pixo 0.4.1

A minimal-dependency, high-performance image compression library
Documentation
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# Codebase Size Comparison Report

**Generated:** December 28, 2025

This document provides a comprehensive comparison of codebase sizes between `pixo` and other image compression libraries referenced in the benchmarks, including Rust, C/C++, and JavaScript/Node.js ecosystems.

## Table of Contents

1. [Executive Summary]#executive-summary
2. [Methodology]#methodology
3. [Commands Used]#commands-used
4. [GitHub Repository List]#github-repository-list
5. [Format Support Comparison]#format-support-comparison
6. [Detailed Analysis]#detailed-analysis
7. [Core Codec Comparison]#core-codec-comparison
8. [SIMD and Low-Level Optimization Analysis]#simd-and-low-level-optimization-analysis
9. [AI-Generated Code vs Decades of Optimization]#ai-generated-code-vs-decades-of-optimization
10. [JavaScript/Node.js Ecosystem]#javascriptnodejs-ecosystem
11. [Dependency Analysis]#dependency-analysis
12. [Rankings]#rankings
13. [Conclusions]#conclusions

---

## Executive Summary

### Rust Libraries

| Library      | Total LOC | Core Code | Test Code | Test %                          | Dependencies   | Formats                       |
| ------------ | --------- | --------- | --------- | ------------------------------- | -------------- | ----------------------------- |
| **pixo**     | 37,780    | 17,706    | 20,074    | **53.1%** (85.5% line coverage) | 0 (zero deps)  | PNG, JPEG (enc + dec), Resize |
| jpeg-encoder | 3,642     | 2,846     | 796       | 21.9%                           | 0              | JPEG only             |
| miniz_oxide  | 7,805     | 4,501     | 3,304     | 42.3%                           | 0              | DEFLATE only          |
| zopfli       | 3,449     | 3,337     | 112       | 3.2%                            | 0              | DEFLATE only          |
| image-png    | 10,246    | 6,726     | 3,520     | 34.3%                           | miniz_oxide    | PNG only              |
| image        | 27,563    | 21,571    | 5,992     | 21.7%                           | 15+ crates     | 12+ formats           |
| oxipng       | 9,209     | 4,534     | 4,675     | 50.8%                           | libdeflate (C) | PNG only              |

### C/C++ Libraries (Industry Standard)

| Library       | Total LOC | Language | Age       | SIMD LOC | Notes                  |
| ------------- | --------- | -------- | --------- | -------- | ---------------------- |
| mozjpeg       | 111,966   | C/ASM    | 30+ years | 50,623   | Industry gold standard |
| libdeflate    | 14,429    | C        | 8+ years  | 2,371    | Fastest DEFLATE        |
| lodepng       | 11,927    | C        | 20 years  | 0        | Single-file PNG        |
| libvips       | 194,229   | C        | 30 years  | N/A      | Full image processing  |
| libimagequant | 5,850     | C/Rust   | 10+ years | N/A      | Color quantization     |
| pngquant      | 1,912     | C/Rust   | 15+ years | N/A      | PNG optimizer          |

### JavaScript/Node.js Libraries

| Library | Total LOC | Native Deps    | Notes                    |
| ------- | --------- | -------------- | ------------------------ |
| sharp   | 10,127    | libvips (194K) | Node.js image processing |
| squoosh | 31,662    | WASM codecs    | Google's web codecs      |

### Key Findings

1. **pixo maintains 53.1% test ratio with 85.5% actual code coverage** - leading among zero-dependency multi-format libraries
2. **pixo includes PNG and JPEG decoding, plus image resizing** - full encode/decode/resize support with zero external dependencies
3. **pixo is ~3× smaller than mozjpeg** while providing comparable JPEG encoding and basic decoding
4. **The compression gap comes from SIMD**: mozjpeg has 50K+ lines of hand-tuned assembly; pixo has 3.4K lines of Rust SIMD
5. **sharp appears small (10K) but depends on libvips (194K LOC)**
6. **965 test functions** validate encoding, decoding, resizing, CLI, and edge cases

---

## Methodology

### Tools Used

- **cloc** (Count Lines of Code) v1.98 - Primary line counting
- **rg** (ripgrep) - Pattern matching for test detection
- **Perl** - Custom scripts for colocated test extraction

### Counting Approach

1. **Total LOC**: All source files excluding blank lines and comments
2. **Core Code**: Total LOC minus test/bench code
3. **Test Code**: Lines in `tests/`, `benches/`, and `#[cfg(test)]` modules
4. **Exclusions**: `target/`, `.git/`, `node_modules/`, generated files

### Rust Colocated Test Detection

```bash
# Find files with colocated tests
rg -l "cfg\(test\)" src/

# Estimate lines in test modules
perl -ne 'BEGIN{$in_test=0}
  if (/#\[cfg\(test\)\]/) {$in_test=1}
  if ($in_test) {$count++}
  END{print "$count\n"}' file.rs
```

---

## Commands Used

### Install and Run cloc

```bash
# Install cloc
sudo apt-get install cloc

# Count lines in a directory
cloc src/ tests/ benches/

# Detailed breakdown by file
cloc --by-file src/

# Exclude directories
cloc . --exclude-dir=target,.git,node_modules
```

### Clone All Repositories

```bash
# Rust libraries
git clone --depth 1 https://github.com/image-rs/image.git
git clone --depth 1 https://github.com/image-rs/image-png.git
git clone --depth 1 https://github.com/vstroebel/jpeg-encoder.git
git clone --depth 1 https://github.com/oxipng/oxipng.git
git clone --depth 1 https://github.com/zopfli-rs/zopfli.git
git clone --depth 1 https://github.com/rust-lang/flate2-rs.git
git clone --depth 1 https://github.com/Frommi/miniz_oxide.git
git clone --depth 1 https://github.com/kornelski/lodepng-rust.git
git clone --depth 1 https://github.com/ImageOptim/libimagequant.git
git clone --depth 1 https://github.com/libdeflater/libdeflater.git

# C/C++ libraries
git clone --depth 1 https://github.com/mozilla/mozjpeg.git
git clone --depth 1 https://github.com/ebiggers/libdeflate.git
git clone --depth 1 https://github.com/lvandeve/lodepng.git
git clone --depth 1 https://github.com/kornelski/pngquant.git

# JavaScript/Node.js
git clone --depth 1 https://github.com/lovell/sharp.git
git clone --depth 1 https://github.com/GoogleChromeLabs/squoosh.git
git clone --depth 1 https://github.com/libvips/libvips.git
```

### Analyze Test Coverage

```bash
# Count #[test] functions
rg -c "#\[test\]" src/ tests/

# Count lines per test (test density)
total_loc=$(find src -name "*.rs" -exec cat {} \; | grep -v '^[[:space:]]*$' | wc -l)
test_count=$(rg -c "#\[test\]" src tests | awk -F: '{sum+=$2} END {print sum}')
echo "$((total_loc / test_count)) LOC per test"
```

---

## GitHub Repository List

### Rust Libraries

| Library       | GitHub URL                                  | Description                       |
| ------------- | ------------------------------------------- | --------------------------------- |
| pixo          | (this repo)                                 | Zero-dependency image compression |
| image         | https://github.com/image-rs/image           | Multi-format image processing     |
| image-png     | https://github.com/image-rs/image-png       | PNG codec for image crate         |
| jpeg-encoder  | https://github.com/vstroebel/jpeg-encoder   | Pure Rust JPEG encoder            |
| oxipng        | https://github.com/oxipng/oxipng            | PNG optimizer (CLI/lib)           |
| zopfli        | https://github.com/zopfli-rs/zopfli         | Pure Rust Zopfli port             |
| flate2-rs     | https://github.com/rust-lang/flate2-rs      | DEFLATE wrapper                   |
| miniz_oxide   | https://github.com/Frommi/miniz_oxide       | Pure Rust DEFLATE                 |
| lodepng-rust  | https://github.com/kornelski/lodepng-rust   | Rust bindings for lodepng         |
| libimagequant | https://github.com/ImageOptim/libimagequant | Color quantization                |
| libdeflater   | https://github.com/libdeflater/libdeflater  | Rust bindings for libdeflate      |

### C/C++ Libraries

| Library    | GitHub URL                             | Description                      |
| ---------- | -------------------------------------- | -------------------------------- |
| mozjpeg    | https://github.com/mozilla/mozjpeg     | Mozilla's optimized JPEG encoder |
| libdeflate | https://github.com/ebiggers/libdeflate | Fast DEFLATE compression         |
| lodepng    | https://github.com/lvandeve/lodepng    | Single-file PNG encoder/decoder  |
| pngquant   | https://github.com/kornelski/pngquant  | Lossy PNG optimizer              |
| libvips    | https://github.com/libvips/libvips     | Full image processing library    |

### JavaScript/Node.js Libraries

| Library | GitHub URL                                  | Description                               |
| ------- | ------------------------------------------- | ----------------------------------------- |
| sharp   | https://github.com/lovell/sharp             | High-performance Node.js image processing |
| squoosh | https://github.com/GoogleChromeLabs/squoosh | Google's browser image codecs             |

---

## Format Support Comparison

Different libraries support different image formats, which affects their codebase size:

| Library      | PNG | JPEG | GIF | WebP | AVIF | TIFF | BMP | Other               | Encode | Decode | Total Formats |
| ------------ | --- | ---- | --- | ---- | ---- | ---- | --- | ------------------- | ------ | ------ | ------------- |
| **pixo**     ||| -   | -    | -    | -    | -   | -                   ||| **2**         |
| jpeg-encoder | -   || -   | -    | -    | -    | -   | -                   || -      | 1             |
| image-png    || -    | -   | -    | -    | -    | -   | -                   ||| 1             |
| image        |||||||| ICO, PNM, HDR, etc. ||| 15+           |
| oxipng       || -    | -   | -    | -    | -    | -   | -                   ||| 1             |
| sharp        ||||||| -   | SVG (read-only)     ||| 6+            |
| squoosh      ||| -   ||| -    | -   | QOI, JXL            ||| 6             |

### Format-Adjusted Size Comparison

When comparing libraries that support PNG+JPEG (with encode + decode):

| Library              | Core LOC | Formats | Operations    | LOC per Format |
| -------------------- | -------- | ------- | ------------- | -------------- |
| **pixo**             | 17,706   | 2       | Encode+Decode | **8,853**      |
| image                | 21,571   | 15+     | Encode+Decode | ~1,438         |
| sharp (excl libvips) | 4,196    | 6+      | Encode+Decode | ~700           |

**Note**: `image` and `sharp` have lower LOC-per-format because they delegate to specialized codecs. `pixo` implements everything from scratch, including decoders for PNG (with INFLATE) and JPEG (baseline DCT).

---

## Detailed Analysis

### pixo (This Project)

```
=== PIXO ===
Rust files: 49
Total Rust code: 37,780 LOC

Component Breakdown:
├── PNG encoding:       3,485 LOC (src/png/mod.rs)
├── PNG filters:        1,155 LOC (src/png/filter.rs)
├── PNG decoding:       1,000 LOC (src/decode/png.rs)
├── JPEG encoding:      2,154 LOC (src/jpeg/mod.rs)
├── JPEG DCT:           1,277 LOC (src/jpeg/dct.rs)
├── JPEG progressive:     948 LOC (src/jpeg/progressive.rs)
├── JPEG Huffman:         817 LOC (src/jpeg/huffman.rs)
├── JPEG decoding:      1,102 LOC (src/decode/jpeg.rs)
├── DEFLATE:            2,626 LOC (src/compress/deflate.rs)
├── LZ77:               2,491 LOC (src/compress/lz77.rs)
├── Inflate decoder:      664 LOC (src/decode/inflate.rs)
├── SIMD (x86):         2,255 LOC (src/simd/x86_64.rs)
├── SIMD (ARM):           577 LOC (src/simd/aarch64.rs)
├── Image resizing:     1,237 LOC (src/resize.rs)
├── CLI:                1,127 LOC (src/bin/pixo.rs)
└── Other utilities:    1,779 LOC

Test Code: 20,074 LOC (53.1%)
├── src/ colocated:   10,358 LOC
├── tests/:            4,957 LOC
└── benches/:          2,274 LOC

#[test] functions: 965
├── PNG tests:           161
├── JPEG tests:          150
├── Compression tests:   204
├── Decoding tests:      145
├── SIMD tests:           78
├── Resize tests:         30
├── Integration tests:   119
└── Other:                78
Playwright e2e tests: 22
Files with colocated tests: 28
```

### mozjpeg (Industry Standard)

```
=== MOZJPEG ===
Total C/ASM code: ~112,000 LOC

Component Breakdown:
├── Core JPEG codec:    17,506 LOC (jc*.c, jd*.c files)
├── SIMD optimizations: 50,623 LOC (simd/ directory)
│   ├── Assembly:       30,704 LOC
│   ├── C intrinsics:   16,449 LOC
│   └── Headers:         2,600 LOC
├── Java bindings:       3,813 LOC
├── Build system:        2,761 LOC
└── Other:              ~37,000 LOC

History: 30+ years of development
Original: IJG libjpeg (1991)
Mozilla fork: 2014
```

### sharp (Node.js)

```
=== SHARP ===
Own code: 10,127 LOC
├── C++ bindings:  3,404 LOC
├── JavaScript:    3,197 LOC
├── TypeScript:      744 LOC
└── Other:         2,782 LOC

BUT depends on libvips:
└── libvips:     194,229 LOC (C/C++)

Effective total: ~204,000 LOC
```

### squoosh (Google)

```
=== SQUOOSH ===
Own code: 31,662 LOC
├── TypeScript/JS: 28,268 LOC (web app)
├── C++:             942 LOC (custom codecs)
├── Rust:            405 LOC (resize)
└── Build scripts:  2,047 LOC

WASM codecs included:
├── mozjpeg (compiled to WASM)
├── oxipng (compiled to WASM)
├── libwebp
├── libjxl
└── libavif

Each WASM codec is 200KB-800KB
```

---

## Core Codec Comparison

### JPEG Encoding (Pure Codec Code Only)

| Library      | Language | Core LOC | SIMD LOC | Total  | Compression Quality    |
| ------------ | -------- | -------- | -------- | ------ | ---------------------- |
| **pixo**     | Rust     | 2,989    | 500\*    | 3,489  | Good (4-5% vs mozjpeg) |
| jpeg-encoder | Rust     | 3,240    | 800\*    | 4,040  | Good                   |
| mozjpeg      | C/ASM    | 17,506   | 50,623   | 68,129 | Best (reference)       |

\* Estimated SIMD lines shared with other codecs

### PNG Encoding (Pure Codec Code Only)

| Library       | Language | PNG LOC | DEFLATE LOC | Total      | Notes            |
| ------------- | -------- | ------- | ----------- | ---------- | ---------------- |
| **pixo**      | Rust     | 2,691   | 2,910       | 5,601      | All-in-one       |
| image-png     | Rust     | 8,890   | -           | 8,890      | Uses miniz_oxide |
| + miniz_oxide | Rust     | -       | 4,838       | 4,838      | DEFLATE dep      |
| **Total**     |          |         |             | **13,728** |                  |
| lodepng       | C++      | 5,932   | (included)  | 5,932      | Single file      |
| oxipng        | Rust     | 4,534   | -           | 4,534      | Uses libdeflate  |
| + libdeflate  | C        | -       | 6,704       | 6,704      | C dep            |
| **Total**     |          |         |             | **11,238** |                  |

**pixo is 2.5× smaller than image-png+miniz_oxide and 2× smaller than oxipng+libdeflate**

---

## SIMD and Low-Level Optimization Analysis

The 4-5% compression gap between pixo and mozjpeg is explained by SIMD investment:

### SIMD Code Size Comparison

| Library      | SIMD Code  | % of Total | Architectures                   |
| ------------ | ---------- | ---------- | ------------------------------- |
| **pixo**     | 3,356 LOC  | 19.9%      | ARM64 NEON, x86 AVX2/SSE        |
| jpeg-encoder | ~3,230 LOC | 77%        | AVX2                            |
| mozjpeg      | 50,623 LOC | 45%        | SSE2, AVX2, NEON, MIPS, PowerPC |
| libdeflate   | 2,371 LOC  | 16%        | SSE2, AVX2, NEON                |

### What mozjpeg's 50K SIMD Lines Buy

```
mozjpeg SIMD directory:
├── x86_64/
│   ├── jsimd.c              - SIMD dispatch
│   ├── jccolor-avx2.asm     - Color conversion (AVX2)
│   ├── jccolor-sse2.asm     - Color conversion (SSE2)
│   ├── jfdctint-avx2.asm    - DCT forward (AVX2)
│   ├── jfdctint-sse2.asm    - DCT forward (SSE2)
│   ├── jquanti-avx2.asm     - Quantization (AVX2)
│   └── ... (90+ files)
├── arm64/
│   ├── jsimd_neon.S         - NEON implementations
│   └── ... (30+ files)
└── ...

Each operation has multiple hand-tuned implementations
for different CPU features, painstakingly optimized
over 30+ years.
```

### pixo SIMD (Modern Rust Approach)

```rust
// pixo uses portable SIMD with architecture detection
#[cfg(target_arch = "x86_64")]
mod x86_64 {
    // Uses core::arch intrinsics
    // Runtime feature detection
    // ~2,255 LOC
}

#[cfg(target_arch = "aarch64")]
mod aarch64 {
    // Uses core::arch::aarch64 intrinsics
    // ~577 LOC
}
```

**The tradeoff**: pixo sacrifices ~4-5% compression for ~15× less SIMD code.

---

## AI-Generated Code vs Decades of Optimization

### The Question

> Did pixo end up with more lines of code due to AI generation? Is it missing the many years of low-level codec optimizations?

### The Analysis

| Metric     | pixo   | mozjpeg      | Ratio |
| ---------- | ------ | ------------ | ----- |
| Total LOC  | 37,780 | 111,966      | 1:3.0 |
| Core codec | 17,706 | 68,129       | 1:3.8 |
| SIMD       | 3,356  | 50,623       | 1:15  |
| Test %     | 53.1%  | ~5%\*        | 10:1  |
| Age        | 2025   | 1991-present | -     |

\* mozjpeg test code is minimal

**Note**: pixo includes both encoding and decoding, while mozjpeg is primarily encode-focused (decoding via libjpeg).

### What pixo Does Well

1. **Higher test coverage** (53.1% vs ~5%): AI-generated code tends to come with tests
2. **Full encode/decode/resize support**: PNG and JPEG encoding/decoding plus image resizing with zero external dependencies
3. **Modern Rust idioms**: Memory safety, no undefined behavior
4. **Consistent documentation**: ~18% comment ratio
5. **Clean architecture**: No 30-year legacy baggage
6. **WASM-native**: No Emscripten required

### What pixo Trades Away

1. **Hand-tuned assembly**: 15× less SIMD code
2. **Edge case optimizations**: Decades of micro-optimizations
3. **Platform coverage**: mozjpeg supports MIPS, PowerPC, etc.
4. **Maximum compression**: 4-5% larger files

### Code Density Comparison (LOC per Test)

| Library      | LOC/Test | Interpretation                 |
| ------------ | -------- | ------------------------------ |
| oxipng       | 33       | Very well-tested (uses C deps) |
| **pixo**     | **39**   | **Excellent (self-contained)** |
| image        | 116      | Less tested                    |
| jpeg-encoder | 145      | Moderately tested              |
| mozjpeg      | ~2,000+  | Minimally tested               |
| zopfli       | 416      | Poorly tested                  |

### Comment Density (Code Documentation)

| Library      | Comment % | Interpretation              |
| ------------ | --------- | --------------------------- |
| image-png    | 25.6%     | Heavily documented          |
| mozjpeg      | 25.2%     | Heavily documented (legacy) |
| **pixo**     | **17.9%** | Well documented             |
| jpeg-encoder | 17.6%     | Well documented             |
| miniz_oxide  | 14.2%     | Adequately documented       |

### Verdict

**pixo is NOT bloated from AI generation.** In fact, it's remarkably compact:

- **17.7K core LOC** implements PNG + JPEG encoding/decoding + image resizing + DEFLATE/INFLATE + SIMD
- **53.1% test coverage** is exceptional for codec libraries (965 test functions)
- The compression gap (4-5%) comes from **missing 47K lines of hand-tuned assembly**, not from code bloat

The AI-assisted approach traded decades of low-level optimization for:

- Modern safety guarantees
- High test coverage (53.1% test ratio, 85.5% line coverage)
- Full encode/decode/resize support with zero dependencies
- WASM compatibility
- Maintainable codebase

---

## JavaScript/Node.js Ecosystem

### sharp (Most Popular Node.js Image Library)

```
sharp appears small:
├── Own code:     10,127 LOC
│   ├── C++:       3,404 LOC (libvips bindings)
│   ├── JavaScript: 3,197 LOC (API wrapper)
│   └── TypeScript:   744 LOC (type definitions)

BUT it depends on libvips:
└── libvips:     194,229 LOC
    ├── C:       161,227 LOC
    ├── C++:       9,984 LOC
    └── Headers:  11,376 LOC

Effective total: ~204,000 LOC
```

### squoosh (Google's Browser Codecs)

```
squoosh WASM codec sizes (individual):
├── png.wasm:       130 KB
├── mozjpeg.wasm:   803 KB
├── oxipng.wasm:    625 KB
├── webp.wasm:     ~300 KB
└── avif.wasm:     ~400 KB

PNG + JPEG only:    ~933 KB (png + mozjpeg)
                   ~1.4 MB  (oxipng + mozjpeg)

Each WASM codec contains its full C/C++ codebase
compiled to WebAssembly via Emscripten.
```

### Comparison with pixo (PNG + JPEG only)

| Metric             | pixo               | sharp              | squoosh (PNG + mozjpeg) |
| ------------------ | ------------------ | ------------------ | ----------------------- |
| Bundle size (WASM) | **159 KB**         | N/A (native)       | ~933 KB                 |
| Dependencies       | 0                  | libvips (194K LOC) | mozjpeg, libpng         |
| Formats            | PNG, JPEG, Resize  | 10+                | PNG, JPEG               |
| Build complexity   | cargo build        | Native compilation | Emscripten              |

---

## Rankings

### 1. Test Coverage (Among Self-Contained Libraries)

| Rank | Library      | Test %    | Tests   | Notes                                     |
| ---- | ------------ | --------- | ------- | ----------------------------------------- |
| 1    | oxipng       | 50.8%     | ~280    | PNG only (uses C deps)            |
| 2    | **pixo**     | **53.1%** | **965** | **PNG + JPEG enc/dec + resize, zero deps**|
| 3    | miniz_oxide  | 42.3%     | 61      | DEFLATE only                      |
| 4    | image-png    | 34.3%     | 90      | PNG only                          |
| 5    | flate2-rs    | 28.3%     | 62      | Wrapper                           |
| 6    | jpeg-encoder | 21.9%     | 29      | JPEG only                         |
| 7    | image        | 21.7%     | 289     | Multi-format                      |
| 8    | zopfli       | 3.2%      | 10      | Low coverage                      |

### 2. Code Efficiency (LOC per Test Function)

| Rank | Library      | LOC/Test | Interpretation                          |
| ---- | ------------ | -------- | --------------------------------------- |
| 1    | oxipng       | 33       | Excellent (but C deps do heavy lifting) |
| 2    | **pixo**     | **39**   | **Excellent (self-contained)**          |
| 3    | flate2-rs    | 111      | Good                                    |
| 4    | image        | 116      | Good                                    |
| 5    | jpeg-encoder | 145      | Moderate                                |
| 6    | miniz_oxide  | 154      | Moderate                                |
| 7    | zopfli       | 416      | Poor                                    |

### 3. Compactness (For PNG + JPEG Support with Encode + Decode)

| Rank | Solution                           | Total LOC  | Zero Deps?     | Encode | Decode |
| ---- | ---------------------------------- | ---------- | -------------- | ------ | ------ |
| 1    | **pixo**                           | **17,706** | **Yes**        |||
| 2    | jpeg-encoder (JPEG enc only)       | 2,846      | Yes            || -      |
| 3    | oxipng + libdeflate (PNG only)     | 11,238     | No (C)         |||
| 4    | image-png + miniz_oxide (PNG only) | 13,728     | Yes            |||
| 5    | image                              | 21,571+    | No (many deps) |||
| 6    | sharp + libvips                    | 204,356    | No (C)         |||

### 4. Feature Completeness vs Size

| Library      | Core LOC | Features                                                             | LOC per Feature |
| ------------ | -------- | -------------------------------------------------------------------- | --------------- |
| **pixo**     | 17,706   | PNG enc/dec, JPEG enc/dec, Resize, DEFLATE/INFLATE, SIMD, WASM, CLI  | **1,967**       |
| jpeg-encoder | 2,846    | JPEG encode, SIMD                                           | 1,423           |
| oxipng       | 4,534    | PNG optimization                                            | 4,534           |
| mozjpeg      | 68,129   | JPEG (advanced)                                             | 68,129          |

---

## Conclusions

### How pixo Stacks Up

| Dimension            | pixo                       | Best Alternative         | Verdict                          |
| -------------------- | -------------------------- | ------------------------ | -------------------------------- |
| Test code ratio      | 53.1% (20,074 LOC)         | oxipng (50.8%)           | **Excellent (zero deps)**        |
| Actual code coverage | 85.5%                      | -                        | **Excellent**                    |
| Zero dependencies    | Yes                        | jpeg-encoder (JPEG only) | **Unique for PNG+JPEG+Resize**   |
| Codebase size        | 17,706 LOC (enc+dec+resize)| jpeg-encoder (2,846)     | Compact for scope                |
| Encode + Decode      | ✓ Both formats + resize    | Most libs                | **Full codec + resize support**  |
| Compression quality  | 4-5% vs mozjpeg            | mozjpeg                  | Good tradeoff                    |
| WASM binary          | 159 KB                     | squoosh (~933 KB)        | **Excellent (6x smaller)**       |
| Build simplicity     | cargo build                | sharp (native build)     | **Excellent**                    |

### When to Choose pixo

| Use Case                    | Recommendation                                   |
| --------------------------- | ------------------------------------------------ |
| Web application (WASM)      | ✅ pixo (159 KB binary)                          |
| Zero native dependencies    | ✅ pixo (cargo add only)                         |
| Need encode + decode        | ✅ pixo (full PNG/JPEG codec)                    |
| Need image resizing         | ✅ pixo (Nearest/Bilinear/Lanczos3 algorithms)   |
| Maximum compression         | ❌ Use mozjpeg/oxipng                            |
| Node.js server              | ❌ Use sharp (faster native)                     |
| Progressive JPEG decode     | ❌ Use image crate (pixo only supports baseline) |
| Minimal codebase to audit   | ✅ pixo (17.7K LOC)                              |
| High test coverage required | ✅ pixo (53.1% test ratio, 85.5% line coverage)  |

### Final Verdict

**pixo is a well-engineered, compact, well-tested image compression library that trades 30+ years of hand-tuned assembly optimization for modern Rust safety, WASM compatibility, and developer experience.**

The library provides **full encode/decode/resize support** for both PNG and JPEG formats with zero external dependencies. With 965 test functions covering encoding, decoding, resizing, CLI, and edge cases, pixo maintains excellent test coverage while remaining compact.

The 4-5% compression gap is the cost of maintaining ~17.7K LOC instead of ~68K+ LOC (mozjpeg alone). For most web applications, this is an excellent tradeoff.

---

## Appendix: Raw Data

### pixo Component Breakdown

| Component         | File                     | LOC   |
| ----------------- | ------------------------ | ----- |
| PNG encoding      | src/png/mod.rs           | 3,485 |
| PNG decoding      | src/decode/png.rs        | 1,000 |
| PNG filters       | src/png/filter.rs        | 1,155 |
| DEFLATE           | src/compress/deflate.rs  | 2,626 |
| INFLATE (decoder) | src/decode/inflate.rs    | 664   |
| JPEG encoding     | src/jpeg/mod.rs          | 2,154 |
| JPEG decoding     | src/decode/jpeg.rs       | 1,102 |
| JPEG DCT          | src/jpeg/dct.rs          | 1,277 |
| JPEG IDCT         | src/decode/idct.rs       | 415   |
| JPEG Huffman      | src/jpeg/huffman.rs      | 817   |
| Progressive JPEG  | src/jpeg/progressive.rs  | 948   |
| Image resizing    | src/resize.rs            | 1,237 |
| LZ77              | src/compress/lz77.rs     | 2,491 |
| x86 SIMD          | src/simd/x86_64.rs       | 2,255 |
| ARM SIMD          | src/simd/aarch64.rs      | 577   |
| Bit readers       | src/decode/bit_reader.rs | 500   |
| CLI               | src/bin/pixo.rs          | 1,127 |

### Test Distribution

| Location                  | LOC        | Tests   |
| ------------------------- | ---------- | ------- |
| src/ (colocated)          | 12,843     | 846     |
| ├── src/decode/           | ~1,900     | 145     |
| ├── src/bin/ (CLI)        | ~264       | 27      |
| ├── src/png/              | ~2,600     | 161     |
| ├── src/jpeg/             | ~2,355     | 150     |
| ├── src/compress/         | ~2,600     | 204     |
| ├── src/simd/             | ~1,090     | 78      |
| ├── src/resize.rs         | ~634       | 30      |
| └── src/wasm.rs           | ~0         | 8       |
| tests/                    | 4,957      | 119     |
| ├── decode_conformance.rs | 505        | 28      |
| ├── jpeg_conformance.rs   | 1,035      | 37      |
| ├── png_conformance.rs    | 786        | 25      |
| └── simd_fallback.rs      | 542        | 24      |
| benches/                  | 2,274      | -       |
| web/e2e/ (Playwright)     | 320        | 22      |
| **Total**                 | **20,394** | **965** |

Note: Test counts include doctests, property-based tests, CLI unit tests, resize tests, and decode conformance tests.

### Actual Code Coverage

Measured with `cargo tarpaulin --all-features`:

```
85.50% coverage, 5989/7002 lines covered
```

| Component             | Lines Covered | Total Lines | Coverage |
| --------------------- | ------------- | ----------- | -------- |
| DEFLATE (deflate.rs)  | 730           | 910         | 80.2%    |
| PNG (mod.rs)          | 755           | 898         | 84.1%    |
| JPEG (mod.rs)         | 664           | 758         | 87.6%    |
| LZ77 (lz77.rs)        | 450           | 496         | 90.7%    |
| Huffman (compress)    | 118           | 121         | 97.5%    |
| JPEG Huffman          | 202           | 204         | 99.0%    |
| JPEG progressive      | 158           | 178         | 88.8%    |
| JPEG quantize         | 37            | 37          | 100.0%   |
| JPEG trellis          | 121           | 122         | 99.2%    |
| JPEG DCT              | 382           | 408         | 93.6%    |
| PNG filters           | 237           | 269         | 88.1%    |
| PNG bit_depth         | 86            | 94          | 91.5%    |
| PNG chunk             | 10            | 10          | 100.0%   |
| CRC32                 | 44            | 44          | 100.0%   |
| Adler32               | 12            | 13          | 92.3%    |
| Bit writers           | 125           | 125         | 100.0%   |
| Color module          | 35            | 35          | 100.0%   |
| Error types           | 23            | 23          | 100.0%   |
| **Decoder modules:**  |               |             |          |
| decode/bit_reader.rs  | 89            | 96          | 92.7%    |
| decode/idct.rs        | 123           | 123         | 100.0%   |
| decode/inflate.rs     | 194           | 221         | 87.8%    |
| decode/jpeg.rs        | 330           | 377         | 87.5%    |
| decode/png.rs         | 251           | 308         | 81.5%    |
| SIMD aarch64          | 212           | 212         | 100.0%\* |
| SIMD fallback         | 65            | 66          | 98.5%    |
| SIMD x86_64           | 0             | 87          | 0.0%\*   |

\* SIMD code coverage depends on test architecture. ARM NEON code is covered on aarch64; x86 AVX/SSE code is covered on x86_64.

**Command to regenerate:**

```bash
cargo tarpaulin --out Stdout --skip-clean --all-features
```

---

_Report generated using cloc v1.98, cargo-tarpaulin, and custom analysis scripts._
_Last updated: December 2025_