id int64 0 190k | prompt stringlengths 21 13.4M | docstring stringlengths 1 12k ⌀ |
|---|---|---|
144,603 | import asyncio
import json
import logging
from collections import OrderedDict
from datetime import timedelta
from functools import partial
from typing import Optional
import async_timeout
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from aiohttp import ClientSession
from homeassistant.c... | null |
144,604 | import asyncio
import logging
from functools import partial
from datetime import timedelta
import json
from collections import OrderedDict
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from homeassistant.components.lock import LockEntity, PLATFORM_SCHEMA
from homeassistant.const import *... | null |
144,605 | import asyncio
import json
import logging
from datetime import timedelta
from functools import partial
from typing import Optional
from collections import OrderedDict
import async_timeout
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from aiohttp import ClientSession
from homeassistant.c... | null |
144,606 | import asyncio
import logging
from functools import partial
from collections import OrderedDict
from datetime import timedelta
from homeassistant.const import __version__ as current_version
from distutils.version import StrictVersion
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from hom... | null |
144,607 | import asyncio
import logging
from functools import partial
from collections import OrderedDict
from datetime import timedelta
from homeassistant.const import __version__ as current_version
from distutils.version import StrictVersion
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from hom... | null |
144,608 | import asyncio
import logging
from functools import partial
from datetime import timedelta
import json
from collections import OrderedDict
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from homeassistant.components.number import PLATFORM_SCHEMA, NumberEntity
from homeassistant.const impo... | null |
144,609 | import json
import re
import asyncio
from types import coroutine
from typing import OrderedDict
import async_timeout
import homeassistant.helpers.config_validation as cv
import requests
import voluptuous as vol
from aiohttp import ClientSession
from homeassistant import config_entries
from homeassistant.components impo... | null |
144,610 | import json
import re
import asyncio
from types import coroutine
from typing import OrderedDict
import async_timeout
import homeassistant.helpers.config_validation as cv
import requests
import voluptuous as vol
from aiohttp import ClientSession
from homeassistant import config_entries
from homeassistant.components impo... | null |
144,611 | import json
import re
import asyncio
from types import coroutine
from typing import OrderedDict
import async_timeout
import homeassistant.helpers.config_validation as cv
import requests
import voluptuous as vol
from aiohttp import ClientSession
from homeassistant import config_entries
from homeassistant.components impo... | null |
144,612 | import asyncio
import logging
from functools import partial
from datetime import timedelta
import json
from collections import OrderedDict
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from homeassistant.components.switch import PLATFORM_SCHEMA, SwitchEntity
from homeassistant.const impo... | null |
144,613 | import asyncio
import logging
from functools import partial
from datetime import timedelta
import json
from collections import OrderedDict
import homeassistant.helpers.config_validation as cv
import voluptuous as vol
from homeassistant.components.light import (
ATTR_BRIGHTNESS, ATTR_COLOR_TEMP,
ATTR_EFFECT, ATT... | null |
144,614 | import requests
def deviceinfo(j):
print(f"设备描述：{j['description']}")
print("设备属性：")
for s in j['services']:
print(f"\nsiid {s['iid']}: {s['description']}\n")
for p in s.get('properties', []):
print(f" piid {p['iid']}: {p['description']}", end=' ')
if 'read' in p['a... | null |
144,615 | import asyncio
import base64
import hashlib
import hmac
import json
import logging
import os
import random
import string
import time
from aiohttp import ClientSession
def get_random_string(length: int):
seq = string.ascii_uppercase + string.digits
return ''.join((random.choice(seq) for _ in range(length))) | null |
144,616 | import asyncio
import base64
import hashlib
import hmac
import json
import logging
import os
import random
import string
import time
from aiohttp import ClientSession
The provided code snippet includes necessary dependencies for implementing the `gen_nonce` function. Write a Python function `def gen_nonce() -> str` to... | Time based nonce. |
144,617 | import asyncio
import base64
import hashlib
import hmac
import json
import logging
import os
import random
import string
import time
from aiohttp import ClientSession
The provided code snippet includes necessary dependencies for implementing the `gen_signed_nonce` function. Write a Python function `def gen_signed_nonc... | Nonce signed with ssecret. |
144,618 | import asyncio
import base64
import hashlib
import hmac
import json
import logging
import os
import random
import string
import time
from aiohttp import ClientSession
The provided code snippet includes necessary dependencies for implementing the `gen_signature` function. Write a Python function `def gen_signature(url:... | Request signature based on url, signed_nonce, nonce and data. |
144,619 | try:
import aiohttp
except ModuleNotFoundError:
input("需要安装 aiohttp，请运行: pip install aiohttp")
from aiohttp import ClientSession
import getpass_list(devices_list: list):
SHOW_LIST=[('did','did'),
('model','model'),
('IP','localip'),
('token','token'),
... | null |
144,620 | from io import BytesIO
import asyncio
import time
from typing import Generator
from graia.ariadne.message.element import Image as GraiaImage
from adapter.botservice import BotAdapter
from config import YiyanCookiePath
from constants import botManager
from exceptions import BotOperationNotSupportedException
from loguru ... | null |
144,621 | from io import BytesIO
import asyncio
import time
from typing import Generator
from graia.ariadne.message.element import Image as GraiaImage
from adapter.botservice import BotAdapter
from config import YiyanCookiePath
from constants import botManager
from exceptions import BotOperationNotSupportedException
from loguru ... | null |
144,622 | import g4f
from loguru import logger
from adapter.common.chat_helper import ChatMessage, ROLE_USER
from config import G4fModels
ROLE_USER: str = "user"
class ChatMessage:
def __init__(self, role: str, content: str):
self.role = role
self.content = content
4fModels(BaseModel):
provider: str
... | null |
144,623 | import g4f
from loguru import logger
from adapter.common.chat_helper import ChatMessage, ROLE_USER
from config import G4fModels
botManager = BotManager(config)
def parse(model_alias: str):
from constants import botManager
return next(
(
model
for model in botManager.bots["gpt4f... | null |
144,624 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,625 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,626 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,627 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,628 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,629 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,630 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,631 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,632 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,633 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,634 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,635 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,636 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | null |
144,637 | import datetime
import time
from typing import Union
from charset_normalizer import from_bytes
from graia.amnesia.builtins.aiohttp import AiohttpServerService
from graia.ariadne.app import Ariadne
from graia.ariadne.connection.config import (
HttpClientConfig,
WebsocketClientConfig,
config as ariadne_config... | |coro| 以异步方式启动 |
144,638 | import json
import threading
import time
import asyncio
import re
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from graia.ariadne.message.element import Plain
from loguru import logger
from quart import Quart, request
from constants import config, BotPlatfo... | 同步请求，等待处理完毕返回结果 |
144,639 | import json
import threading
import time
import asyncio
import re
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from graia.ariadne.message.element import Plain
from loguru import logger
from quart import Quart, request
from constants import config, BotPlatfo... | 异步请求，立即返回，通过/v2/chat/response获取内容 |
144,640 | import json
import threading
import time
import asyncio
import re
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from graia.ariadne.message.element import Plain
from loguru import logger
from quart import Quart, request
from constants import config, BotPlatfo... | 异步请求时，配合/v2/chat获取内容 |
144,641 | import json
import threading
import time
import asyncio
import re
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from graia.ariadne.message.element import Plain
from loguru import logger
from quart import Quart, request
from constants import config, BotPlatfo... | |coro| 以异步方式启动 |
144,642 | import json
import threading
import time
import asyncio
import base64
from io import BytesIO
from loguru import logger
from pydub import AudioSegment
from quart import Quart, request, abort, make_response
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from gr... | null |
144,643 | import json
import threading
import time
import asyncio
import base64
from io import BytesIO
from loguru import logger
from pydub import AudioSegment
from quart import Quart, request, abort, make_response
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Voice
from gr... | |coro| 以异步方式启动 |
144,644 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,645 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,646 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,647 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,648 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,649 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,650 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,651 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,652 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,653 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,654 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | null |
144,655 | import re
import time
from base64 import b64decode, b64encode
from typing import Union, Optional
import aiohttp
from aiocqhttp import CQHttp, Event, MessageSegment
from charset_normalizer import from_bytes
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image as GraiaImage... | |coro| 以异步方式启动 |
144,656 | import os
import sys
from io import BytesIO
import discord
from discord.ext import commands
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Plain, Voice
from universal import handle_message
from constants import config, BotPlatform
bot = commands.Bot(command_prefix=... | null |
144,657 | import os
import sys
from io import BytesIO
import discord
from discord.ext import commands
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Plain, Voice
from universal import handle_message
from constants import config, BotPlatform
bot = commands.Bot(command_prefix=... | |coro| 以异步方式启动 |
144,658 | import time
import openai
from graia.ariadne.message.chain import MessageChain
from graia.ariadne.message.element import Image, Plain, Voice
from loguru import logger
from telegram import Update, constants
from telegram.ext import ApplicationBuilder, ContextTypes, MessageHandler, filters, CommandHandler
from telegram.r... | |coro| 以异步方式启动 |
144,659 | from typing import List
import base64
import httpx
from graia.ariadne.message.element import Image
from constants import config
from .base import DrawingAPI
def basic_auth_encode(authorization: str) -> str:
authorization_bytes = authorization.encode('utf-8')
encoded_authorization = base64.b64encode(authorizatio... | null |
144,660 | from zipimport import zipimporter
def create_module(self, spec):
return None | null |
144,661 | from zipimport import zipimporter
def exec_module(self, module):
exec(self.get_code(module.__name__), module.__dict__) | null |
144,662 | from zipimport import zipimporter
def patch():
# 仅仅是为了防止 IDE 自动优化
pass | null |
144,663 | import base64
import itertools
import os
import pathlib
import shutil
import textwrap
from io import BytesIO
from io import StringIO
from tempfile import NamedTemporaryFile
from typing import Optional
import aiohttp
import unicodedata
import asyncio
import imgkit
from pydantic import BaseModel
from pydantic.dataclasses... | null |
144,664 | import atexit
import sys
import os
from loguru import logger
import signal
from constants import config
hooks = ExitHooks()
hooks.hook()
def foo():
if hooks.exit_code is not None or hooks.exception is not None:
if isinstance(hooks.exception, (KeyboardInterrupt, type(None))):
return
logg... | null |
144,665 | import atexit
import sys
import os
from loguru import logger
import signal
from constants import config
def exit_gracefully(signal, frame):
if config.http:
logger.warning("检测到HTTP配置，将强制关闭程序……")
os._exit(0)
logger.warning("程序即将退出...".format(signal))
sys.exit(0)
def hook():
signal.signal(... | null |
144,666 | import asyncio
from loguru import logger
The provided code snippet includes necessary dependencies for implementing the `retry` function. Write a Python function `def retry(exceptions, tries=4, delay=3, backoff=2)` to solve the following problem:
异步方法的指数重试装饰器函数 :param exceptions: 异常类型，可以是单个类型或者元组类型 :param tries: 最大重试次... | 异步方法的指数重试装饰器函数 :param exceptions: 异常类型，可以是单个类型或者元组类型 :param tries: 最大重试次数，默认为4次 :param delay: 初始重试延迟时间，默认为3秒 :param backoff: 重试延迟时间增长倍数，默认为2 :return: 装饰器函数 |
144,667 | import asyncio
from loguru import logger
from constants import config
async def encode_to_silk(input_data: bytes) -> bytes:
return await silkcoder.async_encode(
input_data,
audio_format=None,
ios_adaptive=True
) | null |
144,668 | import asyncio
from loguru import logger
from constants import config
async def encode_to_silk(a=None):
logger.warning("警告：Silk 转码模块无法加载，语音可能无法正常播放，请安装最新的 vc_redist 运行库。")
return a | null |
144,669 | import asyncio
from loguru import logger
from constants import config
try:
import azure.cognitiveservices.speech as speechsdk
def run_synthesize_speech(synthesizer, text, future):
result = synthesizer.speak_text_async(text).get()
future.set_result(result.reason == speechsdk.ResultReason.Synthesi... | null |
144,670 | import asyncio
from loguru import logger
from constants import config
async def synthesize_speech(a=None, b=None, c=None):
logger.error("错误：Azure TTS 服务无法加载，请安装最新的 vc_redist 运行库。")
logger.error("参考链接：")
logger.error("https://github.com/lss233/chatgpt-mirai-qq-bot/issues/447")
return Non... | null |
144,671 | import socket
The provided code snippet includes necessary dependencies for implementing the `is_open` function. Write a Python function `def is_open(ip, port)` to solve the following problem:
Check if a host and port is open
Here is the function:
def is_open(ip, port):
"""Check if a host and port is open"""
... | Check if a host and port is open |
144,672 | import asyncio
The provided code snippet includes necessary dependencies for implementing the `evaluate_array` function. Write a Python function `async def evaluate_array(array)` to solve the following problem:
Evaluate all coroutines in an array and return a new array with the results.
Here is the function:
async d... | Evaluate all coroutines in an array and return a new array with the results. |
144,673 | from edge_tts.exceptions import NoAudioReceived
from loguru import logger
import edge_tts
from constants import config
from utils.text_to_speech import TtsVoice, TtsVoiceManager
edge_tts_voices = {}
from edge_tts.exceptions import NoAudioReceived
import edge_tts
class TtsVoice:
def __init__(self):
self.e... | null |
144,674 | import os
import json
import logging
import time
import yaml
from langchain.requests import Requests
from langchain import OpenAI
from utils import reduce_openapi_spec, ColorPrint, MyRotatingFileHandler
from model import RestGPT
logger = logging.getLogger()
def run(query, api_spec, requests_wrapper, simple_parser=Fals... | null |
144,675 | import os
import re
import json
import logging
from logging.handlers import BaseRotatingHandler
from colorama import Fore
from langchain.agents.agent_toolkits.openapi.spec import ReducedOpenAPISpec
def get_matched_endpoint(api_spec: ReducedOpenAPISpec, plan: str):
pattern = r"\b(GET|POST|PATCH|DELETE|PUT)\s+(/\S+)... | null |
144,676 | import os
import re
import json
import logging
from logging.handlers import BaseRotatingHandler
from colorama import Fore
from langchain.agents.agent_toolkits.openapi.spec import ReducedOpenAPISpec
def simplify_json(raw_json: dict):
if isinstance(raw_json, dict):
for key in raw_json.keys():
raw... | null |
144,677 | import os
import re
import json
import logging
from logging.handlers import BaseRotatingHandler
from colorama import Fore
from langchain.agents.agent_toolkits.openapi.spec import ReducedOpenAPISpec
def fix_json_error(data: str, return_str=True):
data = data.strip().strip('"').strip(",").strip("`")
try:
... | null |
144,678 | import os
import re
import json
import logging
from logging.handlers import BaseRotatingHandler
from colorama import Fore
from langchain.agents.agent_toolkits.openapi.spec import ReducedOpenAPISpec
def init_spotify(requests_wrapper):
# WARNING: this will remove all your data from spotify!!!
# The final environ... | null |
144,679 | from dataclasses import dataclass
from typing import Any, Dict, List, Tuple, Union
def dereference_refs(spec_obj: dict, full_spec: dict) -> Union[dict, list]:
"""Try to substitute $refs.
The goal is to get the complete docs for each endpoint in context for now.
In the few OpenAPI specs I studied, $refs refe... | Simplify/distill/minify a spec somehow. I want a smaller target for retrieval and (more importantly) I want smaller results from retrieval. I was hoping https://openapi.tools/ would have some useful bits to this end, but doesn't seem so. |
144,680 | from contextlib import contextmanager
import torch
def nested_compare(t, u):
"""
Return whether nested structure of t1 and t2 matches.
"""
if isinstance(t, (list, tuple)):
if not isinstance(u, type(t)):
return False
if len(t) != len(u):
return False
for a,... | null |
144,681 | import os
import json
from functools import cache
from dataclasses import dataclass
import typing as tp
import torch
from torch import nn
from transformers import AutoConfig
from transformers.models.mixtral import MixtralForCausalLM, MixtralConfig
from safetensors.torch import load_file
from torch import nn
from tqdm.a... | null |
144,682 | import os
import json
from functools import cache
from dataclasses import dataclass
import typing as tp
import torch
from torch import nn
from transformers import AutoConfig
from transformers.models.mixtral import MixtralForCausalLM, MixtralConfig
from safetensors.torch import load_file
from torch import nn
from tqdm.a... | null |
144,683 | import torch
from hqq.core.quantize import Quantizer
from hqq.core.bitpack import BitPack
def pack_4bit_u8_common(W_q: torch.Tensor):
height = W_q.size(0)
assert height % 2 == 0
W_q = W_q.to(torch.uint8)
p = (W_q[::2, ...] << 4) | (W_q[1::2, ...])
return PackedTensor(p.to(torch.uint8))
def unpack_4b... | null |
144,684 | import triton
import triton.language as tl
import torch
from typing import Optional
def matmul4_kernel_transpose(
a_ptr, b_ptr, c_ptr,
scales_ptr, zeros_ptr,
M, N, K,
stride_am, stride_ak,
stride_bn, stride_bk,
stride_cm, stride_cn,
stride_scales_g, stride_scales_n,
stride_zeros_g, strid... | Compute the matrix multiplication C = A x B + bias. Where B is quantized using GPTQ and groupsize = -1 into 4-bit values. A is of shape (M, K) float16 qweight is of shape (N//2, K) int32 scales is of shape (G, K) float16 zeros is of shape (G, K) float16 bias is of shape (1, N) float16 groupsize is the number of infeatu... |
144,685 | import triton
import triton.language as tl
import torch
from typing import Optional
def matmul2_kernel_transpose(
a_ptr, b_ptr, c_ptr,
scales_ptr, zeros_ptr,
M, N, K,
stride_am, stride_ak,
stride_bn, stride_bk,
stride_cm, stride_cn,
stride_scales_g, stride_scales_n,
stride_zeros_g, strid... | Compute the matrix multiplication C = A x B + bias. Where B is quantized using GPTQ and groupsize = -1 into 4-bit values. A is of shape (M, K) float16 qweight is of shape (N // 4, K) int32 scales is of shape (G, K) float16 zeros is of shape (G, K) float16 bias is of shape (1, N) float16 groupsize is the number of infea... |
144,686 | import triton
import triton.language as tl
import torch
from typing import Optional
def matmul3_kernel_transpose(
a_ptr, b_ptr, c_ptr,
scales_ptr, zeros_ptr,
M, N, K,
stride_am, stride_ak,
stride_bn, stride_bk,
stride_cm, stride_cn,
stride_scales_g, stride_scales_n,
stride_zeros_g, strid... | Compute the matrix multiplication C = A x B + bias. Where B is quantized using GPTQ and groupsize = -1 into 4-bit values. A is of shape (M, K) float16 qweight is of shape (ceil(N / 10), K) int32 scales is of shape (G, K) float16 zeros is of shape (G, K) float16 bias is of shape (1, N) float16 groupsize is the number of... |
144,687 | import sys
import warnings
import os
import re
import ast
from pathlib import Path
from packaging.version import parse, Version
import platform
import shutil
from setuptools import setup, find_packages
import subprocess
from wheel.bdist_wheel import bdist_wheel as _bdist_wheel
import torch
from torch.utils.cpp_extensio... | null |
144,688 | import os
from functools import partial
from typing import Callable
import torch
from torch import nn
from torch.utils import checkpoint
from mmengine.model import BaseModule
from mmdet.registry import MODELS as MODELS_MMDET
from mmseg.registry import MODELS as MODELS_MMSEG
from typing import Union, Tuple, Any
def imp... | null |
144,689 | import os
from functools import partial
from typing import Callable
import torch
from torch import nn
from torch.utils import checkpoint
from mmengine.model import BaseModule
from mmdet.registry import MODELS as MODELS_MMDET
from mmseg.registry import MODELS as MODELS_MMSEG
from typing import Union, Tuple, Any
def mmen... | null |
144,690 | import os
from functools import partial
from typing import Callable
import torch
from torch import nn
from torch.utils import checkpoint
from mmengine.model import BaseModule
from mmdet.registry import MODELS as MODELS_MMDET
from mmseg.registry import MODELS as MODELS_MMSEG
from typing import Union, Tuple, Any
def mmen... | null |
144,691 | import argparse
import logging
import os
import os.path as osp
from mmengine.config import Config, DictAction
from mmengine.logging import print_log
from mmengine.runner import Runner
from mmseg.registry import RUNNERS
import model
def parse_args():
parser = argparse.ArgumentParser(description='Train a segmentor')... | null |
144,692 | from argparse import ArgumentParser, Namespace
from pathlib import Path
from tempfile import TemporaryDirectory
from mmengine import Config
from mmengine.utils import mkdir_or_exist
The provided code snippet includes necessary dependencies for implementing the `mmseg2torchserve` function. Write a Python function `def ... | Converts mmsegmentation model (config + checkpoint) to TorchServe `.mar`. Args: config_file: In MMSegmentation config format. The contents vary for each task repository. checkpoint_file: In MMSegmentation checkpoint format. The contents vary for each task repository. output_folder: Folder where `{model_name}.mar` will ... |
144,693 | from argparse import ArgumentParser, Namespace
from pathlib import Path
from tempfile import TemporaryDirectory
from mmengine import Config
from mmengine.utils import mkdir_or_exist
def parse_args():
parser = ArgumentParser(
description='Convert mmseg models to TorchServe `.mar` format.')
parser.add_ar... | null |
144,694 | import argparse
import tempfile
from pathlib import Path
import torch
from mmengine import Config, DictAction
from mmengine.logging import MMLogger
from mmengine.model import revert_sync_batchnorm
from mmengine.registry import init_default_scope
from mmseg.models import BaseSegmentor
from mmseg.registry import MODELS
f... | null |
144,695 | import argparse
import tempfile
from pathlib import Path
import torch
from mmengine import Config, DictAction
from mmengine.logging import MMLogger
from mmengine.model import revert_sync_batchnorm
from mmengine.registry import init_default_scope
from mmseg.models import BaseSegmentor
from mmseg.registry import MODELS
f... | null |
144,696 | import argparse
import os
import matplotlib.pyplot as plt
import numpy as np
from matplotlib.ticker import MultipleLocator
from mmengine.config import Config, DictAction
from mmengine.registry import init_default_scope
from mmengine.utils import mkdir_or_exist, progressbar
from PIL import Image
from mmseg.registry impo... | null |
144,697 | import argparse
import os
import matplotlib.pyplot as plt
import numpy as np
from matplotlib.ticker import MultipleLocator
from mmengine.config import Config, DictAction
from mmengine.registry import init_default_scope
from mmengine.utils import mkdir_or_exist, progressbar
from PIL import Image
from mmseg.registry impo... | Calculate the confusion matrix. Args: dataset (Dataset): Test or val dataset. results (list[ndarray]): A list of segmentation results in each image. |
144,698 | import argparse
import os
import matplotlib.pyplot as plt
import numpy as np
from matplotlib.ticker import MultipleLocator
from mmengine.config import Config, DictAction
from mmengine.registry import init_default_scope
from mmengine.utils import mkdir_or_exist, progressbar
from PIL import Image
from mmseg.registry impo... | Draw confusion matrix with matplotlib. Args: confusion_matrix (ndarray): The confusion matrix. labels (list[str]): List of class names. save_dir (str|optional): If set, save the confusion matrix plot to the given path. Default: None. show (bool): Whether to show the plot. Default: True. title (str): Title of the plot. ... |
144,699 | import argparse
import os.path as osp
from mmengine.config import Config, DictAction
from mmengine.utils import ProgressBar
from mmseg.registry import DATASETS, VISUALIZERS
from mmseg.utils import register_all_modules
def parse_args():
parser = argparse.ArgumentParser(description='Browse a dataset')
parser.add... | null |
144,700 | import argparse
import json
from collections import defaultdict
import matplotlib.pyplot as plt
import seaborn as sns
def plot_curve(log_dicts, args):
if args.backend is not None:
plt.switch_backend(args.backend)
sns.set_style(args.style)
# if legend is None, use {filename}_{key} as legend
lege... | null |
144,702 | import argparse
import json
from collections import defaultdict
import matplotlib.pyplot as plt
import seaborn as sns
def load_json_logs(json_logs):
# load and convert json_logs to log_dict, key is step, value is a sub dict
# keys of sub dict is different metrics
# value of sub dict is a list of correspond... | null |
144,703 | import argparse
import os.path as osp
import time
import numpy as np
import torch
from mmengine import Config
from mmengine.fileio import dump
from mmengine.model.utils import revert_sync_batchnorm
from mmengine.registry import init_default_scope
from mmengine.runner import Runner, load_checkpoint
from mmengine.utils i... | null |
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