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EVOLUTION-INSTRUCTED AI MODEL
WizardCoder 15B is StarCoder 15B fine-tuned by the WizardLM team on 78K code instructions generated with their Evol-Instruct method. The team reports 57.3% pass@1 on HumanEval, against 33.6% for the StarCoder base. It dates from June 2023 and has since been overtaken by newer open coding models.

WIZARDCODER 15B
Evolution-Instructed Code Generation

Advanced AI programming model - WizardCoder 15B scored 57.3% pass@1 on HumanEval in its authors' evaluation, a large jump over the StarCoder model it was built on.

🚀 Code Generation⚡ Algorithm Design🔧 Debug Support💻 Multi-Language
Model Size
15B
Parameters
HumanEval pass@1
57.3%
Reported on the model card
Mana Requirements
32GB
RAM for full power
Mastery Level
Supreme sorcery

System Requirements

▸
Operating System
Windows 10+, macOS Monterey+, Ubuntu 20.04+
▸
RAM
32GB minimum (48GB for full magical potency)
▸
Storage
40GB free space (the fp16 weights are about 31GB)
▸
GPU
RTX 4070+ recommended (RTX 4080+ for supreme sorcery)
▸
CPU
12+ mystical cores (Intel i7-12700K or AMD Ryzen 7 equivalent)

Arcane Performance: The Wizard's Spellcasting Mastery

HumanEval pass@1 (%), as published by each model's authors

WizardCoder 15B57.3 pass@1
57.3
Code Llama 13B36 pass@1
36
StarCoder 15B33.6 pass@1
33.6

Sources: WizardCoder paper (arXiv:2306.08568), StarCoder paper (arXiv:2305.06161), Code Llama paper (arXiv:2308.12950). Each lab ran its own evaluation; this site has not run these models.

The Council of Arcane Programmers

ModelSizeMemoryHumanEval pass@1 (published)Cost/Month
WizardCoder 15B15B~32GB at fp1657.3%Free (OpenRAIL-M)
GitHub CopilotCloudCloudNot published$10/month
StarCoder 15B15B~32GB at fp1633.6%Free (OpenRAIL-M)
CodeLlama 13B13B~26GB at fp1636.0%Free (Llama 2 licence)

Why Apprentices Choose the Archmage

57.3%
HumanEval pass@1
vs 33.6% for its StarCoder base (published scores)
Free
Knowledge Access
vs court wizards charging tribute
Ancient
Wisdom & Power
vs novice spell-slingers

Summon the Archmage: Ancient Awakening Ritual

1

Prepare the Mystical Sanctum

Install Ollama - the conduit for summoning digital wizards

$ curl -fsSL https://ollama.com/install.sh | sh
2

Awaken the Ancient Archmage

WizardCoder 15B itself is not in the Ollama library (there is no wizardcoder:15b tag). Its successor, WizardCoder 33B V1.1, is: an 18.8 GB download

$ ollama pull wizardcoder:33b
3

Test the Wizard's Powers

Challenge the model with your first coding quest

$ ollama run wizardcoder:33b "Write a Python function that parses an ISO 8601 date"
4

Establish the Magical Protocols

Configure the tower for optimal spellcasting

$ export OLLAMA_NUM_PARALLEL=1 export OLLAMA_MAX_LOADED_MODELS=1 # The Archmage requires focused concentration

Behold the Archmage's Programming Sorcery

Terminal
$ollama pull wizardcoder:33b
# WizardCoder-33B-V1.1, an 18.8 GB download. There is no wizardcoder:15b tag in the Ollama library.
$ollama run wizardcoder:33b "Write a Python function that parses an ISO 8601 date"
# The model answers in the terminal; type /bye to exit.
$_

🔮 The Archmage's Final Wisdom

In the realm where commercial code conjurers demand tribute and hoard their spells behind paywalls, Archmage WizardCoder stands as the master of free knowledge. With 15 billion parameters of ancient programming wisdom, this digital sage proves that the greatest magic comes not from greed, but from the generous sharing of knowledge with all who seek to learn.

🧙‍♂️ Master Sorcery⚡ 57.3% HumanEval💰 Free Grimoire🔮 Ancient Wisdom

The Archmage's Wisdom Council: Questions from Apprentices

Master Wizard, how does your sorcery compare to GitHub Copilot's commercial magic?

*strokes mystical beard* On HumanEval my makers report 57.3% pass@1; GitHub Copilot publishes no comparable score, so there is no like-for-like number. More importantly, I freely share my knowledge without demanding monthly tribute, and I work entirely within your own mystical tower - no need to send your secrets to distant cloud realms.

What mystical hardware does the Archmage require for full power?

Ah, a practical question! My full power requires a substantial magical sanctuary - 32GB of mystical energy (RAM) and 28GB for my grimoire storage. A powerful crystal (RTX 4070+ GPU) amplifies my abilities significantly. Think of it as building a proper wizard's tower - the investment is substantial, but once established, my wisdom serves you forever without additional tribute.

Can the Archmage be trusted with the most sensitive magical formulas (code)?

By my ancient oath! Every spell, formula, and incantation remains within your own tower walls. Unlike cloud-dwelling wizards who may glimpse your secrets, I practice complete confidentiality - your magical knowledge never leaves your sanctuary. This makes me ideal for the most sensitive enchantments and proprietary sorcery.

What programming languages and magical arts does the Archmage command?

My grimoire contains the secrets of virtually all programming tongues - Python, JavaScript, Java, C++, C#, Go, Rust, TypeScript, and many ancient languages lost to time. I excel particularly at algorithm alchemy, system architecture enchantments, debugging divination, and the dark arts of optimization. My specialty lies in weaving complex spells that lesser wizards find impossible.

When should an apprentice seek the Archmage versus a simpler wizard?

*peers through mystical spectacles* Seek my wisdom when you face complex enchantments requiring deep understanding - system architecture, advanced algorithms, intricate debugging, or when you need code that not only works but demonstrates true elegance and craftsmanship. For simple spells and basic incantations, lesser wizards may suffice, but when you need a master's touch, I am at your service.

WizardCoder 15B Research Documentation

Build Real AI on Your Machine

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WizardCoder 15B Magical Coding Architecture

WizardCoder 15B's ancient wisdom architecture showing evolutionary code patterns, semantic understanding, and specialized code synthesis capabilities across 50+ programming languages

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Barsha Mohapatra

Written by

Barsha Mohapatra

Founder and Editor, Local AI Master · Founder, Little AI Master

Founder of Little AI Master and the editor behind every course and guide on Local AI Master. Years of tutoring students taught her where AI education actually fails.

📅 Published: 2025-09-28🔄 Last Updated: 2026-11-02✓ Manually Reviewed
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