Local Development

Contents

Prerequisites

Run

From the repository root:

dotnet run --project src/Lopatnov.Translate.Grpc

The gRPC server starts on http://localhost:5100 (HTTP/2, no TLS).

Try it with grpcurl

Install grpcurl:

winget install fullstorydev.grpcurl   # Windows
brew install grpcurl                  # macOS

Translate text (bash / macOS / Linux):

grpcurl -plaintext -d '{
  "text": "Привіт, як справи?",
  "source_language": "uk",
  "target_language": "en"
}' localhost:5100 lopatnov.translate.v1.TranslateService/TranslateText

Translate text (PowerShell):

$body = '{"text":"Привіт, як справи?","source_language":"uk","target_language":"en"}'
grpcurl -plaintext -d $body localhost:5100 lopatnov.translate.v1.TranslateService/TranslateText

Transcribe audio (PowerShell):

$audioBase64 = [Convert]::ToBase64String([IO.File]::ReadAllBytes("recording.wav"))
$body = "{`"audio_data`": `"$audioBase64`", `"language`": `"auto`"}"
grpcurl -plaintext -d $body localhost:5100 lopatnov.translate.v1.TranslateService/TranscribeAudio

Full API examples: docs/api.md.

Configuration

Override any appsettings.json setting via environment variable (double underscore = section nesting).

Common overrides for local development:

Variable Default (local) Description
Translation__DefaultModel m2m100_418M Default translation model
Translation__AudioToText whisper-small STT model key; set to "" to disable
Translation__AutoDetect lid-176-ftz Language detection model key
Translation__ModelTtlMinutes 30 Minutes idle before model is unloaded
Models__m2m100_418M__Path ../../models/translate/m2m100_418M Path override for M2M-100 418M
Models__whisper-small__Path ../../models/audio-to-text/whisper.cpp/ggml-small.bin Path override for Whisper small

All Models__<key>__Path variables follow the same pattern. See docs/models.md for all model keys.

Testing

Unit tests

No model files required. Run from the repository root:

dotnet test --filter "Category!=Integration"

Coverage:

Project What’s tested
Core.Tests LanguageCodeConverter, HeuristicLanguageDetector, FastTextLanguageDetector (unit)
Nllb.Tests NllbTokenizer encode/decode round-trip
M2M100.Tests M2M100Tokenizer — language token IDs, BPE encode/decode
Whisper.Tests WhisperRecognizer.ResampleToWhisperFormat (unit), lazy/dispose guards
Grpc.Tests TranslateGrpcService — model dispatch, allowlist, auto-detect, language format conversion

Integration tests

Require model files. Tests skip automatically if the model is not found.

dotnet test --filter "Category=Integration"

What runs with models present:

Project Models needed What’s tested
Core.Tests lid.176.ftz (FastText), model_v3.bin (GlotLID) Language detection accuracy across 10+ languages
Nllb.Tests NLLB-200 600M Ukrainian→English, Russian→English translation
M2M100.Tests M2M-100 418M Ukrainian→English, Russian→English translation; tokenizer round-trips
Whisper.Tests ggml-small.bin Silent audio pipeline (model load, inference, result structure)

Override model paths with environment variables if your models are in a non-default location:

Models__whisper-small__Path=/path/to/ggml-small.bin \
  dotnet test --filter "Category=Integration"