base on > [!NOTE] > This project was previously named `faster-whisper-server`. I've decided to change the name from `faster-whisper-server`, as the project has evolved to support more than just ASR. # Speaches `speaches` is an OpenAI API-compatible server supporting streaming transcription, translation, and speech generation. Speach-to-Text is powered by [faster-whisper](https://github.com/SYSTRAN/faster-whisper) and for Text-to-Speech [piper](https://github.com/rhasspy/piper) and [Kokoro](https://huggingface.co/hexgrad/Kokoro-82M) are used. This project aims to be Ollama, but for TTS/STT models. See the documentation for installation instructions and usage: [speaches.ai](https://speaches.ai/) ## Features: - OpenAI API compatible. All tools and SDKs that work with OpenAI's API should work with `speaches`. - Audio generation (chat completions endpoint) | [OpenAI Documentation](https://platform.openai.com/docs/guides/realtime) - Generate a spoken audio summary of a body of text (text in, audio out) - Perform sentiment analysis on a recording (audio in, text out) - Async speech to speech interactions with a model (audio in, audio out) - Streaming support (transcription is sent via SSE as the audio is transcribed. You don't need to wait for the audio to fully be transcribed before receiving it). - Dynamic model loading / offloading. Just specify which model you want to use in the request and it will be loaded automatically. It will then be unloaded after a period of inactivity. - Text-to-Speech via `kokoro`(Ranked #1 in the [TTS Arena](https://huggingface.co/spaces/Pendrokar/TTS-Spaces-Arena)) and `piper` models. - GPU and CPU support. - [Deployable via Docker Compose / Docker](https://speaches.ai/installation/) - [Highly configurable](https://speaches.ai/usage/realtime-api) - [Realtime API](https://speaches.ai/configuration/) Please create an issue if you find a bug, have a question, or a feature suggestion. ## Demos ### Realtime API https://github.com/user-attachments/assets/457a736d-4c29-4b43-984b-05cc4d9995bc (Excuse the breathing lol. Didn't have enough time to record a better demo) ### Streaming Transcription TODO ### Speech Generation https://github.com/user-attachments/assets/0021acd9-f480-4bc3-904d-831f54c4d45b ", Assign "at most 3 tags" to the expected json: {"id":"11889","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"