Inference APIs

Voices and samples

Every sample is this sentence, generated through the API with default settings: “आज मौसम बहुत अच्छा है, इसलिए दोपहर में मैं दोस्तों के साथ पार्क में टहलने जाऊँगा।”

ListenVoice idVoiceRound-trip check
Female2 of 16 words misheard
Female2 of 16 words misheard
Male2 of 16 words misheard
Male2 of 16 words misheard

Round-trip check: we transcribed each sample with Whisper Large v3 and compared it with the text we sent. It tests whether the speech is intelligible to a machine, not whether it sounds natural to you; for that, listen.

Quickstart

cURL
curl https://api.inferenceapis.com/v1/audio/speech \
  -H "Authorization: Bearer $INFERENCE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "hexgrad/Kokoro-82M", "voice": "hf_alpha", "input": "आज मौसम बहुत अच्छा है, इसलिए दोपहर में मैं दोस्तों के साथ पार्क में टहलने जाऊँगा।", "response_format": "mp3"}' \
  --output hindi.mp3
Python · openai SDK
import os
from openai import OpenAI

client = OpenAI(base_url="https://api.inferenceapis.com/v1", api_key=os.environ["INFERENCE_API_KEY"])
audio = client.audio.speech.create(model="hexgrad/Kokoro-82M", voice="hf_alpha", input="आज मौसम बहुत अच्छा है, इसलिए दोपहर में मैं दोस्तों के साथ पार्क में टहलने जाऊँगा।")
audio.write_to_file("hindi.mp3")

Notes for Hindi

  • Send Devanagari text. Romanised Hindi is read with the wrong sounds.
  • Numbers, dates and abbreviations are read as written. Spell out anything that must be pronounced a specific way.
  • Pacing follows punctuation; there is no SSML. speed changes the overall rate.

Cost and limits

Kokoro is billed at $5.20 per million Unicode characters of input. The 81-character sample above is 6.8 seconds of audio and costs $0.00042; at that rate an hour of Hindi speech is about 43,000 characters, or roughly $0.22. A request accepts up to 20,000 characters; for longer text, split on sentence boundaries and join the audio. A paragraph returns in under a second in our measurement. Orpheus is English-only, so Hindi always uses Kokoro.

Other languages: English · Japanese · Chinese · Spanish · French · Italian · Portuguese

Speech-to-text in Hindi

The reverse direction: Whisper Large v3 transcribed our Hindi test clips with 43% word error. See Hindi speech-to-text.