kxxt / aspeak Goto Github PK
View Code? Open in Web Editor NEWA simple text-to-speech client for Azure TTS API.
License: MIT License
A simple text-to-speech client for Azure TTS API.
License: MIT License
need help.
C:\Users\公司>aspeak
Traceback (most recent call last):
File "c:\users\公司\appdata\local\programs\python\python37\lib\runpy.py", line 193, in run_module_as_main
"main", mod_spec)
File "c:\users\公司\appdata\local\programs\python\python37\lib\runpy.py", line 85, in run_code
exec(code, run_globals)
File "C:\Users\公司\AppData\Local\Programs\Python\Python37\Scripts\aspeak.exe_main.py", line 5, in
File "c:\users\公司\appdata\local\programs\python\python37\lib\site-packages\aspeak_main.py", line 1, in
from .cli import main
File "c:\users\公司\appdata\local\programs\python\python37\lib\site-packages\aspeak\cli_init_.py", line 1, in
from .main import main
File "c:\users\公司\appdata\local\programs\python\python37\lib\site-packages\aspeak\cli\main.py", line 11, in
from .parser import parser
File "c:\users\公司\appdata\local\programs\python\python37\lib\site-packages\aspeak\cli\parser.py", line 5, in
from .value_parsers import pitch, rate, format
File "c:\users\公司\appdata\local\programs\python\python37\lib\site-packages\aspeak\cli\value_parsers.py", line 26
if (result := try_parse_float(arg)) and result[0]:
^
SyntaxError: invalid syntax
Traceback (most recent call last):
File "/opt/homebrew/bin/aspeak", line 8, in
sys.exit(main())
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/cli/main.py", line 138, in main
speech = create_speech(args.locale, args.voice, audio_format)
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 138, in init
super().init(locale, voice, audio_format, output)
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 43, in init
self._config()
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 51, in _config
assert token is not None
AssertionError
print(type(names1["hot50_cn_topic_" + str(i) ][0:280])) #结果为 str
input1 = names1["hot50_cn_topic_" + str(i) ][0:280]
input2 = "近日在全国多地,许多新冠感染者们已陆续转阴,回归到正常的生活和工作中。"
#os.system('aspeak -t names1["hot50_cn_topic_" + str(i) ][0:280] -o "./1/{}{}{}".format(year, month, day)+str(i)+".mp3" -l zh-CN') # 结果: -t names1["hot50_cn_topic" + str(i) ][0:280] 格式不正常
#os.system('aspeak -t input1 -v zh-CN-YunjianNeural -R YoungAdultMale -o "{}".mp3'.format(out1)) # 结果: -t input1 格式不正常
#os.system('aspeak -t input2 -v zh-CN-YunjianNeural -R YoungAdultMale -o "{}".mp3'.format(out1)) # 结果: -t input2 格式不正常
os.system('aspeak -t """近日在全国多地,许多新冠感染者们已陆续转阴,回归到正常的生活和工作中。""" -v zh-CN-YunjianNeural -R YoungAdultMale -o "{}".mp3'.format(out1)) #这个是正常的
-t 之后的输入参数 怎么才能换成变量呢?
Python package for providing Mozilla's CA Bundle.
Library home page: https://files.pythonhosted.org/packages/1d/38/fa96a426e0c0e68aabc68e896584b83ad1eec779265a028e156ce509630e/certifi-2022.9.24-py3-none-any.whl
Path to dependency file: /tmp/ws-scm/aspeak
Path to vulnerable library: /tmp/ws-scm/aspeak,/requirements.txt
CVE | Severity | Dependency | Type | Fixed in (certifi version) | Remediation Available | |
---|---|---|---|---|---|---|
CVE-2022-23491 | 6.8 | certifi-2022.9.24-py3-none-any.whl | Direct | certifi - 2022.12.07 | ❌ |
Python package for providing Mozilla's CA Bundle.
Library home page: https://files.pythonhosted.org/packages/1d/38/fa96a426e0c0e68aabc68e896584b83ad1eec779265a028e156ce509630e/certifi-2022.9.24-py3-none-any.whl
Path to dependency file: /tmp/ws-scm/aspeak
Path to vulnerable library: /tmp/ws-scm/aspeak,/requirements.txt
Dependency Hierarchy:
Found in base branch: main
Certifi is a curated collection of Root Certificates for validating the trustworthiness of SSL certificates while verifying the identity of TLS hosts. Certifi 2022.12.07 removes root certificates from "TrustCor" from the root store. These are in the process of being removed from Mozilla's trust store. TrustCor's root certificates are being removed pursuant to an investigation prompted by media reporting that TrustCor's ownership also operated a business that produced spyware. Conclusions of Mozilla's investigation can be found in the linked google group discussion.
Publish Date: 2022-12-07
URL: CVE-2022-23491
Base Score Metrics:
Type: Upgrade version
Origin: https://www.cve.org/CVERecord?id=CVE-2022-23491
Release Date: 2022-12-07
Fix Resolution: certifi - 2022.12.07
Step up your Open Source Security Game with Mend here
尝试了几个 voice, -r指定不同的值结果都没有变化. 此外, 该选项的默认值好像是1? 而不是0.04
Hi,
I like aspeak. After using it for one whole day, I received "AssertionError" issue now. Seems blocked by MSFT?
Checked this subject from closed issues and found that you are rebuilding one new rust edition.
Downloaded latest 4.0 beta 1 and found "-f" option and "-o" "--mp3" not working and seems not supported?
Changed the option name or cancelled these option?
My Environment is on intel mbp (MacOs 12.6.3 Montery), python 3.11.2.
I downed aspeak-x86_64-apple-darwin.
Error:
0: Websocket error
1: TLS error: native-tls error: connection closed via error
2: native-tls error: connection closed via error
3: connection closed via error
Location:
/Users/mick/.cargo/registry/src/rsproxy.cn-8f6827c7555bfaf8/aspeak-4.0.0/src/main.rs:73
Backtrace omitted. Run with RUST_BACKTRACE=1 environment variable to display it.
Run with RUST_BACKTRACE=full to include source snippets.
mick@192 ~ %
Found in HEAD commit: e6fca34b37d722f0a140069426f1e09e8054a0c0
CVE | Severity | Dependency | Type | Fixed in (reqwest version) | Remediation Available | |
---|---|---|---|---|---|---|
WS-2023-0045 | 9.1 | remove_dir_all-0.5.3.crate | Transitive | N/A* | ❌ | |
WS-2023-0082 | 7.5 | detected in multiple dependencies | Transitive | N/A* | ❌ | |
WS-2023-0081 | 7.5 | detected in multiple dependencies | Transitive | N/A* | ❌ | |
WS-2023-0083 | 7.5 | detected in multiple dependencies | Transitive | N/A* | ❌ |
*For some transitive vulnerabilities, there is no version of direct dependency with a fix. Check the "Details" section below to see if there is a version of transitive dependency where vulnerability is fixed.
A safe, reliable implementation of remove_dir_all for Windows
Library home page: https://crates.io/api/v1/crates/remove_dir_all/0.5.3/download
Dependency Hierarchy:
Found in HEAD commit: e6fca34b37d722f0a140069426f1e09e8054a0c0
Found in base branch: main
The remove_dir_all crate is a Rust library that offers additional features over the Rust standard library fs::remove_dir_all function. It suffers the same class of failure as the code it was layering over: TOCTOU race conditions, with the ability to cause arbitrary paths to be deleted by substituting a symlink for a path after the type of the path was checked.
Publish Date: 2023-02-24
URL: WS-2023-0045
Base Score Metrics:
Type: Upgrade version
Origin: GHSA-mc8h-8q98-g5hr
Release Date: 2023-02-24
Fix Resolution: remove_dir_all - 0.8.0
Step up your Open Source Security Game with Mend here
FFI bindings to OpenSSL
Library home page: https://crates.io/api/v1/crates/openssl-sys/0.9.80/download
Dependency Hierarchy:
OpenSSL bindings
Library home page: https://crates.io/api/v1/crates/openssl/0.10.45/download
Dependency Hierarchy:
Found in HEAD commit: e6fca34b37d722f0a140069426f1e09e8054a0c0
Found in base branch: main
openssl
X509NameBuilder::build
returned object is not thread safe
Publish Date: 2023-03-25
URL: WS-2023-0082
Base Score Metrics:
Type: Upgrade version
Origin: GHSA-3gxf-9r58-2ghg
Release Date: 2023-03-25
Fix Resolution: openssl - 0.10.48
Step up your Open Source Security Game with Mend here
FFI bindings to OpenSSL
Library home page: https://crates.io/api/v1/crates/openssl-sys/0.9.80/download
Dependency Hierarchy:
OpenSSL bindings
Library home page: https://crates.io/api/v1/crates/openssl/0.10.45/download
Dependency Hierarchy:
Found in HEAD commit: e6fca34b37d722f0a140069426f1e09e8054a0c0
Found in base branch: main
openssl
X509Extension::new
and X509Extension::new_nid
null pointer dereference
Publish Date: 2023-03-25
URL: WS-2023-0081
Base Score Metrics:
Type: Upgrade version
Origin: GHSA-6hcf-g6gr-hhcr
Release Date: 2023-03-25
Fix Resolution: openssl - 0.10.48
Step up your Open Source Security Game with Mend here
FFI bindings to OpenSSL
Library home page: https://crates.io/api/v1/crates/openssl-sys/0.9.80/download
Dependency Hierarchy:
OpenSSL bindings
Library home page: https://crates.io/api/v1/crates/openssl/0.10.45/download
Dependency Hierarchy:
Found in HEAD commit: e6fca34b37d722f0a140069426f1e09e8054a0c0
Found in base branch: main
openssl
SubjectAlternativeName
and ExtendedKeyUsage::other
allow arbitrary file read
Publish Date: 2023-03-25
URL: WS-2023-0083
Base Score Metrics:
Type: Upgrade version
Origin: GHSA-9qwg-crg9-m2vc
Release Date: 2023-03-25
Fix Resolution: openssl - 0.10.48
Step up your Open Source Security Game with Mend here
Could not extract token from webpage.
e.g. provide a warning for aspeak -L -p 0
-p 0
is ineffective here.
Speech synthesis canceled: CancellationReason.Error
WebSocket operation failed. Internal error: 3. Error details: WS_ERROR_UNDERLYING_IO_ERROR USP state: 4. Received audio size: 1998720 bytes.
Hi, the use of RefCell
will cause it hard to use in async runtime.
It would be nice to enhance this part.
How can I run this in my python script, just that without text being typed in, there would be used translated_text instead:
def speak_paste(): try: spoken_text = driver1.find_element_by_xpath("/html/body/div/div[2]/div[3]/span").text test_str = (spoken_text) res = " ".join(lookp_dict.get(ele, ele) for ele in test_str.split()) pyperclip.copy(res) translator = deepl.Translator('') result = translator.translate_text((res), target_lang="ru", formality="less", preserve_formatting="1") translated_text = result.text
This is basically using subtitle text to translate it with deepl, but I want just to pass this translated text to azure tts to synthesize it.
It would be a breaking change.
aspeak -f 296.txt -l zh-cn
Error: 'gbk' codec can't decode byte 0xac in position 2: illegal multibyte sequence
While 296.txt is UTF-8 text file.
UTF8 is more popular than GBK nowadays.
Error: Could not extract token from webpage.
An RuntimeError occurred while calling ssml_to_speech_async of instance of SpeechToFileService.
CRITICAL: Traceback (most recent call last):
......
File "E:\***\tts.py", line 17, in tts
return provider.ssml_to_speech_async(ssml,path=path) # type: ignore
File "F:\ProgramData\Miniconda3\lib\site-packages\aspeak\api\api.py", line 110, in wrapper
self._setup_synthesizer(kwargs['path'])
File "F:\ProgramData\Miniconda3\lib\site-packages\aspeak\api\api.py", line 139, in _setup_synthesizer
self._synthesizer = speechsdk.SpeechSynthesizer(self._config, self._output)
File "F:\ProgramData\Miniconda3\lib\site-packages\azure\cognitiveservices\speech\speech.py", line 1598, in __init__
self._impl = self._get_impl(impl.SpeechSynthesizer, speech_config, audio_config,
File "F:\ProgramData\Miniconda3\lib\site-packages\azure\cognitiveservices\speech\speech.py", line 1703, in _get_impl
_impl = synth_type._from_config(speech_config._impl, None if audio_config is None else audio_config._impl)
RuntimeError: Exception with an error code: 0x8 (SPXERR_FILE_OPEN_FAILED)
[CALL STACK BEGIN]
> pal_string_to_wstring
- pal_string_to_wstring
- synthesizer_create_speech_synthesizer_from_config
- synthesizer_create_speech_synthesizer_from_config
- 00007FFE37F772C4 (SymFromAddr() error: 试图访问无效的地址。)
- 00007FFE37FC76A8 (SymFromAddr() error: 试图访问无效的地址。)
- 00007FFE37FC87A8 (SymFromAddr() error: 试图访问无效的地址。)
- PyArg_CheckPositional
- Py_NewReference
- PyEval_EvalFrameDefault
- Py_NewReference
- PyEval_EvalFrameDefault
- PyFunction_Vectorcall
- PyFunction_Vectorcall
- PyMem_RawStrdup
- Py_NewReference
[CALL STACK END]
tts.py
from aspeak import SpeechToFileService,AudioFormat,FileFormat
provider=None
fmt=AudioFormat(FileFormat.MP3,-1)
def init():
global provider
provider=SpeechToFileService(locale="zh-CN",audio_format=fmt)
def tts(ssml:str,path:str):
if provider is None:
init()
return provider.ssml_to_speech_async(ssml,path=path) # type: ignore
The thing is, this error seemed to occurred randomly, and only when I created(Finished) over 20 ssml_to_speech_async instance does it occurs.
This error seems can't be catch through try
Possible to use this in real-time communications? Compared with just azure it's slower and I have the deepl API to talk with foreigners. I'd like to get the audio within 200 ms and output it to a sound device, if it's feasible.
We need to point out the limitations and other important things in the CLI usage.
Error:
0: Websocket error
1: HTTP error: 200 OK
Location:
/Users/mick/.cargo/registry/src/mirrors.tuna.tsinghua.edu.cn-df7c3c540f42cdbd/aspeak-4.2.0/src/main.rs:70
Backtrace omitted. Run with RUST_BACKTRACE=1 environment variable to display it.
Run with RUST_BACKTRACE=full to include source snippets.
Can voice style be supported? Thank you.
I've tried everything in the docs, but it doesn't work. I would be very grateful if you could give me an example.
Can I set IP automatic polling replacement
The free trial API is heavily rate limited by Microsoft.
If you are constantly hitting this with an error code 429, please consider registering an Azure account and use aspeak with an azure subscription key. (There is a free tier)
Or you can try to use the edge tts endpoint which comes with fewer features(You need at least aspeak v4.2.0). You can figure out what options are needed by looking at edge-tts
's code:
Current:
usage: aspeak [-h] [-V | -L | -Q | [-t [TEXT] | -s [SSML]]] [-p PITCH] [-r RATE] [-S STYLE] [-R ROLE] [-d STYLE_DEGREE] [-f FILE] [-e ENCODING] [-o OUTPUT_PATH]
[--mp3 | --ogg | --webm | --wav | -F FORMAT] [-l LOCALE] [-v VOICE] [-q QUALITY]
This is not accurate.
现有的默认音频质量听起来属实有点太朦胧了。
Can anyone synthesize normally in version 4.1?
3.2 it's not working anymore.
Hi
i'm using this configuration since oct22:
speech = SpeechToFileService(voice="pt-BR-AntonioNeural", audio_format=AudioFormat(FileFormat.MP3, quality=1))
but today this error make the system stop
File "C:\Users\XX\AppData\Local\Programs\Python\Python310\lib\site-packages\aspeak\api\api.py", line 162, in init
super().init(locale, voice, audio_format, None)
File "C:\Users\XX\AppData\Local\Programs\Python\Python310\lib\site-packages\aspeak\api\api.py", line 43, in init
self._config()
File "C:\Users\XX\AppData\Local\Programs\Python\Python310\lib\site-packages\aspeak\api\api.py", line 51, in _config
assert token is not None
AssertionError
can u help me?
Traceback (most recent call last):
File "/usr/local/bin/aspeak", line 8, in
sys.exit(main())
File "/usr/local/lib/python3.9/dist-packages/aspeak/cli/main.py", line 150, in main
result = main_text(funcs, args, audio_format)
File "/usr/local/lib/python3.9/dist-packages/aspeak/cli/main.py", line 77, in main_text
result = speech_function_selector(funcs, preprocess_text(args.text, args), audio_format)
File "/usr/local/lib/python3.9/dist-packages/aspeak/cli/main.py", line 51, in speech_function_selector
return _pure_text_to_speech(text_or_ssml, audio_format=audio_format, **options)
File "/usr/local/lib/python3.9/dist-packages/aspeak/api/functional.py", line 32, in pure_text_to_speech
return provider.text_to_speech(text, cfg, output)
File "/usr/local/lib/python3.9/dist-packages/aspeak/api/provider.py", line 40, in text_to_speech
return speechsdk.SpeechSynthesizer(speech_config=cfg, audio_config=output).speak_text(text)
File "/usr/local/lib/python3.9/dist-packages/azure/cognitiveservices/speech/speech.py", line 1563, in init
self._impl = self._get_impl(impl.SpeechSynthesizer, speech_config, audio_config, auto_detect_source_language_config)
File "/usr/local/lib/python3.9/dist-packages/azure/cognitiveservices/speech/speech.py", line 1667, in _get_impl
_impl = synth_type._from_config(speech_config._impl, None if audio_config is None else audio_config._impl)
RuntimeError: Exception with an error code: 0x38 (SPXERR_AUDIO_SYS_LIBRARY_NOT_FOUND)
[CALL STACK BEGIN]
Hello!
i really need some examples of how to user aspeak 4.1 with python, i used to have 3.1 working, but i upgraded and got lost on the new 4 version,
can someone please make a examplo of how to make output a mp3 file based on an input.txt file
thanks in advance
for example, if the text is a simple text, the output name would be same.
aspeak -t "Hello" -ot --mp3
then the output would be "Hello.mp3"
[91mError�[0m: Speech synthesis canceled: CancellationReason.Error
WebSocket upgrade failed: Unspecified connection error (200). USP state: 2. Received audio size: 0 bytes.
Raise this error today
def _get_auth_token() -> str:
"""
Get a trial auth token from the trial webpage.
"""
response = requests.get(TRAIL_URL)
if response.status_code != 200:
raise errors.TokenRetrievalError(status_code=response.status_code)
text = response.text
# We don't need bs4, because a little of regex is enough.
match = re.search(r'\s+var\s+localizedResources\s+=\s+\{((.|\n)*?)\};', text, re.M)
retrieval_error = errors.TokenRetrievalError(message='Could not extract token from webpage.',
status_code=response.status_code)
if match is None:
raise retrieval_error
token = re.search(r'\s+token:\s*"([^"]+)"', match.group(1), re.M)
if token is None:
raise retrieval_error
return token.group(1)
https://azure.microsoft.com/en-us/services/cognitive-services/text-to-speech/#overview works normal in browser in same machine.
现在稍微长一点的一句话,获取速度都是十秒钟起。太慢了。
如果是因为免费 API 所导致的问题,请求可以自定义 API
Failed to synthesize speech!
result = speech.text_to_speech(
str, voice='en-US-JennyNeural', style='excited')
print(result)
the result gets None
The result returned each time is ResultReason.Canceled
I really hope this issue gets resolved! What a pity that I do not understand how to solve this problem...
Traceback (most recent call last):
File "/opt/homebrew/bin/aspeak", line 8, in
sys.exit(main())
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/cli/main.py", line 138, in main
speech = create_speech(args.locale, args.voice, audio_format)
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 138, in init
super().init(locale, voice, audio_format, output)
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 43, in init
self._config()
File "/opt/homebrew/lib/python3.9/site-packages/aspeak/api/api.py", line 51, in _config
assert token is not None
AssertionError
There is a technical point I would like to ask you: after receiving the synthesized data returned by Microsoft, what processing do you need to do to save it to the wav file?
I look forward to your advice. Thank you.
/Users/meeia ~ aspeak -t "Hello, world"
Traceback (most recent call last):
File "/Library/Frameworks/Python.framework/Versions/3.10/bin/aspeak", line 5, in <module>
from aspeak.__main__ import main
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/aspeak/__main__.py", line 1, in <module>
from .cli import main
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/aspeak/cli/__init__.py", line 1, in <module>
from .main import main
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/aspeak/cli/main.py", line 8, in <module>
from .voices import list_voices
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/aspeak/cli/voices.py", line 1, in <module>
import requests
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/requests/__init__.py", line 43, in <module>
import urllib3
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/__init__.py", line 8, in <module>
from .connectionpool import (
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/connectionpool.py", line 29, in <module>
from .connection import (
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/connection.py", line 39, in <module>
from .util.ssl_ import (
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/util/__init__.py", line 3, in <module>
from .connection import is_connection_dropped
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/util/connection.py", line 3, in <module>
from .wait import wait_for_read
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/util/wait.py", line 1, in <module>
from .selectors import (
File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/urllib3/util/selectors.py", line 14, in <module>
from collections import namedtuple, Mapping
ImportError: cannot import name 'Mapping' from 'collections' (/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/collections/__init__.py)
/Users/meeia ~
See #5
To fix this you could try to:
ERROR: Cannot install aspeak==0.1, aspeak==0.1.1, aspeak==0.2.0, aspeak==0.2.1, aspeak==0.3.0, aspeak==0.3.1, aspeak==0.3.2, aspeak==1.0.0, aspeak==1.1.0, aspeak==1.1.1, aspeak==1.1.2, aspeak==1.1.3, aspeak==1.1.4, aspeak==1.2.0, aspeak==1.3.0, aspeak==1.3.1, aspeak==1.4.0, aspeak==1.4.1, aspeak==1.4.2, aspeak==2.0.0, aspeak==2.0.1, aspeak==2.1.0, aspeak==3.0.0, aspeak==3.0.1 and aspeak==3.0.2 because these package versions have conflicting dependencies.
when i run:
aspeak -l zh-CN -f 从美丽的室友开始.txt -o 从美丽的室友开始.wav
the txt file has 90k chars and 279KB.
and then it shows:
Error: Speech synthesis canceled: CancellationReason.Error Connection was closed by the remote host. Error code: 1007. Error details: Websocket message size cannot exceed 65536 bytes USP state: 3. Received audio size: 0 bytes.
then I only used the first paragraph(4k letters and 12.8KB),and it works well.
imo,it may cause by too large file.
Error: Speech synthesis canceled: CancellationReason.Error
WebSocket upgrade failed: Unspecified connection error (200). USP state: 2. Received audio size: 0 bytes.
今天突然出现的,不知道什么情况。是我的网络问题吗?
输入命令
aspeak -f input.txt -v zh-CN-XiaoxiaoNeural -S newscast -F Riff24Khz16BitMonoPcm -o output.wav
成功输出音频,但是风格和官网上听到的 newscast 风格完全不同,感觉是默认风格
Add support for proxy options. e.g. HTTP_PROXY
and a command line option.
It would be nice to have a fluent Python API. Sometimes programming in shell scripts can be tedious and error-prone.
Related: #11
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.