MLX Model Test Report

Generated 2026-02-25 12:23 · AFM MLX Backend · v0.9.5

mlx-model-test.sh --prompts Scripts/test-stop-sequences.txt --smart claude,codex

Test Runs
34
Passed
32
Failed
2
Best tok/s
46.7
Fastest
mlx-community/Qwen3.5-35B-A3B-4bit @ stop-code-fence

Performance Ranking (by tokens/sec)

Click a row to jump to its full response below.

# Model / Config Status codexclaude Temp Load (s) Tokens Gen (s) Tokens/sec Prompt
1 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-code-fence stop-code-fence OK 22 0.0 1.0 122 2.61
46.7
Write a Python function that computes factorial, inside a co...
2 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 35 0.0 1.0 819 19.22
42.6
Describe the color blue with its hex code.
3 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-no-match stop-guided-json-no-match
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 25 0.0 1.0 1150 27.01
42.6
Generate a person record for Bob aged 25.
4 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi stop-cli-multi
--stop "```,END"
OK 55 0.0 1.0 326 7.85
41.5
Write a Python hello world in a code block, then write END.
5 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 25 0.0 2.0 309 7.54
41.0
List 10 fruits, numbered 1 through 10, one per line.
6 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match stop-no-match OK 25 0.0 1.0 134 3.35
40.0
What is 2+2? Answer briefly.
7 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens stop-low-max-tokens OK 2 0.0 1.0 100 2.59
38.6
List 10 mountains, numbered 1 through 10, one per line.
8 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate stop-system-pirate OK 22 0.0 1.0 374 19.11
19.6
Tell me about treasure hunting on the high seas.
9 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp stop-high-temp OK 22 1.0 1.0 121 8.35
14.5
List 10 random words, numbered 1 through 10, one per line.
10 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag stop-html-tag OK 22 0.0 1.0 107 7.85
13.6
Write an HTML unordered list of 5 fruits using <ul> and <li>...
11 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 52 0.0 1.0 82 7.84
10.5
List 10 countries, numbered 1 through 10, one per line.
12 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 stop-seed-run1 OK 2 0.0 1.0 80 8.71
9.2
List 10 flowers, numbered 1 through 10, one per line.
13 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 stop-seed-run2 OK 2 0.0 1.0 80 8.7
9.2
List 10 flowers, numbered 1 through 10, one per line.
14 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max stop-four-max OK 22 0.0 2.0 102 11.47
8.9
List 10 items, numbered 1 through 10. One per line.
15 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-top-p stop-top-p OK 2 0.0 1.0 111 12.57
8.8
List 10 rivers, numbered 1 through 10, one per line.
16 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 22 0.0 1.0 161 19.61
8.2
List 10 planets or celestial objects, numbered 1 through 10,...
17 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-streaming stop-streaming OK 22 0.0 1.0 161 19.81
8.1
List 10 planets or celestial objects, numbered 1 through 10,...
18 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 22 0.0 1.0 87 10.81
8.1
List 10 cities, numbered 1 through 10, one per line.
19 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word stop-multi-word OK 22 0.0 1.0 111 16.15
6.9
Write a 5-step recipe for making tea. Label each step as "St...
20 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-multi stop-api-multi OK 22 0.0 1.0 98 15.31
6.4
List 10 animals, numbered 1 through 10, one per line.
21 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered stop-system-numbered OK 22 0.0 1.0 138 22.15
6.2
What are the main benefits of exercise?
22 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-single stop-api-single OK 32 0.0 2.0 90 14.46
6.2
List 10 colors, numbered 1 through 10, one per line.
23 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate stop-immediate OK 52 0.0 1.0 15 2.65
5.7
What is the capital of Japan?
24 mlx-community/Qwen3.5-35B-A3B-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 22 0.0 1.0 58 15.11
3.8
Generate a person profile for someone named Alice who is 30 ...
25 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode stop-unicode OK 22 0.0 1.0 38 10.63
3.6
List 5 items about space using bullet points (•).
26 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase stop-long-phrase OK 12 0.0 1.0 44 16.64
2.6
Write a 3-paragraph essay about renewable energy. Start the ...
27 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 22 0.0 1.0 38 18.39
2.1
List 5 major world cities as a JSON array. Include Tokyo.
28 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-word stop-api-word OK 22 0.0 2.0 90 64.69
1.4
Name 5 programming languages and briefly describe each one.
29 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-newline stop-api-newline OK 22 0.0 2.0 6 5.93
1.0
What is the capital of France? Answer in one sentence.
30 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars stop-special-chars OK 22 0.0 1.0 7 13.87
0.5
List 3 facts about the moon. Use **bold** markdown for empha...
31 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-double-newline stop-api-double-newline OK 22 0.0 2.0 6 16.01
0.4
Write a short paragraph about the ocean. Then write a second...
32 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-period stop-api-period OK 22 0.0 2.0 6 46.22
0.1
Tell me about the sun in three sentences.

Failed Runs

ModelErrorcodexclaudeConfigLoad (s)
mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key stop-json-object-key Error code: 400 - {'error': {'message': 'The operation couldn’t be completed. (Jinja.TemplateException error 1.)', 'type': 'mlx_error'}} 41 t=0.0 1.0
mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-no-match stop-json-object-no-match Error code: 400 - {'error': {'type': 'mlx_error', 'message': 'The operation couldn’t be completed. (Jinja.TemplateException error 1.)'}} 11 t=0.0 1.0

AI Analysis (--smart)

codex Analysis · avg score: 2.3/5

claude Analysis · avg score: 2.4/5

Full Responses

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-code-fence 122 tokens · 46.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace 819 tokens · 42.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-no-match 1150 tokens · 42.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi 326 tokens · 41.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only 309 tokens · 41.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match 134 tokens · 40.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens 100 tokens · 38.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate 374 tokens · 19.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp 121 tokens · 14.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag 107 tokens · 13.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge 82 tokens · 10.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 80 tokens · 9.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 80 tokens · 9.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max 102 tokens · 8.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-top-p 111 tokens · 8.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming 161 tokens · 8.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-streaming 161 tokens · 8.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup 87 tokens · 8.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word 111 tokens · 6.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-multi 98 tokens · 6.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered 138 tokens · 6.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-single 90 tokens · 6.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate 15 tokens · 5.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma 58 tokens · 3.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode 38 tokens · 3.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase 44 tokens · 2.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value 38 tokens · 2.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-word 90 tokens · 1.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-newline 6 tokens · 1.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars 7 tokens · 0.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-double-newline 6 tokens · 0.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-api-period 6 tokens · 0.1 tok/s