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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<block: string, title: string, license: string, path: string, repo_name: string, programming_language: string>
to
{'license': Value('string'), 'path': Value('string'), 'repo_name': Value('string'), 'programming_language': Value('string')}
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2312, in cast_table_to_schema
cast_array_to_feature(
~~~~~~~~~~~~~~~~~~~~~^
table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
feature,
^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
~~~~^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2158, in cast_array_to_feature
raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
TypeError: Couldn't cast array of type
struct<block: string, title: string, license: string, path: string, repo_name: string, programming_language: string>
to
{'license': Value('string'), 'path': Value('string'), 'repo_name': Value('string'), 'programming_language': Value('string')}
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
text string | source string | category string | quality_score null | token_count int64 | language string | metadata dict |
|---|---|---|---|---|---|---|
from django import forms
from django.core.exceptions import ValidationError
from django.core.validators import validate_slug
from django.db import models
from django.utils import simplejson as json
from django.utils.text import capfirst
from django.utils.translation import ugettext_lazy as _
from philo.forms.fields im... | githubcode_python | code | null | 1,157 | en | {
"license": "isc",
"path": "philo/models/fields/__init__.py",
"repo_name": "ithinksw/philo",
"programming_language": "python"
} |
import hashlib
import json
import logging
import os
import subprocess
import sys
import time
from collections import defaultdict
from shutil import copy
from shutil import copyfile
from shutil import copystat
from shutil import copytree
from tempfile import mkdtemp
import boto3
import botocore
import yaml
import sys
... | githubcode_python | code | null | 5,903 | en | {
"license": "isc",
"path": "aws_lambda/aws_lambda.py",
"repo_name": "nficano/python-lambda",
"programming_language": "python"
} |
# Copyright (c) 2015, Max Fillinger <[EMAIL]>
#
# Permission to use, copy, modify, and/or distribute this software for any
# purpose with or without fee is hereby granted, provided that the above
# copyright notice and this permission notice appear in all copies.
#
# THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISC... | githubcode_python | code | null | 6,404 | en | {
"license": "isc",
"path": "getebook/epub.py",
"repo_name": "mfil/getebook",
"programming_language": "python"
} |
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
from scipy.spatial import distance
import matplotlib.pyplot as plt
from sklearn.cluster import DBSCAN
from sklearn import metrics
from sklearn.datasets.samples_generator import make_blobs
from sklearn.preprocessing import StandardScaler
from s... | githubcode_python | code | null | 333 | en | {
"license": "mit",
"path": "src/identification/Identifier.py",
"repo_name": "banacer/door-wiz",
"programming_language": "python"
} |
"""
********************************************************************
Test file for implementation check of CR3BP library.
********************************************************************
Last update: 21/01/2022
Description
-----------
Contains a few sample orbit propagations to test the CR3BP library.
... | githubcode_python | code | null | 1,945 | en | {
"license": "mit",
"path": "contrib/CR3BP/test_run_CR3BP.py",
"repo_name": "poliastro/poliastro",
"programming_language": "python"
} |
#!/usr/bin/env python
# -*- coding: utf-8 -*-
from runner.koan import *
class AboutIteration(Koan):
def test_iterators_are_a_type(self):
it = iter(range(1,6))
total = 0
for num in it:
total += num
self.assertEqual(15 , total)
def test_iterating_with_next(self):... | githubcode_python | code | null | 864 | en | {
"license": "mit",
"path": "python3/koans/about_iteration.py",
"repo_name": "bohdan7/python_koans",
"programming_language": "python"
} |
from api_request import Api
from util import Util
from twocheckout import Twocheckout
class Sale(Twocheckout):
def __init__(self, dict_):
super(self.__class__, self).__init__(dict_)
@classmethod
def find(cls, params=None):
if params is None:
params = dict()
response = ... | githubcode_python | code | null | 703 | en | {
"license": "mit",
"path": "twocheckout/sale.py",
"repo_name": "2Checkout/2checkout-python",
"programming_language": "python"
} |
import json
import os
from flask import request, g, render_template, make_response, jsonify, Response
from helpers.raw_endpoint import get_id, store_json_to_file
from helpers.groups import get_groups
from json_controller import JSONController
from main import app
from pymongo import MongoClient, errors
HERE = os.pat... | githubcode_python | code | null | 977 | en | {
"license": "mit",
"path": "scinet/views.py",
"repo_name": "CenterForOpenScience/scinet",
"programming_language": "python"
} |
from corecat.constants import OBJECT_CODES, MODEL_VERSION
from ._sqlalchemy import Base, CoreCatBaseMixin
from ._sqlalchemy import Column, \
Integer, \
String, Text
class Project(CoreCatBaseMixin, Base):
"""Project Model class represent for the 'projects' table
which is used to store project's basic i... | githubcode_python | code | null | 286 | en | {
"license": "mit",
"path": "corecat/models/project.py",
"repo_name": "DanceCats/CoreCat",
"programming_language": "python"
} |
#!/usr/bin/env python
from ansible.module_utils.hashivault import hashivault_argspec
from ansible.module_utils.hashivault import hashivault_auth_client
from ansible.module_utils.hashivault import hashivault_init
from ansible.module_utils.hashivault import hashiwrapper
ANSIBLE_METADATA = {'status': ['stableinterface'],... | githubcode_python | code | null | 404 | en | {
"license": "mit",
"path": "ansible/modules/hashivault/hashivault_approle_role_get.py",
"repo_name": "TerryHowe/ansible-modules-hashivault",
"programming_language": "python"
} |
from flask import Blueprint, request, render_template
from ..load import processing_results
from ..abbr import get_abbr_map
abbr_map = get_abbr_map()
liner_mod = Blueprint('liner', __name__, template_folder='templates', static_folder='static')
@liner_mod.route('/liner', methods=['GET', 'POST'])
def liner():
if r... | githubcode_python | code | null | 250 | en | {
"license": "mit",
"path": "app/liner/views.py",
"repo_name": "griimick/feature-mlsite",
"programming_language": "python"
} |
import asyncio
import discord
import datetime
import pytz
from discord.ext import commands
from Cogs import FuzzySearch
from Cogs import Settings
from Cogs import DisplayName
from Cogs import Message
from Cogs import Nullify
class Time:
# Init with the bot reference, and a reference to the settings var
... | githubcode_python | code | null | 2,259 | en | {
"license": "mit",
"path": "Cogs/Time.py",
"repo_name": "TheMasterGhost/CorpBot",
"programming_language": "python"
} |
import unittest
from katas.beta.what_color_is_your_name import string_color
class StringColorTestCase(unittest.TestCase):
def test_equal_1(self):
self.assertEqual(string_color('Jack'), '79CAE5')
def test_equal_2(self):
self.assertEqual(string_color('Joshua'), '6A10D6')
def test_equal_3(... | githubcode_python | code | null | 161 | en | {
"license": "mit",
"path": "tests/beta_tests/test_what_color_is_your_name.py",
"repo_name": "the-zebulan/CodeWars",
"programming_language": "python"
} |
"""
``editquality generate_make -h``
::
Code-generate Makefile from template and configuration
:Usage:
generate_make -h | --help
generate_make
[--config=<path>]
[--main=<filename>]
[--output=<path>]
[--template... | githubcode_python | code | null | 509 | en | {
"license": "mit",
"path": "editquality/utilities/generate_make.py",
"repo_name": "wiki-ai/editquality",
"programming_language": "python"
} |
# coding=utf8
"""
Parser for todo format string.
from todo.parser import parser
parser.parse(string) # return an Todo instance
"""
from models import Task
from models import Todo
from ply import lex
from ply import yacc
class TodoLexer(object):
"""
Lexer for Todo format string.
Tokens
ID ... | githubcode_python | code | null | 638 | en | {
"license": "mit",
"path": "todo/parser.py",
"repo_name": "guori12321/todo",
"programming_language": "python"
} |
import time
import pymemcache.client
import pytest
from limits import RateLimitItemPerMinute, RateLimitItemPerSecond
from limits.storage import MemcachedStorage, storage_from_string
from limits.strategies import (
FixedWindowElasticExpiryRateLimiter,
FixedWindowRateLimiter,
)
from tests.utils import fixed_sta... | githubcode_python | code | null | 767 | en | {
"license": "mit",
"path": "tests/storage/test_memcached.py",
"repo_name": "alisaifee/limits",
"programming_language": "python"
} |
import os
import sys
import tempfile
from fabric.api import run, sudo, env, local, hide, settings
from fabric.contrib.files import append, sed, exists, contains
from fabric.context_managers import prefix
from fabric.operations import get, put
from fabric.context_managers import cd
from fabric.tasks import Task
from ... | githubcode_python | code | null | 1,364 | en | {
"license": "mit",
"path": "fab_deploy/joyent/postgres.py",
"repo_name": "ff0000/red-fab-deploy",
"programming_language": "python"
} |
"""
Gauged
https://github.com/chriso/gauged (MIT Licensed)
Copyright 2014 (c) Chris O'Hara <[EMAIL]>
"""
from urlparse import urlparse, parse_qsl
from urllib import unquote
from .mysql import MySQLDriver
from .sqlite import SQLiteDriver
from .postgresql import PostgreSQLDriver
def parse_dsn(dsn_string):
"""Parse... | githubcode_python | code | null | 467 | en | {
"license": "mit",
"path": "gauged/drivers/__init__.py",
"repo_name": "chriso/gauged",
"programming_language": "python"
} |
#!/usr/bin/env python
import os
import sys
if __name__ == "__main__":
os.environ.setdefault("DJANGO_SETTINGS_MODULE", "ibtokin.settings")
try:
from django.core.management import execute_from_command_line
except ImportError:
# The above import may fail for some other reason. Ensure that the
... | githubcode_python | code | null | 156 | en | {
"license": "mit",
"path": "manage.py",
"repo_name": "ibtokin/ibtokin",
"programming_language": "python"
} |
import boto
import mock
import moto
import tempfile
import unittest
from click.testing import CliRunner
from rubberjackcli.click import rubberjack
class CLITests(unittest.TestCase):
@moto.mock_s3_deprecated
@mock.patch('boto.beanstalk.layer1.Layer1.create_application_version')
@mock.patch('boto.beansta... | githubcode_python | code | null | 1,343 | en | {
"license": "mit",
"path": "tests/test_cli.py",
"repo_name": "laterpay/rubberjack-cli",
"programming_language": "python"
} |
#!/usr/bin/python
from noisemapper.mapper import *
#from collectors.lib import utils
### Define the object mapper and start mapping
def main():
# utils.drop_privileges()
mapper = NoiseMapper()
mapper.run()
if __name__ == "__main__":
main()
| githubcode_python | code | null | 59 | en | {
"license": "mit",
"path": "scripts/nmcollector.py",
"repo_name": "dustlab/noisemapper",
"programming_language": "python"
} |
import numpy as np
from numpy import cumsum, sum, searchsorted
from numpy.random import rand
import math
import utils
import core.sentence as sentence
import core.markovchain as mc
import logging
logger = logging.getLogger(__name__)
# Dialogue making class. Need to review where to return a string, where to return a l... | githubcode_python | code | null | 1,415 | en | {
"license": "mit",
"path": "core/dialogue.py",
"repo_name": "dcorney/text-generation",
"programming_language": "python"
} |
# -*- coding: utf-8 -*-
from django.contrib.admin import TabularInline
from .models import GalleryPhoto
class PhotoInline(TabularInline):
"""
Tabular inline that will be displayed in the gallery form during frontend
editing or in the admin site.
"""
model = GalleryPhoto
fk_name = "gallery"
| githubcode_python | code | null | 72 | en | {
"license": "mit",
"path": "djangocms_unitegallery/admin.py",
"repo_name": "izimobil/djangocms-unitegallery",
"programming_language": "python"
} |
from __future__ import annotations
from collections import defaultdict
from collections.abc import Generator, Iterable, Mapping, MutableMapping
from contextlib import contextmanager
import logging
import re
import textwrap
from types import MappingProxyType
from typing import TYPE_CHECKING, Any, NamedTuple
from markd... | githubcode_python | code | null | 5,153 | en | {
"license": "mit",
"path": "src/mdformat/renderer/_context.py",
"repo_name": "executablebooks/mdformat",
"programming_language": "python"
} |
import teca.utils as tecautils
import teca.ConfigHandler as tecaconf
import unittest
class TestFileFilter(unittest.TestCase):
def setUp(self):
self.conf = tecaconf.ConfigHandler(
"tests/test_data/configuration.json",
{"starting_path": "tests/test_data/images"}
)
self... | githubcode_python | code | null | 183 | en | {
"license": "mit",
"path": "tests/test_utils.py",
"repo_name": "alfateam123/Teca",
"programming_language": "python"
} |
#!/usr/bin/env python
from hdf5handler import HDF5Handler
handler = HDF5Handler('mydata.hdf5')
handler.open()
for i in range(100):
handler.put(i, 'numbers')
handler.close()
| githubcode_python | code | null | 48 | en | {
"license": "mit",
"path": "examples/opening.py",
"repo_name": "iambernie/hdf5handler",
"programming_language": "python"
} |
from decimal import Decimal
from django import forms
from django.template.loader import render_to_string
from django.template.defaultfilters import slugify
class BaseWidget(forms.TextInput):
"""
Base widget. Do not use this directly.
"""
template = None
instance = None
def get_parent_id(self,... | githubcode_python | code | null | 1,744 | en | {
"license": "mit",
"path": "ratings/forms/widgets.py",
"repo_name": "redsolution/django-generic-ratings",
"programming_language": "python"
} |
from .stats_view_base import StatsViewSwagger, StatsViewSwaggerKeyRequired
from .stats_util_dataverses import StatsMakerDataverses
class DataverseCountByMonthView(StatsViewSwaggerKeyRequired):
"""API View - Dataverse counts by Month."""
# Define the swagger attributes
# Note: api_path must match the path... | githubcode_python | code | null | 1,285 | en | {
"license": "mit",
"path": "dv_apps/metrics/stats_views_dataverses.py",
"repo_name": "IQSS/miniverse",
"programming_language": "python"
} |
import uuid
from django.db import models
from django.conf import settings
from django.contrib.auth.models import AbstractUser
from django.contrib.auth.models import BaseUserManager
from django.utils import timezone
from accelerator_abstract.models import BaseUserRole
from accelerator_abstract.models.base_base_profile... | githubcode_python | code | null | 1,353 | en | {
"license": "mit",
"path": "simpleuser/models.py",
"repo_name": "masschallenge/django-accelerator",
"programming_language": "python"
} |
from setuptools import setup, find_packages
from codecs import open
import os
def read(*paths):
"""Build a file path from *paths* and return the contents."""
with open(os.path.join(*paths), 'r') as f:
return f.read()
setup(
name='transposer',
version='0.0.3',
description='Transposes column... | githubcode_python | code | null | 299 | en | {
"license": "mit",
"path": "setup.py",
"repo_name": "keithhamilton/transposer",
"programming_language": "python"
} |
def calc():
h, l = input().split(' ')
mapa = []
for i_row in range(int(h)):
mapa.append(input().split(' '))
maior_num = 0
for row in mapa:
for col in row:
n = int(col)
if (n > maior_num):
maior_num = n
qtd = [0 for i in range(maior_num + 1)]
for row in mapa:
for col in row:
n = int(c... | githubcode_python | code | null | 166 | en | {
"license": "mit",
"path": "2016/Main/L/Python/solution_1_wrong.py",
"repo_name": "DestructHub/bcs-contest",
"programming_language": "python"
} |
import traceback
class EnsureExceptionHandledGuard:
"""Helper for ensuring that Future's exceptions were handled.
This solves a nasty problem with Futures and Tasks that have an
exception set: if nobody asks for the exception, the exception is
never logged. This violates the Zen of Python: 'Errors s... | githubcode_python | code | null | 724 | en | {
"license": "mit",
"path": "concurrent/futures/cooperative/ensure_exception_handled.py",
"repo_name": "mikhtonyuk/rxpython",
"programming_language": "python"
} |
import logging.handlers
import os
_pabotlog = logging.getLogger('PABot')
_pabotlog.setLevel(logging.DEBUG)
_logPath = os.path.abspath("./logging/pabot.log")
_formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(name)s - %(message)s')
_consoleStreamHandler = logging.StreamHandler()
_consoleStreamHandler.s... | githubcode_python | code | null | 188 | en | {
"license": "mit",
"path": "modules/plugins/PABot/logging.py",
"repo_name": "KevinJMcGrath/Symphony-Ares",
"programming_language": "python"
} |
import ast
import heisenberg.library.heisenberg_dynamics_context
import heisenberg.library.orbit_plot
import heisenberg.option_parser
import heisenberg.plot
import heisenberg.util
import matplotlib
import numpy as np
import sys
# https://github.com/matplotlib/matplotlib/issues/5907 says this should fix "Exceeded cell ... | githubcode_python | code | null | 948 | en | {
"license": "mit",
"path": "heisenberg/plot/__main__.py",
"repo_name": "vdods/heisenberg",
"programming_language": "python"
} |
def send_simple_message():
return requests.post(
"https://api.mailgun.net/v3/sandbox049ff464a4d54974bb0143935f9577ef.mailgun.org/messages",
auth=("api", "key-679dc79b890e700f11f001a6bf86f4a1"),
data={"from": "Mailgun Sandbox <[EMAIL]>",
"to": "nick <[EMAIL]>",
"su... | githubcode_python | code | null | 295 | en | {
"license": "mit",
"path": "pdxpixel/core/mailgun.py",
"repo_name": "nicorellius/pdxpixel",
"programming_language": "python"
} |
End of preview.
K-12 Math & Coding Dataset
A ~2 billion token dataset built for K-12 math and coding education use cases: 1,004,991,667 tokens of math content and 1,020,505,114 tokens of code content, both comfortably over the 1B-token target for each category.
Dataset Summary
| Category | Tokens | Rows | File |
|---|---|---|---|
| Math | 1,004,991,667 | 676,018 | math/final.jsonl |
| Code | 1,020,505,114 | 937,248 | code/final.jsonl |
Built via a 6-phase pipeline: source collection → cleaning (PII redaction,
boilerplate/spam removal, encoding fixes) → deduplication (exact SHA-256 +
fuzzy MinHash LSH) → heuristic quality filtering → budget-controlled final
sampling → manual quality audit. Full methodology, per-source breakdowns,
and known limitations are in final_report.md.
Schema
Each line is a JSON object:
{
"text": "...",
"source": "finemath4plus",
"category": "math",
"quality_score": 4.3,
"token_count": 512,
"language": "en",
"metadata": {}
}
quality_score: populated only forfinemath4plus(has an upstream classifier score);nullfor all other sources.language: natural-language code (all records verified predominantly English). For code records, the actual programming language is undermetadata.programming_language.metadata: source-specific extra fields (URL, license, file path, repo name, exercise name, difficulty, etc. — varies by source).
Sources
Math: FineMath 4+, OpenWebMath, GSM8K, MATH (hendrycks_math).
Code: GitHub Code (Python/JavaScript/Java/HTML/CSS via
codeparrot/github-code-clean), freeCodeCamp, Exercism, APPS, CodeContests.
Token Counting
All token counts use the tiktoken cl100k_base tokenizer, computed via
exact encode_ordinary() calls (not estimates) at every pipeline stage.
Quality Audit
Both categories were manually spot-checked twice (once pre-assembly, once
on the final sampled corpus). Code passed cleanly at every check (~90-94%
good, 0-2% bad). Math's final spot-check found a 15% "bad" rate (above the
10% target threshold) driven by several low-frequency, hard-to-cheaply-filter
patterns (AI-generated SEO filler, off-topic forum comment dumps, one
essay-mill advertisement, thin template pages) — documented as an accepted
residual limitation rather than silently delivered. See final_audit.md
and final_report.md Section 8 for full detail before using this dataset
for anything quality-sensitive.
Known Limitations
See final_report.md Section 8 for the complete list, including:
math corpus residual bad-rate, AMPS/OpenStax not sourced, The Stack v2
substituted with GitHub Code due to gating, freeCodeCamp/Exercism volume
shortfall, and HTML's residual auto-generated-doc contamination.
License
Source licenses vary per record — see metadata.license for code records
where available. FineMath 4+ and OpenWebMath are ODC-By. Aggregate dataset
provided as-is for research/educational use; verify individual source
licenses before redistribution.
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