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Add ElevenLabs text to speech tool (langchain-ai#10525)
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baskaryan authored Sep 13, 2023
2 parents eaf916f + 79a567d commit 3037249
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226 changes: 226 additions & 0 deletions docs/extras/integrations/tools/eleven_labs_tts.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "a991a6f8-1897-4f49-a191-ae3bdaeda856",
"metadata": {},
"source": [
"# Eleven Labs Text2Speech\n",
"\n",
"This notebook shows how to interact with the `ElevenLabs API` to achieve text-to-speech capabilities."
]
},
{
"cell_type": "markdown",
"id": "9eeb311e-e1bd-4959-8536-4d267f302eb3",
"metadata": {},
"source": [
"First, you need to set up an ElevenLabs account. You can follow the instructions [here](https://docs.elevenlabs.io/welcome/introduction)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0a309c0e-5310-4eaa-8af9-bcbc252e45da",
"metadata": {},
"outputs": [],
"source": [
"# !pip install elevenlabs"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f097c3b1-f761-43cb-aad0-8ba2e93e5f5f",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"os.environ[\"ELEVEN_API_KEY\"] = \"\""
]
},
{
"cell_type": "markdown",
"id": "434b2454-2bff-484d-822c-4026a9dc1383",
"metadata": {},
"source": [
"## Usage"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2f57a647-9214-4562-a8cf-f263a15d1f40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'eleven_labs_text2speech'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from langchain.tools import ElevenLabsText2SpeechTool\n",
"\n",
"text_to_speak = \"Hello world! I am the real slim shady\"\n",
"\n",
"tts = ElevenLabsText2SpeechTool()\n",
"tts.name"
]
},
{
"cell_type": "markdown",
"id": "d4613fed-66f0-47c6-be50-7e7670654427",
"metadata": {},
"source": [
"We can generate audio, save it to the temporary file and then play it."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f1984844-aa75-4f83-9d42-1c8052d87cc0",
"metadata": {},
"outputs": [],
"source": [
"speech_file = tts.run(text_to_speak)\n",
"tts.play(speech_file)"
]
},
{
"cell_type": "markdown",
"id": "42d89cd4-ac2a-4857-9787-c9018b4a8782",
"metadata": {},
"source": [
"Or stream audio directly."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d72822f8-3223-47e2-8d2e-6ff46b8c8645",
"metadata": {},
"outputs": [],
"source": [
"tts.stream_speech(text_to_speak)"
]
},
{
"cell_type": "markdown",
"id": "a152766d-5f06-48b1-ac89-b4e8d88d3c9f",
"metadata": {},
"source": [
"## Use within an Agent"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "37626aea-0cf0-4849-9c00-c0f40515ffe0",
"metadata": {},
"outputs": [],
"source": [
"from langchain import OpenAI\n",
"from langchain.agents import initialize_agent, AgentType, load_tools"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c168f28e-d5b7-4c93-bed8-0ab317b4a44b",
"metadata": {},
"outputs": [],
"source": [
"llm = OpenAI(temperature=0)\n",
"tools = load_tools([\"eleven_labs_text2speech\"])\n",
"agent = initialize_agent(\n",
" tools=tools,\n",
" llm=llm,\n",
" agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,\n",
" verbose=True,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "336bf95a-3ccb-4963-aac3-638a4df2ed78",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
"\u001b[32;1m\u001b[1;3mAction:\n",
"```\n",
"{\n",
" \"action\": \"eleven_labs_text2speech\",\n",
" \"action_input\": {\n",
" \"query\": \"Why did the chicken cross the playground? To get to the other slide!\"\n",
" }\n",
"}\n",
"```\n",
"\n",
"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m/tmp/tmpsfg783f1.wav\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I have the audio file ready to be sent to the human\n",
"Action:\n",
"```\n",
"{\n",
" \"action\": \"Final Answer\",\n",
" \"action_input\": \"/tmp/tmpsfg783f1.wav\"\n",
"}\n",
"```\n",
"\n",
"\u001b[0m\n",
"\n",
"\u001b[1m> Finished chain.\u001b[0m\n"
]
}
],
"source": [
"audio_file = agent.run(\"Tell me a joke and read it out for me.\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f0aa7aa9-4682-4599-8cae-59347d9e5210",
"metadata": {},
"outputs": [],
"source": [
"tts.play(audio_file)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
6 changes: 6 additions & 0 deletions libs/langchain/langchain/agents/load_tools.py
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Expand Up @@ -32,6 +32,7 @@
RequestsPostTool,
RequestsPutTool,
)
from langchain.tools.eleven_labs.text2speech import ElevenLabsText2SpeechTool
from langchain.tools.scenexplain.tool import SceneXplainTool
from langchain.tools.searx_search.tool import SearxSearchResults, SearxSearchRun
from langchain.tools.shell.tool import ShellTool
Expand Down Expand Up @@ -285,6 +286,10 @@ def _get_dataforseo_api_search_json(**kwargs: Any) -> BaseTool:
return DataForSeoAPISearchResults(api_wrapper=DataForSeoAPIWrapper(**kwargs))


def _get_eleven_labs_text2speech(**kwargs: Any) -> BaseTool:
return ElevenLabsText2SpeechTool(**kwargs)


_EXTRA_LLM_TOOLS: Dict[
str,
Tuple[Callable[[Arg(BaseLanguageModel, "llm"), KwArg(Any)], BaseTool], List[str]],
Expand Down Expand Up @@ -340,6 +345,7 @@ def _get_dataforseo_api_search_json(**kwargs: Any) -> BaseTool:
_get_dataforseo_api_search_json,
["api_login", "api_password", "aiosession"],
),
"eleven_labs_text2speech": (_get_eleven_labs_text2speech, ["eleven_api_key"]),
}


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2 changes: 2 additions & 0 deletions libs/langchain/langchain/tools/__init__.py
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Expand Up @@ -44,6 +44,7 @@
EdenAiTextToSpeechTool,
EdenaiTool,
)
from langchain.tools.eleven_labs.text2speech import ElevenLabsText2SpeechTool
from langchain.tools.file_management import (
CopyFileTool,
DeleteFileTool,
Expand Down Expand Up @@ -167,6 +168,7 @@
"EdenAiSpeechToTextTool",
"EdenAiTextModerationTool",
"EdenaiTool",
"ElevenLabsText2SpeechTool",
"ExtractHyperlinksTool",
"ExtractTextTool",
"FileSearchTool",
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5 changes: 5 additions & 0 deletions libs/langchain/langchain/tools/eleven_labs/__init__.py
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"""Eleven Labs Services Tools."""

from langchain.tools.eleven_labs.text2speech import ElevenLabsText2SpeechTool

__all__ = ["ElevenLabsText2SpeechTool"]
8 changes: 8 additions & 0 deletions libs/langchain/langchain/tools/eleven_labs/models.py
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from enum import Enum


class ElevenLabsModel(str, Enum):
"""Models available for Eleven Labs Text2Speech."""

MULTI_LINGUAL = "eleven_multilingual_v1"
MONO_LINGUAL = "eleven_monolingual_v1"
80 changes: 80 additions & 0 deletions libs/langchain/langchain/tools/eleven_labs/text2speech.py
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import tempfile
from enum import Enum
from typing import Any, Dict, Optional, Union

from langchain.callbacks.manager import CallbackManagerForToolRun
from langchain.pydantic_v1 import root_validator
from langchain.tools.base import BaseTool
from langchain.utils import get_from_dict_or_env


def _import_elevenlabs() -> Any:
try:
import elevenlabs
except ImportError as e:
raise ImportError(
"Cannot import elevenlabs, please install `pip install elevenlabs`."
) from e
return elevenlabs


class ElevenLabsModel(str, Enum):
"""Models available for Eleven Labs Text2Speech."""

MULTI_LINGUAL = "eleven_multilingual_v1"
MONO_LINGUAL = "eleven_monolingual_v1"


class ElevenLabsText2SpeechTool(BaseTool):
"""Tool that queries the Eleven Labs Text2Speech API.
In order to set this up, follow instructions at:
https://docs.elevenlabs.io/welcome/introduction
"""

model: Union[ElevenLabsModel, str] = ElevenLabsModel.MULTI_LINGUAL

name: str = "eleven_labs_text2speech"
description: str = (
"A wrapper around Eleven Labs Text2Speech. "
"Useful for when you need to convert text to speech. "
"It supports multiple languages, including English, German, Polish, "
"Spanish, Italian, French, Portuguese, and Hindi. "
)

@root_validator(pre=True)
def validate_environment(cls, values: Dict) -> Dict:
"""Validate that api key exists in environment."""
_ = get_from_dict_or_env(values, "eleven_api_key", "ELEVEN_API_KEY")

return values

def _run(
self, query: str, run_manager: Optional[CallbackManagerForToolRun] = None
) -> str:
"""Use the tool."""
elevenlabs = _import_elevenlabs()
try:
speech = elevenlabs.generate(text=query, model=self.model)
with tempfile.NamedTemporaryFile(
mode="bx", suffix=".wav", delete=False
) as f:
f.write(speech)
return f.name
except Exception as e:
raise RuntimeError(f"Error while running ElevenLabsText2SpeechTool: {e}")

def play(self, speech_file: str) -> None:
"""Play the text as speech."""
elevenlabs = _import_elevenlabs()
with open(speech_file, mode="rb") as f:
speech = f.read()

elevenlabs.play(speech)

def stream_speech(self, query: str) -> None:
"""Stream the text as speech as it is generated.
Play the text in your speakers."""
elevenlabs = _import_elevenlabs()
speech_stream = elevenlabs.generate(text=query, model=self.model, stream=True)
elevenlabs.stream(speech_stream)
1 change: 1 addition & 0 deletions libs/langchain/tests/unit_tests/tools/test_public_api.py
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Expand Up @@ -36,6 +36,7 @@
"EdenAiTextModerationTool",
"EdenAiTextToSpeechTool",
"EdenaiTool",
"ElevenLabsText2SpeechTool",
"ExtractHyperlinksTool",
"ExtractTextTool",
"FileSearchTool",
Expand Down

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