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from typing import Dict, List, AsyncGenerator, Any
from .error import UnknownOpType, UnknownOpRole, UnknownOpID, DuplicateFilter, OperationUnloaded
from .base import Operation
from utils.helpers.singleton import Singleton
from utils.config import Config
class OpTypes(Enum):
STT = "stt"
T2T = "t2t"
TTS = "tts"
FILTER_AUDIO = "filter_audio"
FILTER_TEXT = "filter_text"
EMBEDDING = "embedding"
class OpRoles(Enum):
STT = "stt"
MCP = "mcp"
T2T = "t2t"
TTS = "tts"
FILTER_AUDIO = "filter_audio"
FILTER_TEXT = "filter_text"
EMBEDDING = "embedding"
def role_to_type(op_role: OpRoles) -> OpTypes:
match op_role:
case OpRoles.STT:
return OpTypes.STT
case OpRoles.MCP:
return OpTypes.T2T
case OpRoles.T2T:
return OpTypes.T2T
case OpRoles.TTS:
return OpTypes.TTS
case OpRoles.FILTER_AUDIO:
return OpTypes.FILTER_AUDIO
case OpRoles.FILTER_TEXT:
return OpTypes.FILTER_TEXT
case OpRoles.EMBEDDING:
return OpTypes.EMBEDDING
case _:
raise UnknownOpRole(op_role)
def load_op(op_type: OpTypes, op_id: str):
'''
Return an operation, but do not saved to OperationManager
Starting, usage and eventual closing of this operation is deferred to the caller.
This is mainly used for temporarily loading an operation to be used, such
as a filter used as a one-time preview and not intended to last whole session
'''
match op_type:
case OpTypes.STT:
if op_id == "fish":
from .stt.fish import FishSTT
return FishSTT()
elif op_id == "azure":
from .stt.azure import AzureSTT
return AzureSTT()
elif op_id == "openai":
from .stt.openai import OpenAISTT
return OpenAISTT()
elif op_id == "kobold":
from .stt.kobold import KoboldSTT
return KoboldSTT()
else:
raise UnknownOpID("STT", op_id)
case OpTypes.T2T:
if op_id == "openai":
from .t2t.openai import OpenAIT2T
return OpenAIT2T()
elif op_id == "kobold":
from .t2t.kobold import KoboldT2T
return KoboldT2T()
else:
raise UnknownOpID("T2T", op_id)
case OpTypes.TTS:
if op_id == "azure":
from .tts.azure import AzureTTS
return AzureTTS()
elif op_id == "fish":
from .tts.fish import FishTTS
return FishTTS()
elif op_id == "openai":
from .tts.openai import OpenAITTS
return OpenAITTS()
elif op_id == "kobold":
from .tts.kobold import KoboldTTS
return KoboldTTS()
elif op_id == "melo":
from .tts.melo import MeloTTS
return MeloTTS()
elif op_id == "pytts":
from .tts.pytts import PyttsTTS
return PyttsTTS()
else:
raise UnknownOpID("TTS", op_id)
case OpTypes.FILTER_AUDIO:
if op_id == "rvc":
from .filter_audio.rvc import RVCFilter
return RVCFilter()
elif op_id == "pitch":
from .filter_audio.pitch import PitchFilter
return PitchFilter()
else:
raise UnknownOpID("FILTER_AUDIO", op_id)
case OpTypes.FILTER_TEXT:
if op_id == "chunker_sentence":
from .filter_text.chunker_sentence import SentenceChunkerFilter
return SentenceChunkerFilter()
elif op_id == "emotion_roberta":
from .filter_text.emotion_roberta import RobertaEmotionFilter
return RobertaEmotionFilter()
elif op_id == "mod_koala":
from .filter_text.mod_koala import KoalaModerationFilter
return KoalaModerationFilter()
elif op_id == "filter_clean":
from .filter_text.filter_clean import ResponseCleaningFilter
return ResponseCleaningFilter()
else:
raise UnknownOpID("FILTER_TEXT", op_id)
case OpTypes.EMBEDDING:
if op_id == "openai":
from .embedding.openai import OpenAIEmbedding
return OpenAIEmbedding()
else:
raise UnknownOpID("EMBEDDING", op_id)
case _:
# Should never get here if op_role is indeed OpRole
raise UnknownOpRole(op_type)
class OperationManager(metaclass=Singleton):
def __init__(self):
self.stt = None
self.mcp = None
self.t2t = None
self.tts = None
self.filter_audio = list()
self.filter_text = list()
self.embedding = None
def get_operation(self, op_role: OpRoles) -> Operation:
match op_role:
case OpRoles.STT:
return self.stt
case OpRoles.MCP:
return self.mcp
case OpRoles.T2T:
return self.t2t
case OpRoles.TTS:
return self.tts
case OpRoles.FILTER_AUDIO:
return self.filter_audio
case OpRoles.FILTER_TEXT:
return self.filter_text
case OpRoles.EMBEDDING:
return self.embedding
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpRole(op_role)
def get_operation_all(self) -> Dict[str, Operation | List[Operation]]:
return {
"stt": self.get_operation(OpRoles.STT),
"mcp": self.get_operation(OpRoles.MCP),
"t2t": self.get_operation(OpRoles.T2T),
"tts": self.get_operation(OpRoles.TTS),
"filter_audio": self.get_operation(OpRoles.FILTER_AUDIO),
"filter_text": self.get_operation(OpRoles.FILTER_TEXT),
"embedding": self.get_operation(OpRoles.EMBEDDING),
}
async def get_configuration(
self,
op_role: OpRoles,
op_id: str = None
):
'''Get configuration for a loaded operation'''
match op_role:
case OpRoles.STT:
if not self.stt:
raise OperationUnloaded("STT")
elif op_id and self.stt and self.stt.op_id != op_id:
raise OperationUnloaded("STT", op_id=op_id)
return await self.stt.get_configuration()
case OpRoles.MCP:
if not self.mcp:
raise OperationUnloaded("MCP")
elif op_id and self.mcp and self.mcp.op_id != op_id:
raise OperationUnloaded("MCP", op_id=op_id)
return await self.mcp.get_configuration()
case OpRoles.T2T:
if not self.t2t:
raise OperationUnloaded("T2T")
elif op_id and self.t2t and self.t2t.op_id != op_id:
raise OperationUnloaded("T2T", op_id=op_id)
return await self.t2t.get_configuration()
case OpRoles.TTS:
if not self.tts:
raise OperationUnloaded("TTS")
elif op_id and self.tts and self.tts.op_id != op_id:
raise OperationUnloaded("TTS", op_id=op_id)
return await self.tts.get_configuration()
case OpRoles.FILTER_AUDIO:
assert op_id is not None
for op in self.filter_audio:
if op.op_id == op_id:
return await op.get_configuration()
raise OperationUnloaded("FILTER_AUDIO", op_id=op_id)
case OpRoles.FILTER_TEXT:
assert op_id is not None
for op in self.filter_text:
if op.op_id == op_id:
return await op.get_configuration()
raise OperationUnloaded("FILTER_AUDIO", op_id=op_id)
case OpRoles.EMBEDDING:
if not self.embedding:
raise OperationUnloaded("EMBEDDING")
elif op_id and self.embedding and self.embedding.op_id != op_id:
raise OperationUnloaded("EMBEDDING", op_id=op_id)
return await self.embedding.get_configuration()
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpRole(op_role)
async def load_operation(self, op_role: OpRoles, op_id: str, op_details: Dict[str, Any]) -> None:
'''Load, start, and save an Operation in the OperationManager'''
if op_role == OpRoles.FILTER_AUDIO:
for op in self.filter_audio:
if op.op_id == op_id: raise DuplicateFilter("FILTER_AUDIO", op_id)
if op_role == OpRoles.FILTER_TEXT:
for op in self.filter_text:
if op.op_id == op_id: raise DuplicateFilter("FILTER_TEXT", op_id)
new_op = load_op(role_to_type(op_role), op_id)
await new_op.configure(op_details)
await new_op.start()
match op_role:
case OpRoles.STT:
if self.stt: await self.stt.close()
self.stt = new_op
case OpRoles.MCP:
if self.mcp: await self.mcp.close()
self.mcp = new_op
case OpRoles.T2T:
if self.t2t: await self.t2t.close()
self.t2t = new_op
case OpRoles.TTS:
if self.tts: await self.tts.close()
self.tts = new_op
case OpRoles.FILTER_AUDIO:
self.filter_audio.append(new_op)
case OpRoles.FILTER_TEXT:
self.filter_text.append(new_op)
case OpRoles.EMBEDDING:
if self.embedding: await self.embedding.close()
self.embedding = new_op
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpRole(op_role)
async def load_operations_from_config(self) -> None:
'''Load, start, and save all operations specified in config in the OperationManager'''
config = Config()
await self.close_operation_all()
operations = Config().operations
for op_details in operations:
op_role = OpRoles(op_details['role'])
op_id = op_details['id']
await self.load_operation(op_role, op_id, op_details)
async def close_operation(self, op_role: OpRoles, op_id: str = None) -> None:
match op_role:
case OpRoles.STT:
if not self.stt:
raise OperationUnloaded("STT")
elif op_id and self.stt and self.stt.op_id != op_id:
raise OperationUnloaded("STT", op_id=op_id)
await self.stt.close()
self.stt = None
case OpRoles.T2T:
if not self.mcp:
raise OperationUnloaded("MCP")
elif op_id and self.mcp and self.mcp.op_id != op_id:
raise OperationUnloaded("MCP", op_id=op_id)
await self.mcp.close()
self.mcp = None
case OpRoles.T2T:
if not self.t2t:
raise OperationUnloaded("T2T")
elif op_id and self.t2t and self.t2t.op_id != op_id:
raise OperationUnloaded("T2T", op_id=op_id)
await self.t2t.close()
self.t2t = None
case OpRoles.TTS:
if not self.tts:
raise OperationUnloaded("TTS")
elif op_id and self.tts and self.tts.op_id != op_id:
raise OperationUnloaded("TTS", op_id=op_id)
await self.tts.close()
self.tts = None
case OpRoles.FILTER_AUDIO:
for op in self.filter_audio:
if op.op_id == op_id:
await op.close()
self.filter_audio.remove(op)
return
raise OperationUnloaded("FILTER_AUDIO", op_id=op_id)
case OpRoles.FILTER_TEXT:
for op in self.filter_text:
if op.op_id == op_id:
await op.close()
self.filter_text.remove(op)
return
raise OperationUnloaded("FILTER_TEXT", op_id=op_id)
case OpRoles.EMBEDDING:
if not self.embedding:
raise OperationUnloaded("EMBEDDING")
elif op_id and self.embedding and self.embedding.op_id != op_id:
raise OperationUnloaded("EMBEDDING", op_id=op_id)
await self.embedding.close()
self.embedding = None
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpRole(op_role)
async def close_operation_all(self):
if self.stt:
await self.stt.close()
self.stt = None
if self.mcp:
await self.mcp.close()
self.mcp = None
if self.t2t:
await self.t2t.close()
self.t2t = None
if self.tts:
await self.tts.close()
self.tts = None
for op in self.filter_audio:
await op.close()
self.filter_audio.clear()
for op in self.filter_text:
await op.close()
self.filter_text.clear()
if self.embedding:
await self.embedding.close()
self.embedding = None
async def configure(self,
op_role: OpRoles,
config_d: Dict[str, Any],
op_id: str = None
):
'''Configure an operation that has already been loaded prior'''
match op_role:
case OpRoles.STT:
if not self.stt:
raise OperationUnloaded("STT")
elif op_id and self.stt and self.stt.op_id != op_id:
raise OperationUnloaded("STT", op_id=op_id)
return await self.stt.configure(config_d)
case OpRoles.MCP:
if not self.mcp:
raise OperationUnloaded("MCP")
elif op_id and self.mcp and self.mcp.op_id != op_id:
raise OperationUnloaded("MCP", op_id=op_id)
return await self.mcp.configure(config_d)
case OpRoles.T2T:
if not self.t2t:
raise OperationUnloaded("T2T")
elif op_id and self.t2t and self.t2t.op_id != op_id:
raise OperationUnloaded("T2T", op_id=op_id)
return await self.t2t.configure(config_d)
case OpRoles.TTS:
if not self.tts:
raise OperationUnloaded("TTS")
elif op_id and self.tts and self.tts.op_id != op_id:
raise OperationUnloaded("TTS", op_id=op_id)
return await self.tts.configure(config_d)
case OpRoles.FILTER_AUDIO:
assert op_id is not None
for op in self.filter_audio:
if op.op_id == op_id:
return await op.configure(config_d)
raise OperationUnloaded("FILTER_AUDIO", op_id=op_id)
case OpRoles.FILTER_TEXT:
assert op_id is not None
for op in self.filter_text:
if op.op_id == op_id:
return await op.configure(config_d)
raise OperationUnloaded("FILTER_TEXT", op_id=op_id)
case OpRoles.EMBEDDING:
if not self.embedding:
raise OperationUnloaded("EMBEDDING")
elif op_id and self.embedding and self.embedding.op_id != op_id:
raise OperationUnloaded("EMBEDDING", op_id=op_id)
return await self.embedding.configure(config_d)
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpRole(op_role)
async def _use_filter(self, filter_list: List[Operation], filter_idx: int, chunk_in: Dict[str, Any]):
if filter_idx == len(filter_list): yield chunk_in
elif filter_idx < len(filter_list)-1: # Not last filter
async for result_chunk in filter_list[filter_idx](chunk_in):
async for chunk_out in self._use_filter(filter_list, filter_idx+1, result_chunk):
yield chunk_out
else: # Is last filter
async for chunk_out in filter_list[filter_idx](chunk_in):
yield chunk_out
def use_operation(
self,
op_role: OpRoles,
chunk_in: Dict[str, Any],
op_id: str = None
) -> AsyncGenerator[Dict[str, Any], None]:
'''Use an operation that has already been loaded prior'''
match op_role:
case OpRoles.STT:
if not self.stt:
raise OperationUnloaded("STT")
elif op_id and self.stt and self.stt.op_id != op_id:
raise OperationUnloaded("STT", op_id=op_id)
return self.stt(chunk_in)
case OpRoles.MCP:
if not self.mcp:
raise OperationUnloaded("MCP")
elif op_id and self.mcp and self.mcp.op_id != op_id:
raise OperationUnloaded("MCP", op_id=op_id)
return self.mcp(chunk_in)
case OpRoles.T2T:
if not self.t2t:
raise OperationUnloaded("T2T")
elif op_id and self.t2t and self.t2t.op_id != op_id:
raise OperationUnloaded("T2T", op_id=op_id)
return self.t2t(chunk_in)
case OpRoles.TTS:
if not self.tts:
raise OperationUnloaded("TTS")
elif op_id and self.tts and self.tts.op_id != op_id:
raise OperationUnloaded("TTS", op_id=op_id)
return self.tts(chunk_in)
case OpRoles.FILTER_AUDIO:
if op_id:
for op in self.filter_audio:
if op.op_id == op_id:
return op(chunk_in)
raise OperationUnloaded("FILTER_AUDIO", op_id=op_id)
else:
return self._use_filter(self.filter_audio, 0, chunk_in)
case OpRoles.FILTER_TEXT:
if op_id:
for op in self.filter_text:
if op.op_id == op_id:
return op(chunk_in)
raise OperationUnloaded("FILTER_TEXT", op_id=op_id)
else:
return self._use_filter(self.filter_text, 0, chunk_in)
case OpRoles.EMBEDDING:
if not self.embedding:
raise OperationUnloaded("EMBEDDING")
elif op_id and self.embedding and self.embedding.op_id != op_id:
raise OperationUnloaded("EMBEDDING", op_id=op_id)
return self.embedding(chunk_in)
case _:
# Should never get here if op_role is indeed OpRoles
raise UnknownOpType(op_role)
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