top-p
--top-p 0.9
OK 5 0.8 3.0 321 18.58
17.3
Name three primary colors and explain why they matter in des...
132 14 mlx-community/gemma-4-31b-it-8bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 5 0.8 2.0 257 14.87
17.3
Explain why the sky is blue in exactly 3 bullet points.
133 4 mlx-community/gemma-4-31b-it-8bit @ default default OK 5 0.7 2.0 299 17.32
17.3
Explain why the sky is blue in exactly 3 bullet points.
134 99 mlx-community/gemma-4-31b-it-8bit @ stop-json-object-key stop-json-object-key OK 5 0.0 2.0 256 14.84
17.2
Name three primary colors and explain why they matter in des...
135 8 mlx-community/gemma-4-31b-it-8bit @ top-p top-p
--top-p 0.9
OK 5 0.8 3.0 309 17.92
17.2
Explain why the sky is blue in exactly 3 bullet points.
136 61 mlx-community/gemma-4-31b-it-8bit @ prefill-default prefill-default OK 5 0.0 2.0 411 23.9
17.2
Name three primary colors and explain why they matter in des...
137 34 mlx-community/gemma-4-31b-it-8bit @ numbered-list numbered-list OK 5 0.0 2.0 155 9.02
17.2
List exactly 5 animals, one per line, numbered 1-5. No other...
138 63 mlx-community/gemma-4-31b-it-8bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 5 0.0 2.0 411 23.91
17.2
Name three primary colors and explain why they matter in des...
139 65 mlx-community/gemma-4-31b-it-8bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 5 0.0 2.0 411 23.91
17.2
Name three primary colors and explain why they matter in des...
140 25 mlx-community/gemma-4-31b-it-8bit @ pirate pirate OK 5 0.7 2.0 238 13.86
17.2
Name three primary colors and explain why they matter in des...
141 128 mlx-community/gemma-4-31b-it-8bit @ stop-low-max-tokens stop-low-max-tokens OK 2 0.0 2.0 100 5.82
17.2
List 10 mountains, numbered 1 through 10, one per line.
142 163 mlx-community/gemma-4-31b-it-8bit @ tool-call-complex tool-call-complex OK 2 0.0 2.0 184 10.74
17.1
tools: [{"type":"function","function":{"name":"search_files"...
143 108 mlx-community/gemma-4-31b-it-8bit @ stop-immediate stop-immediate OK 2 0.0 2.0 504 29.44
17.1
Explain what gravity is.
144 169 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param tool-call-nullable-param OK 2 0.0 2.0 147 8.58
17.1
tools: [{"type":"function","function":{"name":"get_weather",...
145 29 mlx-community/gemma-4-31b-it-8bit @ eli5 eli5 OK 5 0.7 2.0 190 11.11
17.1
Name three primary colors and explain why they matter in des...
146 160 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi tool-call-multi OK 3 0.0 2.0 199 11.67
17.1
tools: [{"type":"function","function":{"name":"get_weather",...
147 157 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 3 0.0 3.0 123 7.25
17.0
tools: [{"type":"function","function":{"name":"get_weather",...
148 154 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto tool-call-auto OK 2 0.0 2.0 123 7.26
16.9
tools: [{"type":"function","function":{"name":"get_weather",...
149 44 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 2 0.0 2.0 269 15.95
16.9
Write a unit test for the timeout feature you just described...
150 22 mlx-community/gemma-4-31b-it-8bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 5 0.8 2.0 2258 133.89
16.9
Write a long essay about the history of bread making across ...
151 24 mlx-community/gemma-4-31b-it-8bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 5 0.8 2.0 2367 140.42
16.9
Write a long essay about the history of bread making across ...
152 49 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 5 0.0 3.0 349 20.7
16.9
Name three primary colors and explain why they matter in des...
153 45 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 5 0.0 3.0 349 20.71
16.9
Name three primary colors and explain why they matter in des...
154 21 mlx-community/gemma-4-31b-it-8bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 5 0.8 2.0 348 20.67
16.8
Name three primary colors and explain why they matter in des...
155 43 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 5 0.0 2.0 349 20.75
16.8
Name three primary colors and explain why they matter in des...
156 47 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 5 0.0 2.0 349 20.79
16.8
Name three primary colors and explain why they matter in des...
157 41 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 5 0.0 2.0 349 20.82
16.8
Name three primary colors and explain why they matter in des...
158 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 2 0.0 2.0 435 26.0
16.7
Generate a person profile for someone named Alice who is 30 ...
159 23 mlx-community/gemma-4-31b-it-8bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 5 0.8 2.0 320 19.15
16.7
Name three primary colors and explain why they matter in des...
160 52 mlx-community/gemma-4-31b-it-8bit @ short-output short-output OK 2 0.7 2.0 50 3.0
16.7
Describe the entire history of Rome.
161 39 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 5 0.0 2.0 349 20.96
16.6
Name three primary colors and explain why they matter in des...
162 174 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt minimal-prompt OK 5 0.7 2.0 60 3.6
16.6
Hi
163 76 mlx-community/gemma-4-31b-it-8bit @ stop-newline stop-newline OK 5 0.0 2.0 73 4.39
16.6
What is the capital of France? Answer in one sentence.
164 48 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 2 0.0 2.0 83 5.0
16.6
Now add a --timeout flag to the CLI that sets a request time...
165 127 mlx-community/gemma-4-31b-it-8bit @ stop-low-max-tokens stop-low-max-tokens OK 2 0.0 2.0 100 6.09
16.4
Name three primary colors and explain why they matter in des...
166 46 mlx-community/gemma-4-31b-it-8bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 2 0.0 3.0 65 3.96
16.4
Read the file Sources/MacLocalAPI/main.swift and explain wha...
167 56 mlx-community/gemma-4-31b-it-8bit @ logprobs logprobs
--max-logprobs 5
OK 2 0.0 2.0 40 2.51
16.0
What is 1+1?
168 110 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars stop-special-chars OK 2 0.0 2.0 148 9.75
15.2
List 3 facts about the moon. Use **bold** markdown for empha...
169 51 mlx-community/gemma-4-31b-it-8bit @ short-output short-output OK 2 0.7 2.0 50 3.32
15.1
Name three primary colors and explain why they matter in des...
170 86 mlx-community/gemma-4-31b-it-8bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 2 0.0 2.0 169 11.25
15.0
Write a bash script that prints the current date inside a co...
171 42 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 2 0.0 2.0 83 5.58
14.9
Now add a --timeout flag to the CLI that sets a request time...
172 112 mlx-community/gemma-4-31b-it-8bit @ stop-html-tag stop-html-tag OK 2 0.0 2.0 135 9.11
14.8
Write an HTML unordered list of 5 fruits using <ul> and <li>...
173 114 mlx-community/gemma-4-31b-it-8bit @ stop-unicode stop-unicode OK 2 0.0 2.0 180 12.19
14.8
List 5 items about space using bullet points (•).
174 74 mlx-community/gemma-4-31b-it-8bit @ stop-multi stop-multi OK 5 0.0 2.0 76 5.17
14.7
Write a Python hello world program in a code block, then wri...
175 116 mlx-community/gemma-4-31b-it-8bit @ stop-four-max stop-four-max OK 5 0.0 2.0 408 28.23
14.4
List 10 facts about numbers, alternating between digit forma...
176 40 mlx-community/gemma-4-31b-it-8bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 2 0.0 2.0 65 4.6
14.1
Read the file Sources/MacLocalAPI/main.swift and explain wha...
177 104 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word stop-multi-word OK 5 0.0 2.0 204 14.69
13.9
Write a 5-step recipe for making tea. Label each step as "St...
178 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 3 0.0 2.0 77 5.56
13.9
List 5 major world cities as a JSON array. Include Tokyo.
179 100 mlx-community/gemma-4-31b-it-8bit @ stop-json-object-key stop-json-object-key OK 2 0.0 2.0 130 9.81
13.3
Generate a JSON object with keys "name", "age", and "city" f...
180 88 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 2 0.0 2.0 108 8.42
12.8
List 10 countries, numbered 1 through 10, one per line.
181 90 mlx-community/gemma-4-31b-it-8bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 5 0.0 2.0 113 8.86
12.8
List 10 cities, numbered 1 through 10, one per line.
182 92 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 5 0.0 2.0 114 9.04
12.6
List 10 planets or celestial objects, numbered 1 through 10,...
183 124 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run1 stop-seed-run1 OK 2 0.7 2.0 105 8.7
12.1
List 10 flowers, numbered 1 through 10, one per line.
184 126 mlx-community/gemma-4-31b-it-8bit @ stop-seed-run2 stop-seed-run2 OK 5 0.7 2.0 105 8.69
12.1
List 10 flowers, numbered 1 through 10, one per line.
185 72 mlx-community/gemma-4-31b-it-8bit @ stop-single stop-single OK 5 0.0 2.0 87 7.35
11.8
List 10 fruits, numbered 1-10, one per line.
186 84 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only stop-cli-only
--stop "3."
OK 5 0.0 2.0 95 8.75
10.9
List 10 types of cheese, numbered 1 through 10, one per line...
187 122 mlx-community/gemma-4-31b-it-8bit @ stop-high-temp stop-high-temp OK 5 1.0 2.0 95 8.84
10.7
List 10 random words, numbered 1 through 10, one per line.
188 2 mlx-community/gemma-4-31b-it-8bit @ greedy greedy OK 5 0.0 2.0 309 43.73
7.1
Explain why the sky is blue in exactly 3 bullet points.

Failed Runs

TestModelErrorcodexConfigLoad (s)
59 mlx-community/gemma-4-31b-it-8bit @ kv-quantized kv-quantized Connection error. 1 t=0.7 --kv-bits 4 2.0
60 mlx-community/gemma-4-31b-it-8bit @ kv-quantized kv-quantized Connection error. 1 t=0.7 --kv-bits 4 2.0

AI Analysis (--smart)

Quality, Anomalies & Recommendations · avg score: 4.1/5

Full Responses

#102 mlx-community/gemma-4-31b-it-8bit @ stop-long-phrase 820 tokens · 23.9 tok/s

#78 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline 404 tokens · 20.5 tok/s

#80 mlx-community/gemma-4-31b-it-8bit @ stop-word 406 tokens · 18.3 tok/s

#109 mlx-community/gemma-4-31b-it-8bit @ stop-special-chars 346 tokens · 18.0 tok/s

#81 mlx-community/gemma-4-31b-it-8bit @ stop-period 352 tokens · 18.0 tok/s

#95 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-comma 347 tokens · 18.0 tok/s

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

#120 mlx-community/gemma-4-31b-it-8bit @ stop-system-numbered 253 tokens · 17.9 tok/s

#77 mlx-community/gemma-4-31b-it-8bit @ stop-double-newline 352 tokens · 17.9 tok/s

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

#107 mlx-community/gemma-4-31b-it-8bit @ stop-immediate 333 tokens · 17.8 tok/s

#115 mlx-community/gemma-4-31b-it-8bit @ stop-four-max 334 tokens · 17.8 tok/s

#18 mlx-community/gemma-4-31b-it-8bit @ seed-42-run2 436 tokens · 17.8 tok/s

#68 mlx-community/gemma-4-31b-it-8bit @ no-streaming 360 tokens · 17.8 tok/s

#158 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml 412 tokens · 17.8 tok/s

#70 mlx-community/gemma-4-31b-it-8bit @ raw-mode 599 tokens · 17.8 tok/s

#170 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param 785 tokens · 17.8 tok/s

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

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

#144 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 228 tokens · 17.7 tok/s

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

#98 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-brace 243 tokens · 17.7 tok/s

#147 mlx-community/gemma-4-31b-it-8bit @ developer-role 846 tokens · 17.7 tok/s

#26 mlx-community/gemma-4-31b-it-8bit @ pirate 1092 tokens · 17.7 tok/s

#30 mlx-community/gemma-4-31b-it-8bit @ eli5 623 tokens · 17.7 tok/s

#132 mlx-community/gemma-4-31b-it-8bit @ response-format-schema 1290 tokens · 17.7 tok/s

#142 mlx-community/gemma-4-31b-it-8bit @ non-streaming-seeded 310 tokens · 17.7 tok/s

#148 mlx-community/gemma-4-31b-it-8bit @ developer-role 757 tokens · 17.7 tok/s

#155 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto 818 tokens · 17.7 tok/s

#180 mlx-community/gemma-4-31b-it-8bit @ multilingual 323 tokens · 17.7 tok/s

#186 mlx-community/gemma-4-31b-it-8bit @ math 958 tokens · 17.7 tok/s

#118 mlx-community/gemma-4-31b-it-8bit @ stop-system-pirate 1175 tokens · 17.7 tok/s

#145 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 1449 tokens · 17.7 tok/s

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

#67 mlx-community/gemma-4-31b-it-8bit @ no-streaming 364 tokens · 17.6 tok/s

#106 mlx-community/gemma-4-31b-it-8bit @ stop-no-match 256 tokens · 17.6 tok/s

#36 mlx-community/gemma-4-31b-it-8bit @ guided-json-simple 1107 tokens · 17.6 tok/s

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

#54 mlx-community/gemma-4-31b-it-8bit @ long-output 1557 tokens · 17.6 tok/s

#27 mlx-community/gemma-4-31b-it-8bit @ scientist 853 tokens · 17.6 tok/s

#28 mlx-community/gemma-4-31b-it-8bit @ scientist 1775 tokens · 17.6 tok/s

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

#189 mlx-community/gemma-4-31b-it-8bit @ strict-format 396 tokens · 17.6 tok/s

#19 mlx-community/gemma-4-31b-it-8bit @ no-penalty 450 tokens · 17.6 tok/s

#53 mlx-community/gemma-4-31b-it-8bit @ long-output 469 tokens · 17.6 tok/s

#69 mlx-community/gemma-4-31b-it-8bit @ raw-mode 465 tokens · 17.6 tok/s

#11 mlx-community/gemma-4-31b-it-8bit @ min-p 464 tokens · 17.6 tok/s

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

#143 mlx-community/gemma-4-31b-it-8bit @ max-completion-tokens 396 tokens · 17.6 tok/s

#55 mlx-community/gemma-4-31b-it-8bit @ logprobs 396 tokens · 17.6 tok/s

#91 mlx-community/gemma-4-31b-it-8bit @ stop-non-streaming 396 tokens · 17.6 tok/s

#97 mlx-community/gemma-4-31b-it-8bit @ stop-guided-json-brace 396 tokens · 17.6 tok/s

#129 mlx-community/gemma-4-31b-it-8bit @ response-format-json 396 tokens · 17.6 tok/s

#137 mlx-community/gemma-4-31b-it-8bit @ think-raw 396 tokens · 17.6 tok/s

#188 mlx-community/gemma-4-31b-it-8bit @ long-form 2454 tokens · 17.6 tok/s

#83 mlx-community/gemma-4-31b-it-8bit @ stop-cli-only 396 tokens · 17.6 tok/s

#113 mlx-community/gemma-4-31b-it-8bit @ stop-unicode 396 tokens · 17.6 tok/s

#185 mlx-community/gemma-4-31b-it-8bit @ math 396 tokens · 17.6 tok/s

#20 mlx-community/gemma-4-31b-it-8bit @ no-penalty 2126 tokens · 17.5 tok/s

#38 mlx-community/gemma-4-31b-it-8bit @ guided-json-nested 642 tokens · 17.5 tok/s

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

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

#103 mlx-community/gemma-4-31b-it-8bit @ stop-multi-word 396 tokens · 17.5 tok/s

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

#146 mlx-community/gemma-4-31b-it-8bit @ developer-role 396 tokens · 17.5 tok/s

#153 mlx-community/gemma-4-31b-it-8bit @ tool-call-auto 396 tokens · 17.5 tok/s

#156 mlx-community/gemma-4-31b-it-8bit @ tool-call-xml 396 tokens · 17.5 tok/s

#168 mlx-community/gemma-4-31b-it-8bit @ tool-call-nullable-param 396 tokens · 17.5 tok/s

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

#182 mlx-community/gemma-4-31b-it-8bit @ code-python 301 tokens · 17.5 tok/s

#37 mlx-community/gemma-4-31b-it-8bit @ guided-json-nested 396 tokens · 17.5 tok/s

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

#159 mlx-community/gemma-4-31b-it-8bit @ tool-call-multi 396 tokens · 17.5 tok/s

#166 mlx-community/gemma-4-31b-it-8bit @ tool-call-array-param 416 tokens · 17.5 tok/s

#173 mlx-community/gemma-4-31b-it-8bit @ minimal-prompt 414 tokens · 17.5 tok/s

#178 mlx-community/gemma-4-31b-it-8bit @ special-chars 356 tokens · 17.5 tok/s

#58 mlx-community/gemma-4-31b-it-8bit @ small-kv 768 tokens · 17.5 tok/s

#66 mlx-community/gemma-4-31b-it-8bit @ prefill-small-256 1765 tokens · 17.5 tok/s

#181 mlx-community/gemma-4-31b-it-8bit @ code-python 483 tokens · 17.5 tok/s

#5 mlx-community/gemma-4-31b-it-8bit @ high-temp 434 tokens · 17.5 tok/s

#9 mlx-community/gemma-4-31b-it-8bit @ top-k 430 tokens · 17.5 tok/s

#15 mlx-community/gemma-4-31b-it-8bit @ seed-42-run1 357 tokens · 17.5 tok/s

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

#139 mlx-community/gemma-4-31b-it-8bit @ streaming-seeded 361 tokens · 17.5 tok/s

#179 mlx-community/gemma-4-31b-it-8bit @ multilingual 397 tokens · 17.5 tok/s

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

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

#151 mlx-community/gemma-4-31b-it-8bit @ very-verbose 380 tokens · 17.5 tok/s

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

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