feat(tool): fal ai wizper ASR built-in tool (#10716)

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Kalo Chin 2024-11-15 10:01:07 +09:00 committed by GitHub
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4 changed files with 617 additions and 2 deletions

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import io
import os
from typing import Any
import fal_client
from core.file.enums import FileAttribute, FileType
from core.file.file_manager import download, get_attr
from core.tools.entities.tool_entities import ToolInvokeMessage
from core.tools.tool.builtin_tool import BuiltinTool
class WizperTool(BuiltinTool):
def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> ToolInvokeMessage:
audio_file = tool_parameters.get("audio_file")
task = tool_parameters.get("task", "transcribe")
language = tool_parameters.get("language", "en")
chunk_level = tool_parameters.get("chunk_level", "segment")
version = tool_parameters.get("version", "3")
if audio_file.type != FileType.AUDIO:
return [self.create_text_message("Not a valid audio file.")]
api_key = self.runtime.credentials["fal_api_key"]
os.environ["FAL_KEY"] = api_key
audio_binary = io.BytesIO(download(audio_file))
mime_type = get_attr(file=audio_file, attr=FileAttribute.MIME_TYPE)
file_data = audio_binary.getvalue()
try:
audio_url = fal_client.upload(file_data, mime_type)
except Exception as e:
return [self.create_text_message(f"Error uploading audio file: {str(e)}")]
arguments = {
"audio_url": audio_url,
"task": task,
"language": language,
"chunk_level": chunk_level,
"version": version,
}
result = fal_client.subscribe(
"fal-ai/wizper",
arguments=arguments,
with_logs=False,
)
return self.create_json_message(result)

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identity:
name: wizper
author: Kalo Chin
label:
en_US: Wizper
zh_Hans: Wizper
description:
human:
en_US: Transcribe an audio file using the Whisper model.
zh_Hans: 使用 Whisper 模型转录音频文件。
llm: Transcribe an audio file using the Whisper model.
parameters:
- name: audio_file
type: file
required: true
label:
en_US: Audio File
zh_Hans: 音频文件
human_description:
en_US: "Upload an audio file to transcribe. Supports mp3, mp4, mpeg, mpga, m4a, wav, or webm formats."
zh_Hans: "上传要转录的音频文件。支持 mp3、mp4、mpeg、mpga、m4a、wav 或 webm 格式。"
llm_description: "Audio file to transcribe. Supported formats: mp3, mp4, mpeg, mpga, m4a, wav, or webm."
form: llm
- name: task
type: select
required: true
label:
en_US: Task
zh_Hans: 任务
human_description:
en_US: "Choose whether to transcribe the audio in its original language or translate it to English"
zh_Hans: "选择是以原始语言转录音频还是将其翻译成英语"
llm_description: "Task to perform on the audio file. Either transcribe or translate. Default value: 'transcribe'. If 'translate' is selected as the task, the audio will be translated to English, regardless of the language selected."
form: form
default: transcribe
options:
- value: transcribe
label:
en_US: Transcribe
zh_Hans: 转录
- value: translate
label:
en_US: Translate
zh_Hans: 翻译
- name: language
type: select
required: true
label:
en_US: Language
zh_Hans: 语言
human_description:
en_US: "Select the primary language spoken in the audio file"
zh_Hans: "选择音频文件中使用的主要语言"
llm_description: "Language of the audio file."
form: form
default: en
options:
- value: af
label:
en_US: Afrikaans
zh_Hans: 南非语
- value: am
label:
en_US: Amharic
zh_Hans: 阿姆哈拉语
- value: ar
label:
en_US: Arabic
zh_Hans: 阿拉伯语
- value: as
label:
en_US: Assamese
zh_Hans: 阿萨姆语
- value: az
label:
en_US: Azerbaijani
zh_Hans: 阿塞拜疆语
- value: ba
label:
en_US: Bashkir
zh_Hans: 巴什基尔语
- value: be
label:
en_US: Belarusian
zh_Hans: 白俄罗斯语
- value: bg
label:
en_US: Bulgarian
zh_Hans: 保加利亚语
- value: bn
label:
en_US: Bengali
zh_Hans: 孟加拉语
- value: bo
label:
en_US: Tibetan
zh_Hans: 藏语
- value: br
label:
en_US: Breton
zh_Hans: 布列塔尼语
- value: bs
label:
en_US: Bosnian
zh_Hans: 波斯尼亚语
- value: ca
label:
en_US: Catalan
zh_Hans: 加泰罗尼亚语
- value: cs
label:
en_US: Czech
zh_Hans: 捷克语
- value: cy
label:
en_US: Welsh
zh_Hans: 威尔士语
- value: da
label:
en_US: Danish
zh_Hans: 丹麦语
- value: de
label:
en_US: German
zh_Hans: 德语
- value: el
label:
en_US: Greek
zh_Hans: 希腊语
- value: en
label:
en_US: English
zh_Hans: 英语
- value: es
label:
en_US: Spanish
zh_Hans: 西班牙语
- value: et
label:
en_US: Estonian
zh_Hans: 爱沙尼亚语
- value: eu
label:
en_US: Basque
zh_Hans: 巴斯克语
- value: fa
label:
en_US: Persian
zh_Hans: 波斯语
- value: fi
label:
en_US: Finnish
zh_Hans: 芬兰语
- value: fo
label:
en_US: Faroese
zh_Hans: 法罗语
- value: fr
label:
en_US: French
zh_Hans: 法语
- value: gl
label:
en_US: Galician
zh_Hans: 加利西亚语
- value: gu
label:
en_US: Gujarati
zh_Hans: 古吉拉特语
- value: ha
label:
en_US: Hausa
zh_Hans: 毫萨语
- value: haw
label:
en_US: Hawaiian
zh_Hans: 夏威夷语
- value: he
label:
en_US: Hebrew
zh_Hans: 希伯来语
- value: hi
label:
en_US: Hindi
zh_Hans: 印地语
- value: hr
label:
en_US: Croatian
zh_Hans: 克罗地亚语
- value: ht
label:
en_US: Haitian Creole
zh_Hans: 海地克里奥尔语
- value: hu
label:
en_US: Hungarian
zh_Hans: 匈牙利语
- value: hy
label:
en_US: Armenian
zh_Hans: 亚美尼亚语
- value: id
label:
en_US: Indonesian
zh_Hans: 印度尼西亚语
- value: is
label:
en_US: Icelandic
zh_Hans: 冰岛语
- value: it
label:
en_US: Italian
zh_Hans: 意大利语
- value: ja
label:
en_US: Japanese
zh_Hans: 日语
- value: jw
label:
en_US: Javanese
zh_Hans: 爪哇语
- value: ka
label:
en_US: Georgian
zh_Hans: 格鲁吉亚语
- value: kk
label:
en_US: Kazakh
zh_Hans: 哈萨克语
- value: km
label:
en_US: Khmer
zh_Hans: 高棉语
- value: kn
label:
en_US: Kannada
zh_Hans: 卡纳达语
- value: ko
label:
en_US: Korean
zh_Hans: 韩语
- value: la
label:
en_US: Latin
zh_Hans: 拉丁语
- value: lb
label:
en_US: Luxembourgish
zh_Hans: 卢森堡语
- value: ln
label:
en_US: Lingala
zh_Hans: 林加拉语
- value: lo
label:
en_US: Lao
zh_Hans: 老挝语
- value: lt
label:
en_US: Lithuanian
zh_Hans: 立陶宛语
- value: lv
label:
en_US: Latvian
zh_Hans: 拉脱维亚语
- value: mg
label:
en_US: Malagasy
zh_Hans: 马尔加什语
- value: mi
label:
en_US: Maori
zh_Hans: 毛利语
- value: mk
label:
en_US: Macedonian
zh_Hans: 马其顿语
- value: ml
label:
en_US: Malayalam
zh_Hans: 马拉雅拉姆语
- value: mn
label:
en_US: Mongolian
zh_Hans: 蒙古语
- value: mr
label:
en_US: Marathi
zh_Hans: 马拉地语
- value: ms
label:
en_US: Malay
zh_Hans: 马来语
- value: mt
label:
en_US: Maltese
zh_Hans: 马耳他语
- value: my
label:
en_US: Burmese
zh_Hans: 缅甸语
- value: ne
label:
en_US: Nepali
zh_Hans: 尼泊尔语
- value: nl
label:
en_US: Dutch
zh_Hans: 荷兰语
- value: nn
label:
en_US: Norwegian Nynorsk
zh_Hans: 新挪威语
- value: no
label:
en_US: Norwegian
zh_Hans: 挪威语
- value: oc
label:
en_US: Occitan
zh_Hans: 奥克语
- value: pa
label:
en_US: Punjabi
zh_Hans: 旁遮普语
- value: pl
label:
en_US: Polish
zh_Hans: 波兰语
- value: ps
label:
en_US: Pashto
zh_Hans: 普什图语
- value: pt
label:
en_US: Portuguese
zh_Hans: 葡萄牙语
- value: ro
label:
en_US: Romanian
zh_Hans: 罗马尼亚语
- value: ru
label:
en_US: Russian
zh_Hans: 俄语
- value: sa
label:
en_US: Sanskrit
zh_Hans: 梵语
- value: sd
label:
en_US: Sindhi
zh_Hans: 信德语
- value: si
label:
en_US: Sinhala
zh_Hans: 僧伽罗语
- value: sk
label:
en_US: Slovak
zh_Hans: 斯洛伐克语
- value: sl
label:
en_US: Slovenian
zh_Hans: 斯洛文尼亚语
- value: sn
label:
en_US: Shona
zh_Hans: 修纳语
- value: so
label:
en_US: Somali
zh_Hans: 索马里语
- value: sq
label:
en_US: Albanian
zh_Hans: 阿尔巴尼亚语
- value: sr
label:
en_US: Serbian
zh_Hans: 塞尔维亚语
- value: su
label:
en_US: Sundanese
zh_Hans: 巽他语
- value: sv
label:
en_US: Swedish
zh_Hans: 瑞典语
- value: sw
label:
en_US: Swahili
zh_Hans: 斯瓦希里语
- value: ta
label:
en_US: Tamil
zh_Hans: 泰米尔语
- value: te
label:
en_US: Telugu
zh_Hans: 泰卢固语
- value: tg
label:
en_US: Tajik
zh_Hans: 塔吉克语
- value: th
label:
en_US: Thai
zh_Hans: 泰语
- value: tk
label:
en_US: Turkmen
zh_Hans: 土库曼语
- value: tl
label:
en_US: Tagalog
zh_Hans: 他加禄语
- value: tr
label:
en_US: Turkish
zh_Hans: 土耳其语
- value: tt
label:
en_US: Tatar
zh_Hans: 鞑靼语
- value: uk
label:
en_US: Ukrainian
zh_Hans: 乌克兰语
- value: ur
label:
en_US: Urdu
zh_Hans: 乌尔都语
- value: uz
label:
en_US: Uzbek
zh_Hans: 乌兹别克语
- value: vi
label:
en_US: Vietnamese
zh_Hans: 越南语
- value: yi
label:
en_US: Yiddish
zh_Hans: 意第绪语
- value: yo
label:
en_US: Yoruba
zh_Hans: 约鲁巴语
- value: yue
label:
en_US: Cantonese
zh_Hans: 粤语
- value: zh
label:
en_US: Chinese
zh_Hans: 中文
- name: chunk_level
type: select
label:
en_US: Chunk Level
zh_Hans: 分块级别
human_description:
en_US: "Choose how the transcription should be divided into chunks"
zh_Hans: "选择如何将转录内容分成块"
llm_description: "Level of the chunks to return."
form: form
default: segment
options:
- value: segment
label:
en_US: Segment
zh_Hans:
- name: version
type: select
label:
en_US: Version
zh_Hans: 版本
human_description:
en_US: "Select which version of the Whisper large model to use"
zh_Hans: "选择要使用的 Whisper large 模型版本"
llm_description: "Version of the model to use. All of the models are the Whisper large variant."
form: form
default: "3"
options:
- value: "3"
label:
en_US: Version 3
zh_Hans: 版本 3

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python-versions = ">=3.8"
files = [
{file = "fal_client-0.5.6-py3-none-any.whl", hash = "sha256:631fd857a3c44753ee46a2eea1e7276471453aca58faac9c3702f744c7c84050"},
{file = "fal_client-0.5.6.tar.gz", hash = "sha256:d3afc4b6250023d0ee8437ec504558231d3b106d7aabc12cda8c39883faddecb"},
]
[package.dependencies]
httpx = ">=0.21.0,<1"
httpx-sse = ">=0.4.0,<0.5"
[package.extras]
dev = ["fal-client[docs,test]"]
docs = ["sphinx", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
test = ["pillow", "pytest", "pytest-asyncio"]
[[package]] [[package]]
name = "fastapi" name = "fastapi"
version = "0.115.4" version = "0.115.4"
@ -4049,6 +4111,17 @@ http2 = ["h2 (>=3,<5)"]
socks = ["socksio (==1.*)"] socks = ["socksio (==1.*)"]
zstd = ["zstandard (>=0.18.0)"] zstd = ["zstandard (>=0.18.0)"]
[[package]]
name = "httpx-sse"
version = "0.4.0"
description = "Consume Server-Sent Event (SSE) messages with HTTPX."
optional = false
python-versions = ">=3.8"
files = [
{file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
{file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
]
[[package]] [[package]]
name = "huggingface-hub" name = "huggingface-hub"
version = "0.16.4" version = "0.16.4"
@ -11005,4 +11078,4 @@ cffi = ["cffi (>=1.11)"]
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = ">=3.10,<3.13" python-versions = ">=3.10,<3.13"
content-hash = "f20bd678044926913dbbc24bd0cf22503a75817aa55f59457ff7822032139b77" content-hash = "b1e99ab3d39fa289a7baca6ded2215f8c1187c01d86cbc371178b70d0d98e231"

View File

@ -122,6 +122,7 @@ celery = "~5.4.0"
chardet = "~5.1.0" chardet = "~5.1.0"
cohere = "~5.2.4" cohere = "~5.2.4"
dashscope = { version = "~1.17.0", extras = ["tokenizer"] } dashscope = { version = "~1.17.0", extras = ["tokenizer"] }
fal-client = "0.5.6"
flask = "~3.0.1" flask = "~3.0.1"
flask-compress = "~1.14" flask-compress = "~1.14"
flask-cors = "~4.0.0" flask-cors = "~4.0.0"