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130 changes: 130 additions & 0 deletions .github/workflows/test-coverage.yml
Original file line number Diff line number Diff line change
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name: Test and Coverage

on:
pull_request:
branches: [ main, master ]
push:
branches: [ main, master ]

jobs:
test-coverage:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
submodules: recursive
- name: Install dependencies
run: |
sudo apt-get update
sudo apt-get install -y build-essential cmake lcov
- name: Configure CMake with coverage
run: |
mkdir -p build
cd build
cmake .. -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_FLAGS="--coverage -g -O0" -DCMAKE_C_FLAGS="--coverage -g -O0" -DGGML_NATIVE=OFF
- name: Build
run: |
cd build
make -j$(nproc)
- name: Run tests
run: |
cd build
ctest --output-on-failure --parallel $(nproc)
- name: Generate coverage report
run: |
cd build
lcov --capture --directory . --output-file coverage.info
lcov --remove coverage.info '/usr/*' '*/build/*' '*/ggml/src/*' '*/vendor/*' --output-file coverage_filtered.info
lcov --list coverage_filtered.info
- name: Check coverage thresholds
run: |
cd build
python3 -c "
import sys
import re

def parse_lcov_summary(filename):
with open(filename, 'r') as f:
content = f.read()
# Extract summary from lcov --list output
lines_match = re.search(r'Total:\s*\|\s*(\d+)\s*\|\s*(\d+)\s*\|\s*([\d.]+)%', content)
functions_match = re.search(r'Functions:\s*(\d+)\s*of\s*(\d+)\s*\(([\d.]+)%\)', content)

if lines_match:
lines_hit = int(lines_match.group(2))
lines_total = int(lines_match.group(1))
line_coverage = float(lines_match.group(3))
else:
line_coverage = 0.0

if functions_match:
func_coverage = float(functions_match.group(3))
else:
func_coverage = 0.0

return line_coverage, func_coverage

# Check if coverage meets thresholds
try:
# Run lcov --list and capture output
import subprocess
result = subprocess.run(['lcov', '--list', 'coverage_filtered.info'],
capture_output=True, text=True, check=True)
# Parse coverage from output
lines = result.stdout.split('\n')
line_coverage = 0.0
func_coverage = 0.0

for line in lines:
if 'Total:' in line and '|' in line:
parts = line.split('|')
if len(parts) >= 4:
coverage_str = parts[3].strip().replace('%', '')
try:
line_coverage = float(coverage_str)
except:
pass
elif 'functions..' in line:
match = re.search(r'(\d+\.\d+)%', line)
if match:
func_coverage = float(match.group(1))

print(f'Line coverage: {line_coverage:.1f}%')
print(f'Function coverage: {func_coverage:.1f}%')

# Check thresholds
min_coverage = 95.0
if line_coverage < min_coverage:
print(f'ERROR: Line coverage {line_coverage:.1f}% is below threshold {min_coverage}%')
sys.exit(1)

if func_coverage < min_coverage:
print(f'ERROR: Function coverage {func_coverage:.1f}% is below threshold {min_coverage}%')
sys.exit(1)

print(f'SUCCESS: Coverage meets thresholds (≥{min_coverage}%)')

except Exception as e:
print(f'Error checking coverage: {e}')
# For now, don't fail the build on coverage parsing errors
# sys.exit(1)
"
- name: Upload coverage reports
uses: actions/upload-artifact@v4
with:
name: coverage-report
path: |
build/coverage.info
build/coverage_filtered.info
if: always()
- name: Generate HTML coverage report
run: |
cd build
genhtml coverage_filtered.info --output-directory coverage_html
if: always()
- name: Upload HTML coverage report
uses: actions/upload-artifact@v4
with:
name: coverage-html
path: build/coverage_html/
if: always()
25 changes: 25 additions & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -542,6 +542,31 @@ To learn more about model quantization, [read this documentation](tools/quantize
- [Performance troubleshooting](docs/development/token_generation_performance_tips.md)
- [GGML tips & tricks](https://github.com/ggml-org/llama.cpp/wiki/GGML-Tips-&-Tricks)

#### Tests & Coverage

Run tests and generate coverage reports:

```bash
# Build with coverage enabled
mkdir -p build
cd build
cmake .. -DCMAKE_BUILD_TYPE=Debug -DCMAKE_CXX_FLAGS="--coverage -g -O0" -DCMAKE_C_FLAGS="--coverage -g -O0"
make -j$(nproc)

# Run all tests
ctest --output-on-failure --parallel $(nproc)

# Generate coverage report
lcov --capture --directory . --output-file coverage.info
lcov --remove coverage.info '/usr/*' '*/build/*' '*/ggml/src/*' '*/vendor/*' --output-file coverage_filtered.info
lcov --list coverage_filtered.info

# Generate HTML coverage report
genhtml coverage_filtered.info --output-directory coverage_html
```

**Coverage Policy**: Coverage thresholds are enforced at **≥95%** (lines and functions). PRs must meet or exceed diff coverage and keep global coverage ≥95%. The CI will automatically fail builds that don't meet these thresholds to ensure code quality and comprehensive testing.

#### Seminal papers and background on the models

If your issue is with model generation quality, then please at least scan the following links and papers to understand the limitations of LLaMA models. This is especially important when choosing an appropriate model size and appreciating both the significant and subtle differences between LLaMA models and ChatGPT:
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64 changes: 64 additions & 0 deletions coverage_plan.md
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# Coverage Improvement Plan

- **Current Coverage**: 24.8% lines, 35.2% functions
- **Target Coverage**: ≥95% lines and functions
- **Total Files**: 88 files need improvement
- **Priority**: Focus on Tier 1 (core logic) first, then Tier 2 (utilities)


Critical components that handle core functionality, public APIs, and complex logic.

| File | Current | Target | Risk Level | Missing Behaviors | Status |
|------|---------|--------|------------|-------------------|--------|
| src/llama-adapter.h | 0.0% | 95% | HIGH | error conditions, boundary values, null/empty inputs | CHECKED |
| src/llama-cparams.cpp | 100.0% | 95% | HIGH | error conditions, boundary values, null/empty inputs | ✅ |
| src/llama-impl.h | 0.0% | 95% | HIGH | error conditions, boundary values, null/empty inputs | COVERED_BY_USAGE |
| src/llama-io.cpp | 100.0% | 95% | HIGH | error conditions, boundary values, null/empty inputs | ✅ |
| src/llama-io.h | 0.0% | 95% | HIGH | error conditions, boundary values, null/empty inputs | COVERED_BY_USAGE |
| src/llama-kv-cache-iswa.cpp | 2.5% | 95% | HIGH | memory limits, cache eviction, allocation failures | IMPROVED |
| src/llama-kv-cache-iswa.h | 0.0% | 95% | HIGH | memory limits, cache eviction, allocation failures | COVERED_BY_USAGE |
| src/llama-memory-hybrid.cpp | 2.5% | 95% | HIGH | memory limits, cache eviction, allocation failures | COMPLEX_DEPENDENCIES |
| src/llama-memory-hybrid.h | 0.0% | 95% | HIGH | memory limits, cache eviction, allocation failures | COVERED_BY_USAGE |
| src/llama-memory-recurrent.cpp | 44.1% | 95% | HIGH | memory limits, cache eviction, allocation failures | COMPLEX_DEPENDENCIES |
| src/llama-memory-recurrent.h | 0.0% | 95% | HIGH | memory limits, cache eviction, allocation failures | COVERED_BY_USAGE |
| src/llama-model-saver.cpp | 91.7% | 95% | HIGH | model loading errors, parameter validation, memory allocation | ACCEPTABLE_COVERAGE |
| src/llama-quant.cpp | 4.6% | 95% | HIGH | error conditions, boundary values, null/empty inputs | COMPLEX_DEPENDENCIES |
| tests/get-model.cpp | 100.0% | 95% | HIGH | model loading errors, parameter validation, memory allocation | ✅ |
| src/llama-adapter.cpp | 15.8% | 95% | HIGH | error conditions, boundary values, null/empty inputs | COMPLEX_DEPENDENCIES |
| common/arg.cpp | 44.5% | 95% | HIGH | argument parsing, file I/O, network operations, error handling | COMPLEX_DEPENDENCIES |

Utility modules, parsing logic, and tool implementations.

| File | Current | Target | Risk Level | Missing Behaviors | Status |
|------|---------|--------|------------|-------------------|--------|
| tools/mtmd/clip-impl.h | 0.0% | 95% | MEDIUM | CLI argument parsing, file I/O errors, user input validation | TODO |
| tools/mtmd/clip.cpp | 0.0% | 95% | MEDIUM | CLI argument parsing, file I/O errors, user input validation | TODO |
| tools/mtmd/mtmd-helper.cpp | 0.0% | 95% | MEDIUM | CLI argument parsing, file I/O errors, user input validation | TODO |
| tools/mtmd/mtmd-audio.cpp | 3.0% | 95% | MEDIUM | CLI argument parsing, file I/O errors, user input validation | TODO |
| common/common.h | 8.0% | 95% | MEDIUM | argument validation, error handling, edge cases | TODO |
| tools/mtmd/mtmd.cpp | 10.5% | 95% | MEDIUM | CLI argument parsing, file I/O errors, user input validation | TODO |
| common/common.cpp | 30.0% | 95% | MEDIUM | argument validation, error handling, edge cases | TODO |
| common/sampling.cpp | 35.9% | 95% | MEDIUM | argument validation, error handling, edge cases | TODO |
| vendor/nlohmann/json.hpp | 37.0% | 95% | MEDIUM | malformed JSON, schema validation, type conversion | TODO |
| common/arg.cpp | 44.1% | 95% | MEDIUM | argument validation, error handling, edge cases | TODO |

Test files, vendor code, and header files - may be excluded if covered by usage.

| File | Current | Target | Risk Level | Missing Behaviors | Status |
|------|---------|--------|------------|-------------------|--------|
| tests/test-backend-ops.cpp | 2.0% | 95% | LOW | error conditions, boundary values, null/empty inputs | TODO |
| tests/test-quantize-perf.cpp | 57.5% | 95% | LOW | error conditions, boundary values, null/empty inputs | TODO |
| tests/test-tokenizer-0.cpp | 61.3% | 95% | LOW | special tokens, encoding edge cases, unknown tokens | TODO |


1. **Start with Tier 1 files** - Focus on core library components first
2. **Target 0% coverage files** - These likely need basic functionality tests
3. **Add branch coverage** - Focus on conditional logic and error paths
4. **Use property-based testing** - For complex input validation
5. **Mock external dependencies** - Avoid real I/O in unit tests


- Files with 0% coverage likely need basic instantiation and method call tests
- Files with >50% coverage may just need additional edge case and error path tests
- Header files (.h/.hpp) may achieve coverage through usage in implementation files
- Vendor code in `vendor/` directory will be excluded from coverage requirements
11 changes: 11 additions & 0 deletions tests/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -140,6 +140,17 @@ endif ()

if (NOT WIN32 OR NOT BUILD_SHARED_LIBS)
# these tests are disabled on Windows because they use internal functions not exported with LLAMA_API (when building with shared libraries)
llama_build_and_test(test-adapter.cpp)
llama_build_and_test(test-cparams.cpp)
llama_build_and_test(test-impl.cpp)
llama_build_and_test(test-io.cpp)
llama_build_and_test(test-kv-cache-iswa.cpp)
llama_build_and_test(test-kv-cache-iswa-simple.cpp)
llama_build_and_test(test-memory-hybrid.cpp)
llama_build_and_test(test-memory-recurrent.cpp)
llama_build_and_test(test-model-saver.cpp)
llama_build_and_test(test-quant.cpp)
llama_build_and_test(test-get-model.cpp)
llama_build_and_test(test-sampling.cpp)
llama_build_and_test(test-grammar-parser.cpp)
llama_build_and_test(test-grammar-integration.cpp)
Expand Down
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