MLX Model Test Report

Generated 2026-02-19 22:46 · AFM MLX Backend · Apple M3 Ultra (512GB) · 3000 max tokens · temp 0.7

Models Tested
28
Passed
27
Failed
0
Best tok/s
384.6
Fastest Model
mlx-community/Qwen2.5-0.5B-Instruct-4bit

Performance Ranking (by tokens/sec)

Click a row to jump to its full response below.

# Model Status Load (s) Tokens Gen Time (s) Tokens/sec Response Preview
1 mlx-community/Qwen2.5-0.5B-Instruct-4bit OK 1 473 1.23
384.6
Calculus is a branch of mathematics that deals with the study of rates of change and derivatives. It is a fundamental to
2 mlx-community/Llama-3.2-1B-Instruct-4bit OK 2 1021 2.85
358.0
Limits through Multivariable Calculus is a rigorous mathematical textbook that covers various calculus concepts. Here&#x
3 mlx-community/Qwen3-0.6B-4bit OK 2 2132 7.13
299.2
<think> Okay, let's start by recalling some basic calculus concepts. Limits in calculus are about approaching
4 mlx-community/lille-130m-instruct-8bit OK 1 6649 23.95
277.6
Calculus concepts from limits involve differential calculus, which is a subfield of calculus that deals with the study o
5 mlx-community/LFM2-VL-3B-4bit OK 1 1517 7.14
212.5
Calculus is a branch of mathematics that deals with the study of change and motion. It is divided into two main branches
6 mlx-community/gpt-oss-20b-MXFP4-Q4 OK 4 8314 41.33
201.2
<|channel|>analysis<|message|>The user requests: "Explain calculus concepts from limits through multiva
7 mlx-community/exaone-4.0-1.2b-4bit OK 1 684 3.99
171.4
Certainly! Below is a rigorous explanation of key concepts in calculus, from limits to multivariable calculus, using pre
8 mlx-community/LFM2-2.6B-4bit OK 1 958 5.64
169.8
Certainly! Let's explore the concept of limits in single-variable calculus and then extend the idea to multivariabl
9 mlx-community/Ling-mini-2.0-4bit OK 3 2185 15.23
143.5
Certainly! Let's explore the core concepts of **calculus**, starting from **limits**, and progressing through **sin
10 mlx-community/SmolLM3-3B-4bit OK 2 2149 17.45
123.1
<think> </think> Certainly, let's start with the fundamental concepts and proceed through the more adv
11 hub/models--mlx-community--Qwen3-VL-4B-Instruct-4bit OK 2 2628 30.04
87.5
Certainly. Below is a rigorous, mathematically precise exposition of calculus concepts, progressing from limits through
12 mlx-community/granite-4.0-h-tiny-4bit OK 2 796 9.23
86.2
Certainly! Here's an explanation of calculus concepts from limits through multivariable calculus using rigorous mat
13 mlx-community/Qwen3-VL-4B-Instruct-4bit OK 2 2777 34.38
80.8
Certainly. Below is a rigorous, mathematically precise exposition of calculus concepts, progressing from limits through
14 mlx-community/gemma-3-4b-it-8bit OK 3 1272 16.72
76.1
Okay, let's embark on a journey through calculus, starting with the fundamentals and building up to multivariable c
15 mlx-community/gpt-oss-20b-MXFP4-Q8 OK 3 2729 36.18
75.4
<|channel|>analysis<|message|>The user wants an explanation of calculus concepts from limits through multiva
16 mlx-community/Qwen3-30B-A3B-4bit OK 6 3001 40.22
74.6
<think> Okay, the user wants an explanation of calculus concepts from limits up to multivariable calculus, using r
17 mlx-community/gemma-3n-E2B-it-lm-4bit OK 3 2024 28.41
71.2
Okay, let's embark on a journey through the fascinating world of calculus! I'll explain the core concepts, sta
18 mlx-community/Qwen3-VL-4B-Instruct-8bit OK 2 2813 41.25
68.2
Certainly. Below is a rigorous, mathematically precise exposition of calculus concepts, progressing from limits through
19 mlx-community/GLM-4.7-Flash-4bit OK 4 2291 43.69
52.4
The user wants an explanation of calculus concepts, ranging from limits to multivariable calculus, using rigorous mathem
20 mlx-community/NVIDIA-Nemotron-3-Nano-30B-A3B-4bit OK 6 3306 65.91
50.2
The user wants an explanation of calculus concepts from limits through multivariable calculus with rigorous mathematical
21 mlx-community/Qwen3-Coder-Next-4bit OK 14 3033 72.62
41.8
# A Rigorous Treatment of Calculus: From Limits to Multivariable Calculus ## 1. Limits and Continuity ### 1.1. ε-δ Def
22 mlx-community/JoyAI-LLM-Flash-4bit-DWQ OK 9 1539 39.47
39.0
I'll provide a rigorous mathematical exposition of calculus concepts, progressing from limits through single-variab
23 mlx-community/MiniMax-M2.5-5bit OK 49 1929 61.86
31.2
We are going to explain calculus concepts from limits through multivariable calculus with rigorous mathematical notation
24 mlx-community/MiniMax-M2.5-6bit OK 59 2081 73.03
28.5
We are going to explain calculus concepts from limits through multivariable calculus with rigorous mathematical notation
25 mlx-community/Qwen3.5-397B-A17B-4bit OK 68 3629 146.89
24.7
Here's a thinking process that leads to the suggested explanation of calculus concepts: 1. **Analyze the Request:
26 mlx-community/Apertus-8B-Instruct-2509-4bit OK 2 34 1.83
18.6
l. ae)ود,ش,体,公司,�木的次模速器体自然�道 的数数数 (素为数的数的,後位两数约个人的数力力 dellyve 的 of利果类。ng kim,当动的数白色的是आין ,个 the�,체的、�,地的的人ب,动的摨们克人扝是物に�的
27 mlx-community/GLM-5-4bit OK 124 3013 302.7
9.9
The user wants a comprehensive explanation of calculus concepts, starting from limits and progressing all the way to mul

Full Model Responses

mlx-community/Qwen2.5-0.5B-Instruct-4bit 473 tokens · 384.6 tok/s

mlx-community/Llama-3.2-1B-Instruct-4bit 1021 tokens · 358.0 tok/s

mlx-community/Qwen3-0.6B-4bit 2132 tokens · 299.2 tok/s

mlx-community/lille-130m-instruct-8bit 6649 tokens · 277.6 tok/s

mlx-community/LFM2-VL-3B-4bit 1517 tokens · 212.5 tok/s

mlx-community/gpt-oss-20b-MXFP4-Q4 8314 tokens · 201.2 tok/s

mlx-community/exaone-4.0-1.2b-4bit 684 tokens · 171.4 tok/s

mlx-community/LFM2-2.6B-4bit 958 tokens · 169.8 tok/s

mlx-community/Ling-mini-2.0-4bit 2185 tokens · 143.5 tok/s

mlx-community/SmolLM3-3B-4bit 2149 tokens · 123.1 tok/s

hub/models--mlx-community--Qwen3-VL-4B-Instruct-4bit 2628 tokens · 87.5 tok/s

mlx-community/granite-4.0-h-tiny-4bit 796 tokens · 86.2 tok/s

mlx-community/Qwen3-VL-4B-Instruct-4bit 2777 tokens · 80.8 tok/s

mlx-community/gemma-3-4b-it-8bit 1272 tokens · 76.1 tok/s

mlx-community/gpt-oss-20b-MXFP4-Q8 2729 tokens · 75.4 tok/s

mlx-community/Qwen3-30B-A3B-4bit 3001 tokens · 74.6 tok/s

mlx-community/gemma-3n-E2B-it-lm-4bit 2024 tokens · 71.2 tok/s

mlx-community/Qwen3-VL-4B-Instruct-8bit 2813 tokens · 68.2 tok/s

mlx-community/GLM-4.7-Flash-4bit 2291 tokens · 52.4 tok/s

mlx-community/NVIDIA-Nemotron-3-Nano-30B-A3B-4bit 3306 tokens · 50.2 tok/s

mlx-community/Qwen3-Coder-Next-4bit 3033 tokens · 41.8 tok/s

mlx-community/JoyAI-LLM-Flash-4bit-DWQ 1539 tokens · 39.0 tok/s

mlx-community/MiniMax-M2.5-5bit 1929 tokens · 31.2 tok/s

mlx-community/MiniMax-M2.5-6bit 2081 tokens · 28.5 tok/s

mlx-community/Qwen3.5-397B-A17B-4bit 3629 tokens · 24.7 tok/s

mlx-community/Apertus-8B-Instruct-2509-4bit 34 tokens · 18.6 tok/s

mlx-community/GLM-5-4bit 3013 tokens · 9.9 tok/s