repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
CSOgroup/cellcharter | https://github.com/CSOgroup/cellcharter/blob/461165f57ee9ac5614f550d99a82bf01fb086948/tests/plotting/test_plot_nhood.py | tests/plotting/test_plot_nhood.py | import squidpy as sq
from squidpy._constants._pkg_constants import Key
import cellcharter as cc
_CK = "cell type"
key = Key.uns.nhood_enrichment(_CK)
adata = sq.datasets.imc()
sq.gr.spatial_neighbors(adata, coord_type="generic", delaunay=True)
cc.gr.remove_long_links(adata)
class TestPlotNhoodEnrichment:
def t... | python | BSD-3-Clause | 461165f57ee9ac5614f550d99a82bf01fb086948 | 2026-01-05T07:13:12.201168Z | false |
CSOgroup/cellcharter | https://github.com/CSOgroup/cellcharter/blob/461165f57ee9ac5614f550d99a82bf01fb086948/tests/plotting/test_shape.py | tests/plotting/test_shape.py | from anndata import AnnData
import cellcharter as cc
class TestPlotBoundaries:
def test_boundaries(self, codex_adata: AnnData):
cc.gr.connected_components(codex_adata, cluster_key="cluster_cellcharter", min_cells=250)
cc.tl.boundaries(codex_adata)
cc.pl.boundaries(codex_adata, sample="BAL... | python | BSD-3-Clause | 461165f57ee9ac5614f550d99a82bf01fb086948 | 2026-01-05T07:13:12.201168Z | false |
CSOgroup/cellcharter | https://github.com/CSOgroup/cellcharter/blob/461165f57ee9ac5614f550d99a82bf01fb086948/docs/conf.py | docs/conf.py | # Configuration file for the Sphinx documentation builder.
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configuration.html
# -- Path setup --------------------------------------------------------------
import sy... | python | BSD-3-Clause | 461165f57ee9ac5614f550d99a82bf01fb086948 | 2026-01-05T07:13:12.201168Z | false |
CSOgroup/cellcharter | https://github.com/CSOgroup/cellcharter/blob/461165f57ee9ac5614f550d99a82bf01fb086948/docs/extensions/typed_returns.py | docs/extensions/typed_returns.py | # code from https://github.com/theislab/scanpy/blob/master/docs/extensions/typed_returns.py
# with some minor adjustment
from __future__ import annotations
import re
from collections.abc import Generator, Iterable
from sphinx.application import Sphinx
from sphinx.ext.napoleon import NumpyDocstring
def _process_retu... | python | BSD-3-Clause | 461165f57ee9ac5614f550d99a82bf01fb086948 | 2026-01-05T07:13:12.201168Z | false |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/prompts.py | text_lloom/src/text_lloom/prompts.py | # Distill - Filter ========================
filter_prompt = """
I have the following TEXT EXAMPLE:
{ex}
Please extract {n_quotes} QUOTES exactly copied from this EXAMPLE that are {seeding_phrase}. Please respond ONLY with a valid JSON in the following format:
{{
"relevant_quotes": [ "<QUOTE_1>", "<QUOTE_2>", ... ]... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | false |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/llm.py | text_lloom/src/text_lloom/llm.py | """
llm.py
------
This file contains utility functions for processing calls to LLMs.
"""
# IMPORTS ================================
import numpy as np
import asyncio
# Local imports
if __package__ is None or __package__ == '':
# uses current directory visibility
from llm_openai import *
else:
# uses curre... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | false |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/concept_induction.py | text_lloom/src/text_lloom/concept_induction.py | # Main concept induction library functions
# =================================================
# Imports
import yaml
import pandas as pd
from pandas.api.types import is_string_dtype, is_numeric_dtype
import time
from tqdm.asyncio import tqdm_asyncio
import numpy as np
import math
import json
import uuid
import sys
imp... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | true |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/llm_openai.py | text_lloom/src/text_lloom/llm_openai.py | # OpenAI custom functions
import tiktoken
import numpy as np
# SETUP functions
def setup_llm_fn(api_key):
from openai import AsyncOpenAI
llm_client = AsyncOpenAI(
api_key=api_key,
)
return llm_client
def setup_embed_fn(api_key):
from openai import OpenAI
embed_client = OpenAI... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | false |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/concept.py | text_lloom/src/text_lloom/concept.py | # Concept induction concept functions
# =================================================
# Imports
import uuid
# CONCEPT class ================================
class Concept:
def __init__(self, name, prompt, example_ids, active, summary=None, seed=None):
concept_id = str(uuid.uuid4())
self.id = c... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | false |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/workbench.py | text_lloom/src/text_lloom/workbench.py | # Concept induction session functions
# =================================================
# Imports
import time
import pandas as pd
import random
from nltk.tokenize import sent_tokenize
import os
from yaspin import yaspin
import base64
import requests
import nltk
nltk.download('punkt_tab', quiet=True)
# Local import... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | true |
michelle123lam/lloom | https://github.com/michelle123lam/lloom/blob/8252533ab6018bea89c1e33e31c0f8fb6a07a707/text_lloom/src/text_lloom/__init__.py | text_lloom/src/text_lloom/__init__.py | import importlib.metadata
import pathlib
import anywidget
import traitlets
try:
__version__ = importlib.metadata.version("text_lloom")
except importlib.metadata.PackageNotFoundError:
__version__ = "unknown"
_DEV = False # switch to False for production
if _DEV:
# from `npx vite`
ESM = "http://localhost:... | python | BSD-3-Clause | 8252533ab6018bea89c1e33e31c0f8fb6a07a707 | 2026-01-05T07:14:24.087118Z | false |
moranzcw/Zhihu-Spider | https://github.com/moranzcw/Zhihu-Spider/blob/2ea103182a539805b5b4fce1e2e1733bee6a81fd/spider/run.py | spider/run.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Description
- 实现多线程，主线程和若干工作线程。
- 主线程：维护一个已爬取用户的set，用于去重；从响应队列中取出关注用户的列表，去重后放入任务队列。
- 工作线程：从任务队列获取url token，爬取用户信息后，存入csv文件；并生成响应信息放入响应队列。
Info
- author : "moran"
- github : "moranzcw@gmail.com"
- date : "2017.7.24"
"""
import time
import os
import json
from threadin... | python | MIT | 2ea103182a539805b5b4fce1e2e1733bee6a81fd | 2026-01-05T07:14:20.355630Z | false |
moranzcw/Zhihu-Spider | https://github.com/moranzcw/Zhihu-Spider/blob/2ea103182a539805b5b4fce1e2e1733bee6a81fd/spider/crawl.py | spider/crawl.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Description
- 获取指定知乎用户的主页，并提取出个人信息。
- 类Crawl为单例模式，在程序中只有一个实例。
- 线程安全。
Required
- requests
- bs4 (Beautiful Soup)
Info
- author : "moran"
- github : "moranzcw@gmail.com"
- date : "2017.7.27"
"""
import requests
from bs4 import BeautifulSoup
import json
import proxy
_... | python | MIT | 2ea103182a539805b5b4fce1e2e1733bee6a81fd | 2026-01-05T07:14:20.355630Z | false |
moranzcw/Zhihu-Spider | https://github.com/moranzcw/Zhihu-Spider/blob/2ea103182a539805b5b4fce1e2e1733bee6a81fd/spider/datafile.py | spider/datafile.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Description
- 将知乎用户的个人信息json存储到csv文件中。
- 实现了一些必要的功能：
- 从已有的csv文件中提取出所有用户，用于程序中断后重启时加载已爬取用户列表。
- 从已有的csv文件中提取指定数目的未爬取用户，用于程序中断后重启时生成任务队列。
- 类DataFile为单例模式，在程序中只有一个实例。
- 线程安全。
Info
- author: "moran"
- github: "moranzcw@gmail.com"
- date: "2017.7.24"
"""
import th... | python | MIT | 2ea103182a539805b5b4fce1e2e1733bee6a81fd | 2026-01-05T07:14:20.355630Z | false |
moranzcw/Zhihu-Spider | https://github.com/moranzcw/Zhihu-Spider/blob/2ea103182a539805b5b4fce1e2e1733bee6a81fd/spider/proxy.py | spider/proxy.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Description
- 获取IP代理。
Info
- author : "moran"
- github : "moranzcw@gmail.com"
- date : "2017.7.29"
"""
__author__ = """\
/\/\ ___ _ __ __ _ _ __
/ \ / _ \| '__/ _` | '_ \
/ /\/\ \ (_) | | | (_| | | | |
\/ \/\___/|_| \__,_|_| |_|"""
# 代理服务器
proxyHost ... | python | MIT | 2ea103182a539805b5b4fce1e2e1733bee6a81fd | 2026-01-05T07:14:20.355630Z | false |
moranzcw/Zhihu-Spider | https://github.com/moranzcw/Zhihu-Spider/blob/2ea103182a539805b5b4fce1e2e1733bee6a81fd/analysis/datawash.py | analysis/datawash.py | import csv
import sys
import os.path
import json
# 清洗数据，去除重复记录。
def washdata():
"""清洗数据，去除重复记录。
"""
CUR_PATH = sys.path[0]
if CUR_PATH == '':
CUR_PATH = os.getcwd()
DATAPATH = os.path.join(os.path.dirname(CUR_PATH), 'datafile') # 此脚本文件上一级路径中的datafile文件夹
DATA_TABLEHEADER = ['user_url_to... | python | MIT | 2ea103182a539805b5b4fce1e2e1733bee6a81fd | 2026-01-05T07:14:20.355630Z | false |
marcoslucianops/DeepStream-Yolo-Pose | https://github.com/marcoslucianops/DeepStream-Yolo-Pose/blob/2fa5bd8d6f5f1b388c698c56d1887b8302d56597/deepstream.py | deepstream.py | import gi
gi.require_version("Gst", "1.0")
from gi.repository import Gst, GLib
import os
import sys
import time
import argparse
import platform
from threading import Lock
from ctypes import sizeof, c_float
sys.path.append("/opt/nvidia/deepstream/deepstream/lib")
import pyds
MAX_ELEMENTS_IN_DISPLAY_META = 16
SOURCE ... | python | MIT | 2fa5bd8d6f5f1b388c698c56d1887b8302d56597 | 2026-01-05T07:14:40.094298Z | false |
marcoslucianops/DeepStream-Yolo-Pose | https://github.com/marcoslucianops/DeepStream-Yolo-Pose/blob/2fa5bd8d6f5f1b388c698c56d1887b8302d56597/utils/export_yolonas_pose.py | utils/export_yolonas_pose.py | import os
import onnx
import torch
import torch.nn as nn
from super_gradients.training import models
class DeepStreamOutput(nn.Module):
def __init__(self):
super().__init__()
def forward(self, x):
boxes = x[0]
scores = x[1]
b, c = boxes.shape[:2]
kpts = torch.cat([x[2... | python | MIT | 2fa5bd8d6f5f1b388c698c56d1887b8302d56597 | 2026-01-05T07:14:40.094298Z | false |
marcoslucianops/DeepStream-Yolo-Pose | https://github.com/marcoslucianops/DeepStream-Yolo-Pose/blob/2fa5bd8d6f5f1b388c698c56d1887b8302d56597/utils/export_yoloV7_pose.py | utils/export_yoloV7_pose.py | import os
import onnx
import torch
import torch.nn as nn
import models
from models.experimental import attempt_load
from utils.activations import Hardswish, SiLU
class DeepStreamOutput(nn.Module):
def __init__(self):
super().__init__()
def forward(self, x):
x = x[0]
boxes = x[:, :, :... | python | MIT | 2fa5bd8d6f5f1b388c698c56d1887b8302d56597 | 2026-01-05T07:14:40.094298Z | false |
marcoslucianops/DeepStream-Yolo-Pose | https://github.com/marcoslucianops/DeepStream-Yolo-Pose/blob/2fa5bd8d6f5f1b388c698c56d1887b8302d56597/utils/export_yoloV8_pose.py | utils/export_yoloV8_pose.py | import os
import sys
import onnx
import torch
import torch.nn as nn
from copy import deepcopy
from ultralytics import YOLO
from ultralytics.nn.modules import C2f, Detect, RTDETRDecoder
import ultralytics.utils
import ultralytics.models.yolo
import ultralytics.utils.tal as _m
sys.modules["ultralytics.yolo"] = ultralyt... | python | MIT | 2fa5bd8d6f5f1b388c698c56d1887b8302d56597 | 2026-01-05T07:14:40.094298Z | false |
marcoslucianops/DeepStream-Yolo-Pose | https://github.com/marcoslucianops/DeepStream-Yolo-Pose/blob/2fa5bd8d6f5f1b388c698c56d1887b8302d56597/utils/export_yolo11_pose.py | utils/export_yolo11_pose.py | import os
import sys
import onnx
import torch
import torch.nn as nn
from copy import deepcopy
from ultralytics import YOLO
from ultralytics.nn.modules import C2f, Detect, RTDETRDecoder
import ultralytics.utils
import ultralytics.models.yolo
import ultralytics.utils.tal as _m
sys.modules["ultralytics.yolo"] = ultralyt... | python | MIT | 2fa5bd8d6f5f1b388c698c56d1887b8302d56597 | 2026-01-05T07:14:40.094298Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/setup.py | setup.py | # Copyright (c) OpenMMLab. All rights reserved.
import os
import os.path as osp
import platform
import shutil
import sys
import warnings
from setuptools import find_packages, setup
def readme():
with open('README.md', encoding='utf-8') as f:
content = f.read()
return content
version_file = 'mmseg/ve... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/tools/train.py | tools/train.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/tools/train.py
'''
import argparse
import copy
import os
import os.path as osp
import time
from datetime import datetime
import warnings
import mmcv
import torch
from torch import nn
from mmcv.cnn.utils import revert_sync_batchnor... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/tools/get_flops_fps.py | tools/get_flops_fps.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/tools/get_flops.py
'''
import argparse
from mmcv import Config
from mmcv.cnn import get_model_complexity_info
from mmseg.models import build_segmentor
import torch
import warnings
warnings.filterwarnings('ignore')
def fps_param... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/tools/test.py | tools/test.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/tools/test.py
'''
import argparse
import os
import os.path as osp
import shutil
import time
import warnings
import mmcv
import torch
from mmcv.cnn.utils import revert_sync_batchnorm
from mmcv.parallel import MMDataParallel, MMDist... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/version.py | mmseg/version.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/version.py
'''
__version__ = '0.29.1'
def parse_version_info(version_str):
version_info = []
for x in version_str.split('.'):
if x.isdigit():
version_info.append(int(x))
elif x.find('rc'... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/__init__.py | mmseg/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/__init__.py
'''
import warnings
import mmcv
from packaging.version import parse
from .version import __version__, version_info
MMCV_MIN = '1.3.13'
MMCV_MAX = '1.8.0'
def digit_version(version_str: str, length: int = 4):
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/dataset_wrappers.py | mmseg/datasets/dataset_wrappers.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/dataset_warppers.py
'''
import bisect
import collections
import copy
from itertools import chain
import mmcv
import numpy as np
from mmcv.utils import build_from_cfg, print_log
from torch.utils.data.dataset import C... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/cityscapes.py | mmseg/datasets/cityscapes.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/cityscapes.py
'''
import os.path as osp
import mmcv
import numpy as np
from mmcv.utils import print_log
from PIL import Image
from .builder import DATASETS
from .custom import CustomDataset
@DATASETS.register_mod... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/__init__.py | mmseg/datasets/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/__inti__.py
'''
from .cityscapes import CityscapesDataset,CityscapesDataset_boundary
from .camvid import CamVidDataset,CamVidDataset_boundary
from .pascal_context import PascalContextDataset,PascalContextDataset59,P... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pascal_context.py | mmseg/datasets/pascal_context.py | # Copyright (c) OpenMMLab. All rights reserved.
'''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pascal_context.py
'''
import os.path as osp
from .builder import DATASETS
from .custom import CustomDataset
@DATASETS.register_module()
class PascalContextDataset(Cu... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/builder.py | mmseg/datasets/builder.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/ade.py
'''
import copy
import platform
import random
from functools import partial
import numpy as np
import torch
from mmcv.parallel import collate
from mmcv.runner import get_dist_info
from mmcv.utils import Regis... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/camvid.py | mmseg/datasets/camvid.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/cityscapes.py
'''
import os.path as osp
import mmcv
import numpy as np
from mmcv.utils import print_log
from PIL import Image
from .builder import DATASETS
from .custom import CustomDataset
@DATASETS.register_mod... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/custom.py | mmseg/datasets/custom.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/custom.py
'''
import os.path as osp
import warnings
from collections import OrderedDict
import mmcv
import numpy as np
from mmcv.utils import print_log
from prettytable import PrettyTable
from torch.utils.data impor... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/compose.py | mmseg/datasets/pipelines/compose.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/compose.py
'''
import collections
from mmcv.utils import build_from_cfg
from ..builder import PIPELINES
@PIPELINES.register_module()
class Compose(object):
"""Compose multiple transforms sequentiall... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/formating.py | mmseg/datasets/pipelines/formating.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/formating.py
'''
import warnings
from .formatting import *
warnings.warn('DeprecationWarning: mmseg.datasets.pipelines.formating will be '
'deprecated in 2021, please replace it with '
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/loading.py | mmseg/datasets/pipelines/loading.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/loading.py
'''
import os.path as osp
import mmcv
import numpy as np
import scipy.io as sio
from ..builder import PIPELINES
@PIPELINES.register_module()
class LoadImageFromFile(object):
"""Load an im... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/__init__.py | mmseg/datasets/pipelines/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/__init__.py
'''
from .compose import Compose
from .formatting import (Collect, ImageToTensor, ToDataContainer, ToTensor,
Transpose, to_tensor)
from .loading import LoadAnnotations, ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/test_time_aug.py | mmseg/datasets/pipelines/test_time_aug.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/test_time_aug.py
'''
import warnings
import mmcv
from ..builder import PIPELINES
from .compose import Compose
@PIPELINES.register_module()
class MultiScaleFlipAug(object):
"""Test-time augmentation ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/transforms.py | mmseg/datasets/pipelines/transforms.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/transforms.py
'''
import copy
import mmcv
import numpy as np
from mmcv.utils import deprecated_api_warning, is_tuple_of
from numpy import random
from ..builder import PIPELINES
@PIPELINES.register_modul... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | true |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/datasets/pipelines/formatting.py | mmseg/datasets/pipelines/formatting.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/datasets/pipelines/formatting.py
'''
from collections.abc import Sequence
import mmcv
import numpy as np
import torch
from mmcv.parallel import DataContainer as DC
from ..builder import PIPELINES
def to_tensor(data):
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/__init__.py | mmseg/models/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/__init__.py
'''
from .backbones import * # noqa: F401,F403
from .builder import (BACKBONES, HEADS, LOSSES, SEGMENTORS, build_backbone,
build_head, build_loss, build_segmentor)
from .decode_heads ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/builder.py | mmseg/models/builder.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/builder.py
'''
import warnings
from mmcv.cnn import MODELS as MMCV_MODELS
from mmcv.cnn.bricks.registry import ATTENTION as MMCV_ATTENTION
from mmcv.utils import Registry
MODELS = Registry('models', parent=MMCV_MODEL... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/accuracy.py | mmseg/models/losses/accuracy.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/accuracy.py
'''
import torch.nn as nn
def accuracy(pred, target, topk=1, thresh=None, ignore_index=None):
"""Calculate accuracy according to the prediction and target.
Args:
pred (torch.Tensor)... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/cross_entropy_loss.py | mmseg/models/losses/cross_entropy_loss.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/cross_entropy_loss.py
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
from ..builder import LOSSES
from .utils import get_class_weight, weight_reduce_loss
def customsoftmax(inp, multihotm... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/focal_loss.py | mmseg/models/losses/focal_loss.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/focal_loss.py
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
from mmcv.ops import sigmoid_focal_loss as _sigmoid_focal_loss
from ..builder import LOSSES
from .utils import weight_reduce_l... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/utils.py | mmseg/models/losses/utils.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/utils.py
'''
import functools
import mmcv
import numpy as np
import torch.nn.functional as F
def get_class_weight(class_weight):
"""Get class weight for loss function.
Args:
class_weight (list... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/dice_loss.py | mmseg/models/losses/dice_loss.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/dice.py
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
from ..builder import LOSSES
from .utils import get_class_weight, weighted_loss
@weighted_loss
def dice_loss(pred,
t... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/__init__.py | mmseg/models/losses/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/__init__.py
'''
from .accuracy import Accuracy, accuracy,accuracy_se
from .cross_entropy_loss import (CrossEntropyLoss, ML_BCELoss, L1_loss,NLL_loss, binary_cross_entropy,
cross_e... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/losses/lovasz_loss.py | mmseg/models/losses/lovasz_loss.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/losses/lovasz_loss.py
'''
import mmcv
import torch
import torch.nn as nn
import torch.nn.functional as F
from ..builder import LOSSES
from .utils import get_class_weight, weight_reduce_loss
def lovasz_grad(gt_sorted... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/decode_heads/aff_head.py | mmseg/models/decode_heads/aff_head.py | '''
This file is modified from:
https://github.com/dongbo811/AFFormer/blob/main/mmseg/models/decode_heads/aff_head.py
'''
from mmcv.cnn import ConvModule
from mmseg.ops import resize
from ..builder import HEADS
from .decode_head import BaseDecodeHead
from mmseg.models.utils import *
@HEADS.register_module()
class CLS... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/decode_heads/__init__.py | mmseg/models/decode_heads/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/decode_heads/__init__.py
'''
from .decode_head import BaseDecodeHead
from .MS_head import RefineHead,BoundaryHead
from .aff_head import CLS
__all__ = ['CLS', 'BaseDecodeHead','RefineHead','BoundaryHead']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/decode_heads/decode_head.py | mmseg/models/decode_heads/decode_head.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/decode_head.py
'''
from abc import ABCMeta, abstractmethod
import torch
import torch.nn as nn
from mmcv.runner import BaseModule, auto_fp16, force_fp32
from mmseg.core import build_pixel_sampler
from mmseg.ops import ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/decode_heads/MS_head.py | mmseg/models/decode_heads/MS_head.py | '''
# File: MS_head.py
# Author: Youqi Liao
# Affiliate: Wuhan University
# Date: Jan 21, 2024
# Description: Head for Mobile-Seed (AFD included)
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
from mmcv.cnn import ConvModule
from torch import einsum
from mmseg.ops import resize
from ..builder... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/segmentors/cascade_encoder_decoder.py | mmseg/models/segmentors/cascade_encoder_decoder.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/segmentors/cascade_encoder_decoder.py
'''
from torch import nn
from mmseg.core import add_prefix
from mmseg.ops import resize
from .. import builder
from ..builder import SEGMENTORS
from .encoder_decoder import Encoder... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/segmentors/encoder_decoder_refine.py | mmseg/models/segmentors/encoder_decoder_refine.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/segmentors/encoder_decoder.py
'''
import torch
import time
from torch import nn
#from ..decode_heads.lpls_utils import Lap_Pyramid_Conv
from mmseg.core import add_prefix
from mmseg.ops import resize
from .. import build... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/segmentors/__init__.py | mmseg/models/segmentors/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/segmentors/__init__.py
'''
from .base import BaseSegmentor
from .cascade_encoder_decoder import CascadeEncoderDecoder
from .encoder_decoder import EncoderDecoder,EncoderDecoder_edge
from .encoder_decoder_refine import E... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/segmentors/base.py | mmseg/models/segmentors/base.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/segmentors/base.py
'''
import warnings
from abc import ABCMeta, abstractmethod
from collections import OrderedDict
import mmcv
import numpy as np
import torch
import torch.distributed as dist
from mmcv.runner import Ba... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/segmentors/encoder_decoder.py | mmseg/models/segmentors/encoder_decoder.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/segmentors/encoder_decoder.py
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
import numpy as np
from mmseg.core import add_prefix
from mmseg.ops import resize
from .. import builder
from ..build... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/utils/__init__.py | mmseg/models/utils/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/utils/__init__.py
'''
from .res_layer import ResLayer
__all__ = [
'ResLayer'
]
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/utils/res_layer.py | mmseg/models/utils/res_layer.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/models/utils/res_layer.py
'''
from mmcv.cnn import build_conv_layer, build_norm_layer
from mmcv.runner import Sequential
from torch import nn as nn
class ResLayer(Sequential):
"""ResLayer to build ResNet style backbone.... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/backbones/afformer_for_MS.py | mmseg/models/backbones/afformer_for_MS.py | '''
This file is modified from:
https://github.com/dongbo811/AFFormer/blob/main/tools/afformer.py
NOTE: `AFFormer_for_MS` is identical to the `AFFormer` except return multi-scale features.
'''
import torch
from torch import einsum, nn
import torch.nn.functional as F
import torch.nn as nn
from functools import partial... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/backbones/afformer.py | mmseg/models/backbones/afformer.py | '''
This file is modified from:
https://github.com/dongbo811/AFFormer/blob/main/tools/afformer.py
'''
import torch
from torch import einsum, nn
import torch.nn.functional as F
import torch.nn as nn
from functools import partial
import math
import numpy as np
from einops import rearrange
from timm.models.layers import ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/backbones/__init__.py | mmseg/models/backbones/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/backbone/__init__.py
'''
from .afformer_for_MS import AFFormer_for_MS_base,AFFormer_for_MS_small,AFFormer_for_MS_tiny
from .afformer import afformer_base,afformer_small,afformer_tiny
all = [
'afformer_base',
'afforme... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/necks/__init__.py | mmseg/models/necks/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/necks/__init__.py
'''
from .fpn import FPN
__all__ = ['FPN']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/models/necks/fpn.py | mmseg/models/necks/fpn.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/model/necks/fpn.py
'''
import torch.nn as nn
import torch.nn.functional as F
from mmcv.cnn import ConvModule
from mmcv.runner import BaseModule, auto_fp16
from mmseg.ops import resize
from ..builder import NECKS
@NECKS.reg... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/utils/logger.py | mmseg/utils/logger.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/utils/logger.py
'''
import logging
from mmcv.utils import get_logger
def get_root_logger(log_file=None, log_level=logging.INFO):
"""Get the root logger.
The logger will be initialized if it has not been initialize... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/utils/collect_env.py | mmseg/utils/collect_env.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/utils/colect_env.py
'''
from mmcv.utils import collect_env as collect_base_env
from mmcv.utils import get_git_hash
import mmseg
def collect_env():
"""Collect the information of the running environments."""
env_info... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/utils/misc.py | mmseg/utils/misc.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/utils/misc.py
'''
import glob
import os.path as osp
import warnings
def find_latest_checkpoint(path, suffix='pth'):
"""This function is for finding the latest checkpoint.
It will be used when automatically resume, ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/utils/__init__.py | mmseg/utils/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/utils/__init__.py
'''
from .collect_env import collect_env
from .logger import get_root_logger
from .misc import find_latest_checkpoint
from .set_env import setup_multi_processes
__all__ = [
'get_root_logger', 'collect_e... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/utils/set_env.py | mmseg/utils/set_env.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/utils/set_env.py
'''
import os
import platform
import cv2
import torch.multiprocessing as mp
from ..utils import get_root_logger
def setup_multi_processes(cfg):
"""Setup multi-processing environment variables."""
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/__init__.py | mmseg/core/__init__.py | # Copyright (c) OpenMMLab. All rights reserved.
from .evaluation import * # noqa: F401, F403
from .seg import * # noqa: F401, F403
from .utils import * # noqa: F401, F403
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/utils/misc.py | mmseg/core/utils/misc.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/utils/misc.py
'''
def add_prefix(inputs, prefix):
"""Add prefix for dict.
Args:
inputs (dict): The input dict with str keys.
prefix (str): The prefix to add.
Returns:
dict: The dict... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/utils/__init__.py | mmseg/core/utils/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/utils/__init__.py
'''
from .misc import add_prefix
__all__ = ['add_prefix']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/seg/__init__.py | mmseg/core/seg/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/seg/__init__.py
'''
from .builder import build_pixel_sampler
from .sampler import BasePixelSampler, OHEMPixelSampler
__all__ = ['build_pixel_sampler', 'BasePixelSampler', 'OHEMPixelSampler']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/seg/builder.py | mmseg/core/seg/builder.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/seg/builder.py
'''
from mmcv.utils import Registry, build_from_cfg
PIXEL_SAMPLERS = Registry('pixel sampler')
def build_pixel_sampler(cfg, **default_args):
"""Build pixel sampler for segmentation map."""
retur... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/seg/sampler/base_pixel_sampler.py | mmseg/core/seg/sampler/base_pixel_sampler.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/seg/sampler/base_pixel_smaplesr.py
'''
from abc import ABCMeta, abstractmethod
class BasePixelSampler(metaclass=ABCMeta):
"""Base class of pixel sampler."""
def __init__(self, **kwargs):
pass
@abs... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/seg/sampler/ohem_pixel_sampler.py | mmseg/core/seg/sampler/ohem_pixel_sampler.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/seg/sampler/ohem_pixel_smaplesr.py
'''
import torch
import torch.nn as nn
import torch.nn.functional as F
from ..builder import PIXEL_SAMPLERS
from .base_pixel_sampler import BasePixelSampler
@PIXEL_SAMPLERS.register_... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/seg/sampler/__init__.py | mmseg/core/seg/sampler/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/seg/sampler/__init__.py
'''
from .base_pixel_sampler import BasePixelSampler
from .ohem_pixel_sampler import OHEMPixelSampler
__all__ = ['BasePixelSampler', 'OHEMPixelSampler']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/evaluation/metrics.py | mmseg/core/evaluation/metrics.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/evaluation/metrics.py
'''
from collections import OrderedDict
import mmcv
import numpy as np
import torch
def f_score(precision, recall, beta=1):
"""calculate the f-score value.
Args:
precision (float... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/evaluation/IOU_boundary.py | mmseg/core/evaluation/IOU_boundary.py | """
This file is modified from:
https://github.com/nv-tlabs/GSCNN/blob/master/utils/f_boundary.py
and modified from:
https://github.com/bowenc0221/boundary-iou-api/blob/master/boundary_iou/utils/boundary_utils.py
Copyright (C) 2019 NVIDIA Corporation. All rights reserved.
Licensed under the CC BY-NC-SA 4.0 license (h... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/evaluation/class_names.py | mmseg/core/evaluation/class_names.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/evaluation/class_names.py
'''
import mmcv
def cityscapes_classes():
"""Cityscapes class names for external use."""
return [
'road', 'sidewalk', 'building', 'wall', 'fence', 'pole',
'traffic ligh... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/evaluation/__init__.py | mmseg/core/evaluation/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/apis/train.py
'''
from .class_names import get_classes, get_palette
from .eval_hooks import DistEvalHook, EvalHook
from .metrics import (eval_metrics, intersect_and_union, mean_dice,
mean_fscore, mean_io... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/core/evaluation/eval_hooks.py | mmseg/core/evaluation/eval_hooks.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/core/evaluation/eval_hooks.py
'''
import os.path as osp
import warnings
import torch.distributed as dist
from mmcv.runner import DistEvalHook as _DistEvalHook
from mmcv.runner import EvalHook as _EvalHook
from torch.nn.modul... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/apis/train.py | mmseg/apis/train.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/apis/train.py
'''
import random
import warnings
import mmcv
import numpy as np
import torch
import torch.distributed as dist
from mmcv.parallel import MMDataParallel, MMDistributedDataParallel
from mmcv.runner import HOOKS, ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/apis/inference.py | mmseg/apis/inference.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/apis/inference.py
'''
import matplotlib.pyplot as plt
import cv2
import mmcv
import torch
from mmcv.parallel import collate, scatter
from mmcv.runner import load_checkpoint
from mmseg.datasets.pipelines import Compose
from m... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/apis/__init__.py | mmseg/apis/__init__.py | # Copyright (c) OpenMMLab. All rights reserved.
from .inference import inference_segmentor, init_segmentor, show_result_pyplot
from .test import multi_gpu_test, single_gpu_test
from .train import (get_root_logger, init_random_seed, set_random_seed,
train_segmentor)
__all__ = [
'get_root_logger'... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/apis/test.py | mmseg/apis/test.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/apis/test.py
'''
import os
import os.path as osp
import tempfile
import warnings
from skimage import io
import mmcv
import numpy as np
import torch
from mmcv.engine import collect_results_cpu, collect_results_gpu
from mmcv.i... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/ops/wrappers.py | mmseg/ops/wrappers.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/ops/wrappers.py
'''
import warnings
import torch.nn as nn
import torch.nn.functional as F
def resize(input,
size=None,
scale_factor=None,
mode='nearest',
align_corners=None,
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/ops/encoding.py | mmseg/ops/encoding.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/ops/encoding.py
'''
import torch
from torch import nn
from torch.nn import functional as F
class Encoding(nn.Module):
"""Encoding Layer: a learnable residual encoder.
Input is of shape (batch_size, channels, heigh... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/mmseg/ops/__init__.py | mmseg/ops/__init__.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/mmseg/ops/__init__.py
'''
from .encoding import Encoding
from .wrappers import Upsample, resize
__all__ = ['Upsample', 'resize', 'Encoding']
| python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/data_preprocess/camvid_pascal_preprocess/label_generator.py | data_preprocess/camvid_pascal_preprocess/label_generator.py | import cv2
import numpy as np
import os
from glob import glob
from tqdm import tqdm
import argparse
Camvid_colorlist = [[0, 128, 192], [128, 0, 0], [64, 0, 128],
[192, 192, 128], [64, 64, 128], [64, 64, 0],
[128, 64, 128], [0, 0, 192], [192, 128, 128],
... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/data_preprocess/cityscapes-preprocess/code/createTrainIdLabelImgs.py | data_preprocess/cityscapes-preprocess/code/createTrainIdLabelImgs.py | #!/usr/bin/python
#
# Converts the polygonal annotations of the Cityscapes dataset
# to images, where pixel values encode ground truth classes.
#
# The Cityscapes downloads already include such images
# a) *color.png : the class is encoded by its color
# b) *labelIds.png : the class is encoded ... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/default_runtime.py | configs/_base_/default_runtime.py | # yapf:disable
log_config = dict(
interval=50,
hooks=[
dict(type='TextLoggerHook', by_epoch=False),
# dict(type='TensorboardLoggerHook',by_epoch=False)
])
# yapf:enable
dist_params = dict(backend='nccl')
log_level = 'INFO'
load_from = None
resume_from = None
workflow = [('train', 1)]
cudnn_b... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/schedules/schedule_20k.py | configs/_base_/schedules/schedule_20k.py | # optimizer
optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict()
# learning policy
lr_config = dict(policy='poly', power=0.9, min_lr=1e-4, by_epoch=False)
# runtime settings
runner = dict(type='IterBasedRunner', max_iters=20000)
checkpoint_config = dict(by_epoch=False, inte... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/schedules/schedule_40k.py | configs/_base_/schedules/schedule_40k.py | # optimizer
optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict()
# learning policy
lr_config = dict(policy='poly', power=0.9, min_lr=1e-4, by_epoch=False)
# runtime settings
runner = dict(type='IterBasedRunner', max_iters=40000)
checkpoint_config = dict(by_epoch=False, inte... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/schedules/schedule_160k.py | configs/_base_/schedules/schedule_160k.py | # optimizer
optimizer = dict(type='SGD', lr=2.5e-4, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict()
# learning policy
lr_config = dict(policy='poly', power=0.9, min_lr=1e-6, by_epoch=False)
# runtime settings
runner = dict(type='IterBasedRunner', max_iters=160000)
checkpoint_config = dict(by_epoch=False, i... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/schedules/schedule_80k.py | configs/_base_/schedules/schedule_80k.py | # optimizer
optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0005)
optimizer_config = dict()
# learning policy
lr_config = dict(policy='poly', power=0.9, min_lr=1e-4, by_epoch=False)
# runtime settings
runner = dict(type='IterBasedRunner', max_iters=80000)
checkpoint_config = dict(by_epoch=False, inte... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/datasets/pascal_context_59_boundary.py | configs/_base_/datasets/pascal_context_59_boundary.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/configs/_base_/datasets/pascal_context_59.py
'''
# dataset settings
dataset_type = 'PascalContextDataset59_boundary'
data_root = '../data/VOCdevkit/VOC2010/'
img_norm_cfg = dict(
mean=[123.675, 116.28, 103.53], std=[58.395, 57.... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
WHU-USI3DV/Mobile-Seed | https://github.com/WHU-USI3DV/Mobile-Seed/blob/e9af36ea9ac9dac5506880096cd38423dc3dbf51/configs/_base_/datasets/cityscapes_512x1024.py | configs/_base_/datasets/cityscapes_512x1024.py | '''
This file is modified from:
https://github.com/open-mmlab/mmsegmentation/blob/master/configs/_base_/datasets/cityscapes_1024x1024.py
'''
_base_ = './cityscapes.py'
img_norm_cfg = dict(
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
crop_size = (512, 512)
train_pipeline = [
dict(ty... | python | BSD-2-Clause | e9af36ea9ac9dac5506880096cd38423dc3dbf51 | 2026-01-05T07:13:30.482047Z | false |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.