MIAO HU
commited on
Commit
·
5dcd53e
1
Parent(s):
077f094
init version
Browse files- .gitignore +184 -0
- README.md +10 -3
- app.py +204 -0
- config.py +27 -0
- requirements.txt +2 -0
.gitignore
ADDED
@@ -0,0 +1,184 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Byte-compiled / optimized / DLL files
|
2 |
+
__pycache__/
|
3 |
+
*.py[cod]
|
4 |
+
*$py.class
|
5 |
+
|
6 |
+
# C extensions
|
7 |
+
*.so
|
8 |
+
|
9 |
+
# Distribution / packaging
|
10 |
+
.Python
|
11 |
+
build/
|
12 |
+
develop-eggs/
|
13 |
+
dist/
|
14 |
+
downloads/
|
15 |
+
eggs/
|
16 |
+
.eggs/
|
17 |
+
lib/
|
18 |
+
lib64/
|
19 |
+
parts/
|
20 |
+
sdist/
|
21 |
+
var/
|
22 |
+
wheels/
|
23 |
+
share/python-wheels/
|
24 |
+
*.egg-info/
|
25 |
+
.installed.cfg
|
26 |
+
*.egg
|
27 |
+
MANIFEST
|
28 |
+
|
29 |
+
# PyInstaller
|
30 |
+
# Usually these files are written by a python script from a template
|
31 |
+
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
32 |
+
*.manifest
|
33 |
+
*.spec
|
34 |
+
|
35 |
+
# Installer logs
|
36 |
+
pip-log.txt
|
37 |
+
pip-delete-this-directory.txt
|
38 |
+
|
39 |
+
# Unit test / coverage reports
|
40 |
+
htmlcov/
|
41 |
+
.tox/
|
42 |
+
.nox/
|
43 |
+
.coverage
|
44 |
+
.coverage.*
|
45 |
+
.cache
|
46 |
+
nosetests.xml
|
47 |
+
coverage.xml
|
48 |
+
*.cover
|
49 |
+
*.py,cover
|
50 |
+
.hypothesis/
|
51 |
+
.pytest_cache/
|
52 |
+
cover/
|
53 |
+
|
54 |
+
# Translations
|
55 |
+
*.mo
|
56 |
+
*.pot
|
57 |
+
|
58 |
+
# Django stuff:
|
59 |
+
*.log
|
60 |
+
local_settings.py
|
61 |
+
db.sqlite3
|
62 |
+
db.sqlite3-journal
|
63 |
+
|
64 |
+
# Flask stuff:
|
65 |
+
instance/
|
66 |
+
.webassets-cache
|
67 |
+
|
68 |
+
# Scrapy stuff:
|
69 |
+
.scrapy
|
70 |
+
|
71 |
+
# Sphinx documentation
|
72 |
+
docs/_build/
|
73 |
+
|
74 |
+
# PyBuilder
|
75 |
+
.pybuilder/
|
76 |
+
target/
|
77 |
+
|
78 |
+
# Jupyter Notebook
|
79 |
+
.ipynb_checkpoints
|
80 |
+
|
81 |
+
# IPython
|
82 |
+
profile_default/
|
83 |
+
ipython_config.py
|
84 |
+
|
85 |
+
# pyenv
|
86 |
+
# For a library or package, you might want to ignore these files since the code is
|
87 |
+
# intended to run in multiple environments; otherwise, check them in:
|
88 |
+
# .python-version
|
89 |
+
|
90 |
+
# pipenv
|
91 |
+
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
92 |
+
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
93 |
+
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
94 |
+
# install all needed dependencies.
|
95 |
+
#Pipfile.lock
|
96 |
+
|
97 |
+
# UV
|
98 |
+
# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
|
99 |
+
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
100 |
+
# commonly ignored for libraries.
|
101 |
+
#uv.lock
|
102 |
+
|
103 |
+
# poetry
|
104 |
+
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
105 |
+
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
106 |
+
# commonly ignored for libraries.
|
107 |
+
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
|
108 |
+
#poetry.lock
|
109 |
+
|
110 |
+
# pdm
|
111 |
+
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
112 |
+
#pdm.lock
|
113 |
+
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
114 |
+
# in version control.
|
115 |
+
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
|
116 |
+
.pdm.toml
|
117 |
+
.pdm-python
|
118 |
+
.pdm-build/
|
119 |
+
|
120 |
+
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
|
121 |
+
__pypackages__/
|
122 |
+
|
123 |
+
# Celery stuff
|
124 |
+
celerybeat-schedule
|
125 |
+
celerybeat.pid
|
126 |
+
|
127 |
+
# SageMath parsed files
|
128 |
+
*.sage.py
|
129 |
+
|
130 |
+
# Environments
|
131 |
+
.env
|
132 |
+
.venv
|
133 |
+
env/
|
134 |
+
venv/
|
135 |
+
ENV/
|
136 |
+
env.bak/
|
137 |
+
venv.bak/
|
138 |
+
.DS_Store
|
139 |
+
|
140 |
+
# Spyder project settings
|
141 |
+
.spyderproject
|
142 |
+
.spyproject
|
143 |
+
|
144 |
+
# Rope project settings
|
145 |
+
.ropeproject
|
146 |
+
|
147 |
+
# mkdocs documentation
|
148 |
+
/site
|
149 |
+
|
150 |
+
# Pyre type checker
|
151 |
+
.pyre/
|
152 |
+
|
153 |
+
# pytype static type analyzer
|
154 |
+
.pytype/
|
155 |
+
|
156 |
+
# Cython debug symbols
|
157 |
+
cython_debug/
|
158 |
+
|
159 |
+
# PyCharm
|
160 |
+
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
|
161 |
+
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
|
162 |
+
# and can be added to the global gitignore or merged into this file. For a more nuclear
|
163 |
+
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
|
164 |
+
#.idea/
|
165 |
+
|
166 |
+
# Visual Studio Code
|
167 |
+
# Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore
|
168 |
+
# that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
|
169 |
+
# and can be added to the global gitignore or merged into this file. However, if you prefer,
|
170 |
+
# you could uncomment the following to ignore the enitre vscode folder
|
171 |
+
# .vscode/
|
172 |
+
|
173 |
+
# Ruff stuff:
|
174 |
+
.ruff_cache/
|
175 |
+
|
176 |
+
# PyPI configuration file
|
177 |
+
.pypirc
|
178 |
+
|
179 |
+
# Cursor
|
180 |
+
# Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
|
181 |
+
# exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
|
182 |
+
# refer to https://docs.cursor.com/context/ignore-files
|
183 |
+
.cursorignore
|
184 |
+
.cursorindexingignore
|
README.md
CHANGED
@@ -1,12 +1,19 @@
|
|
1 |
---
|
2 |
-
title:
|
3 |
-
emoji:
|
4 |
colorFrom: indigo
|
5 |
colorTo: green
|
6 |
sdk: gradio
|
7 |
sdk_version: 5.31.0
|
8 |
app_file: app.py
|
9 |
pinned: false
|
|
|
|
|
|
|
10 |
---
|
11 |
|
12 |
-
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
+
title: Parakeet ASR MCP Server
|
3 |
+
emoji: 🎧
|
4 |
colorFrom: indigo
|
5 |
colorTo: green
|
6 |
sdk: gradio
|
7 |
sdk_version: 5.31.0
|
8 |
app_file: app.py
|
9 |
pinned: false
|
10 |
+
license: mit
|
11 |
+
models:
|
12 |
+
- nvidia/parakeet-tdt-0.6b-v2
|
13 |
---
|
14 |
|
15 |
+
# 🎙️ Parakeet ASR MCP Server
|
16 |
+
|
17 |
+
A Model Context Protocol (MCP) server built with Gradio interfaces with a speech-to-text API, serving the model [Parakeet TDT 0.6B V2](https://huggingface.co/nvidia/parakeet-tdt-0.6b-v2) open-sourced by NVIDIA and hosted on Novita AI (https://novita.ai/templates-library/105929).
|
18 |
+
|
19 |
+
This server is free to use and provides high-quality English transcription capabilities, supporting both plain text and SRT subtitle formats.
|
app.py
ADDED
@@ -0,0 +1,204 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import httpx
|
3 |
+
import asyncio
|
4 |
+
from typing import Dict, Any
|
5 |
+
import os
|
6 |
+
from config import CONFIG
|
7 |
+
|
8 |
+
# API endpoint configuration from config
|
9 |
+
API_BASE_URL = CONFIG["api"]["base_url"]
|
10 |
+
API_TIMEOUT = CONFIG["api"]["timeout"]
|
11 |
+
|
12 |
+
if API_BASE_URL is None:
|
13 |
+
raise ValueError("API_BASE_URL is not set")
|
14 |
+
|
15 |
+
async def transcribe_audio(audio_file: str, output_format: str = "text") -> Dict[str, Any]:
|
16 |
+
"""
|
17 |
+
Transcribe the audio file to text or SRT subtitles.
|
18 |
+
|
19 |
+
Args:
|
20 |
+
audio_file (str): Path to the audio file to transcribe
|
21 |
+
output_format (str): Output format - "text" for plain text, "srt" for SRT subtitles
|
22 |
+
|
23 |
+
Returns:
|
24 |
+
Dict containing the transcription result
|
25 |
+
"""
|
26 |
+
|
27 |
+
try:
|
28 |
+
# Determine the endpoint based on output format
|
29 |
+
if output_format == "srt":
|
30 |
+
endpoint = f"{API_BASE_URL}{CONFIG['api']['endpoints']['transcribe_srt']}"
|
31 |
+
else:
|
32 |
+
endpoint = f"{API_BASE_URL}{CONFIG['api']['endpoints']['transcribe']}"
|
33 |
+
|
34 |
+
# Prepare the file for upload
|
35 |
+
async with httpx.AsyncClient(timeout=API_TIMEOUT) as client:
|
36 |
+
with open(audio_file, "rb") as f:
|
37 |
+
files = {"file": (os.path.basename(audio_file), f, "audio/wav")}
|
38 |
+
|
39 |
+
response = await client.post(endpoint, files=files)
|
40 |
+
response.raise_for_status()
|
41 |
+
|
42 |
+
if output_format == "srt":
|
43 |
+
# For SRT format, return the raw text content
|
44 |
+
return {
|
45 |
+
"success": True,
|
46 |
+
"transcription": response.text,
|
47 |
+
"format": "srt"
|
48 |
+
}
|
49 |
+
else:
|
50 |
+
# For JSON format, parse the response
|
51 |
+
result = response.json()
|
52 |
+
|
53 |
+
# Handle both old format (direct text) and new format (segments array)
|
54 |
+
transcription_text = ""
|
55 |
+
if "success" in result and result["success"] is True and "segments" in result and result["segments"]:
|
56 |
+
# New format with segments array - include timestamps
|
57 |
+
formatted_segments = []
|
58 |
+
for segment in result["segments"]:
|
59 |
+
text = segment.get("text", "")
|
60 |
+
formatted_segments.append(f"{text}")
|
61 |
+
transcription_text = "\n".join(formatted_segments)
|
62 |
+
else:
|
63 |
+
transcription_text = "No transcription text found in response"
|
64 |
+
|
65 |
+
return {
|
66 |
+
"success": True,
|
67 |
+
"transcription": transcription_text,
|
68 |
+
"format": "text",
|
69 |
+
"metadata": result
|
70 |
+
}
|
71 |
+
|
72 |
+
except httpx.TimeoutException:
|
73 |
+
return {
|
74 |
+
"success": False,
|
75 |
+
"error": "Request timed out. The audio file might be too long or the server is busy.",
|
76 |
+
"format": output_format
|
77 |
+
}
|
78 |
+
except httpx.HTTPStatusError as e:
|
79 |
+
return {
|
80 |
+
"success": False,
|
81 |
+
"error": f"HTTP error {e.response.status_code}: {e.response.text}",
|
82 |
+
"format": output_format
|
83 |
+
}
|
84 |
+
except Exception as e:
|
85 |
+
return {
|
86 |
+
"success": False,
|
87 |
+
"error": f"Unexpected error: {str(e)}",
|
88 |
+
"format": output_format
|
89 |
+
}
|
90 |
+
|
91 |
+
def transcribe_audio_sync(audio_file: str, output_format: str = "text") -> Dict[str, Any]:
|
92 |
+
"""
|
93 |
+
Synchronous wrapper for the async transcribe function.
|
94 |
+
"""
|
95 |
+
return asyncio.run(transcribe_audio(audio_file, output_format))
|
96 |
+
|
97 |
+
def transcribe_to_text(audio_file: str) -> str:
|
98 |
+
"""
|
99 |
+
Transcribe the audio file to plain text.
|
100 |
+
|
101 |
+
Args:
|
102 |
+
audio_file (str): The URL to the audio file.
|
103 |
+
|
104 |
+
Returns:
|
105 |
+
str: Transcribed text
|
106 |
+
"""
|
107 |
+
if not audio_file:
|
108 |
+
return "Please provide an audio file."
|
109 |
+
|
110 |
+
result = transcribe_audio_sync(audio_file, "text")
|
111 |
+
|
112 |
+
if result["success"]:
|
113 |
+
return result["transcription"]
|
114 |
+
else:
|
115 |
+
return f"Error: {result['error']}"
|
116 |
+
|
117 |
+
def transcribe_to_srt(audio_file: str) -> str:
|
118 |
+
"""
|
119 |
+
Transcribe the audio file to SRT subtitle format.
|
120 |
+
|
121 |
+
Args:
|
122 |
+
audio_file (str): The URL to the audio file.
|
123 |
+
|
124 |
+
Returns:
|
125 |
+
str: SRT formatted subtitles
|
126 |
+
"""
|
127 |
+
|
128 |
+
if not audio_file:
|
129 |
+
return "Please provide an audio file."
|
130 |
+
|
131 |
+
result = transcribe_audio_sync(audio_file, "srt")
|
132 |
+
|
133 |
+
if result["success"]:
|
134 |
+
return result["transcription"]
|
135 |
+
else:
|
136 |
+
return f"Error: {result['error']}"
|
137 |
+
|
138 |
+
# Create the Gradio interface
|
139 |
+
with gr.Blocks(title="Parakeet ASR MCP Server") as demo:
|
140 |
+
gr.Markdown("""
|
141 |
+
# 🎙️ Parakeet ASR MCP Server
|
142 |
+
|
143 |
+
A Model Context Protocol (MCP) server built with Gradio interfaces with a speech-to-text API, serving the model [Parakeet TDT 0.6B V2](https://huggingface.co/nvidia/parakeet-tdt-0.6b-v2) open-sourced by NVIDIA and hosted on Novita AI (https://novita.ai/templates-library/105929).
|
144 |
+
|
145 |
+
This server is free to use and provides high-quality English transcription capabilities, supporting both plain text and SRT subtitle formats.
|
146 |
+
""")
|
147 |
+
|
148 |
+
with gr.Tab("Transcribe to text"):
|
149 |
+
with gr.Row():
|
150 |
+
with gr.Column():
|
151 |
+
audio_input_text = gr.Audio(
|
152 |
+
label="Upload Audio File",
|
153 |
+
type="filepath",
|
154 |
+
sources=["upload", "microphone"]
|
155 |
+
)
|
156 |
+
transcribe_text_btn = gr.Button("Transcribe to Text", variant="primary")
|
157 |
+
|
158 |
+
with gr.Column():
|
159 |
+
text_output = gr.Textbox(
|
160 |
+
label="Transcription Result",
|
161 |
+
lines=10,
|
162 |
+
placeholder="Transcribed text will appear here..."
|
163 |
+
)
|
164 |
+
|
165 |
+
transcribe_text_btn.click(
|
166 |
+
fn=transcribe_to_text,
|
167 |
+
inputs=[audio_input_text],
|
168 |
+
outputs=[text_output]
|
169 |
+
)
|
170 |
+
|
171 |
+
with gr.Tab("Transcribe to SRT Subtitles"):
|
172 |
+
with gr.Row():
|
173 |
+
with gr.Column():
|
174 |
+
audio_input_srt = gr.Audio(
|
175 |
+
label="Upload Audio File",
|
176 |
+
type="filepath",
|
177 |
+
sources=["upload", "microphone"]
|
178 |
+
)
|
179 |
+
transcribe_srt_btn = gr.Button("Transcribe to SRT", variant="primary")
|
180 |
+
|
181 |
+
with gr.Column():
|
182 |
+
srt_output = gr.Textbox(
|
183 |
+
label="SRT Subtitles",
|
184 |
+
lines=15,
|
185 |
+
placeholder="SRT formatted subtitles will appear here..."
|
186 |
+
)
|
187 |
+
|
188 |
+
transcribe_srt_btn.click(
|
189 |
+
fn=transcribe_to_srt,
|
190 |
+
inputs=[audio_input_srt],
|
191 |
+
outputs=[srt_output]
|
192 |
+
)
|
193 |
+
|
194 |
+
if __name__ == "__main__":
|
195 |
+
# Launch with MCP server enabled
|
196 |
+
try:
|
197 |
+
demo.launch(
|
198 |
+
mcp_server=True,
|
199 |
+
share=False,
|
200 |
+
server_name=CONFIG["server"]["host"],
|
201 |
+
server_port=CONFIG["server"]["port"],
|
202 |
+
)
|
203 |
+
except Exception as e:
|
204 |
+
print(f"Error launching server: {e}")
|
config.py
ADDED
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
"""
|
2 |
+
Configuration settings for the ASR (Automatic Speech Recognition) MCP Server.
|
3 |
+
"""
|
4 |
+
import os
|
5 |
+
|
6 |
+
# API Configuration
|
7 |
+
API_CONFIG = {
|
8 |
+
"base_url": os.getenv("API_BASE_URL", ""),
|
9 |
+
"endpoints": {
|
10 |
+
"transcribe": "/transcribe",
|
11 |
+
"transcribe_srt": "/transcribe/srt"
|
12 |
+
},
|
13 |
+
"timeout": 300.0,
|
14 |
+
"max_retries": None
|
15 |
+
}
|
16 |
+
|
17 |
+
# Server Configuration
|
18 |
+
SERVER_CONFIG = {
|
19 |
+
"host": "0.0.0.0",
|
20 |
+
"port": 7860,
|
21 |
+
}
|
22 |
+
|
23 |
+
# Export the configuration
|
24 |
+
CONFIG = {
|
25 |
+
"api": API_CONFIG,
|
26 |
+
"server": SERVER_CONFIG
|
27 |
+
}
|
requirements.txt
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
gradio[mcp]>=5.31.0
|
2 |
+
httpx>=0.25.0
|