Upload process.py
Browse files- process.py +219 -0
process.py
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| 1 |
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#!/usr/bin/env python3
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| 2 |
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"""Build source/target training pairs from andstor/defects4j_fixed."""
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| 3 |
+
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| 4 |
+
import argparse
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| 5 |
+
import json
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| 6 |
+
from collections import defaultdict
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| 7 |
+
from pathlib import Path
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| 8 |
+
from typing import Any, Dict, Iterable, List, Tuple
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| 9 |
+
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| 10 |
+
from datasets import Dataset, load_dataset
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| 11 |
+
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| 12 |
+
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| 13 |
+
Record = Dict[str, Any]
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| 14 |
+
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| 15 |
+
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| 16 |
+
def normalize_line_endings(text: str) -> str:
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| 17 |
+
return text.replace("\r\n", "\n").replace("\r", "\n")
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| 18 |
+
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| 19 |
+
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| 20 |
+
def collapse_whitespace(text: str) -> str:
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| 21 |
+
return " ".join((text or "").split())
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| 22 |
+
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| 23 |
+
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| 24 |
+
def class_declaration(class_info: Dict[str, Any]) -> str:
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| 25 |
+
class_name = class_info.get("identifier", "UnknownClass")
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| 26 |
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superclass = (class_info.get("superclass") or "").strip()
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| 27 |
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interfaces = collapse_whitespace(class_info.get("interfaces", ""))
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| 28 |
+
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| 29 |
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declaration = f"public class {class_name}"
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| 30 |
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if superclass:
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| 31 |
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declaration += f" extends {superclass}"
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| 32 |
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if interfaces:
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| 33 |
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declaration += f" implements {interfaces}"
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| 34 |
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| 35 |
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return declaration + " {"
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| 36 |
+
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| 37 |
+
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| 38 |
+
def field_lines(class_info: Dict[str, Any]) -> List[str]:
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| 39 |
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fields = class_info.get("fields") or []
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| 40 |
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lines: List[str] = []
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| 41 |
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for field in fields:
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| 42 |
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original = (field.get("original_string") or "").strip()
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| 43 |
+
if original:
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| 44 |
+
lines.append(original)
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| 45 |
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return lines
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| 46 |
+
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| 47 |
+
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| 48 |
+
def method_signature(method_info: Dict[str, Any]) -> str:
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| 49 |
+
signature = (method_info.get("full_signature") or "").strip()
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| 50 |
+
if signature:
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| 51 |
+
return collapse_whitespace(signature)
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| 52 |
+
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| 53 |
+
modifiers = collapse_whitespace(method_info.get("modifiers", ""))
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| 54 |
+
return_type = collapse_whitespace(method_info.get("return", ""))
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| 55 |
+
identifier = method_info.get("identifier", "unknownMethod")
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| 56 |
+
parameters = collapse_whitespace(method_info.get("parameters", "()"))
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| 57 |
+
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| 58 |
+
pieces = [part for part in [modifiers, return_type, f"{identifier}{parameters}"] if part]
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| 59 |
+
return " ".join(pieces)
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| 60 |
+
|
| 61 |
+
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| 62 |
+
def class_key(record: Record) -> Tuple[str, str, str]:
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| 63 |
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class_info = record.get("class", {})
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| 64 |
+
return (
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| 65 |
+
str(record.get("project_id", "")),
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| 66 |
+
str(record.get("bug_id", "")),
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| 67 |
+
str(class_info.get("file", class_info.get("identifier", ""))),
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| 68 |
+
)
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| 69 |
+
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| 70 |
+
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| 71 |
+
def method_key(method_info: Dict[str, Any]) -> str:
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| 72 |
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return method_signature(method_info)
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| 73 |
+
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| 74 |
+
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| 75 |
+
def strip_first_signature_line(method_body: str) -> str:
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| 76 |
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body = normalize_line_endings(method_body)
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| 77 |
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brace_index = body.find("{")
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| 78 |
+
if brace_index == -1:
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| 79 |
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return body.strip("\n")
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| 80 |
+
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| 81 |
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return body[brace_index + 1 :].lstrip("\n").rstrip("\n")
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| 82 |
+
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| 83 |
+
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| 84 |
+
def indent_lines(lines: Iterable[str], spaces: int = 4) -> List[str]:
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| 85 |
+
prefix = " " * spaces
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| 86 |
+
return [f"{prefix}{line}" if line else "" for line in lines]
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| 87 |
+
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| 88 |
+
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| 89 |
+
def with_final_class_brace(target: str) -> str:
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| 90 |
+
cleaned = target.rstrip("\n")
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| 91 |
+
if not cleaned:
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| 92 |
+
return "}"
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| 93 |
+
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| 94 |
+
return f"{cleaned}\n}}"
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| 95 |
+
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| 96 |
+
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| 97 |
+
def build_source(
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| 98 |
+
class_info: Dict[str, Any],
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| 99 |
+
constructors: Iterable[str],
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| 100 |
+
other_methods: Iterable[str],
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| 101 |
+
focal_signature: str,
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| 102 |
+
) -> str:
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| 103 |
+
parts: List[str] = [class_declaration(class_info)]
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| 104 |
+
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| 105 |
+
fields = field_lines(class_info)
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| 106 |
+
if fields:
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| 107 |
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parts.append("\n".join(indent_lines(fields)))
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| 108 |
+
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| 109 |
+
ctor_lines = [f"{sig};" for sig in constructors if sig]
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| 110 |
+
if ctor_lines:
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| 111 |
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parts.append("\n".join(indent_lines(ctor_lines)))
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| 112 |
+
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| 113 |
+
method_lines = [f"{sig};" for sig in other_methods if sig]
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| 114 |
+
if method_lines:
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| 115 |
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parts.append("\n".join(indent_lines(method_lines)))
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| 116 |
+
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| 117 |
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parts.append(f" {focal_signature} {{")
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| 118 |
+
return "\n\n".join(parts)
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| 119 |
+
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| 120 |
+
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| 121 |
+
def build_examples(records: List[Record]) -> List[Dict[str, Any]]:
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| 122 |
+
grouped: Dict[Tuple[str, str, str], List[Record]] = defaultdict(list)
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| 123 |
+
for record in records:
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| 124 |
+
grouped[class_key(record)].append(record)
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| 125 |
+
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| 126 |
+
examples: List[Dict[str, Any]] = []
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| 127 |
+
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| 128 |
+
for record in records:
|
| 129 |
+
method_info = record.get("method", {})
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| 130 |
+
class_info = record.get("class", {})
|
| 131 |
+
body = method_info.get("body", "")
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| 132 |
+
focal_signature = method_signature(method_info)
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| 133 |
+
|
| 134 |
+
cls_records = grouped[class_key(record)]
|
| 135 |
+
|
| 136 |
+
constructors = sorted(
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| 137 |
+
{
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| 138 |
+
method_signature(r.get("method", {}))
|
| 139 |
+
for r in cls_records
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| 140 |
+
if r.get("method", {}).get("constructor")
|
| 141 |
+
}
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| 142 |
+
)
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| 143 |
+
|
| 144 |
+
focal_sig_key = method_key(method_info)
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| 145 |
+
other_method_sigs = sorted(
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| 146 |
+
{
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| 147 |
+
method_signature(r.get("method", {}))
|
| 148 |
+
for r in cls_records
|
| 149 |
+
if not r.get("method", {}).get("constructor")
|
| 150 |
+
and method_key(r.get("method", {})) != focal_sig_key
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| 151 |
+
}
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| 152 |
+
)
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| 153 |
+
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| 154 |
+
source = build_source(class_info, constructors, other_method_sigs, focal_signature)
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| 155 |
+
target = with_final_class_brace(strip_first_signature_line(body))
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| 156 |
+
|
| 157 |
+
examples.append(
|
| 158 |
+
{
|
| 159 |
+
"id": record.get("id"),
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| 160 |
+
"project_id": record.get("project_id"),
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| 161 |
+
"bug_id": record.get("bug_id"),
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| 162 |
+
"class_file": class_info.get("file"),
|
| 163 |
+
"method": method_info.get("identifier"),
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| 164 |
+
"source": source,
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| 165 |
+
"target": target,
|
| 166 |
+
}
|
| 167 |
+
)
|
| 168 |
+
|
| 169 |
+
return examples
|
| 170 |
+
|
| 171 |
+
|
| 172 |
+
def main() -> None:
|
| 173 |
+
parser = argparse.ArgumentParser(description=__doc__)
|
| 174 |
+
parser.add_argument(
|
| 175 |
+
"--split",
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| 176 |
+
default="train",
|
| 177 |
+
help="Dataset split to load (default: train).",
|
| 178 |
+
)
|
| 179 |
+
parser.add_argument(
|
| 180 |
+
"--hub-repo",
|
| 181 |
+
default="defects4j_fixed_runnable",
|
| 182 |
+
help="Hugging Face dataset repo to upload to.",
|
| 183 |
+
)
|
| 184 |
+
parser.add_argument(
|
| 185 |
+
"--output",
|
| 186 |
+
default=None,
|
| 187 |
+
help="Optional output JSONL file path.",
|
| 188 |
+
)
|
| 189 |
+
parser.add_argument(
|
| 190 |
+
"--max-records",
|
| 191 |
+
type=int,
|
| 192 |
+
default=None,
|
| 193 |
+
help="Optional limit for quick smoke tests.",
|
| 194 |
+
)
|
| 195 |
+
|
| 196 |
+
args = parser.parse_args()
|
| 197 |
+
|
| 198 |
+
ds = load_dataset("andstor/defects4j_fixed", split=args.split)
|
| 199 |
+
records: List[Record] = list(ds)
|
| 200 |
+
|
| 201 |
+
if args.max_records is not None:
|
| 202 |
+
records = records[: args.max_records]
|
| 203 |
+
|
| 204 |
+
examples = build_examples(records)
|
| 205 |
+
|
| 206 |
+
hf_dataset = Dataset.from_list(examples)
|
| 207 |
+
hf_dataset.push_to_hub(args.hub_repo)
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| 208 |
+
print(f"Uploaded {len(examples)} examples to {args.hub_repo}")
|
| 209 |
+
|
| 210 |
+
if args.output:
|
| 211 |
+
output_path = Path(args.output)
|
| 212 |
+
with output_path.open("w", encoding="utf-8") as f:
|
| 213 |
+
for example in examples:
|
| 214 |
+
f.write(json.dumps(example, ensure_ascii=False) + "\n")
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| 215 |
+
print(f"Wrote {len(examples)} examples to {output_path}")
|
| 216 |
+
|
| 217 |
+
|
| 218 |
+
if __name__ == "__main__":
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| 219 |
+
main()
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