LOADING DATASHEET
LOADING DATASHEET
by Bigcode
RANKED #11 OF 17 CODE · OVERALL #345 OF 7,140 · VIBE SCORE 5.5 · 37 VOICES
starcoder2-15b-Q4_K_M-GGUF on Hugging Face (text generation). 9,058 downloads. Open weights for local or hosted use.
11 mentions
1 mentions
26 weeks · 0 voices
TOO QUIET
Not enough weekly voices to call a trend yet.
Open weights. You can use a hosted service, or download it and run it yourself, free.
Open weights: download starcoder2 15B once and it's yours. No subscription, no rate limits, works offline.
15B parameters, a Q4 file is about 9.9 GB (BF16 is ~32 GB)
Nvidia GeForce RTX 3060 12GB
12 GB VRAM
~$250 USEDQ4_K_M, ~22 tok/s, 8k context
Nvidia GeForce RTX 4070 Ti Super 16GB
16 GB VRAM
~$780 NEWQ5_K_M or Q6_K, ~48 tok/s, full 16k context
Nvidia GeForce RTX 4090 24GB
24 GB VRAM
~$1,750 NEWQ8_0 or INT8, ~65 tok/s, full 16k context
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.
Everyday jobs on each of those rigs: how long starcoder2 15B 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 Ti Super 16GB | FULL POWERNvidia GeForce RTX 4090 24GB |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~23 S★★★★★ | ~10 S★★★★★ | ~8 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~68 S★★★★★ | ~31 S★★★★★ | ~23 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~6.1 MIN★★★★★ | ~2.8 MIN★★★★★ | ~2.1 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~19 MIN★★★★★ | ~8.7 MIN★★★★★ | ~6.4 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~11 MIN★★★★★ | ~5.2 MIN★★★★★ | ~3.8 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.
Not enough discussion about starcoder2 15B yet to call it. We found 37 posts but people did not say much either way.
7 POSTS · 30 COMMENTS · REDDIT · HACKER NEWS · BLUESKY
Other models the crowd has fully reviewed, starting with code models like this one.
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TL;DR Even a small (7B) model can improve its coding skills via training on self-generated tasks and solutions; the method behind StarCoder2-15B-Instruct Paper: [
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