Token Classification
Transformers
ONNX
Safetensors
multilingual
bert
autofill
password-manager
form-classification
field-classification
browser-extension
Instructions to use ProCreations/Zap with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ProCreations/Zap with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="ProCreations/Zap")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("ProCreations/Zap") model = AutoModelForTokenClassification.from_pretrained("ProCreations/Zap", device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 19,268 Bytes
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Finds fillable fields in an HTML page, groups them into forms, and produces
* the serialized text the Zap model reads (``serialize``), and
* a cleaned, index-annotated HTML snippet for the teacher LLM (``teacher_html``).
The JavaScript port in ``js/zap-extract.js`` implements the same rules on a live DOM.
Every rule here is expressible with standard DOM APIs, so keep it that way.
"""
from __future__ import annotations
import copy
import hashlib
import re
import unicodedata
from urllib.parse import unquote, urlsplit
import lxml.html
from lxml import etree
SKIP_INPUT_TYPES = {"hidden", "submit", "button", "reset", "image", "file", "checkbox", "radio", "range", "color"}
FIELD_TAGS = {"input", "select", "textarea"}
NO_TEXT_TAGS = {"script", "style", "noscript", "template", "svg", "select", "textarea", "option", "head"}
HEADING_TAGS = {"h1", "h2", "h3", "h4", "h5", "h6", "legend"}
DATA_ATTRS = ["data-testid", "data-test", "data-qa", "data-cy", "formcontrolname", "data-field", "data-name", "data-type"]
MAX_FIELDS = 40
MAX_FORMS = 10
# Key tokens (special tokens of the Zap tokenizer).
CTX_KEYS = ["[TITLE]", "[URL]", "[FORM]", "[HEAD]", "[BTN]", "[LINK]", "[TXT]", "[HID]"]
FIELD_KEYS = ["[FLD]", "[TYPE]", "[NAME]", "[ID]", "[CLASS]", "[AC]", "[PH]", "[LBL]", "[ARIA]", "[TIP]",
"[NEAR]", "[AFTER]", "[MODE]", "[MAX]", "[REQ]", "[OPT]", "[DATA]"]
SPECIAL_TOKENS = CTX_KEYS + FIELD_KEYS
# Character budgets (Unicode code points).
CTX_LIMITS = {"title": 60, "url": 60, "form": 60, "head": 60, "btn": 60, "link": 80, "txt": 120, "hid": 40}
FIELD_LIMITS = {"name": 40, "id": 40, "class": 30, "ac": 30, "ph": 50, "lbl": 60, "aria": 50, "tip": 40,
"near": 50, "after": 30, "mode": 12, "max": 6, "opt": 60, "data": 30}
CTX_ORDER = [("title", "[TITLE]"), ("url", "[URL]"), ("form", "[FORM]"), ("head", "[HEAD]"), ("btn", "[BTN]"),
("link", "[LINK]"), ("txt", "[TXT]"), ("hid", "[HID]")]
FIELD_ORDER = [("type", "[TYPE]"), ("name", "[NAME]"), ("id", "[ID]"), ("class", "[CLASS]"), ("ac", "[AC]"),
("ph", "[PH]"), ("lbl", "[LBL]"), ("aria", "[ARIA]"), ("tip", "[TIP]"), ("near", "[NEAR]"),
("after", "[AFTER]"), ("mode", "[MODE]"), ("max", "[MAX]"), ("req", "[REQ]"), ("opt", "[OPT]"),
("data", "[DATA]")]
_WS = re.compile(r"\s+")
def norm(s: str | None) -> str:
"""NFKC + collapse whitespace + strip."""
if not s:
return ""
return _WS.sub(" ", unicodedata.normalize("NFKC", s)).strip()
def cut(s: str, n: int) -> str:
return s[:n].rstrip()
def words(s: str | None) -> str:
"""Identifier -> lowercase words: 'loginForm_Email2' -> 'login form email 2'."""
if not s:
return ""
s = unicodedata.normalize("NFKC", s)
s = re.sub(r"([a-z])([A-Z])", r"\1 \2", s)
s = re.sub(r"([A-Z]+)([A-Z][a-z])", r"\1 \2", s)
s = re.sub(r"([A-Za-z])([0-9])", r"\1 \2", s)
s = re.sub(r"([0-9])([A-Za-z])", r"\1 \2", s)
out = "".join(c if unicodedata.category(c)[0] in "LNM" else " " for c in s)
return _WS.sub(" ", out).strip().lower()
def tag(el) -> str:
t = el.tag
return t.lower() if isinstance(t, str) else ""
def attr(el, name: str) -> str:
v = el.get(name)
return v if v is not None else ""
def is_element(node) -> bool:
return isinstance(node.tag, str)
def text(el) -> str:
"""textContent without script/style/select/textarea/option/svg/template/noscript, normalized."""
parts: list[str] = []
def walk(e):
if tag(e) in NO_TEXT_TAGS:
return
if e.text and is_element(e):
parts.append(e.text)
for c in e:
if is_element(c):
walk(c)
if c.tail:
parts.append(c.tail)
if is_element(el):
walk(el)
return norm(" ".join(parts))
def input_type(el) -> str:
t = tag(el)
if t == "input":
return (attr(el, "type").strip().lower() or "text")
return t
def hidden_attr(el) -> bool:
if el.get("hidden") is not None or attr(el, "aria-hidden").strip().lower() == "true":
return True
style = attr(el, "style").replace(" ", "").lower()
return "display:none" in style or "visibility:hidden" in style
def is_field(el) -> bool:
t = tag(el)
if t not in FIELD_TAGS:
return False
if t == "input" and input_type(el) in SKIP_INPUT_TYPES:
return False
return el.get("disabled") is None
def visible_within(el, root) -> bool:
node = el
while node is not None:
if hidden_attr(node):
return False
if node is root:
return True
node = node.getparent()
return True
def contains_field(el) -> bool:
if tag(el) in FIELD_TAGS:
return True
return any(tag(d) in FIELD_TAGS for d in el.iter() if d is not el)
# ---------------------------------------------------------------- sibling walks (DOM node order)
def prev_nodes(el):
"""Previous siblings of el in DOM order, nearest first: ('t', str) or ('e', element)."""
parent = el.getparent()
if parent is None:
return
kids = list(parent)
i = kids.index(el)
for j in range(i - 1, -1, -1):
k = kids[j]
if k.tail:
yield ("t", k.tail)
if is_element(k):
yield ("e", k)
if parent.text:
yield ("t", parent.text)
def next_nodes(el):
parent = el.getparent()
if parent is None:
return
if el.tail:
yield ("t", el.tail)
kids = list(parent)
i = kids.index(el)
for k in kids[i + 1:]:
if is_element(k):
yield ("e", k)
if k.tail:
yield ("t", k.tail)
def near_text(el, root) -> str:
node = el
for _level in range(3):
seen = 0
for kind, v in prev_nodes(node):
if kind == "t":
t = norm(v)
else:
if contains_field(v):
return ""
t = text(v)
if t:
return t
if kind == "e":
seen += 1
if seen >= 3:
break
if node is root:
break
node = node.getparent()
if node is None or node is root:
break
return ""
def after_text(el) -> str:
seen = 0
for kind, v in next_nodes(el):
if kind == "t":
t = norm(v)
else:
if contains_field(v):
return ""
t = text(v)
if t:
return t
if kind == "e":
seen += 1
if seen >= 2:
break
return ""
# ---------------------------------------------------------------- labels
class Page:
def __init__(self, doc, url: str):
self.doc = doc
self.url = url
self.by_id: dict[str, object] = {}
self.label_for: dict[str, list] = {}
for e in doc.iter():
if not is_element(e):
continue
i = e.get("id")
if i and i not in self.by_id:
self.by_id[i] = e
if tag(e) == "label" and e.get("for"):
self.label_for.setdefault(e.get("for"), []).append(e)
t = doc.find(".//title")
self.title = norm(t.text_content()) if t is not None else ""
def label_text(el, page: Page) -> str:
out: list[str] = []
for ref in attr(el, "aria-labelledby").split():
e = page.by_id.get(ref)
if e is not None:
out.append(text(e))
i = el.get("id")
if i:
for lab in page.label_for.get(i, []):
out.append(text(lab))
node = el.getparent()
while node is not None:
if tag(node) == "label":
out.append(text(node))
break
node = node.getparent()
seen, uniq = set(), []
for t in out:
if t and t not in seen:
seen.add(t)
uniq.append(t)
return " | ".join(uniq)
# ---------------------------------------------------------------- form context
def is_buttonish(e) -> bool:
t = tag(e)
if t == "button":
return True
if t == "input" and input_type(e) in ("submit", "button", "image"):
return True
return attr(e, "role").lower() == "button"
def heading(root) -> str:
for e in root.iter():
if is_element(e) and (tag(e) in HEADING_TAGS or attr(e, "role").lower() == "heading"):
t = text(e)
if t:
return t
node = root
for _level in range(4):
n = 0
for kind, sib in prev_nodes(node):
if kind != "e":
continue
n += 1
if n > 5:
break
if tag(sib) in HEADING_TAGS or attr(sib, "role").lower() == "heading":
t = text(sib)
if t:
return t
hs = [d for d in sib.iter() if is_element(d) and d is not sib and
(tag(d) in HEADING_TAGS or attr(d, "role").lower() == "heading")]
for d in reversed(hs):
t = text(d)
if t:
return t
node = node.getparent()
if node is None or tag(node) in ("body", "html"):
break
return ""
def button_texts(root) -> str:
out: list[str] = []
for e in root.iter():
if not is_element(e) or not is_buttonish(e):
continue
t = text(e) or norm(attr(e, "value")) or norm(attr(e, "aria-label")) or norm(attr(e, "alt")) or norm(attr(e, "title"))
if t and t not in out:
out.append(cut(t, 30))
if len(out) >= 3:
break
return " | ".join(out)
def link_texts(root) -> str:
out: list[str] = []
for e in root.iter():
if not is_element(e) or tag(e) != "a":
continue
t = text(e) or norm(attr(e, "aria-label")) or norm(attr(e, "title"))
if t and t not in out:
out.append(cut(t, 30))
if len(out) >= 4:
break
return " | ".join(out)
def hidden_names(root) -> str:
out: list[str] = []
for e in root.iter():
if is_element(e) and tag(e) == "input" and input_type(e) == "hidden":
w = words(attr(e, "name"))
if w and w not in out:
out.append(w)
if len(out) >= 4:
break
return " ".join(out)
def url_words(url: str) -> str:
try:
u = urlsplit(url)
except ValueError:
return ""
host = (u.hostname or "").split(".")
lead = host[0] if len(host) >= 3 and host[0] != "www" else ""
return words(lead + " " + unquote(u.path))
def form_words(root) -> str:
parts = [attr(root, "id"), attr(root, "name"), attr(root, "class")]
if tag(root) == "form":
try:
parts.append(unquote(urlsplit(attr(root, "action")).path))
except ValueError:
pass
else:
parts.append(attr(root, "role"))
return (words(" ".join(parts)) + " " + norm(attr(root, "aria-label")).lower()).strip()
# ---------------------------------------------------------------- fields
def field_features(el, root, page: Page) -> dict:
t = tag(el)
f: dict = {"type": t if t != "input" else "input " + input_type(el)}
f["name"] = words(attr(el, "name"))
f["id"] = words(attr(el, "id"))
f["class"] = words(attr(el, "class"))
f["ac"] = norm(attr(el, "autocomplete")).lower()
f["ph"] = norm(attr(el, "placeholder"))
f["lbl"] = label_text(el, page)
f["aria"] = norm(attr(el, "aria-label"))
f["tip"] = norm(attr(el, "title"))
near = near_text(el, root)
f["near"] = "" if near in (f["lbl"], f["ph"], f["aria"]) else near
f["after"] = after_text(el)
f["mode"] = norm(attr(el, "inputmode")).lower()
f["max"] = norm(attr(el, "maxlength"))
f["req"] = el.get("required") is not None or attr(el, "aria-required").lower() == "true"
if t == "select":
opts = [text(o) or norm(o.text_content()) for o in el.iter() if is_element(o) and tag(o) == "option"]
opts = [o for o in opts if o]
f["opt"] = (str(len(opts)) + ": " + " | ".join(opts[:6])) if opts else ""
else:
f["opt"] = ""
data = [norm(attr(el, a)) for a in DATA_ATTRS if attr(el, a).strip()]
f["data"] = words(" ".join(data[:2]))
for k, n in FIELD_LIMITS.items():
if isinstance(f.get(k), str):
f[k] = cut(f[k], n)
return f
def form_context(root, page: Page) -> dict:
c = {"title": page.title, "url": url_words(page.url), "form": form_words(root), "head": heading(root),
"btn": button_texts(root), "link": link_texts(root), "txt": text(root), "hid": hidden_names(root)}
return {k: cut(v, CTX_LIMITS[k]) for k, v in c.items()}
def group_root(el, body, in_form):
node = el.getparent()
for _level in range(6):
if node is None or node is body or tag(node) in ("body", "html"):
break
if any(is_element(d) and is_buttonish(d) and id(d) not in in_form for d in node.iter()):
return node
node = node.getparent()
node = el
for _level in range(3):
p = node.getparent()
if p is None or p is body or tag(p) in ("body", "html"):
break
node = p
return node
def find_forms(doc) -> list[tuple[object, list]]:
"""[(root, [field elements])], document order, <form>s first-seen order."""
body = doc.find(".//body")
if body is None:
body = doc
groups: dict[int, tuple[object, list]] = {}
order: list[int] = []
# keep the proxies alive: lxml recycles element proxies, so id() is only stable while referenced
form_nodes = [d for f in body.iter("form") for d in f.iter()]
in_form = {id(d) for d in form_nodes}
for el in body.iter():
if not is_element(el) or not is_field(el):
continue
root = None
node = el.getparent()
while node is not None:
if tag(node) == "form":
root = node
break
node = node.getparent()
if root is None:
root = group_root(el, body, in_form)
if not visible_within(el, root):
continue
key = id(root)
if key not in groups:
groups[key] = (root, [])
order.append(key)
if len(groups[key][1]) < MAX_FIELDS:
groups[key][1].append(el)
return [groups[k] for k in order][:MAX_FORMS]
# ---------------------------------------------------------------- serialization
def serialize_ctx(ctx: dict) -> str:
return " ".join(f"{key} {ctx[k]}" for k, key in CTX_ORDER if ctx.get(k))
def serialize_field(f: dict) -> str:
out = ["[FLD]"]
for k, key in FIELD_ORDER:
v = f.get(k)
if k == "req":
if v:
out.append("[REQ]")
elif v:
out.append(f"{key} {v}")
return " ".join(out)
def serialize(ctx: dict, fields: list[dict]) -> str:
return " ".join([serialize_ctx(ctx)] + [serialize_field(f) for f in fields])
# ---------------------------------------------------------------- teacher view
KEEP_ATTRS = {"id", "name", "type", "class", "placeholder", "autocomplete", "title", "for", "role", "action", "method",
"inputmode", "maxlength", "minlength", "required", "value", "href", "data-zap", "pattern", "alt", "label",
"multiple", "readonly"} | set(DATA_ATTRS)
DROP_TAGS = {"script", "style", "noscript", "template", "svg", "iframe", "img", "picture", "video", "audio", "canvas",
"link", "meta", "object", "embed", "path", "source", "use", "head"}
def teacher_html(root, field_els, max_chars=9000) -> str | None:
for i, el in enumerate(field_els, 1):
el.set("data-zap", str(i))
try:
r = copy.deepcopy(root)
finally:
for el in field_els:
el.attrib.pop("data-zap", None)
r.tail = None
for e in list(r.iter()):
if not is_element(e): # comments / PIs
p = e.getparent()
if p is not None:
e.drop_tree() if hasattr(e, "drop_tree") else p.remove(e)
continue
if tag(e) in DROP_TAGS and e is not r:
e.drop_tree()
for e in r.iter():
if not is_element(e):
continue
for a in list(e.attrib):
if a.startswith("aria-") or a in KEEP_ATTRS:
v = e.attrib[a]
if tag(e) == "input" and a == "value" and input_type(e) not in ("submit", "button", "hidden"):
del e.attrib[a]
continue
lim = 60 if a == "class" else 80
if a == "href":
try:
v = urlsplit(v).path
except ValueError:
v = ""
if len(v) > lim:
e.attrib[a] = v[:lim]
elif a == "href":
e.attrib[a] = v
else:
del e.attrib[a]
if tag(e) == "select":
opts = [o for o in e if is_element(o) and tag(o) in ("option", "optgroup")]
if len(opts) > 6:
for o in opts[6:]:
e.remove(o)
e.append(etree.Comment(f" +{len(opts) - 6} more options "))
if e.text:
e.text = cut(norm(e.text), 200) + (" " if e.text[-1:].isspace() else "")
if e.tail:
e.tail = " " + cut(norm(e.tail), 200) + " "
html = lxml.html.tostring(r, encoding="unicode", method="html")
html = re.sub(r">\s+<", "> <", html)
html = _WS.sub(" ", html).strip()
return html if len(html) <= max_chars else None
def signature(ctx: dict, fields: list[dict]) -> str:
key = "|".join([ctx.get("form", ""), ctx.get("btn", "")] +
[f"{f['type']}/{f['name']}/{f['id']}/{f['ac']}/{f['ph']}/{f['lbl']}" for f in fields])
return hashlib.sha1(key.encode()).hexdigest()[:16]
def html5_normalize(html: str) -> str:
"""Re-serialize through an HTML5-spec parser (lexbor) so the tree matches what browsers build
(e.g. <form> inside <table>); lxml's libxml2 parser nests malformed markup differently."""
try:
from selectolax.lexbor import LexborHTMLParser
except ImportError:
return html
try:
return LexborHTMLParser(html).html or html
except Exception: # noqa: BLE001
return html
def extract_page(html: str | bytes, url: str, want_teacher: bool = True, html5: bool = True) -> list[dict]:
if html5 and isinstance(html, str):
html = html5_normalize(html)
try:
doc = lxml.html.document_fromstring(html)
except (etree.ParserError, ValueError):
return []
page = Page(doc, url)
out = []
for root, els in find_forms(doc):
fields = [field_features(el, root, page) for el in els]
ctx = form_context(root, page)
rec = {"kind": "form" if tag(root) == "form" else "group", "ctx": ctx, "fields": fields,
"sig": signature(ctx, fields)}
if want_teacher:
rec["html"] = teacher_html(root, els)
out.append(rec)
return out
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