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Qwen2.5 Coder 7B Instruct
◆ OPEN
by Alibaba
OPEN WEIGHTSLOCALAPI
RANKED #13 OF 20 CODE · OVERALL #357 OF 493 RANKED · VIBE SCORE 5.6 · 61 VOICES ·
COPY BADGE pastes a README snippet with the rank SVG.
Qwen coding model for software agents, repository edits, and code reasoning
HAPPY9.4
8 mentions
SAD5.6
3 mentions
VIBE TRAJECTORY
26 weeks · 59 voices in this window
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 7B Instruct once and it's yours. No subscription, no rate limits, works offline.
7.6B parameters, a Q4_K_M GGUF file is about 4.7 GB (requires around 6 GB VRAM with context)
- BARE MINIMUM
NVIDIA GeForce RTX 3060 12GB
12 GB VRAM
~$250 USEDQ4_K_M quant, ~45 tok/s, 16k context
- SWEET SPOT
NVIDIA GeForce RTX 4070 12GB
12 GB VRAM
~$520 NEWQ8_0 quant, ~70 tok/s, 32k context
- FULL POWER
NVIDIA GeForce RTX 4090 24GB
24 GB VRAM
~$1750 NEWFull FP16 precision, ~98 tok/s, up to 128k context
LEARN HOW TO SET IT UP
WILL MY BOX RUN QWEN2.5 CODER 7B 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 7B Instruct takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMNVIDIA GeForce RTX 3060 12GB | SWEET SPOTNVIDIA GeForce RTX 4070 12GB | FULL POWERNVIDIA GeForce RTX 4090 24GB |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~11 S | ~7 S | ~5 S |
| Summarize a documenta long report boiled down to the points that matter | ~33 S★★★★★ | ~21 S★★★★★ | ~15 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~3 MIN★★★★★ | ~1.9 MIN★★★★★ | ~82 S★★★★★ |
| Build a backendan API with routes, storage and tests | ~9.3 MIN★★★★★ | ~6 MIN★★★★★ | ~4.3 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~5.6 MIN★★★★★ | ~3.6 MIN★★★★★ | ~2.6 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 7B Instruct yet to call it. We found 61 posts but people did not say much either way.
56 POSTS · 5 COMMENTS · REDDIT · GITHUB · DEV FORUMS
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
Deepseek Coder> SOURCES (12)
- REDDIT · 2025-09-10 · 7 UPVOTESCan I combine my GTX 1070 (8gb) with another GPU to run better LLMs locally?
Can I combine my GTX 1070 (8gb) with another GPU to run better LLMs locally?
- REDDIT · 2024-11-28 · 6 UPVOTESHelp me understand how load distributed between GPU and CPU
Help me understand how load distributed between GPU and CPU
- REDDIT · 2024-10-17 · 5 UPVOTESAnyone get Cline working with a Local LLM via LM Studio's Local Server?
Anyone get Cline working with a Local LLM via LM Studio's Local Server?
- REDDIT · 2026-07-16 · 4 UPVOTESI managed to squeeze Qwen2.5-Coder-7B into a 1.9GB GGUF (IQ1_S) so it runs natively on Mobile!
I managed to squeeze Qwen2.5-Coder-7B into a 1.9GB GGUF (IQ1_S) so it runs natively on Mobile!
- REDDIT · 2025-02-19 · 3 UPVOTESTop Open-Source Models for Code Generation under 7 Billion Parameters
Top Open-Source Models for Code Generation under 7 Billion Parameters
- REDDIT · 2025-08-18 · 3 UPVOTESPrompt-Completion Instruction Tuning Issue
Prompt-Completion Instruction Tuning Issue
- REDDIT · 2025-06-11 · 3 UPVOTESi made a commit message generator that can be used offline and for free
i made a commit message generator that can be used offline and for free
- GITHUB · 2026-10-06 · 2 UPVOTESLogos: Checkout vLLM preload weight-cache feature (#1177)
Logos: Checkout vLLM preload weight-cache feature (#1177)
- DEV FORUMS · 2026-07-24 · 1 UPVOTESInference Providers billing issue - flat $0.01/request
Inference Providers billing issue - flat $0.01/request
- GITHUB · 2026-09-16 · 0 UPVOTESMiguel: Llama-4-Scout, Qwen3-4B kg_only, Llama-3.1-8B pass@5 evaluation
Miguel: Llama-4-Scout, Qwen3-4B kg_only, Llama-3.1-8B pass@5 evaluation
- GITHUB · 2026-08-19 · 0 UPVOTEStest(ollama): add live E2E verification against real Ollama instance
test(ollama): add live E2E verification against real Ollama instance
- REDDIT · 2026-07-16 · 0 UPVOTESI managed to squeeze Qwen2.5-Coder-7B into a 1.9GB GGUF (IQ1_S) so it runs natively on Mobile!
I managed to squeeze Qwen2.5-Coder-7B into a 1.9GB GGUF (IQ1_S) so it runs natively on Mobile!