feat: support flux for dograh multi

api/routes/organization.py

@@ -61,6 +61,7 @@ from api.services.configuration.check_validity import UserConfigurationValidator
 from api.services.configuration.defaults import DEFAULT_SERVICE_PROVIDERS
 from api.services.configuration.masking import is_mask_of, mask_key, mask_user_config
 from api.services.configuration.registry import (
+    DOGRAH_MULTILINGUAL_AUTODETECT_LANGUAGES,
     DOGRAH_STT_LANGUAGES,
     REGISTRY,
     DograhTTSService,
@@ -274,6 +275,7 @@ async def get_model_configuration_v2_defaults(
                 "step": DOGRAH_SPEED_STEP,
             },
             "languages": DOGRAH_STT_LANGUAGES,
+            "multilingual_languages": DOGRAH_MULTILINGUAL_AUTODETECT_LANGUAGES,
             "defaults": {
                 "voice": DOGRAH_DEFAULT_VOICE,
                 "speed": 1.0,

api/services/configuration/registry.py

@@ -15,6 +15,7 @@ from api.services.configuration.options import (
     AZURE_SPEECH_TTS_LANGUAGES,
     AZURE_SPEECH_TTS_VOICES,
     DEEPGRAM_FLUX_MULTILINGUAL_LANGUAGE_OPTIONS,
+    DEEPGRAM_FLUX_MULTILINGUAL_LANGUAGES,
     DEEPGRAM_LANGUAGES,
     DEEPGRAM_STT_MODELS,
     GLADIA_STT_LANGUAGES,
@@ -1397,6 +1398,10 @@ class GoogleSTTConfiguration(BaseSTTConfiguration):
 # Dograh STT Service
 DOGRAH_STT_MODELS = ["default"]
 DOGRAH_STT_LANGUAGES = DEEPGRAM_LANGUAGES
+# Languages auto-detected when the Dograh STT language is "multi". Dograh STT runs
+# Deepgram Flux multilingual under the hood, which only auto-detects this subset —
+# not the full DOGRAH_STT_LANGUAGES list offered for explicit single-language selection.
+DOGRAH_MULTILINGUAL_AUTODETECT_LANGUAGES = DEEPGRAM_FLUX_MULTILINGUAL_LANGUAGES
 
 
 @register_stt

api/services/pipecat/run_pipeline.py

@@ -6,7 +6,6 @@ from loguru import logger
 
 from api.db import db_client
 from api.enums import WorkflowRunMode
-from api.services.configuration.options import DEEPGRAM_FLUX_MODELS
 from api.services.configuration.registry import ServiceProviders
 from api.services.integrations import (
     IntegrationRuntimeContext,
@@ -47,6 +46,7 @@ from api.services.pipecat.service_factory import (
     create_realtime_llm_service,
     create_stt_service,
     create_tts_service,
+    stt_uses_flux_turns,
 )
 from api.services.pipecat.tracing_config import (
     ensure_tracing,
@@ -626,14 +626,10 @@ async def _run_pipeline(
             user_config.realtime.provider
         )
     else:
-        # Deepgram Flux uses external turn detection (VAD + External start/stop)
+        # Deepgram Flux and supported Dograh managed Flux languages emit their
-        # Other models use configurable turn detection strategy
+        # own turn boundaries, so the aggregator follows those external signals.
-        is_deepgram_flux = (
+        # Other models use configurable turn detection.
-            user_config.stt.provider == ServiceProviders.DEEPGRAM.value
+        if stt_uses_flux_turns(user_config):
-            and user_config.stt.model in DEEPGRAM_FLUX_MODELS
-        )
-
-        if is_deepgram_flux:
             user_turn_strategies = UserTurnStrategies(
                 start=[
                     VADUserTurnStartStrategy(),

api/services/pipecat/service_factory.py

@@ -6,7 +6,10 @@ from fastapi import HTTPException
 from loguru import logger
 
 from api.constants import MPS_API_URL
-from api.services.configuration.options import DEEPGRAM_FLUX_MODELS
+from api.services.configuration.options import (
+    DEEPGRAM_FLUX_MODELS,
+    DEEPGRAM_FLUX_MULTILINGUAL_LANGUAGE_OPTIONS,
+)
 from api.services.configuration.registry import ServiceProviders
 from api.services.pipecat.minimax_tts import MiniMaxOwnedSessionTTSService
 from api.utils.url_security import validate_user_configured_service_url
@@ -27,6 +30,7 @@ from pipecat.services.deepgram.flux.stt import (
 )
 from pipecat.services.deepgram.stt import DeepgramSTTService, DeepgramSTTSettings
 from pipecat.services.deepgram.tts import DeepgramTTSService, DeepgramTTSSettings
+from pipecat.services.dograh.flux.stt import DograhFluxSTTService
 from pipecat.services.dograh.llm import DograhLLMService
 from pipecat.services.dograh.stt import DograhSTTService, DograhSTTSettings
 from pipecat.services.dograh.tts import DograhTTSService, DograhTTSSettings
@@ -94,6 +98,19 @@ DEEPGRAM_FLUX_LANGUAGE_HINTS = {
 }
 
 
+def dograh_stt_uses_flux_language(language: str | None) -> bool:
+    language = language or "multi"
+    return language in DEEPGRAM_FLUX_MULTILINGUAL_LANGUAGE_OPTIONS
+
+
+def stt_uses_flux_turns(user_config) -> bool:
+    if user_config.stt.provider == ServiceProviders.DEEPGRAM.value:
+        return user_config.stt.model in DEEPGRAM_FLUX_MODELS
+    if user_config.stt.provider == ServiceProviders.DOGRAH.value:
+        return dograh_stt_uses_flux_language(getattr(user_config.stt, "language", None))
+    return False
+
+
 def _validate_runtime_service_url(url: str, field_name: str) -> None:
     try:
         validate_user_configured_service_url(
@@ -193,6 +210,29 @@ def create_stt_service(
     elif user_config.stt.provider == ServiceProviders.DOGRAH.value:
         base_url = MPS_API_URL.replace("http://", "ws://").replace("https://", "wss://")
         language = getattr(user_config.stt, "language", None) or "multi"
+
+        if dograh_stt_uses_flux_language(language):
+            # Dograh's Flux proxy only supports multilingual auto-detect and the
+            # same language hint subset as Deepgram Flux multilingual.
+            settings_kwargs = {
+                "model": "flux-general-multi",
+                "eot_timeout_ms": 3000,
+                "eot_threshold": 0.7,
+                "eager_eot_threshold": 0.5,
+                "keyterm": keyterms or [],
+            }
+            language_hint = DEEPGRAM_FLUX_LANGUAGE_HINTS.get(language)
+            if language_hint:
+                settings_kwargs["language_hints"] = [language_hint]
+            return DograhFluxSTTService(
+                base_url=base_url,
+                api_key=user_config.stt.api_key,
+                correlation_id=correlation_id,
+                settings=DeepgramFluxSTTSettings(**settings_kwargs),
+                should_interrupt=False,  # external turn strategies own interruption
+                sample_rate=audio_config.transport_in_sample_rate,
+            )
+
         return DograhSTTService(
             base_url=base_url,
             api_key=user_config.stt.api_key,

api/tests/test_dograh_stt_service_factory.py

@@ -0,0 +1,107 @@
+from types import SimpleNamespace
+from unittest.mock import patch
+
+from pipecat.services.settings import NOT_GIVEN
+from pipecat.transcriptions.language import Language
+
+from api.services.configuration.registry import ServiceProviders
+from api.services.pipecat.audio_config import AudioConfig
+from api.services.pipecat.service_factory import (
+    create_stt_service,
+    dograh_stt_uses_flux_language,
+    stt_uses_flux_turns,
+)
+
+
+def _audio_config() -> AudioConfig:
+    return AudioConfig(
+        transport_in_sample_rate=16000,
+        transport_out_sample_rate=16000,
+    )
+
+
+def _dograh_config(language: str | None) -> SimpleNamespace:
+    return SimpleNamespace(
+        stt=SimpleNamespace(
+            provider=ServiceProviders.DOGRAH.value,
+            api_key="mps-key",
+            model="default",
+            language=language,
+        )
+    )
+
+
+def test_dograh_flux_language_predicate_matches_multilingual_support():
+    assert dograh_stt_uses_flux_language(None)
+    assert dograh_stt_uses_flux_language("multi")
+    assert dograh_stt_uses_flux_language("es")
+    assert not dograh_stt_uses_flux_language("ar")
+
+
+def test_stt_uses_flux_turns_only_for_dograh_flux_supported_languages():
+    assert stt_uses_flux_turns(_dograh_config("multi"))
+    assert stt_uses_flux_turns(_dograh_config("es"))
+    assert not stt_uses_flux_turns(_dograh_config("ar"))
+
+
+def test_create_dograh_multi_uses_flux_service_without_language_hint():
+    user_config = _dograh_config("multi")
+
+    with (
+        patch(
+            "api.services.pipecat.service_factory.DograhFluxSTTService"
+        ) as flux_service,
+        patch("api.services.pipecat.service_factory.DograhSTTService") as stt_service,
+    ):
+        create_stt_service(user_config, _audio_config(), correlation_id="corr-123")
+
+    flux_service.assert_called_once()
+    stt_service.assert_not_called()
+    kwargs = flux_service.call_args.kwargs
+    assert kwargs["correlation_id"] == "corr-123"
+    assert kwargs["settings"].model == "flux-general-multi"
+    assert kwargs["settings"].language_hints is NOT_GIVEN
+
+
+def test_create_dograh_supported_language_uses_flux_service_with_hint():
+    user_config = _dograh_config("es")
+
+    with (
+        patch(
+            "api.services.pipecat.service_factory.DograhFluxSTTService"
+        ) as flux_service,
+        patch("api.services.pipecat.service_factory.DograhSTTService") as stt_service,
+    ):
+        create_stt_service(user_config, _audio_config(), keyterms=["Dograh"])
+
+    flux_service.assert_called_once()
+    stt_service.assert_not_called()
+    kwargs = flux_service.call_args.kwargs
+    assert kwargs["settings"].model == "flux-general-multi"
+    assert kwargs["settings"].language_hints == [Language.ES]
+    assert kwargs["settings"].keyterm == ["Dograh"]
+
+
+def test_create_dograh_unsupported_language_falls_back_to_standard_stt_service():
+    user_config = _dograh_config("ar")
+
+    with (
+        patch(
+            "api.services.pipecat.service_factory.DograhFluxSTTService"
+        ) as flux_service,
+        patch("api.services.pipecat.service_factory.DograhSTTService") as stt_service,
+    ):
+        create_stt_service(
+            user_config,
+            _audio_config(),
+            keyterms=["Dograh"],
+            correlation_id="corr-123",
+        )
+
+    flux_service.assert_not_called()
+    stt_service.assert_called_once()
+    kwargs = stt_service.call_args.kwargs
+    assert kwargs["correlation_id"] == "corr-123"
+    assert kwargs["settings"].model == "default"
+    assert kwargs["settings"].language == "ar"
+    assert kwargs["keyterms"] == ["Dograh"]

pipecat

@@ -1 +1 @@
-Subproject commit 85a48a37bf51e5b8854a85a2ff6319c67937b6fa
+Subproject commit afe5b6b6c90ad04557ad93b69f7f6ba662c2072e

ui/src/components/AIModelConfigurationV2Editor.tsx

@@ -21,6 +21,9 @@ import { LANGUAGE_DISPLAY_NAMES } from "@/constants/languages";
 
 type ModelMode = "realtime" | "dograh" | "byok";
 
+// Sentinel language value for "Multilingual (Auto-detect)".
+const MULTILINGUAL_LANGUAGE_CODE = "multi";
+
 interface DograhDefaults {
     voices: string[];
     allow_custom_input?: boolean;
@@ -31,6 +34,8 @@ interface DograhDefaults {
         step?: number;
     };
     languages: string[];
+    // Languages covered by the "multi" (Multilingual / Auto-detect) option.
+    multilingual_languages?: string[];
     defaults: {
         voice: string;
         speed: number;
@@ -282,6 +287,11 @@ export function AIModelConfigurationV2Editor({
 
     const allowCustomVoice = defaults.dograh.allow_custom_input ?? false;
     const dograhSpeedRange = defaults.dograh.speed_range ?? { min: 0.5, max: 2.0, step: 0.1 };
+    const multilingualLanguageNames = useMemo(() => {
+        const codes = defaults.dograh.multilingual_languages ?? [];
+        if (codes.length === 0) return null;
+        return codes.map((code) => LANGUAGE_DISPLAY_NAMES[code] || code).join(", ");
+    }, [defaults.dograh.multilingual_languages]);
 
     useEffect(() => {
         const rawConfiguration = asRecord(configuration);
@@ -412,6 +422,11 @@ export function AIModelConfigurationV2Editor({
                                             ))}
                                         </SelectContent>
                                     </Select>
+                                    {dograh.language === MULTILINGUAL_LANGUAGE_CODE && multilingualLanguageNames && (
+                                        <p className="text-xs text-muted-foreground">
+                                            Auto-detects {multilingualLanguageNames}.
+                                        </p>
+                                    )}
                                 </div>
 
                                 <div className="space-y-2">