Zero-Shot Classification
Transformers
Safetensors
qwen3_5
feature-extraction
security
code-review
ai-agents
decision-model
d3
system-one
pre-release
custom_code
Instructions to use stonefish-labs/d3-mini-agentcode with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use stonefish-labs/d3-mini-agentcode with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="stonefish-labs/d3-mini-agentcode", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModel processor = AutoProcessor.from_pretrained("stonefish-labs/d3-mini-agentcode", trust_remote_code=True) model = AutoModel.from_pretrained("stonefish-labs/d3-mini-agentcode", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 10,386 Bytes
21a9138 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 | """Turn the three input shapes (package directory, unified diff, snippet) into analysis units.
A unit is one file's text plus an optional focus set of 1-based line numbers. In diff mode the text is the new side
of the file as far as the diff shows it (context and added lines at their real line numbers, unknown regions blank)
and the focus is the added lines; behaviours are reported only where they touch the focus.
"""
from __future__ import annotations
import os
import re
from dataclasses import dataclass, field
from pathlib import Path
MAX_PARSE_BYTES = 1_000_000
EXT_LANG = {
".py": "python", ".pyw": "python", ".pth": "pth",
".js": "javascript", ".mjs": "javascript", ".cjs": "javascript", ".jsx": "javascript",
".ts": "typescript", ".mts": "typescript", ".cts": "typescript", ".tsx": "tsx",
".vue": "sfc", ".svelte": "sfc",
".sh": "shell", ".bash": "shell", ".zsh": "shell", ".ksh": "shell", ".command": "shell",
".yml": "yaml", ".yaml": "yaml", ".json": "json", ".toml": "toml", ".cfg": "ini", ".ini": "ini",
}
DOC_EXT = {".md", ".rst", ".txt", ".adoc", ".markdown", ".svg", ".html", ".htm", ".css", ".scss", ".lock", ".csv",
".ipynb", ".sql", ".xml", ".po", ".pot"}
SKIP_DIRS = {".git", "node_modules", "__pycache__", ".venv", "venv", ".tox", ".mypy_cache", ".pytest_cache"}
BINARY_EXT = {".node", ".so", ".dll", ".exe", ".dylib", ".pyd", ".pyc", ".pyo", ".wasm", ".bin", ".o", ".a",
".class", ".jar", ".dat"}
ARCHIVE_EXT = (".zip", ".tar", ".tgz", ".tar.gz", ".gz", ".bz2", ".xz", ".7z", ".rar", ".whl", ".egg", ".jar",
".nupkg", ".crx", ".vsix", ".tar.bz2", ".tar.xz", ".zst")
@dataclass
class Unit:
path: str # relative, forward slashes
lang: str # python|javascript|typescript|tsx|shell|yaml|json|... |other|doc|binary
text: str = ""
focus: set | None = None # None = every line is in scope
status: str = "file" # file | added | modified | deleted | snippet
size: int = 0
raw_head: bytes = b"" # first bytes for binary/archive typing (package mode)
binary_note: str = "" # diff mode: "binary patch" etc.
def in_focus(self, a: int, b: int | None = None) -> bool:
if self.focus is None:
return True
b = a if b is None else b
return any(x in self.focus for x in range(a, b + 1)) if b - a < 400 else any(a <= x <= b for x in self.focus)
def first_focus(self) -> int:
return min(self.focus) if self.focus else 1
def lang_of(path: str, text: str = "") -> str:
p = path.lower()
name = p.rsplit("/", 1)[-1]
if name in ("dockerfile", "containerfile") or name.endswith(".dockerfile") or name.startswith("dockerfile."):
return "dockerfile"
if name in ("makefile", "gnumakefile") or name.endswith(".mk"):
return "makefile"
if name in (".npmrc", ".yarnrc", "pip.conf", "pip.ini", ".pypirc", ".netrc", ".env") or name.startswith(".env."):
return "config"
if name.startswith(".") and name.endswith("ignore") or name in ("license", "licence", "copying", "notice", "authors",
"changelog", "changes", "codeowners", ".gitattributes",
".editorconfig", ".mailmap"):
return "doc"
if re.fullmatch(r"(requirements|constraints)[\w.-]*\.(txt|in)", name):
return "requirements"
for ext in sorted(EXT_LANG, key=len, reverse=True):
if p.endswith(ext):
return EXT_LANG[ext]
if any(p.endswith(e) for e in BINARY_EXT):
return "binary"
if any(p.endswith(e) for e in DOC_EXT):
return "doc"
first = text.split("\n", 1)[0] if text else ""
if first.startswith("#!"):
if "python" in first:
return "python"
if "node" in first or "deno" in first or "bun" in first:
return "javascript"
if re.search(r"\b(ba|z|k|da)?sh\b", first):
return "shell"
if "/.husky/" in "/" + p or "/.git/hooks/" in "/" + p:
return "shell"
return "other"
def guess_snippet_lang(text: str) -> str:
first = text.lstrip().split("\n", 1)[0]
if first.startswith("#!"):
return lang_of("snippet", first)
py = len(re.findall(r"^\s*(def |import \w|from [\w.]+ import|print\(|with .+:\s*$|if __name__)", text, re.M))
js = len(re.findall(r"\b(const|let|var|function|=>|require\(|console\.|await |import .+ from )", text))
ts = len(re.findall(r":\s*(string|number|boolean|any|Promise<)|\binterface\s+\w+|\btype\s+\w+\s*=", text))
sh = len(re.findall(r"^\s*(\$ )?(curl|wget|cd|ls|echo|export|sudo|apt|npm|pip|git|chmod|rm|mkdir|cat|grep)\b",
text, re.M)) + text.count("&&") + text.count(" | ")
best = max((py, "python"), (js + ts, "typescript" if ts else "javascript"), (sh, "shell"))
return best[1] if best[0] else "shell"
def read_package(root: Path, include_node_modules: bool = False):
units = []
root = root.resolve()
for dirpath, dirnames, filenames in os.walk(root, followlinks=False):
dirnames[:] = sorted(d for d in dirnames if include_node_modules or d not in SKIP_DIRS)
for fn in sorted(filenames):
full = Path(dirpath) / fn
rel = full.relative_to(root).as_posix()
if full.is_symlink():
units.append(Unit(rel, "other", text="", size=0, binary_note="symlink -> " + os.readlink(full)))
continue
try:
size = full.stat().st_size
with open(full, "rb") as fh:
head = fh.read(MAX_PARSE_BYTES + 1)
except OSError:
continue
u = Unit(rel, "other", size=size, raw_head=head[:4096])
if b"\x00" in head[:8192]:
u.lang = "binary"
else:
u.text = head[:MAX_PARSE_BYTES].decode("utf-8", errors="replace")
u.lang = lang_of(rel, u.text)
if u.lang == "binary":
u.lang = "other"
units.append(u)
return units
_HUNK = re.compile(r"^@@ -(\d+)(?:,(\d+))? \+(\d+)(?:,(\d+))? @@")
def _strip_prefix(p: str) -> str:
p = p.strip().split("\t", 1)[0]
if p.startswith('"') and p.endswith('"'):
p = p[1:-1]
if p in ("/dev/null",):
return p
return p[2:] if p[:2] in ("a/", "b/") else p
def parse_diff(diff: str):
"""Return units for every file in a unified (git) diff. Only the new side is kept."""
files = []
cur = None
def start(path):
nonlocal cur
cur = {"path": path, "lines": {}, "added": set(), "status": "modified", "binary": "", "old": path}
files.append(cur)
new_ln = 0
old_left = new_left = 0 # remaining hunk body lines, so "--- x" inside a hunk is a removed line
git_header = False
for raw in diff.splitlines():
if cur is not None and (old_left > 0 or new_left > 0):
tag, body = raw[:1], raw[1:]
if tag == "\\":
continue
if tag == "+":
cur["lines"][new_ln] = body
cur["added"].add(new_ln)
new_ln += 1
new_left -= 1
continue
if tag == "-":
old_left -= 1
continue
if tag == " " or raw == "":
cur["lines"][new_ln] = body
new_ln += 1
new_left -= 1
old_left -= 1
continue
old_left = new_left = 0 # malformed hunk: fall through to header handling
if raw.startswith("diff --git "):
m = re.match(r'diff --git "?a/(.+?)"? "?b/(.+?)"?$', raw)
start(m.group(2) if m else raw.split()[-1].removeprefix("b/"))
git_header = True
continue
if raw.startswith("--- "):
old = _strip_prefix(raw[4:])
if not git_header:
start(old)
git_header = False
cur["old"] = old
if old == "/dev/null":
cur["status"] = "added"
continue
if raw.startswith("+++ "):
new = _strip_prefix(raw[4:])
if cur is None:
start(new)
if new == "/dev/null":
cur["status"] = "deleted"
else:
cur["path"] = new
continue
m = _HUNK.match(raw)
if m and cur is not None:
new_ln = int(m.group(3))
old_left = int(m.group(2)) if m.group(2) is not None else 1
new_left = int(m.group(4)) if m.group(4) is not None else 1
git_header = False
continue
if cur is None:
continue
if raw.startswith("new file mode"):
cur["status"] = "added"
elif raw.startswith("deleted file mode"):
cur["status"] = "deleted"
elif raw.startswith("rename to "):
cur["path"] = raw[len("rename to "):]
elif raw.startswith("Binary files ") or raw.startswith("GIT binary patch"):
cur["binary"] = raw.strip()
elif raw.startswith("literal ") and cur.get("binary") and "bytes" not in cur["binary"]:
cur["binary"] += f" ({raw.split()[1]} bytes)"
units = []
for f in files:
path = f["path"]
if f["binary"]:
if f["status"] != "deleted":
units.append(Unit(path, "binary", status=f["status"], binary_note=f["binary"]))
continue
if f["status"] == "deleted":
continue
n = max(f["lines"], default=0)
text = "\n".join(f["lines"].get(i, "") for i in range(1, n + 1))
lang = lang_of(path, f["lines"].get(1, ""))
units.append(Unit(path, lang, text=text, focus=set(f["added"]), status=f["status"],
size=sum(len(f["lines"][i]) + 1 for i in f["added"])))
return units
def snippet_unit(text: str, lang: str | None = None, name: str = "snippet") -> Unit:
lang = {"js": "javascript", "ts": "typescript", "py": "python", "sh": "shell", "bash": "shell"}.get(lang or "", lang)
return Unit(name, lang or guess_snippet_lang(text), text=text, status="snippet", size=len(text))
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