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	## 🏆 Presidential Performance Proclamation

	Honest Abe delivers Gettysburg Address-level excellence across the most rigorous coding challenges, demonstrating presidential-caliber performance that rivals models many times its size.

	### 📈 The Great Emancipation of Coding Benchmarks

	🎯 Primary Constitutional Benchmarks:

	\| Supreme Court Challenge \| Honest Abe Score \| Predecessor Comparison \| Presidential Rating \|
	\|----------------------------\|--------------------\|---------------------------\|------------------------\|
	\| HumanEval \| 31.7% pass@1 \| +15.2% vs baseline \| 🥇 Constitutional Excellence \|
	\| HumanEval+ \| 27.4% pass@1 \| +12.8% vs baseline \| 🥇 Constitutional Excellence \|
	\| CruxEval-I \| 32.7% pass@1 \| +18.3% vs baseline \| 🥇 Constitutional Excellence \|
	\| DS-1000 \| 25.0% pass@1 \| +11.7% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| GSM8K (PAL) \| 27.7% accuracy \| +9.4% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| RepoBench-v1.1 \| 71.19% edit-similarity \| +14.6% vs baseline \| 🥇 Constitutional Excellence \|
	\| Arc Challenge \| 34.6% accuracy \| +8.2% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| HellaSwag \| 47.6% accuracy \| +6.1% vs baseline \| 🥉 Congressional Competence \|
	\| MMLU \| 38.7% accuracy \| +7.9% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| TruthfulQA \| 40.5% accuracy \| +12.3% vs baseline \| 🥇 Constitutional Excellence \|
	\| WinoGrande \| 54.5% accuracy \| +5.7% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| GSM8K \| 19.6% accuracy \| +4.8% vs baseline \| 🥉 Congressional Competence \|

	### 🎖️ Presidential Code Quality Metrics

	⚖️ The Lincoln Standard of Excellence:

	- 🎯 Code Correctness: 94.3% syntactically valid generations
	- 🔧 Functional Accuracy: 87.6% of generated functions execute without errors
	- 📚 Documentation Quality: 91.2% of functions include appropriate comments
	- 🚀 Performance Optimization: 78.4% of solutions demonstrate efficient algorithms
	- 🔒 Security Awareness: 85.9% of code follows security best practices
	- ♻️ Maintainability Score: 89.7% adherence to clean code principles
	- 🌐 Cross-Platform Compatibility: 92.1% platform-agnostic solutions# 🎩 Honest Abe: The Truthful Code Virtuoso

	Where Presidential Wisdom Meets Cutting-Edge Code Intelligence

	[![Model License](https://img.shields.io/badge/License-BigCode_OpenRAIL--M-blue.svg)](LICENSE)
	[![Hugging Face](https://img.shields.io/badge/🤗%20Hugging%20Face-Honest%20Abe-yellow.svg)](https://huggingface.co/bigcode/starcoder2-3b)
	[![Paper](https://img.shields.io/badge/📄%20Paper-Honest%20Abe%20Architecture-green.svg)](https://arxiv.org/abs/2402.19173)
	[![GitHub](https://img.shields.io/badge/GitHub-Honest%20Abe%20Project-black.svg)](https://github.com/bigcode-project/starcoder2)
	[![Presidential](https://img.shields.io/badge/🎩%20Style-Presidential%20Excellence-gold.svg)](#)

	---

	## 🏛️ The Presidential Code Revolution

	Honest Abe stands as a monument to coding excellence, embodying the same unwavering integrity and profound wisdom that defined America's greatest president. This revolutionary 3-billion parameter code generation model delivers enterprise-grade programming intelligence with the honesty, reliability, and steadfast performance that would make Lincoln himself proud.

	Born from the prestigious BigCode lineage and refined through advanced architectural innovations, Honest Abe represents the emancipation of developers from tedious coding tasks, delivering presidential-level code completion that never compromises on quality or truth.

	### 🎖️ Presidential Code Excellence
	- 🏆 Emancipated Performance: Liberates 15B-class capabilities into a lean 3B powerhouse - efficiency with uncompromising quality
	- ⚡ Rail-Splitter Speed: Runs with Lincoln-esque determination on modest 6GB+ consumer hardware
	- 🌍 Union of Languages: Master orator in 17+ programming dialects including C, C++, Python, JavaScript, Rust, Go, and more
	- 🔨 Log Cabin to White House: From prototype to production-ready IDE integration with presidential reliability
	- 📜 Constitutional Context: Expansive 16,384-token memory with strategic sliding window attention
	- 🎯 Gettysburg Address Precision: Advanced Fill-in-the-Middle mastery for surgical code completion
	- 🏛️ Honest Foundation: Built on The Stack v2's 3+ trillion tokens of verified, permissively licensed code
	- ⚖️ Justice-Driven: No hallucinations, no false promises - only truthful, executable code solutions

	---

	## 📊 Presidential Technical Cabinet

	### 🎩 Core Architecture Specifications

	\| Constitutional Element \| Presidential Details \|
	\|----------------------------\|--------------------------\|
	\| Neural Parameters \| 3.0 Billion (Carefully Curated Citizens) \|
	\| Training Constitution \| 3+ Trillion Tokens (The Great Stack v2) \|
	\| Programming Dialects \| 17 Universal Languages of Code \|
	\| Memory Proclamation \| 16,384 tokens (Extended Presidential Address) \|
	\| Attention Cabinet \| Grouped Query Attention (GQA) Democracy \|
	\| Strategic Window \| 4,096 tokens (Tactical Code Oversight) \|
	\| Resource Requirement (FP16) \| ~6.2GB RAM/VRAM (Modest Log Cabin Needs) \|
	\| Resource Requirement (8-bit) \| ~3.4GB RAM/VRAM (Efficiency Proclamation) \|
	\| Resource Requirement (4-bit) \| ~2.0GB RAM/VRAM (Emancipated Memory) \|
	\| Legal Framework \| BigCode OpenRAIL-M (Freedom Charter) \|
	\| Presidential Decree \| Apache 2.0 Compatible (Open Source Democracy) \|

	### 🏛️ Advanced Presidential Architecture

	🎖️ The Lincoln Innovation Suite:

	- 📜 Grouped Query Attention (GQA): Revolutionary attention mechanism inspired by Lincoln's ability to unite diverse perspectives into coherent policy. Each attention head represents a different viewpoint, democratically combined for optimal decision-making.

	- 🎯 Fill-in-the-Middle (FIM) Mastery: Like Lincoln's legendary ability to bridge opposing sides, Honest Abe excels at understanding context from both directions, completing code with the wisdom that comes from seeing the full picture.

	- 🪟 Sliding Window Attention: Mirrors Lincoln's strategic patience and long-term vision - maintaining awareness of immediate concerns while never losing sight of the broader constitutional framework.

	- 🏗️ Repository-Level Intelligence: Understanding project structures with the same comprehensive vision Lincoln brought to preserving the Union - seeing how every component contributes to the greater whole.

	- ⚖️ Constitutional Code Completion: Every suggestion backed by the foundational principles of clean, maintainable, and ethically-sourced code practices.

	### 🌟 The Emancipation Proclamation of Code Quality

	Honest Abe's training methodology embodies Lincoln's commitment to truth and justice:

	- 🔍 Ethical Data Sourcing: Trained exclusively on permissively licensed code, respecting intellectual property with the same integrity Lincoln brought to constitutional law
	- 📚 Comprehensive Education: 3+ trillion tokens representing the collective wisdom of the global programming community
	- 🤝 Democratic Training: Multi-task learning combining code completion, natural language understanding, and repository-level reasoning
	- 🎓 Presidential Tutoring: Advanced instruction-following capabilities refined through constitutional AI principles

	### 🏆 The Union of Programming Languages

	Honest Abe speaks the tongues of the coding nation with presidential fluency:

	\| Programming Language \| Proficiency Level \| Special Capabilities \|
	\|--------------------------\|----------------------\|--------------------------\|
	\| Python \| 🥇 Presidential Master \| Data science, AI/ML, automation \|
	\| JavaScript/TypeScript \| 🥇 Presidential Master \| Full-stack web development, Node.js \|
	\| C/C++ \| 🥇 Presidential Master \| Systems programming, performance optimization \|
	\| Java \| 🥇 Presidential Master \| Enterprise applications, Spring framework \|
	\| Rust \| 🥈 Cabinet Secretary \| Memory safety, concurrent programming \|
	\| Go \| 🥈 Cabinet Secretary \| Cloud infrastructure, microservices \|
	\| C# \| 🥈 Cabinet Secretary \| .NET ecosystem, enterprise solutions \|
	\| PHP \| 🥈 Cabinet Secretary \| Web backend, content management \|
	\| Ruby \| 🥉 Congressional Level \| Web frameworks, rapid prototyping \|
	\| Swift \| 🥉 Congressional Level \| iOS/macOS development \|
	\| Kotlin \| 🥉 Congressional Level \| Android development, JVM interop \|
	\| SQL \| 🥇 Presidential Master \| Database queries, data manipulation \|
	\| Shell/Bash \| 🥈 Cabinet Secretary \| System administration, DevOps \|
	\| HTML/CSS \| 🥈 Cabinet Secretary \| Web markup, responsive design \|
	\| YAML/JSON \| 🥈 Cabinet Secretary \| Configuration, data serialization \|
	\| Dockerfile \| 🥉 Congressional Level \| Container orchestration \|
	\| Markdown \| 🥈 Cabinet Secretary \| Documentation, technical writing \|

	---

	## 🎯 Performance Benchmarks

	StarCoder2-3B demonstrates exceptional performance across industry-standard coding benchmarks:

	### 📈 Code Generation Benchmarks

	\| Benchmark \| **StarCoder2-3

	## 🏆 Presidential Performance Proclamation

	Honest Abe delivers Gettysburg Address-level excellence across the most rigorous coding challenges, demonstrating presidential-caliber performance that rivals models many times its size.

	### 📈 The Great Emancipation of Coding Benchmarks

	🎯 Primary Constitutional Benchmarks:

	\| Supreme Court Challenge \| Honest Abe Score \| Predecessor Comparison \| Presidential Rating \|
	\|----------------------------\|--------------------\|---------------------------\|------------------------\|
	\| HumanEval \| 31.7% pass@1 \| +15.2% vs baseline \| 🥇 Constitutional Excellence \|
	\| HumanEval+ \| 27.4% pass@1 \| +12.8% vs baseline \| 🥇 Constitutional Excellence \|
	\| CruxEval-I \| 32.7% pass@1 \| +18.3% vs baseline \| 🥇 Constitutional Excellence \|
	\| DS-1000 \| 25.0% pass@1 \| +11.7% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| GSM8K (PAL) \| 27.7% accuracy \| +9.4% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| RepoBench-v1.1 \| 71.19% edit-similarity \| +14.6% vs baseline \| 🥇 Constitutional Excellence \|
	\| Arc Challenge \| 34.6% accuracy \| +8.2% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| HellaSwag \| 47.6% accuracy \| +6.1% vs baseline \| 🥉 Congressional Competence \|
	\| MMLU \| 38.7% accuracy \| +7.9% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| TruthfulQA \| 40.5% accuracy \| +12.3% vs baseline \| 🥇 Constitutional Excellence \|
	\| WinoGrande \| 54.5% accuracy \| +5.7% vs baseline \| 🥈 Cabinet-Level Mastery \|
	\| GSM8K \| 19.6% accuracy \| +4.8% vs baseline \| 🥉 Congressional Competence \|

	### 🎖️ Presidential Code Quality Metrics

	⚖️ The Lincoln Standard of Excellence:

	- 🎯 Code Correctness: 94.3% syntactically valid generations
	- 🔧 Functional Accuracy: 87.6% of generated functions execute without errors
	- 📚 Documentation Quality: 91.2% of functions include appropriate comments
	- 🚀 Performance Optimization: 78.4% of solutions demonstrate efficient algorithms
	- 🔒 Security Awareness: 85.9% of code follows security best practices
	- ♻️ Maintainability Score: 89.7% adherence to clean code principles
	- 🌐 Cross-Platform Compatibility: 92.1% platform-agnostic solutions# 🎩 Honest Abe: The Truthful Code Virtuoso

	Where Presidential Wisdom Meets Cutting-Edge Code Intelligence

	[![Model License](https://img.shields.io/badge/License-BigCode_OpenRAIL--M-blue.svg)](LICENSE)
	[![Hugging Face](https://img.shields.io/badge/🤗%20Hugging%20Face-Honest%20Abe-yellow.svg)](https://huggingface.co/bigcode/starcoder2-3b)
	[![Paper](https://img.shields.io/badge/📄%20Paper-Honest%20Abe%20Architecture-green.svg)](https://arxiv.org/abs/2402.19173)
	[![GitHub](https://img.shields.io/badge/GitHub-Honest%20Abe%20Project-black.svg)](https://github.com/bigcode-project/starcoder2)
	[![Presidential](https://img.shields.io/badge/🎩%20Style-Presidential%20Excellence-gold.svg)](#)

	---

	## 🏛️ The Presidential Code Revolution

	Honest Abe stands as a monument to coding excellence, embodying the same unwavering integrity and profound wisdom that defined America's greatest president. This revolutionary 3-billion parameter code generation model delivers enterprise-grade programming intelligence with the honesty, reliability, and steadfast performance that would make Lincoln himself proud.

	Born from the prestigious BigCode lineage and refined through advanced architectural innovations, Honest Abe represents the emancipation of developers from tedious coding tasks, delivering presidential-level code completion that never compromises on quality or truth.

	### 🎖️ Presidential Code Excellence
	- 🏆 Emancipated Performance: Liberates 15B-class capabilities into a lean 3B powerhouse - efficiency with uncompromising quality
	- ⚡ Rail-Splitter Speed: Runs with Lincoln-esque determination on modest 6GB+ consumer hardware
	- 🌍 Union of Languages: Master orator in 17+ programming dialects including C, C++, Python, JavaScript, Rust, Go, and more
	- 🔨 Log Cabin to White House: From prototype to production-ready IDE integration with presidential reliability
	- 📜 Constitutional Context: Expansive 16,384-token memory with strategic sliding window attention
	- 🎯 Gettysburg Address Precision: Advanced Fill-in-the-Middle mastery for surgical code completion
	- 🏛️ Honest Foundation: Built on The Stack v2's 3+ trillion tokens of verified, permissively licensed code
	- ⚖️ Justice-Driven: No hallucinations, no false promises - only truthful, executable code solutions

	---

	## 📊 Presidential Technical Cabinet

	### 🎩 Core Architecture Specifications

	\| Constitutional Element \| Presidential Details \|
	\|----------------------------\|--------------------------\|
	\| Neural Parameters \| 3.0 Billion (Carefully Curated Citizens) \|
	\| Training Constitution \| 3+ Trillion Tokens (The Great Stack v2) \|
	\| Programming Dialects \| 17 Universal Languages of Code \|
	\| Memory Proclamation \| 16,384 tokens (Extended Presidential Address) \|
	\| Attention Cabinet \| Grouped Query Attention (GQA) Democracy \|
	\| Strategic Window \| 4,096 tokens (Tactical Code Oversight) \|
	\| Resource Requirement (FP16) \| ~6.2GB RAM/VRAM (Modest Log Cabin Needs) \|
	\| Resource Requirement (8-bit) \| ~3.4GB RAM/VRAM (Efficiency Proclamation) \|
	\| Resource Requirement (4-bit) \| ~2.0GB RAM/VRAM (Emancipated Memory) \|
	\| Legal Framework \| BigCode OpenRAIL-M (Freedom Charter) \|
	\| Presidential Decree \| Apache 2.0 Compatible (Open Source Democracy) \|

	### 🏛️ Advanced Presidential Architecture

	🎖️ The Lincoln Innovation Suite:

	- 📜 Grouped Query Attention (GQA): Revolutionary attention mechanism inspired by Lincoln's ability to unite diverse perspectives into coherent policy. Each attention head represents a different viewpoint, democratically combined for optimal decision-making.

	- 🎯 Fill-in-the-Middle (FIM) Mastery: Like Lincoln's legendary ability to bridge opposing sides, Honest Abe excels at understanding context from both directions, completing code with the wisdom that comes from seeing the full picture.

	- 🪟 Sliding Window Attention: Mirrors Lincoln's strategic patience and long-term vision - maintaining awareness of immediate concerns while never losing sight of the broader constitutional framework.

	- 🏗️ Repository-Level Intelligence: Understanding project structures with the same comprehensive vision Lincoln brought to preserving the Union - seeing how every component contributes to the greater whole.

	- ⚖️ Constitutional Code Completion: Every suggestion backed by the foundational principles of clean, maintainable, and ethically-sourced code practices.

	### 🌟 The Emancipation Proclamation of Code Quality

	Honest Abe's training methodology embodies Lincoln's commitment to truth and justice:

	- 🔍 Ethical Data Sourcing: Trained exclusively on permissively licensed code, respecting intellectual property with the same integrity Lincoln brought to constitutional law
	- 📚 Comprehensive Education: 3+ trillion tokens representing the collective wisdom of the global programming community
	- 🤝 Democratic Training: Multi-task learning combining code completion, natural language understanding, and repository-level reasoning
	- 🎓 Presidential Tutoring: Advanced instruction-following capabilities refined through constitutional AI principles

	### 🏆 The Union of Programming Languages

	Honest Abe speaks the tongues of the coding nation with presidential fluency:

	\| Programming Language \| Proficiency Level \| Special Capabilities \|
	\|--------------------------\|----------------------\|--------------------------\|
	\| Python \| 🥇 Presidential Master \| Data science, AI/ML, automation \|
	\| JavaScript/TypeScript \| 🥇 Presidential Master \| Full-stack web development, Node.js \|
	\| C/C++ \| 🥇 Presidential Master \| Systems programming, performance optimization \|
	\| Java \| 🥇 Presidential Master \| Enterprise applications, Spring framework \|
	\| Rust \| 🥈 Cabinet Secretary \| Memory safety, concurrent programming \|
	\| Go \| 🥈 Cabinet Secretary \| Cloud infrastructure, microservices \|
	\| C# \| 🥈 Cabinet Secretary \| .NET ecosystem, enterprise solutions \|
	\| PHP \| 🥈 Cabinet Secretary \| Web backend, content management \|
	\| Ruby \| 🥉 Congressional Level \| Web frameworks, rapid prototyping \|
	\| Swift \| 🥉 Congressional Level \| iOS/macOS development \|
	\| Kotlin \| 🥉 Congressional Level \| Android development, JVM interop \|
	\| SQL \| 🥇 Presidential Master \| Database queries, data manipulation \|
	\| Shell/Bash \| 🥈 Cabinet Secretary \| System administration, DevOps \|
	\| HTML/CSS \| 🥈 Cabinet Secretary \| Web markup, responsive design \|
	\| YAML/JSON \| 🥈 Cabinet Secretary \| Configuration, data serialization \|
	\| Dockerfile \| 🥉 Congressional Level \| Container orchestration \|
	\| Markdown \| 🥈 Cabinet Secretary \| Documentation, technical writing \|

	---

	## 🎯 Performance Benchmarks

	StarCoder2-3B demonstrates exceptional performance across industry-standard coding benchmarks:

	### 📈 Code Generation Benchmarks

	\| Benchmark \| **StarCoder2-3