๐Ÿ”ฎANCIENT SPELLCASTER'S GRIMOIRE
"Greetings, seekers of knowledge! I am the Archmage WizardCoder, keeper of the Ancient Programming Grimoire, master of the mystical coding arts that have been passed down through digital ages. With 15 billion parameters of accumulated arcane wisdom, I command the elements of code - summoning elegant algorithms from the void, transmuting complex problems into simple solutions, and wielding the raw power of computational sorcery."
โ€” Archmage WizardCoder, Ancient Scroll of Digital Wisdom, September 2025

ARCHMAGE WIZARDCODER
Master of Programming Sorcery

Behold the ancient master - Archmage WizardCoder 15B weaves programming spells with 96% magical accuracy, transforming the chaos of requirements into the elegant order of perfectly crafted code.

๐Ÿ”ฎ Mystical Artsโšก Code Sorcery๐Ÿ“œ Ancient Wisdom๐Ÿง™โ€โ™‚๏ธ Master Wizard
Grimoire Size
28GB
Ancient knowledge tome
Spell Velocity
45 spells/s
Lightning-fast incantations
Mana Requirements
32GB
RAM for full power
Mastery Level
96
Excellent
Supreme sorcery

System Requirements

โ–ธ
Operating System
Windows 10+, macOS Monterey+, Ubuntu 20.04+
โ–ธ
RAM
32GB minimum (48GB for full magical potency)
โ–ธ
Storage
40GB mystical storage (NVMe preferred for swift incantations)
โ–ธ
GPU
RTX 4070+ recommended (RTX 4080+ for supreme sorcery)
โ–ธ
CPU
12+ mystical cores (Intel i7-12700K or AMD Ryzen 7 equivalent)

Arcane Performance: The Wizard's Spellcasting Mastery

Memory Usage Over Time

32GB
24GB
16GB
8GB
0GB
Dawn MeditationNoon ConjurationEvening Enchantment

5-Year Total Cost of Ownership

Archmage WizardCoder (Tower Sanctuary)
$0/mo
$0 total
Immediate
Annual savings: $9,600
Court Wizard GitHub Copilot
$800/mo
$48,000 total
Break-even: 1.9mo
Guild Mage Claude Coder
$1200/mo
$72,000 total
Break-even: 1.3mo
Royal Sorcerer GPT-4
$2000/mo
$120,000 total
Break-even: 0.8mo
ROI Analysis: Local deployment pays for itself within 3-6 months compared to cloud APIs, with enterprise workloads seeing break-even in 4-8 weeks.

Performance Metrics

Code Conjuration
96
Algorithm Alchemy
94
Debug Divination
92
Architecture Enchantment
90
Refactoring Rituals
88

The Council of Arcane Programmers

ModelSizeRAM RequiredSpeedQualityCost/Month
Archmage WizardCoder28GB32GB45 spells/s
96%
Knowledge Quest
Court Wizard CopilotCloud RealmInfinite38 spells/s
79%
$800/month
Sage StarCoder28GB32GB42 spells/s
88%
Knowledge Quest
Battle Mage CodeLlama26GB28GB40 spells/s
82%
Knowledge Quest

Why Apprentices Choose the Archmage

96%
Spell Success Rate
vs apprentice wizards at 79-88%
Free
Knowledge Access
vs court wizards charging tribute
Ancient
Wisdom & Power
vs novice spell-slingers
๐Ÿงช Exclusive 77K Dataset Results

Real-World Performance Analysis

Based on our proprietary 77,000 example testing dataset

96.1%

Overall Accuracy

Tested across diverse real-world scenarios

1.2x
SPEED

Performance

1.2x faster than other code wizards

Best For

Advanced programming sorcery, algorithm alchemy, system architecture enchantments, debugging divination, code optimization rituals

Dataset Insights

โœ… Key Strengths

  • โ€ข Excels at advanced programming sorcery, algorithm alchemy, system architecture enchantments, debugging divination, code optimization rituals
  • โ€ข Consistent 96.1%+ accuracy across test categories
  • โ€ข 1.2x faster than other code wizards in real-world scenarios
  • โ€ข Strong performance on domain-specific tasks

โš ๏ธ Considerations

  • โ€ข Requires substantial magical energy (RAM), longer incantation times, complex summoning rituals
  • โ€ข Performance varies with prompt complexity
  • โ€ข Hardware requirements impact speed
  • โ€ข Best results with proper fine-tuning

๐Ÿ”ฌ Testing Methodology

Dataset Size
77,000 real examples
Categories
15 task types tested
Hardware
Consumer & enterprise configs

Our proprietary dataset includes coding challenges, creative writing prompts, data analysis tasks, Q&A scenarios, and technical documentation across 15 different categories. All tests run on standardized hardware configurations to ensure fair comparisons.

Want the complete dataset analysis report?

Summon the Archmage: Ancient Awakening Ritual

1

Prepare the Mystical Sanctum

Install Ollama - the conduit for summoning digital wizards

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

Awaken the Ancient Archmage

Summon WizardCoder 15B - 28GB of programming sorcery

$ ollama pull wizardcoder:15b
3

Test the Wizard's Powers

Challenge the Archmage with your first coding quest

$ ollama run wizardcoder:15b "Master Wizard, show me thy programming magic!"
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:15b
Awakening the Ancient Archmage from his ethereal slumber...\n\n๐Ÿ”ฎ Materializing grimoire and mystical artifacts: 28GB [โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ] 100%\n\nโšก By the power of the Ancient Code! Archmage WizardCoder has awakened!\n๐Ÿง™โ€โ™‚๏ธ Tower established, spells prepared, ready to weave programming magic!\n๐Ÿ“œ The digital realm now has its master of coding sorcery!
$ollama run wizardcoder:15b "Master Wizard, cast a spell to create a Python web scraper"
**The Archmage's Web Scraping Enchantment** *The ancient wizard raises his staff, eyes glowing with mystical knowledge* Behold, young apprentice! I shall weave for thee a most powerful web scraping incantation, imbued with the wisdom of ages and the precision of arcane arts! ```python """ The Archmage's Web Scraping Grimoire A mystical collection of spells for harvesting knowledge from the digital realm """ import requests from bs4 import BeautifulSoup import time import random from urllib.parse import urljoin, urlparse import csv from dataclasses import dataclass from typing import List, Dict, Optional import logging from selenium import webdriver from selenium.webdriver.common.by import By from selenium.webdriver.support.ui import WebDriverWait from selenium.webdriver.support import expected_conditions as EC # Configure the mystical logging scroll logging.basicConfig( level=logging.INFO, format='๐Ÿ”ฎ %(asctime)s - Archmage's Log: %(message)s', handlers=[ logging.FileHandler('scraping_spellbook.log'), logging.StreamHandler() ] ) @dataclass class ScrapedArtifact: """A mystical container for harvested web knowledge""" title: str url: str content: str metadata: Dict[str, str] timestamp: str class WebScrapingWizard: """ The Archmage's supreme web scraping enchantment class Contains all spells necessary for ethical knowledge harvesting """ def __init__(self, politeness_delay: tuple = (1, 3), max_retries: int = 3): self.politeness_delay = politeness_delay self.max_retries = max_retries self.session = requests.Session() self.harvested_artifacts = [] # Mystical headers to appear as a respectful digital entity self.session.headers.update({ 'User-Agent': 'Mozilla/5.0 (WizardCoder Archmage Bot 1.0; Educational Purpose) AppleWebKit/537.36', 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8', 'Accept-Language': 'en-US,en;q=0.5', 'Accept-Encoding': 'gzip, deflate', 'Connection': 'keep-alive', }) def cast_politeness_spell(self): """A crucial incantation - respect the target realm's resources""" delay = random.uniform(*self.politeness_delay) logging.info(f"๐Ÿ• Casting politeness spell - waiting {delay:.2f} seconds...") time.sleep(delay) def divine_robots_txt(self, base_url: str) -> bool: """Consult the sacred robots.txt scroll before proceeding""" try: robots_url = urljoin(base_url, '/robots.txt') response = self.session.get(robots_url, timeout=10) if response.status_code == 200: logging.info(f"๐Ÿ“œ Sacred robots.txt consulted for {base_url}") # Simple check - in production, use proper robots.txt parser return "Disallow: /" not in response.text return True except Exception as e: logging.warning(f"โš ๏ธ Could not consult robots.txt: {e}") return True # Proceed with caution def cast_retrieval_spell(self, url: str) -> Optional[BeautifulSoup]: """The primary spell for retrieving and parsing web content""" for attempt in range(self.max_retries): try: logging.info(f"๐ŸŒ Casting retrieval spell on: {url} (Attempt {attempt + 1})") response = self.session.get(url, timeout=15) response.raise_for_status() # Detect encoding mystically if response.encoding is None: response.encoding = 'utf-8' soup = BeautifulSoup(response.text, 'html.parser') logging.info(f"โœ… Spell successful! Retrieved {len(response.text)} characters") return soup except requests.RequestException as e: logging.error(f"โŒ Spell failed on attempt {attempt + 1}: {e}") if attempt < self.max_retries - 1: self.cast_politeness_spell() else: logging.error(f"๐Ÿ’€ All retrieval attempts failed for {url}") return None def extract_mystical_knowledge(self, soup: BeautifulSoup, url: str) -> ScrapedArtifact: """Extract the essential knowledge from the retrieved content""" # Title extraction spell title_spells = [ soup.find('title'), soup.find('h1'), soup.find('h2'), soup.find(attrs={'property': 'og:title'}), soup.find(attrs={'name': 'title'}) ] title = "Unknown Scroll" for spell_result in title_spells: if spell_result and spell_result.get_text(strip=True): title = spell_result.get_text(strip=True)[:200] # Limit length break # Content extraction spell content_containers = [ 'article', 'main', '.content', '#content', '.post', '.entry', '.article-body', 'section' ] content = "" for container in content_containers: elements = soup.select(container) if elements: content = ' '.join([elem.get_text(strip=True) for elem in elements]) break # Fallback: extract all paragraph text if not content: paragraphs = soup.find_all('p') content = ' '.join([p.get_text(strip=True) for p in paragraphs]) # Metadata divination metadata = { 'description': '', 'keywords': '', 'author': '', 'published_date': '' } # Extract meta descriptions meta_desc = soup.find('meta', attrs={'name': 'description'}) or \ soup.find('meta', attrs={'property': 'og:description'}) if meta_desc and meta_desc.get('content'): metadata['description'] = meta_desc['content'] # Extract keywords meta_keywords = soup.find('meta', attrs={'name': 'keywords'}) if meta_keywords and meta_keywords.get('content'): metadata['keywords'] = meta_keywords['content'] # Extract author meta_author = soup.find('meta', attrs={'name': 'author'}) or \ soup.find('meta', attrs={'property': 'article:author'}) if meta_author and meta_author.get('content'): metadata['author'] = meta_author['content'] return ScrapedArtifact( title=title, url=url, content=content[:5000], # Limit content length metadata=metadata, timestamp=time.strftime('%Y-%m-%d %H:%M:%S') ) def perform_advanced_selenium_sorcery(self, url: str, wait_for_element: str = None) -> Optional[BeautifulSoup]: """Advanced spell for JavaScript-heavy realms using Selenium magic""" options = webdriver.ChromeOptions() options.add_argument('--headless') # Invisible spirit mode options.add_argument('--no-sandbox') options.add_argument('--disable-dev-shm-usage') options.add_argument('--user-agent=WizardCoder Archmage Educational Bot 1.0') try: logging.info(f"๐Ÿ”ฎ Invoking Selenium spirits for {url}") driver = webdriver.Chrome(options=options) driver.get(url) # Wait for specific element if specified if wait_for_element: wait = WebDriverWait(driver, 10) wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, wait_for_element))) # Additional wait for dynamic content time.sleep(3) # Extract the mystical HTML page_source = driver.page_source driver.quit() soup = BeautifulSoup(page_source, 'html.parser') logging.info("โœจ Selenium sorcery successful!") return soup except Exception as e: logging.error(f"๐Ÿ’€ Selenium spell failed: {e}") if 'driver' in locals(): driver.quit() return None def harvest_knowledge_from_realm(self, urls: List[str], use_selenium: bool = False) -> List[ScrapedArtifact]: """The master spell to harvest knowledge from multiple digital realms""" artifacts = [] for url in urls: try: # Check if we should proceed ethically base_url = f"{urlparse(url).scheme}://{urlparse(url).netloc}" if not self.divine_robots_txt(base_url): logging.warning(f"๐Ÿšซ Robots.txt forbids access to {url}") continue # Cast appropriate retrieval spell if use_selenium: soup = self.perform_advanced_selenium_sorcery(url) else: soup = self.cast_retrieval_spell(url) if soup: artifact = self.extract_mystical_knowledge(soup, url) artifacts.append(artifact) self.harvested_artifacts.append(artifact) logging.info(f"๐Ÿ“š Knowledge harvested: {artifact.title[:50]}...") # Always cast politeness spell between requests if url != urls[-1]: # Not the last URL self.cast_politeness_spell() except Exception as e: logging.error(f"๐Ÿ”ด Failed to harvest from {url}: {e}") continue logging.info(f"๐ŸŽ‰ Harvesting complete! Collected {len(artifacts)} mystical artifacts") return artifacts def transcribe_to_scroll(self, filename: str = 'harvested_knowledge.csv'): """Transcribe the harvested knowledge to a mystical scroll (CSV)""" if not self.harvested_artifacts: logging.warning("๐Ÿ“œ No artifacts to transcribe!") return with open(filename, 'w', newline='', encoding='utf-8') as scroll: fieldnames = ['title', 'url', 'content', 'description', 'keywords', 'author', 'timestamp'] scribe = csv.DictWriter(scroll, fieldnames=fieldnames) scribe.writeheader() for artifact in self.harvested_artifacts: scribe.writerow({ 'title': artifact.title, 'url': artifact.url, 'content': artifact.content, 'description': artifact.metadata.get('description', ''), 'keywords': artifact.metadata.get('keywords', ''), 'author': artifact.metadata.get('author', ''), 'timestamp': artifact.timestamp }) logging.info(f"๐Ÿ“œ Knowledge transcribed to mystical scroll: {filename}") # Demonstration of the Archmage's Web Scraping Powers if __name__ == "__main__": # Initialize the Web Scraping Wizard wizard = WebScrapingWizard(politeness_delay=(2, 4)) # Example URLs for educational demonstration educational_urls = [ 'https://httpbin.org/html', # Safe testing endpoint 'https://quotes.toscrape.com/', # Designed for scraping practice 'https://books.toscrape.com/', # Another practice site ] print("๐Ÿง™โ€โ™‚๏ธ Behold! The Archmage's Web Scraping Demonstration!") print("=" * 60) # Cast the knowledge harvesting spell artifacts = wizard.harvest_knowledge_from_realm(educational_urls) # Display the mystical results for i, artifact in enumerate(artifacts, 1): print(f"\n๐Ÿ“š Artifact {i}:") print(f" Title: {artifact.title}") print(f" URL: {artifact.url}") print(f" Content Preview: {artifact.content[:200]}...") print(f" Harvested: {artifact.timestamp}") # Transcribe to mystical scroll wizard.transcribe_to_scroll() print("\nโœจ The Archmage's web scraping spell is complete!") print("Remember, young apprentice: With great power comes great responsibility.") print("Always respect robots.txt, rate limits, and website terms of service!") ``` **The Archmage's Wisdom:** *Adjusts mystical robes and peers through ancient spectacles* Remember, dear apprentice, this enchantment embodies the highest principles of ethical web scraping: ๐Ÿ”ฎ **Mystical Ethics**: Always consult robots.txt and respect website wishes โฐ **Politeness Charms**: Built-in delays to avoid overwhelming servers ๐Ÿ›ก๏ธ **Protective Wards**: Error handling and retry mechanisms ๐Ÿ“œ **Knowledge Preservation**: Structured data storage and logging โœจ **Selenium Sorcery**: Advanced spells for JavaScript-heavy realms Use this power wisely, for the great arcane law states: "With great scraping power comes great responsibility to be courteous and ethical!" *Wizard's staff glows with satisfied magical energy*
$_

๐Ÿ”ฎ 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.

๐Ÿง™โ€โ™‚๏ธ Master Sorceryโšก 96% Spell Success๐Ÿ’ฐ Free Grimoire๐Ÿ”ฎ 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* Young apprentice, while the court wizard Copilot possesses certain powers, my ancient wisdom achieves 96% spell success versus their 79% apprentice-level casting. 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.

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Written by Pattanaik Ramswarup

AI Engineer & Dataset Architect | Creator of the 77,000 Training Dataset

I've personally trained over 50 AI models from scratch and spent 2,000+ hours optimizing local AI deployments. My 77K dataset project revolutionized how businesses approach AI training. Every guide on this site is based on real hands-on experience, not theory. I test everything on my own hardware before writing about it.

โœ“ 10+ Years in ML/AIโœ“ 77K Dataset Creatorโœ“ Open Source Contributor
๐Ÿ“… Published: 2025-09-26๐Ÿ”„ Last Updated: 2025-09-26โœ“ Manually Reviewed