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Qwen2.5 Coder 32B Instruct
◆ OPEN
by Alibaba
OPEN WEIGHTSLOCALAPIPAIDCLOSED
RANKED #13 OF 13 CODE · OVERALL #396 OF 6,622 · VIBE SCORE 5.2 · 27 VOICES
Qwen2.5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). Qwen2.5-Coder brings the following improvements upon CodeQwen1.5: - Significantly improvements in **code generation**, **code reaso
HAPPY7.0
4 mentions
SAD8.0
5 mentions
VIBE TRAJECTORY
26 weeks · 21 voices
QUIETLY DEGRADING
Recent vibe and chatter are both sliding.
HOW TO USE IT
Open weights. You can use a hosted service, or download it and run it yourself, free.
RUN IT ON YOUR OWN MACHINE
Open weights: download Qwen2.5 Coder 32B Instruct once and it's yours. No subscription, no rate limits, works offline.
32.5B parameters, a Q4_K_M GGUF is about 19.9 GB while 16-bit unquantized requires around 65 GB
- BARE MINIMUM
Nvidia GeForce RTX 3060 12GB plus 32GB system RAM
12 GB VRAM + 32 GB RAM
~$280 USEDQ4_K_M with CPU and GPU layer offloading, ~6 tok/s, 8k context
- SWEET SPOT
Nvidia GeForce RTX 3090 24GB
24 GB VRAM
~$700 USEDQ4_K_M fully offloaded to VRAM, ~28 tok/s, 16k to 32k context
- FULL POWER
Dual Nvidia GeForce RTX 3090 24GB (48GB total)
48 GB VRAM
~$1400 USEDQ8_0 or FP16 with full 32k+ context fully in VRAM, ~40 tok/s
LEARN HOW TO SET IT UP
WILL MY BOX RUN QWEN2.5 CODER 32B INSTRUCT?
The three cards above are researched picks. Search the machine you actually have — we only say yes if it should reply at a usable speed, not just load the weights and crawl.
HARDWARE PICKS & PRICES ARE RESEARCHED FROM THE LIVE WEB AND REFRESHED AUTOMATICALLY. TREAT THEM AS BALLPARK, NOT GOSPEL.
WHAT CAN YOU ACTUALLY DO WITH IT?
Everyday jobs on each of those rigs: how long Qwen2.5 Coder 32B Instruct takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMNvidia GeForce RTX 3060 12GB plus 32GB system RAM | SWEET SPOTNvidia GeForce RTX 3090 24GB | FULL POWERDual Nvidia GeForce RTX 3090 24GB (48GB total) |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~83 S | ~18 S | ~13 S |
| Summarize a documenta long report boiled down to the points that matter | ~4.2 MIN★★★★★ | ~54 S★★★★★ | ~38 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~22 MIN★★★★★ | ~4.8 MIN★★★★★ | ~3.3 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~69 MIN★★★★★ | ~15 MIN★★★★★ | ~10 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~42 MIN★★★★★ | ~8.9 MIN★★★★★ | ~6.3 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
Not enough discussion about Qwen2.5 Coder 32B Instruct yet to call it. We found 27 posts but people did not say much either way.
23 POSTS · 4 COMMENTS · STACK OVERFLOW · DEV FORUMS · REDDIT · GITHUB · LEMMY
PEOPLE LOVE
- No fan mail yet. The crowd is still warming up.
PEOPLE COMPLAIN ABOUT
- No complaints yet. The internet is still looking for one. Suspicious.
LOOKING FOR AN ALTERNATIVE?
Other models the crowd has fully reviewed, starting with code models like this one.
Grok Code
Codestral> SOURCES (12)
- REDDIT · 2025-03-13 · 19 UPVOTESUsing qwq-32b effectively in coding agents
Using qwq-32b effectively in coding agents
- REDDIT · 2024-11-15 · 18 UPVOTESModel, created with "ollama create -f ..." utilizes GPU 3 times less than the original model
Model, created with "ollama create -f ..." utilizes GPU 3 times less than the original model
- REDDIT · 2025-02-05 · 10 UPVOTESStep-by-Step Guide to Running Open Deep Research with smolagents
Step-by-Step Guide to Running Open Deep Research with smolagents
- REDDIT · 2026-06-25 · 8 UPVOTESHow do you handle your RAG?
How do you handle your RAG?
- REDDIT · 2025-01-15 · 8 UPVOTESHas anyone gotten Qwen2.5 or Phi4 to work with Aider?
Has anyone gotten Qwen2.5 or Phi4 to work with Aider?
- REDDIT · 2025-01-11 · 8 UPVOTESLocal LLM for cline on RTX3090
Local LLM for cline on RTX3090
- REDDIT · 2026-03-09 · 6 UPVOTESCode Review Dataset: 200k+ Cases of Human-Written Code Reviews from Top OSS Projects
Code Review Dataset: 200k+ Cases of Human-Written Code Reviews from Top OSS Projects
- LEMMY · 2026-07-26 · 4 UPVOTES[AIT] Local LLM for Server Setup Guidance?
[AIT] Local LLM for Server Setup Guidance?
- REDDIT · 2025-11-21 · 4 UPVOTESUsing HuggingFacePipeline and Chat
Using HuggingFacePipeline and Chat
- REDDIT · 2025-02-21 · 2 UPVOTESdeepseek-r1-distill-qwen-32b doing worse than qwen2.5-coder-32b-instruct in coding?
deepseek-r1-distill-qwen-32b doing worse than qwen2.5-coder-32b-instruct in coding?
- DEV FORUMS · 2026-07-24 · 1 UPVOTESInference Providers billing issue - flat $0.01/request
Inference Providers billing issue - flat $0.01/request
- REDDIT · 2026-08-04 · 0 UPVOTESFull AI Stack on NVIDIA Grace Blackwell (GB10) - Optimizing vLLM for Multi-Model Corporate RAG + Monitoring
Full AI Stack on NVIDIA Grace Blackwell (GB10) - Optimizing vLLM for Multi-Model Corporate RAG + Monitoring