MLX Model Test Report

Generated 2026-04-02 23:24 · AFM MLX Backend · v0.9.10-7f15ed5

mlx-model-test.sh --model mlx-community/gemma-4-e4b-it-4bit --prompts Scripts/test-llm-comprehensive.txt --smart 1:claude

Test Runs
190
Passed
185
Failed
5
Best tok/s
104.0
Fastest
mlx-community/gemma-4-e4b-it-4bit @ stop-double-newline

Performance Ranking (by tokens/sec)

Click a row to jump to its full response below.

# Test Model / Config Status claude Temp Load (s) Tokens Gen (s) Tokens/sec Prompt
1 78 mlx-community/gemma-4-e4b-it-4bit @ stop-double-newline stop-double-newline OK 5 0.0 2.0 306 2.94
104.0
Write a short paragraph about the ocean. Then write a second...
2 82 mlx-community/gemma-4-e4b-it-4bit @ stop-period stop-period OK 2 0.0 2.0 328 3.18
103.2
Tell me about the sun in three sentences.
3 75 mlx-community/gemma-4-e4b-it-4bit @ stop-newline stop-newline OK 4 0.0 2.0 330 3.21
102.7
Name three primary colors and explain why they matter in des...
4 81 mlx-community/gemma-4-e4b-it-4bit @ stop-period stop-period OK 2 0.0 2.0 330 3.24
102.0
Name three primary colors and explain why they matter in des...
5 77 mlx-community/gemma-4-e4b-it-4bit @ stop-double-newline stop-double-newline OK 5 0.0 2.0 330 3.25
101.7
Name three primary colors and explain why they matter in des...
6 2 mlx-community/gemma-4-e4b-it-4bit @ greedy greedy OK 5 0.0 2.0 375 3.76
99.6
Explain why the sky is blue in exactly 3 bullet points.
7 38 mlx-community/gemma-4-e4b-it-4bit @ 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 2.0 984 9.9
99.4
Describe Tokyo as a structured record with at least 3 landma...
8 36 mlx-community/gemma-4-e4b-it-4bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 2 0.0 3.0 929 9.35
99.4
Generate a person record.
9 70 mlx-community/gemma-4-e4b-it-4bit @ raw-mode raw-mode
--raw
OK 4 0.7 2.0 838 8.47
98.9
Think step by step: what is 17 * 23?
10 18 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 5 0.7 2.0 560 5.67
98.8
Write a limerick about a cat.
11 80 mlx-community/gemma-4-e4b-it-4bit @ stop-word stop-word OK 5 0.0 2.0 530 5.36
98.8
Name 5 programming languages and briefly describe each one.
12 30 mlx-community/gemma-4-e4b-it-4bit @ eli5 eli5 OK 5 0.7 2.0 890 9.01
98.8
Tell me about quantum computing.
13 26 mlx-community/gemma-4-e4b-it-4bit @ pirate pirate OK 5 0.7 2.0 1211 12.26
98.8
Tell me about quantum computing.
14 68 mlx-community/gemma-4-e4b-it-4bit @ no-streaming no-streaming
--no-streaming
OK 5 0.7 2.0 438 4.44
98.7
Write a short poem about the moon.
15 58 mlx-community/gemma-4-e4b-it-4bit @ small-kv small-kv
--max-kv-size 2048
OK 5 0.7 2.0 642 6.51
98.6
Summarize the key ideas of machine learning in a few paragra...
16 20 mlx-community/gemma-4-e4b-it-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 3 0.8 3.0 1878 19.05
98.6
Write a long essay about the history of bread making across ...
17 54 mlx-community/gemma-4-e4b-it-4bit @ long-output long-output OK 3 0.7 2.0 1163 11.8
98.5
Write a detailed recipe for chocolate chip cookies with ingr...
18 12 mlx-community/gemma-4-e4b-it-4bit @ min-p min-p
--min-p 0.05
OK 4 0.8 2.0 453 4.6
98.5
Explain why the sky is blue in exactly 3 bullet points.
19 16 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 5 0.7 2.0 560 5.69
98.5
Write a limerick about a cat.
20 28 mlx-community/gemma-4-e4b-it-4bit @ scientist scientist OK 5 0.3 2.0 1426 14.49
98.4
Tell me about quantum computing.
21 64 mlx-community/gemma-4-e4b-it-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 5 0.0 2.0 1659 16.86
98.4
Given this architecture, what are the top 3 performance bott...
22 62 mlx-community/gemma-4-e4b-it-4bit @ prefill-default prefill-default OK 5 0.0 2.0 1659 16.87
98.3
Given this architecture, what are the top 3 performance bott...
23 66 mlx-community/gemma-4-e4b-it-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 5 0.0 2.0 1659 16.91
98.1
Given this architecture, what are the top 3 performance bott...
24 85 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 5 0.0 2.0 368 3.76
98.0
Name three primary colors and explain why they matter in des...
25 10 mlx-community/gemma-4-e4b-it-4bit @ top-k top-k
--top-k 30
OK 5 0.8 3.0 515 5.26
97.9
Explain why the sky is blue in exactly 3 bullet points.
26 74 mlx-community/gemma-4-e4b-it-4bit @ stop-multi stop-multi OK 2 0.0 2.0 144 1.47
97.9
Write a Python hello world program in a code block, then wri...
27 55 mlx-community/gemma-4-e4b-it-4bit @ logprobs logprobs
--max-logprobs 5
OK 3 0.0 2.0 368 3.77
97.7
Name three primary colors and explain why they matter in des...
28 35 mlx-community/gemma-4-e4b-it-4bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 2 0.0 3.0 368 3.77
97.7
Name three primary colors and explain why they matter in des...
29 27 mlx-community/gemma-4-e4b-it-4bit @ scientist scientist OK 4 0.3 2.0 568 5.83
97.5
Name three primary colors and explain why they matter in des...
30 37 mlx-community/gemma-4-e4b-it-4bit @ 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 2.0 368 3.78
97.5
Name three primary colors and explain why they matter in des...
31 1 mlx-community/gemma-4-e4b-it-4bit @ greedy greedy OK 5 0.0 2.0 368 3.78
97.4
Name three primary colors and explain why they matter in des...
32 87 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 4 0.0 2.0 368 3.78
97.3
Name three primary colors and explain why they matter in des...
33 71 mlx-community/gemma-4-e4b-it-4bit @ stop-single stop-single OK 5 0.0 2.0 368 3.78
97.3
Name three primary colors and explain why they matter in des...
34 31 mlx-community/gemma-4-e4b-it-4bit @ json-output json-output OK 4 0.0 2.0 368 3.78
97.2
Name three primary colors and explain why they matter in des...
35 73 mlx-community/gemma-4-e4b-it-4bit @ stop-multi stop-multi OK 5 0.0 2.0 368 3.79
97.2
Name three primary colors and explain why they matter in des...
36 69 mlx-community/gemma-4-e4b-it-4bit @ raw-mode raw-mode
--raw
OK 4 0.7 2.0 372 3.84
97.0
Name three primary colors and explain why they matter in des...
37 79 mlx-community/gemma-4-e4b-it-4bit @ stop-word stop-word OK 5 0.0 2.0 368 3.8
97.0
Name three primary colors and explain why they matter in des...
38 53 mlx-community/gemma-4-e4b-it-4bit @ long-output long-output OK 5 0.7 2.0 402 4.15
96.9
Name three primary colors and explain why they matter in des...
39 83 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 5 0.0 2.0 368 3.8
96.9
Name three primary colors and explain why they matter in des...
40 33 mlx-community/gemma-4-e4b-it-4bit @ numbered-list numbered-list OK 5 0.0 2.0 368 3.8
96.9
Name three primary colors and explain why they matter in des...
41 25 mlx-community/gemma-4-e4b-it-4bit @ pirate pirate OK 5 0.7 2.0 428 4.42
96.8
Name three primary colors and explain why they matter in des...
42 17 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 5 0.7 2.0 340 3.52
96.7
Name three primary colors and explain why they matter in des...
43 4 mlx-community/gemma-4-e4b-it-4bit @ default default OK 5 0.7 2.0 326 3.38
96.5
Explain why the sky is blue in exactly 3 bullet points.
44 15 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 5 0.7 2.0 340 3.53
96.4
Name three primary colors and explain why they matter in des...
45 86 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 4 0.0 2.0 698 7.27
96.1
Write a bash script that prints the current date inside a co...
46 32 mlx-community/gemma-4-e4b-it-4bit @ json-output json-output OK 3 0.0 2.0 246 2.56
96.0
Respond with a valid JSON object containing keys "name", "ag...
47 29 mlx-community/gemma-4-e4b-it-4bit @ eli5 eli5 OK 5 0.7 2.0 451 4.7
95.9
Name three primary colors and explain why they matter in des...
48 34 mlx-community/gemma-4-e4b-it-4bit @ numbered-list numbered-list OK 5 0.0 2.0 174 1.82
95.5
List exactly 5 animals, one per line, numbered 1-5. No other...
49 61 mlx-community/gemma-4-e4b-it-4bit @ prefill-default prefill-default OK 4 0.0 2.0 419 4.42
94.7
Name three primary colors and explain why they matter in des...
50 65 mlx-community/gemma-4-e4b-it-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 5 0.0 2.0 419 4.43
94.6
Name three primary colors and explain why they matter in des...
51 3 mlx-community/gemma-4-e4b-it-4bit @ default default OK 5 0.7 2.0 337 3.57
94.5
Name three primary colors and explain why they matter in des...
52 56 mlx-community/gemma-4-e4b-it-4bit @ logprobs logprobs
--max-logprobs 5
OK 4 0.0 2.0 123 1.3
94.5
What is 1+1?
53 44 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 3 0.0 2.0 385 4.08
94.3
Write a unit test for the timeout feature you just described...
54 63 mlx-community/gemma-4-e4b-it-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 4 0.0 2.0 419 4.45
94.2
Name three primary colors and explain why they matter in des...
55 43 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 5 0.0 2.0 485 5.16
93.9
Name three primary colors and explain why they matter in des...
56 41 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 5 0.0 2.0 485 5.17
93.9
Name three primary colors and explain why they matter in des...
57 47 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 5 0.0 2.0 485 5.17
93.8
Name three primary colors and explain why they matter in des...
58 14 mlx-community/gemma-4-e4b-it-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 5 0.8 2.0 435 4.65
93.7
Explain why the sky is blue in exactly 3 bullet points.
59 9 mlx-community/gemma-4-e4b-it-4bit @ top-k top-k
--top-k 30
OK 5 0.8 3.0 321 3.44
93.4
Name three primary colors and explain why they matter in des...
60 49 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 5 0.0 2.0 485 5.21
93.1
Name three primary colors and explain why they matter in des...
61 67 mlx-community/gemma-4-e4b-it-4bit @ no-streaming no-streaming
--no-streaming
OK 5 0.7 2.0 191 2.06
92.8
Name three primary colors and explain why they matter in des...
62 45 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 5 0.0 2.0 485 5.23
92.7
Name three primary colors and explain why they matter in des...
63 11 mlx-community/gemma-4-e4b-it-4bit @ min-p min-p
--min-p 0.05
OK 5 0.8 2.0 298 3.22
92.6
Name three primary colors and explain why they matter in des...
64 57 mlx-community/gemma-4-e4b-it-4bit @ small-kv small-kv
--max-kv-size 2048
OK 5 0.7 2.0 179 1.94
92.4
Name three primary colors and explain why they matter in des...
65 19 mlx-community/gemma-4-e4b-it-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 5 0.8 3.0 167 1.82
92.0
Name three primary colors and explain why they matter in des...
66 91 mlx-community/gemma-4-e4b-it-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 4 0.0 2.0 368 4.0
92.0
Name three primary colors and explain why they matter in des...
67 42 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 2 0.0 2.0 261 2.84
91.9
Now add a --timeout flag to the CLI that sets a request time...
68 39 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 5 0.0 2.0 485 5.31
91.4
Name three primary colors and explain why they matter in des...
69 13 mlx-community/gemma-4-e4b-it-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 5 0.8 2.0 162 1.9
85.2
Name three primary colors and explain why they matter in des...
70 22 mlx-community/gemma-4-e4b-it-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 4 0.8 2.0 1917 22.55
85.0
Write a long essay about the history of bread making across ...
71 24 mlx-community/gemma-4-e4b-it-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 4 0.8 2.0 1703 20.14
84.5
Write a long essay about the history of bread making across ...
72 52 mlx-community/gemma-4-e4b-it-4bit @ short-output short-output OK 3 0.7 3.0 50 0.6
83.5
Describe the entire history of Rome.
73 21 mlx-community/gemma-4-e4b-it-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 5 0.8 2.0 354 4.3
82.4
Name three primary colors and explain why they matter in des...
74 23 mlx-community/gemma-4-e4b-it-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 5 0.8 2.0 282 3.49
80.7
Name three primary colors and explain why they matter in des...
75 72 mlx-community/gemma-4-e4b-it-4bit @ stop-single stop-single OK 2 0.0 2.0 145 1.82
79.6
List 10 fruits, numbered 1-10, one per line.
76 94 mlx-community/gemma-4-e4b-it-4bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 2 0.0 3.0 237 2.99
79.2
List 5 major world cities as a JSON array. Include Tokyo.
77 84 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 5 0.0 2.0 193 2.47
78.3
List 10 types of cheese, numbered 1 through 10, one per line...
78 40 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 3 0.0 2.0 71 0.97
73.5
Read the file Sources/MacLocalAPI/main.swift and explain wha...
79 51 mlx-community/gemma-4-e4b-it-4bit @ short-output short-output OK 2 0.7 3.0 50 0.68
73.4
Name three primary colors and explain why they matter in des...
80 102 mlx-community/gemma-4-e4b-it-4bit @ stop-long-phrase stop-long-phrase OK 5 0.0 2.0 471 6.43
73.2
Write a 3-paragraph essay about renewable energy. Start the ...
81 126 mlx-community/gemma-4-e4b-it-4bit @ stop-seed-run2 stop-seed-run2 OK 5 0.7 2.0 163 2.25
72.3
List 10 flowers, numbered 1 through 10, one per line.
82 141 mlx-community/gemma-4-e4b-it-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 5 0.7 2.0 322 4.95
65.0
Name three primary colors and explain why they matter in des...
83 8 mlx-community/gemma-4-e4b-it-4bit @ top-p top-p
--top-p 0.9
OK 5 0.8 2.0 302 4.99
60.5
Explain why the sky is blue in exactly 3 bullet points.
84 166 mlx-community/gemma-4-e4b-it-4bit @ tool-call-array-param tool-call-array-param OK 3 0.0 2.0 50 0.83
60.1
tools: [{"type":"function","function":{"name":"todowrite","d...
85 153 mlx-community/gemma-4-e4b-it-4bit @ tool-call-auto tool-call-auto OK 5 0.0 2.0 368 6.16
59.7
Name three primary colors and explain why they matter in des...
86 93 mlx-community/gemma-4-e4b-it-4bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 4 0.0 3.0 368 6.18
59.6
Name three primary colors and explain why they matter in des...
87 143 mlx-community/gemma-4-e4b-it-4bit @ max-completion-tokens max-completion-tokens OK 5 0.0 2.0 368 6.24
59.0
Name three primary colors and explain why they matter in des...
88 161 mlx-community/gemma-4-e4b-it-4bit @ tool-call-multi tool-call-multi OK 2 0.0 2.0 440 7.46
59.0
What is the weather in London and what time is it in Tokyo?
89 167 mlx-community/gemma-4-e4b-it-4bit @ tool-call-array-param tool-call-array-param OK 2 0.0 2.0 179 3.05
58.7
Create three todo items: Buy milk, Call dentist, Fix bug #42...
90 133 mlx-community/gemma-4-e4b-it-4bit @ response-format-text response-format-text OK 5 0.0 2.0 368 6.28
58.6
Name three primary colors and explain why they matter in des...
91 136 mlx-community/gemma-4-e4b-it-4bit @ think-normal think-normal OK 5 0.0 2.0 562 9.61
58.5
Solve step by step: If a train travels at 60 mph for 2.5 hou...
92 111 mlx-community/gemma-4-e4b-it-4bit @ stop-html-tag stop-html-tag OK 5 0.0 2.0 368 6.38
57.6
Name three primary colors and explain why they matter in des...
93 98 mlx-community/gemma-4-e4b-it-4bit @ 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 2.0 718 13.06
55.0
Describe the color blue with its hex code.
94 130 mlx-community/gemma-4-e4b-it-4bit @ response-format-json response-format-json OK 3 0.0 2.0 317 5.96
53.2
Return a JSON object with keys "language", "year_created", a...
95 95 mlx-community/gemma-4-e4b-it-4bit @ 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 2.0 326 6.16
52.9
Name three primary colors and explain why they matter in des...
96 109 mlx-community/gemma-4-e4b-it-4bit @ stop-special-chars stop-special-chars OK 2 0.0 2.0 320 6.05
52.9
Name three primary colors and explain why they matter in des...
97 107 mlx-community/gemma-4-e4b-it-4bit @ stop-immediate stop-immediate OK 2 0.0 2.0 336 6.41
52.4
Name three primary colors and explain why they matter in des...
98 137 mlx-community/gemma-4-e4b-it-4bit @ think-raw think-raw
--raw
OK 5 0.0 2.0 368 7.07
52.0
Name three primary colors and explain why they matter in des...
99 184 mlx-community/gemma-4-e4b-it-4bit @ code-swift code-swift OK 4 0.0 2.0 739 14.39
51.4
Write a Swift async function that fetches JSON from a URL us...
100 108 mlx-community/gemma-4-e4b-it-4bit @ stop-immediate stop-immediate OK 4 0.0 2.0 644 12.57
51.2
Explain what gravity is.
101 132 mlx-community/gemma-4-e4b-it-4bit @ response-format-schema response-format-schema OK 2 0.0 2.0 1201 23.56
51.0
Generate a fictional person profile.
102 115 mlx-community/gemma-4-e4b-it-4bit @ stop-four-max stop-four-max OK 2 0.0 2.0 368 7.33
50.2
Name three primary colors and explain why they matter in des...
103 190 mlx-community/gemma-4-e4b-it-4bit @ strict-format strict-format OK 5 0.0 2.0 258 5.15
50.1
Output EXACTLY 3 lines. Each line must contain exactly one w...
104 165 mlx-community/gemma-4-e4b-it-4bit @ tool-call-array-param tool-call-array-param OK 1 0.0 2.0 368 7.35
50.1
Name three primary colors and explain why they matter in des...
105 103 mlx-community/gemma-4-e4b-it-4bit @ stop-multi-word stop-multi-word OK 5 0.0 2.0 368 7.35
50.1
Name three primary colors and explain why they matter in des...
106 147 mlx-community/gemma-4-e4b-it-4bit @ developer-role developer-role OK 3 0.0 2.0 192 3.84
50.0
developer: You are a helpful coding assistant. Only respond ...
107 99 mlx-community/gemma-4-e4b-it-4bit @ stop-json-object-key stop-json-object-key OK 4 0.0 2.0 338 6.78
49.8
Name three primary colors and explain why they matter in des...
108 97 mlx-community/gemma-4-e4b-it-4bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 3 0.0 2.0 368 7.41
49.7
Name three primary colors and explain why they matter in des...
109 6 mlx-community/gemma-4-e4b-it-4bit @ high-temp high-temp OK 5 1.5 2.0 435 8.76
49.7
Explain why the sky is blue in exactly 3 bullet points.
110 176 mlx-community/gemma-4-e4b-it-4bit @ long-prompt long-prompt OK 5 0.0 2.0 239 4.82
49.5
Repeat after me exactly: The quick brown fox jumps over the ...
111 151 mlx-community/gemma-4-e4b-it-4bit @ very-verbose very-verbose
--very-verbose
OK 5 0.7 2.0 314 6.36
49.4
Name three primary colors and explain why they matter in des...
112 114 mlx-community/gemma-4-e4b-it-4bit @ stop-unicode stop-unicode OK 4 0.0 2.0 402 8.15
49.3
List 5 items about space using bullet points (•).
113 101 mlx-community/gemma-4-e4b-it-4bit @ stop-long-phrase stop-long-phrase OK 5 0.0 2.0 368 7.46
49.3
Name three primary colors and explain why they matter in des...
114 175 mlx-community/gemma-4-e4b-it-4bit @ long-prompt long-prompt OK 5 0.0 2.0 368 7.47
49.3
Name three primary colors and explain why they matter in des...
115 106 mlx-community/gemma-4-e4b-it-4bit @ stop-no-match stop-no-match OK 3 0.0 2.0 256 5.19
49.3
Explain the difference between TCP and UDP in a few sentence...
116 148 mlx-community/gemma-4-e4b-it-4bit @ developer-role developer-role OK 5 0.0 2.0 1082 22.04
49.1
Write a Python function that reverses a string.
117 162 mlx-community/gemma-4-e4b-it-4bit @ tool-call-complex tool-call-complex OK 5 0.0 2.0 368 7.51
49.0
Name three primary colors and explain why they matter in des...
118 178 mlx-community/gemma-4-e4b-it-4bit @ special-chars special-chars OK 5 0.0 2.0 323 6.6
49.0
Repeat these characters exactly: <tag> "quotes" 'apostrophes...
119 189 mlx-community/gemma-4-e4b-it-4bit @ strict-format strict-format OK 5 0.0 2.0 368 7.53
48.9
Name three primary colors and explain why they matter in des...
120 105 mlx-community/gemma-4-e4b-it-4bit @ stop-no-match stop-no-match OK 2 0.0 2.0 256 5.24
48.9
Name three primary colors and explain why they matter in des...
121 113 mlx-community/gemma-4-e4b-it-4bit @ stop-unicode stop-unicode OK 5 0.0 2.0 368 7.53
48.8
Name three primary colors and explain why they matter in des...
122 117 mlx-community/gemma-4-e4b-it-4bit @ stop-system-pirate stop-system-pirate OK 5 0.0 2.0 406 8.32
48.8
Name three primary colors and explain why they matter in des...
123 131 mlx-community/gemma-4-e4b-it-4bit @ response-format-schema response-format-schema OK 2 0.0 2.0 368 7.55
48.8
Name three primary colors and explain why they matter in des...
124 145 mlx-community/gemma-4-e4b-it-4bit @ max-completion-tokens max-completion-tokens OK 5 0.0 2.0 1755 36.03
48.7
Explain the causes and consequences of the French Revolution...
125 181 mlx-community/gemma-4-e4b-it-4bit @ code-python code-python OK 4 0.0 2.0 239 4.91
48.6
Name three primary colors and explain why they matter in des...
126 138 mlx-community/gemma-4-e4b-it-4bit @ think-raw think-raw
--raw
OK 3 0.0 2.0 562 11.57
48.5
Solve step by step: If a train travels at 60 mph for 2.5 hou...
127 149 mlx-community/gemma-4-e4b-it-4bit @ verbose verbose
--verbose
OK 5 0.7 2.0 181 3.74
48.5
Name three primary colors and explain why they matter in des...
128 179 mlx-community/gemma-4-e4b-it-4bit @ multilingual multilingual OK 5 0.3 2.0 338 6.98
48.4
Name three primary colors and explain why they matter in des...
129 170 mlx-community/gemma-4-e4b-it-4bit @ tool-call-nullable-param tool-call-nullable-param OK 2 0.0 2.0 286 5.91
48.4
What is the weather in Chicago?
130 128 mlx-community/gemma-4-e4b-it-4bit @ stop-low-max-tokens stop-low-max-tokens OK 2 0.0 2.0 100 2.07
48.4
List 10 mountains, numbered 1 through 10, one per line.
131 180 mlx-community/gemma-4-e4b-it-4bit @ multilingual multilingual OK 5 0.3 2.0 369 7.63
48.3
Translate "Hello, how are you?" into French, Spanish, Japane...
132 159 mlx-community/gemma-4-e4b-it-4bit @ tool-call-multi tool-call-multi OK 5 0.0 2.0 368 7.62
48.3
Name three primary colors and explain why they matter in des...
133 118 mlx-community/gemma-4-e4b-it-4bit @ stop-system-pirate stop-system-pirate OK 4 0.0 2.0 999 20.7
48.3
Tell me about treasure hunting on the high seas.
134 123 mlx-community/gemma-4-e4b-it-4bit @ stop-seed-run1 stop-seed-run1 OK 5 0.7 2.0 340 7.07
48.1
Name three primary colors and explain why they matter in des...
135 188 mlx-community/gemma-4-e4b-it-4bit @ long-form long-form OK 5 0.7 2.0 1867 38.86
48.0
Write a detailed technical blog post explaining how Mixture-...
136 89 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 5 0.0 2.0 368 7.69
47.8
Name three primary colors and explain why they matter in des...
137 171 mlx-community/gemma-4-e4b-it-4bit @ tool-call-none tool-call-none OK 5 0.0 2.0 368 7.7
47.8
Name three primary colors and explain why they matter in des...
138 177 mlx-community/gemma-4-e4b-it-4bit @ special-chars special-chars OK 5 0.0 2.0 368 7.72
47.6
Name three primary colors and explain why they matter in des...
139 185 mlx-community/gemma-4-e4b-it-4bit @ math math OK 5 0.0 2.0 368 7.73
47.6
Name three primary colors and explain why they matter in des...
140 152 mlx-community/gemma-4-e4b-it-4bit @ very-verbose very-verbose
--very-verbose
OK 5 0.7 2.0 265 5.57
47.6
Hello, how are you?
141 134 mlx-community/gemma-4-e4b-it-4bit @ response-format-text response-format-text OK 5 0.0 2.0 317 6.67
47.5
Tell me the language Python, what year it was created, and w...
142 168 mlx-community/gemma-4-e4b-it-4bit @ tool-call-nullable-param tool-call-nullable-param OK 5 0.0 2.0 368 7.75
47.5
Name three primary colors and explain why they matter in des...
143 186 mlx-community/gemma-4-e4b-it-4bit @ math math OK 5 0.0 2.0 981 20.69
47.4
A store sells notebooks for $3.50 each. If you buy 5 or more...
144 96 mlx-community/gemma-4-e4b-it-4bit @ 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 2.0 572 12.07
47.4
Generate a person profile for someone named Alice who is 30 ...
145 121 mlx-community/gemma-4-e4b-it-4bit @ stop-high-temp stop-high-temp OK 5 1.0 2.0 240 5.08
47.2
Name three primary colors and explain why they matter in des...
146 120 mlx-community/gemma-4-e4b-it-4bit @ stop-system-numbered stop-system-numbered OK 5 0.0 2.0 277 5.87
47.2
What are the main benefits of exercise?
147 129 mlx-community/gemma-4-e4b-it-4bit @ response-format-json response-format-json OK 2 0.0 2.0 368 7.79
47.2
Name three primary colors and explain why they matter in des...
148 172 mlx-community/gemma-4-e4b-it-4bit @ tool-call-none tool-call-none OK 5 0.0 2.0 268 5.7
47.1
What is the current temperature in Berlin?
149 116 mlx-community/gemma-4-e4b-it-4bit @ stop-four-max stop-four-max OK 5 0.0 2.0 342 7.28
47.0
List 10 facts about numbers, alternating between digit forma...
150 164 mlx-community/gemma-4-e4b-it-4bit @ tool-call-complex tool-call-complex OK 2 0.0 2.0 1007 21.46
46.9
Search recursively for all Swift files under Sources/ with a...
151 182 mlx-community/gemma-4-e4b-it-4bit @ code-python code-python OK 5 0.0 2.0 569 12.19
46.7
Write a function that finds all prime numbers up to n using ...
152 119 mlx-community/gemma-4-e4b-it-4bit @ stop-system-numbered stop-system-numbered OK 5 0.0 2.0 259 5.56
46.6
Name three primary colors and explain why they matter in des...
153 135 mlx-community/gemma-4-e4b-it-4bit @ think-normal think-normal OK 5 0.0 2.0 368 7.91
46.5
Name three primary colors and explain why they matter in des...
154 139 mlx-community/gemma-4-e4b-it-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 5 0.7 2.0 322 6.93
46.5
Name three primary colors and explain why they matter in des...
155 183 mlx-community/gemma-4-e4b-it-4bit @ code-swift code-swift OK 4 0.0 2.0 168 3.63
46.2
Name three primary colors and explain why they matter in des...
156 146 mlx-community/gemma-4-e4b-it-4bit @ developer-role developer-role OK 5 0.0 2.0 368 7.96
46.2
Name three primary colors and explain why they matter in des...
157 155 mlx-community/gemma-4-e4b-it-4bit @ tool-call-auto tool-call-auto OK 2 0.0 2.0 286 6.19
46.2
What is the weather in Tokyo?
158 125 mlx-community/gemma-4-e4b-it-4bit @ stop-seed-run2 stop-seed-run2 OK 4 0.7 2.0 340 7.36
46.2
Name three primary colors and explain why they matter in des...
159 158 mlx-community/gemma-4-e4b-it-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 2 0.0 2.0 281 6.11
46.0
What is the weather in Paris in celsius?
160 187 mlx-community/gemma-4-e4b-it-4bit @ long-form long-form OK 5 0.7 2.0 253 5.51
45.9
Name three primary colors and explain why they matter in des...
161 144 mlx-community/gemma-4-e4b-it-4bit @ max-completion-tokens max-completion-tokens OK 2 0.0 2.0 289 6.3
45.9
max_completion_tokens: 100
162 173 mlx-community/gemma-4-e4b-it-4bit @ minimal-prompt minimal-prompt OK 4 0.7 2.0 353 7.7
45.9
Name three primary colors and explain why they matter in des...
163 163 mlx-community/gemma-4-e4b-it-4bit @ tool-call-complex tool-call-complex OK 2 0.0 2.0 78 1.71
45.7
tools: [{"type":"function","function":{"name":"search_files"...
164 124 mlx-community/gemma-4-e4b-it-4bit @ stop-seed-run1 stop-seed-run1 OK 2 0.7 2.0 163 3.57
45.6
List 10 flowers, numbered 1 through 10, one per line.
165 157 mlx-community/gemma-4-e4b-it-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 3 0.0 2.0 64 1.42
45.0
tools: [{"type":"function","function":{"name":"get_weather",...
166 7 mlx-community/gemma-4-e4b-it-4bit @ top-p top-p
--top-p 0.9
OK 5 0.8 2.0 273 6.11
44.7
Name three primary colors and explain why they matter in des...
167 156 mlx-community/gemma-4-e4b-it-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 5 0.0 2.0 368 8.25
44.6
Name three primary colors and explain why they matter in des...
168 160 mlx-community/gemma-4-e4b-it-4bit @ tool-call-multi tool-call-multi OK 3 0.0 2.0 65 1.47
44.2
tools: [{"type":"function","function":{"name":"get_weather",...
169 90 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 5 0.0 2.0 152 3.46
44.0
List 10 cities, numbered 1 through 10, one per line.
170 127 mlx-community/gemma-4-e4b-it-4bit @ stop-low-max-tokens stop-low-max-tokens OK 2 0.0 2.0 100 2.32
43.1
Name three primary colors and explain why they matter in des...
171 150 mlx-community/gemma-4-e4b-it-4bit @ verbose verbose
--verbose
OK 5 0.7 2.0 252 5.92
42.5
Hello, how are you?
172 169 mlx-community/gemma-4-e4b-it-4bit @ tool-call-nullable-param tool-call-nullable-param OK 2 0.0 2.0 65 1.55
42.0
tools: [{"type":"function","function":{"name":"get_weather",...
173 110 mlx-community/gemma-4-e4b-it-4bit @ stop-special-chars stop-special-chars OK 5 0.0 2.0 288 6.86
42.0
List 3 facts about the moon. Use **bold** markdown for empha...
174 122 mlx-community/gemma-4-e4b-it-4bit @ stop-high-temp stop-high-temp OK 5 1.0 2.0 153 3.65
41.9
List 10 random words, numbered 1 through 10, one per line.
175 140 mlx-community/gemma-4-e4b-it-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 5 0.7 2.0 36 0.87
41.6
Write a 4-line poem about the ocean.
176 5 mlx-community/gemma-4-e4b-it-4bit @ high-temp high-temp OK 5 1.5 2.0 376 9.22
40.8
Name three primary colors and explain why they matter in des...
177 104 mlx-community/gemma-4-e4b-it-4bit @ stop-multi-word stop-multi-word OK 5 0.0 2.0 356 8.91
40.0
Write a 5-step recipe for making tea. Label each step as "St...
178 100 mlx-community/gemma-4-e4b-it-4bit @ stop-json-object-key stop-json-object-key OK 5 0.0 2.0 242 6.13
39.5
Generate a JSON object with keys "name", "age", and "city" f...
179 92 mlx-community/gemma-4-e4b-it-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 5 0.0 2.0 258 6.66
38.7
List 10 planets or celestial objects, numbered 1 through 10,...
180 142 mlx-community/gemma-4-e4b-it-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 5 0.7 2.0 36 0.94
38.3
Write a 4-line poem about the ocean.
181 154 mlx-community/gemma-4-e4b-it-4bit @ tool-call-auto tool-call-auto OK 3 0.0 2.0 64 1.69
38.0
tools: [{"type":"function","function":{"name":"get_weather",...
182 112 mlx-community/gemma-4-e4b-it-4bit @ stop-html-tag stop-html-tag OK 5 0.0 2.0 149 3.98
37.5
Write an HTML unordered list of 5 fruits using <ul> and <li>...
183 76 mlx-community/gemma-4-e4b-it-4bit @ stop-newline stop-newline OK 5 0.0 2.0 7 0.2
35.7
What is the capital of France? Answer in one sentence.
184 174 mlx-community/gemma-4-e4b-it-4bit @ minimal-prompt minimal-prompt OK 5 0.7 2.0 10 0.37
26.8
Hi
185 88 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 5 0.0 2.0 5 0.22
22.4
List 10 countries, numbered 1 through 10, one per line.

Failed Runs

TestModelErrorclaudeConfigLoad (s)
46 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn1 agent-cached-turn1 Connection error. 1 t=0.0 --enable-prefix-caching 2.0
48 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn2 agent-cached-turn2 Connection error. 1 t=0.0 --enable-prefix-caching 2.0
50 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn3 agent-cached-turn3 Connection error. 1 t=0.0 --enable-prefix-caching 2.0
59 mlx-community/gemma-4-e4b-it-4bit @ kv-quantized kv-quantized Connection error. 1 t=0.7 --kv-bits 4 2.0
60 mlx-community/gemma-4-e4b-it-4bit @ 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

#78 mlx-community/gemma-4-e4b-it-4bit @ stop-double-newline 306 tokens · 104.0 tok/s

#82 mlx-community/gemma-4-e4b-it-4bit @ stop-period 328 tokens · 103.2 tok/s

#75 mlx-community/gemma-4-e4b-it-4bit @ stop-newline 330 tokens · 102.7 tok/s

#81 mlx-community/gemma-4-e4b-it-4bit @ stop-period 330 tokens · 102.0 tok/s

#77 mlx-community/gemma-4-e4b-it-4bit @ stop-double-newline 330 tokens · 101.7 tok/s

#2 mlx-community/gemma-4-e4b-it-4bit @ greedy 375 tokens · 99.6 tok/s

#38 mlx-community/gemma-4-e4b-it-4bit @ guided-json-nested 984 tokens · 99.4 tok/s

#36 mlx-community/gemma-4-e4b-it-4bit @ guided-json-simple 929 tokens · 99.4 tok/s

#70 mlx-community/gemma-4-e4b-it-4bit @ raw-mode 838 tokens · 98.9 tok/s

#18 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run2 560 tokens · 98.8 tok/s

#80 mlx-community/gemma-4-e4b-it-4bit @ stop-word 530 tokens · 98.8 tok/s

#30 mlx-community/gemma-4-e4b-it-4bit @ eli5 890 tokens · 98.8 tok/s

#26 mlx-community/gemma-4-e4b-it-4bit @ pirate 1211 tokens · 98.8 tok/s

#68 mlx-community/gemma-4-e4b-it-4bit @ no-streaming 438 tokens · 98.7 tok/s

#58 mlx-community/gemma-4-e4b-it-4bit @ small-kv 642 tokens · 98.6 tok/s

#20 mlx-community/gemma-4-e4b-it-4bit @ no-penalty 1878 tokens · 98.6 tok/s

#54 mlx-community/gemma-4-e4b-it-4bit @ long-output 1163 tokens · 98.5 tok/s

#12 mlx-community/gemma-4-e4b-it-4bit @ min-p 453 tokens · 98.5 tok/s

#16 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run1 560 tokens · 98.5 tok/s

#28 mlx-community/gemma-4-e4b-it-4bit @ scientist 1426 tokens · 98.4 tok/s

#64 mlx-community/gemma-4-e4b-it-4bit @ prefill-large-4096 1659 tokens · 98.4 tok/s

#62 mlx-community/gemma-4-e4b-it-4bit @ prefill-default 1659 tokens · 98.3 tok/s

#66 mlx-community/gemma-4-e4b-it-4bit @ prefill-small-256 1659 tokens · 98.1 tok/s

#85 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-multi 368 tokens · 98.0 tok/s

#10 mlx-community/gemma-4-e4b-it-4bit @ top-k 515 tokens · 97.9 tok/s

#74 mlx-community/gemma-4-e4b-it-4bit @ stop-multi 144 tokens · 97.9 tok/s

#55 mlx-community/gemma-4-e4b-it-4bit @ logprobs 368 tokens · 97.7 tok/s

#35 mlx-community/gemma-4-e4b-it-4bit @ guided-json-simple 368 tokens · 97.7 tok/s

#27 mlx-community/gemma-4-e4b-it-4bit @ scientist 568 tokens · 97.5 tok/s

#37 mlx-community/gemma-4-e4b-it-4bit @ guided-json-nested 368 tokens · 97.5 tok/s

#1 mlx-community/gemma-4-e4b-it-4bit @ greedy 368 tokens · 97.4 tok/s

#87 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-api-merge 368 tokens · 97.3 tok/s

#71 mlx-community/gemma-4-e4b-it-4bit @ stop-single 368 tokens · 97.3 tok/s

#31 mlx-community/gemma-4-e4b-it-4bit @ json-output 368 tokens · 97.2 tok/s

#73 mlx-community/gemma-4-e4b-it-4bit @ stop-multi 368 tokens · 97.2 tok/s

#69 mlx-community/gemma-4-e4b-it-4bit @ raw-mode 372 tokens · 97.0 tok/s

#79 mlx-community/gemma-4-e4b-it-4bit @ stop-word 368 tokens · 97.0 tok/s

#53 mlx-community/gemma-4-e4b-it-4bit @ long-output 402 tokens · 96.9 tok/s

#83 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-only 368 tokens · 96.9 tok/s

#33 mlx-community/gemma-4-e4b-it-4bit @ numbered-list 368 tokens · 96.9 tok/s

#25 mlx-community/gemma-4-e4b-it-4bit @ pirate 428 tokens · 96.8 tok/s

#17 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run2 340 tokens · 96.7 tok/s

#4 mlx-community/gemma-4-e4b-it-4bit @ default 326 tokens · 96.5 tok/s

#15 mlx-community/gemma-4-e4b-it-4bit @ seed-42-run1 340 tokens · 96.4 tok/s

#86 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-multi 698 tokens · 96.1 tok/s

#32 mlx-community/gemma-4-e4b-it-4bit @ json-output 246 tokens · 96.0 tok/s

#29 mlx-community/gemma-4-e4b-it-4bit @ eli5 451 tokens · 95.9 tok/s

#34 mlx-community/gemma-4-e4b-it-4bit @ numbered-list 174 tokens · 95.5 tok/s

#61 mlx-community/gemma-4-e4b-it-4bit @ prefill-default 419 tokens · 94.7 tok/s

#65 mlx-community/gemma-4-e4b-it-4bit @ prefill-small-256 419 tokens · 94.6 tok/s

#3 mlx-community/gemma-4-e4b-it-4bit @ default 337 tokens · 94.5 tok/s

#56 mlx-community/gemma-4-e4b-it-4bit @ logprobs 123 tokens · 94.5 tok/s

#44 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn3 385 tokens · 94.3 tok/s

#63 mlx-community/gemma-4-e4b-it-4bit @ prefill-large-4096 419 tokens · 94.2 tok/s

#43 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn3 485 tokens · 93.9 tok/s

#41 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn2 485 tokens · 93.9 tok/s

#47 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn2 485 tokens · 93.8 tok/s

#14 mlx-community/gemma-4-e4b-it-4bit @ combined-samplers 435 tokens · 93.7 tok/s

#9 mlx-community/gemma-4-e4b-it-4bit @ top-k 321 tokens · 93.4 tok/s

#49 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn3 485 tokens · 93.1 tok/s

#67 mlx-community/gemma-4-e4b-it-4bit @ no-streaming 191 tokens · 92.8 tok/s

#45 mlx-community/gemma-4-e4b-it-4bit @ agent-cached-turn1 485 tokens · 92.7 tok/s

#11 mlx-community/gemma-4-e4b-it-4bit @ min-p 298 tokens · 92.6 tok/s

#57 mlx-community/gemma-4-e4b-it-4bit @ small-kv 179 tokens · 92.4 tok/s

#19 mlx-community/gemma-4-e4b-it-4bit @ no-penalty 167 tokens · 92.0 tok/s

#91 mlx-community/gemma-4-e4b-it-4bit @ stop-non-streaming 368 tokens · 92.0 tok/s

#42 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn2 261 tokens · 91.9 tok/s

#39 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn1 485 tokens · 91.4 tok/s

#13 mlx-community/gemma-4-e4b-it-4bit @ combined-samplers 162 tokens · 85.2 tok/s

#22 mlx-community/gemma-4-e4b-it-4bit @ with-penalty 1917 tokens · 85.0 tok/s

#24 mlx-community/gemma-4-e4b-it-4bit @ repetition-penalty 1703 tokens · 84.5 tok/s

#52 mlx-community/gemma-4-e4b-it-4bit @ short-output 50 tokens · 83.5 tok/s

#21 mlx-community/gemma-4-e4b-it-4bit @ with-penalty 354 tokens · 82.4 tok/s

#23 mlx-community/gemma-4-e4b-it-4bit @ repetition-penalty 282 tokens · 80.7 tok/s

#72 mlx-community/gemma-4-e4b-it-4bit @ stop-single 145 tokens · 79.6 tok/s

#94 mlx-community/gemma-4-e4b-it-4bit @ stop-guided-json-value 237 tokens · 79.2 tok/s

#84 mlx-community/gemma-4-e4b-it-4bit @ stop-cli-only 193 tokens · 78.3 tok/s

#40 mlx-community/gemma-4-e4b-it-4bit @ agent-no-cache-turn1 71 tokens · 73.5 tok/s

#51 mlx-community/gemma-4-e4b-it-4bit @ short-output 50 tokens · 73.4 tok/s

#102 mlx-community/gemma-4-e4b-it-4bit @ stop-long-phrase 471 tokens · 73.2 tok/s

#126 mlx-community/gemma-4-e4b-it-4bit @ stop-seed-run2 163 tokens · 72.3 tok/s

#141 mlx-community/gemma-4-e4b-it-4bit @ non-streaming-seeded 322 tokens · 65.0 tok/s

#8 mlx-community/gemma-4-e4b-it-4bit @ top-p 302 tokens · 60.5 tok/s

#166 mlx-community/gemma-4-e4b-it-4bit @ tool-call-array-param 50 tokens · 60.1 tok/s

#153 mlx-community/gemma-4-e4b-it-4bit @ tool-call-auto 368 tokens · 59.7 tok/s

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