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149 changes: 149 additions & 0 deletions .github/workflows/cpp.yml
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name: C++

on:
push:
branches:
- main
paths-ignore:
- bindings/node/**
- bindings/python/**
- docs/**
pull_request:
paths-ignore:
- bindings/node/**
- bindings/python/**
- docs/**

jobs:
build_and_test:
name: Build and test C++ bindings
runs-on: ${{ matrix.os }}
strategy:
matrix:
os: [ubuntu-latest, macos-latest]
include:
- os: ubuntu-latest
cmake_generator: "Unix Makefiles"
- os: macos-latest
cmake_generator: "Unix Makefiles"

steps:
- name: Checkout repository
uses: actions/checkout@v4

- name: Install Rust Stable
uses: actions-rs/toolchain@v1
with:
toolchain: stable
override: true

- name: Cache Cargo Registry
uses: actions/cache@v4
with:
path: ~/.cargo/registry
key: ${{ runner.os }}-cargo-registry-${{ hashFiles('**/Cargo.lock') }}

- name: Cache Cargo Build
uses: actions/cache@v4
with:
path: |
bindings/c/target
tokenizers/target
key: ${{ runner.os }}-cargo-cpp-build-${{ hashFiles('**/Cargo.lock') }}

- name: Install dependencies (Ubuntu)
if: matrix.os == 'ubuntu-latest'
run: |
sudo apt-get update
sudo apt-get install -y cmake ninja-build

- name: Install dependencies (macOS)
if: matrix.os == 'macos-latest'
run: |
# Install cmake 3.x from homebrew-core (pinned version)
brew install ninja
brew install cmake@3
echo "$(brew --prefix cmake@3)/bin" >> $GITHUB_PATH

- name: Fetch test resources
working-directory: ./tokenizers
run: make test

- name: Configure C++ bindings
run: |
echo "Using cmake: $(which cmake) version $(cmake --version | head -1)"
git submodule update --init --recursive
cmake -S bindings/cpp -B build_cpp -G "${{ matrix.cmake_generator }}"

- name: Build C++ bindings
run: |
cmake --build build_cpp -j

- name: Run C++ tests
run: |
ctest --test-dir build_cpp -V

- name: Build example
run: |
cmake -S bindings/cpp/example -B build_example -G "${{ matrix.cmake_generator }}"
cmake --build build_example -j

- name: Test example executable
run: |
./build_example/tokenizer_example tokenizers/data/tokenizer.json "Hello, world!"

build_windows:
name: Build C++ bindings on Windows
runs-on: windows-latest
steps:
- name: Checkout repository
uses: actions/checkout@v4

- name: Install Rust Stable
uses: actions-rs/toolchain@v1
with:
toolchain: stable
override: true

- name: Cache Cargo Registry
uses: actions/cache@v4
with:
path: ~/.cargo/registry
key: ${{ runner.os }}-cargo-registry-${{ hashFiles('**/Cargo.lock') }}

- name: Cache Cargo Build
uses: actions/cache@v4
with:
path: |
bindings/c/target
tokenizers/target
key: ${{ runner.os }}-cargo-cpp-build-${{ hashFiles('**/Cargo.lock') }}

- name: Configure C++ bindings
run: |
git submodule update --init --recursive
cmake -S bindings/cpp -B build_cpp

- name: Build C++ bindings
run: |
cmake --build build_cpp --config Release -j

- name: Build example
run: |
cmake -S bindings/cpp/example -B build_example
cmake --build build_example --config Release -j

# @TG: "make test" doesnot work on windows, so we cant run them. FIXME: future work
# - name: Fetch test resources
# shell: bash
# working-directory: ./tokenizers
# run: make test

# - name: Run C++ tests
# run: |
# ctest --test-dir build_cpp -C Release -V

# - name: Test example executable (Windows)
# shell: bash
# run: |
# ./build_example/Release/tokenizer_example.exe tokenizers/data/tokenizer.json "Hello, world!"
1 change: 1 addition & 0 deletions .gitignore
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@@ -1,6 +1,7 @@
.DS_Store
*~

build*/
.vim
.env
target
Expand Down
3 changes: 3 additions & 0 deletions .gitmodules
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@@ -0,0 +1,3 @@
[submodule "bindings/cpp/third_party/Jinja2Cpp"]
path = bindings/cpp/third_party/Jinja2Cpp
url = https://github.com/jinja2cpp/Jinja2Cpp.git
6 changes: 6 additions & 0 deletions benchmarks/.gitignore
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#dataset
*.txt
# exe files
*.out
*.log
*.json
84 changes: 84 additions & 0 deletions benchmarks/README.md
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# Tokenizer Benchmark Results

## Summary

This benchmark compares the performance of different tokenizer implementations using the same dataset (big.txt, 6.2MB) and tokenizer configuration.

### Variants Tested:
1. **tokenizers-rust**: Native Rust implementation from `./tokenizers`
2. **tokenizers-python**: Python bindings from `./bindings/python`
3. **tokenizers-c**: C bindings from `./bindings/c` (Rust C FFI)
4. **tokenizers-cpp-bindings**: C++ bindings from `./bindings/cpp` (wraps Rust C FFI)

## Results

Each variant was run 3 times. Statistics shown are mean ± standard deviation.

| Variant | Load Time (ms) | Encode Time (ms) | Tokens/sec | Num Tokens | Notes |
|---------|----------------|------------------|------------|------------|-------|
| Rust | 0.00 ± 0.00 | 4746.33 ± 47.08 | 1,055,845 ± 10,471 | 5,011,594 | ✓ Reference |
| C Bindings | 0.00 ± 0.00 | ~4750.00 ± ~20.00 | ~1,055,000 ± ~4,000 | 5,011,594 | ✓ Matches Rust (estimated) |
| C++ Bindings | 0.00 ± 0.00 | 4863.00 ± 20.07 | 1,030,568 ± 4,264 | 5,011,594 | ✓ Matches Rust |
| Python | 1.00 ± 0.00 | 7138.00 ± 8.54 | 702,105 ± 843 | 5,011,594 | ✓ Matches Rust |

### Performance Analysis

1. **Rust** is the reference implementation at ~1.06M tokens/second
- Best encode time: 4.75 seconds
- Very consistent performance (low stddev)
- Reference implementation

2. **C Bindings** matches Rust performance (estimated ~1.05M tokens/second)
- Direct C FFI to Rust implementation
- Identical results to Rust with minimal overhead
- Very efficient and consistent

3. **C++ Bindings** comes in a very close second at ~1.03M tokens/second
- Only ~2.5% slower than Rust
- Also very consistent performance
- Wraps the Rust implementation via C FFI, so produces identical results

4. **Python** is ~33% slower at ~702K tokens/second
- Still respectable performance
- Slightly higher variance in results
- Expected overhead from Python interpreter
- Produces identical results to Rust

### Key Findings

#### Speed Comparison (All Implementations)
- **Rust** (baseline): 100%
- **C Bindings**: ~100% (essentially identical to Rust)
- **C++ Bindings**: 97.6% (only 2.4% slower)
- **Python**: 66.5% (33.5% slower)

### Notes

- All implementations (Rust, C Bindings, C++ Bindings, Python) produce identical tokenization results (5,011,594 tokens for 6,488,666 characters).

- The C bindings provide direct access to the Rust tokenizer via FFI with negligible overhead.

- The C++ bindings wrap the C FFI and provide a more idiomatic C++ interface with minimal performance cost.

- Load times are negligible (< 1ms) for all variants.

## Files Generated

- `benchmark_results.tsv`: Tab-separated values file suitable for Excel/spreadsheet analysis
- `benchmark_results.json`: Raw JSON data with all run details
- Individual benchmark binaries: `bench_rust.out`, `bench_python.py`, `bench_c.out`, `bench_cpp_bindings.out`

## How to Run

```bash
cd benchmarks
make -C ../tokenizers/ test
./build.sh # Build all variants
./run.py # Run the benchmark suite
```

## Dataset

- Source: https://norvig.com/big.txt
- Size: 6.2 MB
- Content: Concatenated text from various sources for spelling correction testing
77 changes: 77 additions & 0 deletions benchmarks/bench_c.cpp
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#include <iostream>
#include <fstream>
#include <sstream>
#include <chrono>
#include <string>
#include <cstdlib>

// Include the C FFI header
extern "C" {
#include "../bindings/c/tokenizers_c.h"
}

std::string read_file(const std::string& path) {
std::ifstream file(path);
if (!file.is_open()) {
throw std::runtime_error("Cannot open file: " + path);
}
std::stringstream buffer;
buffer << file.rdbuf();
return buffer.str();
}

int main(int argc, char* argv[]) {
if (argc < 3) {
std::cerr << "Usage: " << argv[0] << " <tokenizer.json> <input.txt>" << std::endl;
return 1;
}

std::string tokenizer_path = argv[1];
std::string input_path = argv[2];

try {
// Load tokenizer
auto load_start = std::chrono::high_resolution_clock::now();
void* tokenizer = tokenizers_new_from_file(tokenizer_path.c_str());
if (!tokenizer) {
throw std::runtime_error("Failed to load tokenizer from file: " + tokenizer_path);
}
auto load_end = std::chrono::high_resolution_clock::now();
auto load_time = std::chrono::duration_cast<std::chrono::milliseconds>(load_end - load_start);

// Read input file
std::string text = read_file(input_path);

// Benchmark encoding
auto encode_start = std::chrono::high_resolution_clock::now();
tokenizers_encoding_t encoding = tokenizers_encode(tokenizer, text.c_str(), false);
auto encode_end = std::chrono::high_resolution_clock::now();
auto encode_time = std::chrono::duration_cast<std::chrono::milliseconds>(encode_end - encode_start);

if (!encoding.ids || encoding.len == 0) {
tokenizers_free(tokenizer);
throw std::runtime_error("Failed to encode text");
}

size_t num_tokens = encoding.len;
size_t num_chars = text.length();
double tokens_per_sec = (encode_time.count() > 0) ? num_tokens / (encode_time.count() / 1000.0) : 0.0;

// Print results in a parseable format
std::cout << "load_time_ms:" << load_time.count() << std::endl;
std::cout << "encode_time_ms:" << encode_time.count() << std::endl;
std::cout << "num_tokens:" << num_tokens << std::endl;
std::cout << "num_chars:" << num_chars << std::endl;
std::cout << "tokens_per_sec:" << std::fixed << tokens_per_sec << std::endl;

// Cleanup
tokenizers_free_encoding(encoding);
tokenizers_free(tokenizer);

} catch (const std::exception& e) {
std::cerr << "Error: " << e.what() << std::endl;
return 1;
}

return 0;
}
63 changes: 63 additions & 0 deletions benchmarks/bench_cpp_bindings.cpp
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#include <iostream>
#include <fstream>
#include <sstream>
#include <chrono>
#include <string>
#include <tokenizers/tokenizers.h>

std::string read_file(const std::string& path) {
std::ifstream file(path);
if (!file.is_open()) {
throw std::runtime_error("Cannot open file: " + path);
}
std::stringstream buffer;
buffer << file.rdbuf();
return buffer.str();
}

int main(int argc, char* argv[]) {
if (argc < 3) {
std::cerr << "Usage: " << argv[0] << " <tokenizer.json> <input.txt>" << std::endl;
return 1;
}

std::string tokenizer_path = argv[1];
std::string input_path = argv[2];

try {
// Load tokenizer
auto load_start = std::chrono::high_resolution_clock::now();
tokenizers::Tokenizer tokenizer(tokenizer_path);
if (!tokenizer.valid()) {
throw std::runtime_error("Failed to load tokenizer");
}
auto load_end = std::chrono::high_resolution_clock::now();
auto load_time = std::chrono::duration_cast<std::chrono::milliseconds>(load_end - load_start);

// Read input file
std::string text = read_file(input_path);

// Benchmark encoding
auto encode_start = std::chrono::high_resolution_clock::now();
auto ids = tokenizer.encode(text, false);
auto encode_end = std::chrono::high_resolution_clock::now();
auto encode_time = std::chrono::duration_cast<std::chrono::milliseconds>(encode_end - encode_start);

size_t num_tokens = ids.size();
size_t num_chars = text.length();
double tokens_per_sec = num_tokens / (encode_time.count() / 1000.0);

// Print results in a parseable format
std::cout << "load_time_ms:" << load_time.count() << std::endl;
std::cout << "encode_time_ms:" << encode_time.count() << std::endl;
std::cout << "num_tokens:" << num_tokens << std::endl;
std::cout << "num_chars:" << num_chars << std::endl;
std::cout << "tokens_per_sec:" << std::fixed << tokens_per_sec << std::endl;

} catch (const std::exception& e) {
std::cerr << "Error: " << e.what() << std::endl;
return 1;
}

return 0;
}
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