Files
marcocosta10000 723ca1506b feat(agent): scrape linked pages to ground answers in real content
Adds `_fetch_page_content()`, which downloads a URL with a
browser-like User-Agent and uses BeautifulSoup with the lxml
parser to strip scripts, navigation, and other non-content
markup, returning up to 3000 characters of readable text.

The response validator now also compares generated replies
against this scraped text, flagging named entities and claims
that do not appear in the retrieved page content.

Dependencies: adds beautifulsoup4==4.12.3 and pins lxml==5.3.0
for parser compatibility.
2026-10-26 16:48:29 -03:00

276 lines
9.1 KiB
Python

# cython: language_level=2
"""
SAX-based adapter to copy trees from/to the Python standard library.
Use the `ElementTreeContentHandler` class to build an ElementTree from
SAX events.
Use the `ElementTreeProducer` class or the `saxify()` function to fire
the SAX events of an ElementTree against a SAX ContentHandler.
See https://lxml.de/sax.html
"""
from xml.sax.handler import ContentHandler
from lxml import etree
from lxml.etree import ElementTree, SubElement
from lxml.etree import Comment, ProcessingInstruction
class SaxError(etree.LxmlError):
"""General SAX error.
"""
def _getNsTag(tag):
if tag[0] == '{':
return tuple(tag[1:].split('}', 1))
else:
return None, tag
class ElementTreeContentHandler(ContentHandler):
"""Build an lxml ElementTree from SAX events.
"""
def __init__(self, makeelement=None):
ContentHandler.__init__(self)
self._root = None
self._root_siblings = []
self._element_stack = []
self._default_ns = None
self._ns_mapping = { None : [None] }
self._new_mappings = {}
if makeelement is None:
makeelement = etree.Element
self._makeelement = makeelement
def _get_etree(self):
"Contains the generated ElementTree after parsing is finished."
return ElementTree(self._root)
etree = property(_get_etree, doc=_get_etree.__doc__)
def setDocumentLocator(self, locator):
pass
def startDocument(self):
pass
def endDocument(self):
pass
def startPrefixMapping(self, prefix, uri):
self._new_mappings[prefix] = uri
try:
self._ns_mapping[prefix].append(uri)
except KeyError:
self._ns_mapping[prefix] = [uri]
if prefix is None:
self._default_ns = uri
def endPrefixMapping(self, prefix):
ns_uri_list = self._ns_mapping[prefix]
ns_uri_list.pop()
if prefix is None:
self._default_ns = ns_uri_list[-1]
def _buildTag(self, ns_name_tuple):
ns_uri, local_name = ns_name_tuple
if ns_uri:
el_tag = "{%s}%s" % ns_name_tuple
elif self._default_ns:
el_tag = "{%s}%s" % (self._default_ns, local_name)
else:
el_tag = local_name
return el_tag
def startElementNS(self, ns_name, qname, attributes=None):
el_name = self._buildTag(ns_name)
if attributes:
attrs = {}
try:
iter_attributes = attributes.iteritems()
except AttributeError:
iter_attributes = attributes.items()
for name_tuple, value in iter_attributes:
if name_tuple[0]:
attr_name = "{%s}%s" % name_tuple
else:
attr_name = name_tuple[1]
attrs[attr_name] = value
else:
attrs = None
element_stack = self._element_stack
if self._root is None:
element = self._root = \
self._makeelement(el_name, attrs, self._new_mappings)
if self._root_siblings and hasattr(element, 'addprevious'):
for sibling in self._root_siblings:
element.addprevious(sibling)
del self._root_siblings[:]
else:
element = SubElement(element_stack[-1], el_name,
attrs, self._new_mappings)
element_stack.append(element)
self._new_mappings.clear()
def processingInstruction(self, target, data):
pi = ProcessingInstruction(target, data)
if self._root is None:
self._root_siblings.append(pi)
else:
self._element_stack[-1].append(pi)
def endElementNS(self, ns_name, qname):
element = self._element_stack.pop()
el_tag = self._buildTag(ns_name)
if el_tag != element.tag:
raise SaxError("Unexpected element closed: " + el_tag)
def startElement(self, name, attributes=None):
if attributes:
attributes = {(None, k): v for k, v in attributes.items()}
self.startElementNS((None, name), name, attributes)
def endElement(self, name):
self.endElementNS((None, name), name)
def characters(self, data):
last_element = self._element_stack[-1]
try:
# if there already is a child element, we must append to its tail
last_element = last_element[-1]
last_element.tail = (last_element.tail or '') + data
except IndexError:
# otherwise: append to the text
last_element.text = (last_element.text or '') + data
ignorableWhitespace = characters
class ElementTreeProducer:
"""Produces SAX events for an element and children.
"""
def __init__(self, element_or_tree, content_handler):
try:
element = element_or_tree.getroot()
except AttributeError:
element = element_or_tree
self._element = element
self._content_handler = content_handler
from xml.sax.xmlreader import AttributesNSImpl as attr_class
self._attr_class = attr_class
self._empty_attributes = attr_class({}, {})
def saxify(self):
self._content_handler.startDocument()
element = self._element
if hasattr(element, 'getprevious'):
siblings = []
sibling = element.getprevious()
while getattr(sibling, 'tag', None) is ProcessingInstruction:
siblings.append(sibling)
sibling = sibling.getprevious()
for sibling in siblings[::-1]:
self._recursive_saxify(sibling, {})
self._recursive_saxify(element, {})
if hasattr(element, 'getnext'):
sibling = element.getnext()
while getattr(sibling, 'tag', None) is ProcessingInstruction:
self._recursive_saxify(sibling, {})
sibling = sibling.getnext()
self._content_handler.endDocument()
def _recursive_saxify(self, element, parent_nsmap):
content_handler = self._content_handler
tag = element.tag
if tag is Comment or tag is ProcessingInstruction:
if tag is ProcessingInstruction:
content_handler.processingInstruction(
element.target, element.text)
tail = element.tail
if tail:
content_handler.characters(tail)
return
element_nsmap = element.nsmap
new_prefixes = []
if element_nsmap != parent_nsmap:
# There have been updates to the namespace
for prefix, ns_uri in element_nsmap.items():
if parent_nsmap.get(prefix) != ns_uri:
new_prefixes.append( (prefix, ns_uri) )
attribs = element.items()
if attribs:
attr_values = {}
attr_qnames = {}
for attr_ns_name, value in attribs:
attr_ns_tuple = _getNsTag(attr_ns_name)
attr_values[attr_ns_tuple] = value
attr_qnames[attr_ns_tuple] = self._build_qname(
attr_ns_tuple[0], attr_ns_tuple[1], element_nsmap,
preferred_prefix=None, is_attribute=True)
sax_attributes = self._attr_class(attr_values, attr_qnames)
else:
sax_attributes = self._empty_attributes
ns_uri, local_name = _getNsTag(tag)
qname = self._build_qname(
ns_uri, local_name, element_nsmap, element.prefix, is_attribute=False)
for prefix, uri in new_prefixes:
content_handler.startPrefixMapping(prefix, uri)
content_handler.startElementNS(
(ns_uri, local_name), qname, sax_attributes)
text = element.text
if text:
content_handler.characters(text)
for child in element:
self._recursive_saxify(child, element_nsmap)
content_handler.endElementNS((ns_uri, local_name), qname)
for prefix, uri in new_prefixes:
content_handler.endPrefixMapping(prefix)
tail = element.tail
if tail:
content_handler.characters(tail)
def _build_qname(self, ns_uri, local_name, nsmap, preferred_prefix, is_attribute):
if ns_uri is None:
return local_name
if not is_attribute and nsmap.get(preferred_prefix) == ns_uri:
prefix = preferred_prefix
else:
# Pick the first matching prefix, in alphabetical order.
candidates = [
pfx for (pfx, uri) in nsmap.items()
if pfx is not None and uri == ns_uri
]
prefix = (
candidates[0] if len(candidates) == 1
else min(candidates) if candidates
else None
)
if prefix is None:
# Default namespace
return local_name
return prefix + ':' + local_name
def saxify(element_or_tree, content_handler):
"""One-shot helper to generate SAX events from an XML tree and fire
them against a SAX ContentHandler.
"""
return ElementTreeProducer(element_or_tree, content_handler).saxify()