llmrun

Qwen2.5 32B Instruct vs Qwen2.5 Coder 32B Instruct

Qwen2.5 32B Instruct and Qwen2.5 Coder 32B Instruct match in llmrun Score, with values of 80.4 versus 81.9; both fit 24 GB at Q4_K_M.

32.8B · 32K context · Apache 2.0 · Sep 2024

ChatFunctions

32.8B · 32K context · Apache 2.0 · Nov 2024

ChatCodeFunctions

Which should you choose?

Choose Qwen2.5 Coder 32B Instruct if you want…

  • Also does code

    Qwen2.5 32B Instruct doesn't list it

Qwen2.5 32B Instruct: no clear edge over Qwen2.5 Coder 32B Instruct in the data we have.

On your hardware

Each model at its default quant (Q4_K_M), a smaller one when it must. Estimates, ±20%.

8 GB

RTX 4060 · 8 GB tier

Qwen2.5 32B Instruct

Doesn't fit

smallest quant needs 13.6 GB

Qwen2.5 Coder 32B Instruct

Doesn't fit

smallest quant needs 13.6 GB

12 GB

RTX 3060 12GB · 12 GB tier

Qwen2.5 32B Instruct

Doesn't fit

smallest quant needs 13.6 GB

Qwen2.5 Coder 32B Instruct

Doesn't fit

smallest quant needs 13.6 GB

16 GB

RTX 5060 Ti 16GB · 16 GB tier

Qwen2.5 32B Instruct

IQ2_M · ~25 tok/s

15.7 GB · up to 16K

Qwen2.5 Coder 32B Instruct

IQ2_M · ~25 tok/s

15.7 GB · up to 16K

24 GBreference

RTX 4090 · 24 GB tier

Qwen2.5 32B Instruct

Q4_K_M · ~32 tok/stight

24.3 GB · up to 8K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~32 tok/stight

24.3 GB · up to 8K

32 GB

RTX 5090 · 32 GB tier

Qwen2.5 32B Instruct

Q4_K_M · ~57 tok/s

24.3 GB · up to 32K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~57 tok/s

24.3 GB · up to 32K

48 GB

RTX A6000 · 48 GB tier

Qwen2.5 32B Instruct

Q4_K_M · ~24 tok/s

24.3 GB · up to 32K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~24 tok/s

24.3 GB · up to 32K

Mac 32 GB

Mac Mini M4 · Macs

Qwen2.5 32B Instruct

Q4_K_M · ~4 tok/s

24.3 GB · up to 16K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~4 tok/s

24.3 GB · up to 16K

Mac 64 GB

Mac Studio M4 Max · Macs

Qwen2.5 32B Instruct

Q4_K_M · ~19 tok/s

24.3 GB · up to 32K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~19 tok/s

24.3 GB · up to 32K

Mac 128 GB

Mac Studio M4 Max · Macs

Qwen2.5 32B Instruct

Q4_K_M · ~19 tok/s

24.3 GB · up to 32K

Qwen2.5 Coder 32B Instruct

Q4_K_M · ~19 tok/s

24.3 GB · up to 32K

Reference GPU: RTX 4090. Tinted cell = the better pick on that machine (fits, more headroom, or at least 10% faster).

llmrun Score

with its 90% range · bars share one scale

Overall

Qwen2.5 32B Instruct

80.475–86

Qwen2.5 Coder 32B Instruct

81.976–88

Agents

Qwen2.5 32B Instruct

no data

Qwen2.5 Coder 32B Instruct

83.676–91

Qwen2.5 32B Instruct · #82 of 100 open models · #24 of 35 that fit 24 GB

Qwen2.5 Coder 32B Instruct · #77 of 100 open models · #23 of 35 that fit 24 GB

Benchmarks

The two models share no benchmark board.

9 more boards (other shared and single-model boards)

Only Qwen2.5 32B Instruct (4)

Only Qwen2.5 Coder 32B Instruct (5)

VRAM by quantization

Memory to load the model and 2K context; below it, the total at 32K and 128K context. Lighter side in bold.

Q2_K

Qwen2.5 32B Instruct

14.8 GB12.3 GB file

32K 22.8 GB · 128K —

Qwen2.5 Coder 32B Instruct

14.8 GB12.3 GB file

32K 22.8 GB · 128K —

Q3_K_S

Qwen2.5 32B Instruct

15.2 GB14.4 GB file

32K 23.2 GB · 128K —

Qwen2.5 Coder 32B Instruct

15.2 GB14.4 GB file

32K 23.2 GB · 128K —

Q3_K_M

Qwen2.5 32B Instruct

16.8 GB15.9 GB file

32K 24.9 GB · 128K —

Qwen2.5 Coder 32B Instruct

16.8 GB15.9 GB file

32K 24.9 GB · 128K —

Q4_0

Qwen2.5 32B Instruct

17.2 GB18.6 GB file

32K 25.3 GB · 128K —

Qwen2.5 Coder 32B Instruct

17.2 GB18.6 GB file

32K 25.3 GB · 128K —

Q4_K_M

Qwen2.5 32B Instruct

20.5 GB19.9 GB file

32K 28.6 GB · 128K —

Qwen2.5 Coder 32B Instruct

20.5 GB19.9 GB file

32K 28.6 GB · 128K —

Q5_K_M

Qwen2.5 32B Instruct

24.2 GB23.3 GB file

32K 32.2 GB · 128K —

Qwen2.5 Coder 32B Instruct

24.2 GB23.3 GB file

32K 32.2 GB · 128K —

Q6_K

Qwen2.5 32B Instruct

27.9 GB26.9 GB file

32K 35.9 GB · 128K —

Qwen2.5 Coder 32B Instruct

27.9 GB26.9 GB file

32K 35.9 GB · 128K —

Q8_0

Qwen2.5 32B Instruct

33.6 GB34.8 GB file

32K 41.7 GB · 128K —

Qwen2.5 Coder 32B Instruct

33.6 GB34.8 GB file

32K 41.7 GB · 128K —

19 more quants

IQ2_XXS

Qwen2.5 32B Instruct

9.9 GB9.0 GB file

32K 17.9 GB · 128K —

Qwen2.5 Coder 32B Instruct

9.9 GB9.0 GB file

32K 17.9 GB · 128K —

IQ2_XS

Qwen2.5 32B Instruct

10.7 GB10.0 GB file

32K 18.7 GB · 128K —

Qwen2.5 Coder 32B Instruct

10.7 GB10.0 GB file

32K 18.7 GB · 128K —

IQ2_S

Qwen2.5 32B Instruct

11.1 GB10.4 GB file

32K 19.1 GB · 128K —

Qwen2.5 Coder 32B Instruct

11.1 GB10.4 GB file

32K 19.1 GB · 128K —

IQ2_M

Qwen2.5 32B Instruct

11.9 GB11.3 GB file

32K 19.9 GB · 128K —

Qwen2.5 Coder 32B Instruct

11.9 GB11.3 GB file

32K 19.9 GB · 128K —

IQ3_XXS

Qwen2.5 32B Instruct

13.5 GB12.8 GB file

32K 21.6 GB · 128K —

Qwen2.5 Coder 32B Instruct

13.5 GB12.8 GB file

32K 21.6 GB · 128K —

Q2_K_S

Qwen2.5 32B Instruct

13.9 GB11.5 GB file

32K 22.0 GB · 128K —

Qwen2.5 Coder 32B Instruct

not listed

IQ3_XS

Qwen2.5 32B Instruct

14.4 GB13.7 GB file

32K 22.4 GB · 128K —

Qwen2.5 Coder 32B Instruct

14.4 GB13.7 GB file

32K 22.4 GB · 128K —

IQ3_S

Qwen2.5 32B Instruct

14.8 GB14.4 GB file

32K 22.8 GB · 128K —

Qwen2.5 Coder 32B Instruct

14.8 GB14.4 GB file

32K 22.8 GB · 128K —

IQ3_M

Qwen2.5 32B Instruct

15.6 GB14.8 GB file

32K 23.6 GB · 128K —

Qwen2.5 Coder 32B Instruct

15.6 GB14.8 GB file

32K 23.6 GB · 128K —

Q3_K_L

Qwen2.5 32B Instruct

17.6 GB17.2 GB file

32K 25.7 GB · 128K —

Qwen2.5 Coder 32B Instruct

17.6 GB17.2 GB file

32K 25.7 GB · 128K —

IQ4_XS

Qwen2.5 32B Instruct

18.5 GB17.7 GB file

32K 26.5 GB · 128K —

Qwen2.5 Coder 32B Instruct

18.5 GB17.7 GB file

32K 26.5 GB · 128K —

IQ4_NL

Qwen2.5 32B Instruct

not listed

Qwen2.5 Coder 32B Instruct

19.3 GB18.7 GB file

32K 27.3 GB · 128K —

Q4_1

Qwen2.5 32B Instruct

19.3 GB20.6 GB file

32K 27.3 GB · 128K —

Qwen2.5 Coder 32B Instruct

not listed

Q4_K_S

Qwen2.5 32B Instruct

19.3 GB18.8 GB file

32K 27.3 GB · 128K —

Qwen2.5 Coder 32B Instruct

19.3 GB18.8 GB file

32K 27.3 GB · 128K —

Q4_K_L

Qwen2.5 32B Instruct

20.9 GB20.4 GB file

32K 29.0 GB · 128K —

Qwen2.5 Coder 32B Instruct

20.9 GB20.4 GB file

32K 29.0 GB · 128K —

Q5_0

Qwen2.5 32B Instruct

21.3 GB22.6 GB file

32K 29.4 GB · 128K —

Qwen2.5 Coder 32B Instruct

21.3 GB22.6 GB file

32K 29.4 GB · 128K —

Q5_K_S

Qwen2.5 32B Instruct

23.4 GB22.6 GB file

32K 31.4 GB · 128K —

Qwen2.5 Coder 32B Instruct

23.4 GB22.6 GB file

32K 31.4 GB · 128K —

Q5_K_L

Qwen2.5 32B Instruct

24.6 GB23.7 GB file

32K 32.6 GB · 128K —

Qwen2.5 Coder 32B Instruct

24.6 GB23.7 GB file

32K 32.6 GB · 128K —

BF16

Qwen2.5 32B Instruct

66.4 GB~65.5 GB file

32K 74.4 GB · 128K —

Qwen2.5 Coder 32B Instruct

66.4 GB~65.5 GB file

32K 74.4 GB · 128K —

How to run each

Specifications

Specifications of Qwen2.5 32B Instruct and Qwen2.5 Coder 32B Instruct
SpecQwen2.5 32B InstructQwen2.5 Coder 32B Instruct
PublisherAlibabaAlibaba
Parameters32.8B32.8B
ArchitectureQwen2ForCausalLMQwen2ForCausalLM
Context32K tokens32K tokens
ModalitiesChat, Function-callingChat, Code, Function-calling
LicenseApache 2.0Apache 2.0
ReleasedSep 2024Nov 2024

Frequently Asked Questions

Which is better, Qwen2.5 32B Instruct or Qwen2.5 Coder 32B Instruct?

Qwen2.5 32B Instruct and Qwen2.5 Coder 32B Instruct match in llmrun Score, with values of 80.4 versus 81.9; both fit 24 GB at Q4_K_M. Choose Qwen2.5 Coder 32B Instruct for also does code.

Which needs less VRAM, Qwen2.5 32B Instruct or Qwen2.5 Coder 32B Instruct?

At Q4_K_M, Qwen2.5 32B Instruct requires 20.5 GB while Qwen2.5 Coder 32B Instruct needs 20.5 GB, making Qwen2.5 32B Instruct the easier model to run on your local setup.

Which is faster on RTX 4090?

Estimated decode speed on RTX 4090 is about 32 tok/s for Qwen2.5 32B Instruct (Q4_K_M) and 32 tok/s for Qwen2.5 Coder 32B Instruct (Q4_K_M), so Qwen2.5 32B Instruct is faster. Estimates, ±20%.

Can I run Qwen2.5 32B Instruct or Qwen2.5 Coder 32B Instruct on a 16 GB GPU?

Qwen2.5 32B Instruct fits at IQ2_M; Qwen2.5 Coder 32B Instruct fits at IQ2_M.

Which has a longer context window, Qwen2.5 32B Instruct or Qwen2.5 Coder 32B Instruct?

Qwen2.5 32B Instruct supports 32,768 tokens and Qwen2.5 Coder 32B Instruct supports 32,768 tokens.

Qwen2.5 32B Instruct vs Qwen2.5 Coder 32B Instruct — VRAM & GPU Comparison | llmrun