Files
changedetection.io/changedetectionio/processors/restock_diff/processor.py
T
Guillem Saiz Pascual 1a2e9309ed Add custom out-of-stock and in-stock string detection
- Implements configurable custom strings for restock detection (fixes #2779)
- Adds robust text normalization (case-insensitive, accent removal, whitespace)
- Supports international sites with custom messages like 'Pronto estarán en stock\!'
- Makes built-in in-stock detection configurable (addresses TODO)
- Includes comprehensive unit and integration tests

🤖 Generated with Claude Code

Co-Authored-By: Claude <noreply@anthropic.com>
2025-07-26 09:26:36 -07:00

418 lines
21 KiB
Python

from .. import difference_detection_processor
from ..exceptions import ProcessorException
from . import Restock
from loguru import logger
import urllib3
import time
urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
name = 'Re-stock & Price detection for pages with a SINGLE product'
description = 'Detects if the product goes back to in-stock'
class UnableToExtractRestockData(Exception):
def __init__(self, status_code):
# Set this so we can use it in other parts of the app
self.status_code = status_code
return
class MoreThanOnePriceFound(Exception):
def __init__(self):
return
def _search_prop_by_value(matches, value):
for properties in matches:
for prop in properties:
if value in prop[0]:
return prop[1] # Yield the desired value and exit the function
def _deduplicate_prices(data):
import re
'''
Some price data has multiple entries, OR it has a single entry with ['$159', '159', 159, "$ 159"] or just "159"
Get all the values, clean it and add it to a set then return the unique values
'''
unique_data = set()
# Return the complete 'datum' where its price was not seen before
for datum in data:
if isinstance(datum.value, list):
# Process each item in the list
normalized_value = set([float(re.sub(r'[^\d.]', '', str(item))) for item in datum.value if str(item).strip()])
unique_data.update(normalized_value)
else:
# Process single value
v = float(re.sub(r'[^\d.]', '', str(datum.value)))
unique_data.add(v)
return list(unique_data)
# should return Restock()
# add casting?
def get_itemprop_availability(html_content) -> Restock:
"""
Kind of funny/cool way to find price/availability in one many different possibilities.
Use 'extruct' to find any possible RDFa/microdata/json-ld data, make a JSON string from the output then search it.
"""
from jsonpath_ng import parse
import re
now = time.time()
import extruct
logger.trace(f"Imported extruct module in {time.time() - now:.3f}s")
now = time.time()
# Extruct is very slow, I'm wondering if some ML is going to be faster (800ms on my i7), 'rdfa' seems to be the heaviest.
syntaxes = ['dublincore', 'json-ld', 'microdata', 'microformat', 'opengraph']
try:
data = extruct.extract(html_content, syntaxes=syntaxes)
except Exception as e:
logger.warning(f"Unable to extract data, document parsing with extruct failed with {type(e).__name__} - {str(e)}")
return Restock()
logger.trace(f"Extruct basic extract of all metadata done in {time.time() - now:.3f}s")
# First phase, dead simple scanning of anything that looks useful
value = Restock()
if data:
logger.debug("Using jsonpath to find price/availability/etc")
price_parse = parse('$..(price|Price)')
pricecurrency_parse = parse('$..(pricecurrency|currency|priceCurrency )')
availability_parse = parse('$..(availability|Availability)')
price_result = _deduplicate_prices(price_parse.find(data))
if price_result:
# Right now, we just support single product items, maybe we will store the whole actual metadata seperately in teh future and
# parse that for the UI?
if len(price_result) > 1 and len(price_result) > 1:
# See of all prices are different, in the case that one product has many embedded data types with the same price
# One might have $121.95 and another 121.95 etc
logger.warning(f"More than one price found {price_result}, throwing exception, cant use this plugin.")
raise MoreThanOnePriceFound()
value['price'] = price_result[0]
pricecurrency_result = pricecurrency_parse.find(data)
if pricecurrency_result:
value['currency'] = pricecurrency_result[0].value
availability_result = availability_parse.find(data)
if availability_result:
value['availability'] = availability_result[0].value
if value.get('availability'):
value['availability'] = re.sub(r'(?i)^(https|http)://schema.org/', '',
value.get('availability').strip(' "\'').lower()) if value.get('availability') else None
# Second, go dig OpenGraph which is something that jsonpath_ng cant do because of the tuples and double-dots (:)
if not value.get('price') or value.get('availability'):
logger.debug("Alternatively digging through OpenGraph properties for restock/price info..")
jsonpath_expr = parse('$..properties')
for match in jsonpath_expr.find(data):
if not value.get('price'):
value['price'] = _search_prop_by_value([match.value], "price:amount")
if not value.get('availability'):
value['availability'] = _search_prop_by_value([match.value], "product:availability")
if not value.get('currency'):
value['currency'] = _search_prop_by_value([match.value], "price:currency")
logger.trace(f"Processed with Extruct in {time.time()-now:.3f}s")
return value
def is_between(number, lower=None, upper=None):
"""
Check if a number is between two values.
Parameters:
number (float): The number to check.
lower (float or None): The lower bound (inclusive). If None, no lower bound.
upper (float or None): The upper bound (inclusive). If None, no upper bound.
Returns:
bool: True if the number is between the lower and upper bounds, False otherwise.
"""
return (lower is None or lower <= number) and (upper is None or number <= upper)
class perform_site_check(difference_detection_processor):
screenshot = None
xpath_data = None
def _normalize_text_for_matching(self, text):
"""
Normalize text for more robust matching:
- Convert to lowercase
- Remove accents/diacritics
- Normalize whitespace
"""
import unicodedata
import re
if not text:
return ""
# Convert to lowercase
text = text.lower()
# Remove accents/diacritics (NFD normalization + filter)
# This converts "é" to "e", "ñ" to "n", etc.
text = unicodedata.normalize('NFD', text)
text = ''.join(char for char in text if unicodedata.category(char) != 'Mn')
# Normalize whitespace (replace multiple spaces/tabs/newlines with single space)
text = re.sub(r'\s+', ' ', text).strip()
return text
def _check_custom_strings(self, text_to_check, custom_strings, string_type="out-of-stock"):
"""
Check text against custom strings (either in-stock or out-of-stock).
Uses normalized matching for better international support.
Returns the matched string if found, None otherwise.
"""
if not custom_strings:
return None
# Split custom strings by newlines and clean them up
raw_custom_list = [s.strip() for s in custom_strings.split('\n') if s.strip()]
if not raw_custom_list:
return None
# Normalize both the page text and custom strings for matching
normalized_text = self._normalize_text_for_matching(text_to_check)
# Check each custom string against the text
for original_custom_text in raw_custom_list:
normalized_custom_text = self._normalize_text_for_matching(original_custom_text)
if normalized_custom_text and normalized_custom_text in normalized_text:
logger.debug(f"Custom {string_type} string found: '{original_custom_text}' (normalized: '{normalized_custom_text}')")
return original_custom_text # Return the original user-provided string
return None
def _get_combined_instock_strings(self, restock_settings):
"""
Get combined list of built-in and custom in-stock strings.
Custom strings are normalized for better matching.
"""
# Built-in in-stock strings (from the TODO line)
builtin_instock_strings = [
'instock',
'instoreonly',
'limitedavailability',
'onlineonly',
'presale'
]
# Add custom in-stock strings if provided
custom_strings = restock_settings.get('custom_instock_strings', '').strip()
if custom_strings:
# Normalize custom strings for better matching
custom_list = []
for s in custom_strings.split('\n'):
s = s.strip()
if s:
normalized = self._normalize_text_for_matching(s)
if normalized:
custom_list.append(normalized)
builtin_instock_strings.extend(custom_list)
return builtin_instock_strings
def run_changedetection(self, watch):
import hashlib
if not watch:
raise Exception("Watch no longer exists.")
# Unset any existing notification error
update_obj = {'last_notification_error': False, 'last_error': False, 'restock': Restock()}
self.screenshot = self.fetcher.screenshot
self.xpath_data = self.fetcher.xpath_data
# Track the content type
update_obj['content_type'] = self.fetcher.headers.get('Content-Type', '')
update_obj["last_check_status"] = self.fetcher.get_last_status_code()
# Only try to process restock information (like scraping for keywords) if the page was actually rendered correctly.
# Otherwise it will assume "in stock" because nothing suggesting the opposite was found
from ...html_tools import html_to_text
text = html_to_text(self.fetcher.content)
logger.debug(f"Length of text after conversion: {len(text)}")
if not len(text):
from ...content_fetchers.exceptions import ReplyWithContentButNoText
raise ReplyWithContentButNoText(url=watch.link,
status_code=self.fetcher.get_last_status_code(),
screenshot=self.fetcher.screenshot,
html_content=self.fetcher.content,
xpath_data=self.fetcher.xpath_data
)
# Which restock settings to compare against?
restock_settings = watch.get('restock_settings', {})
# See if any tags have 'activate for individual watches in this tag/group?' enabled and use the first we find
for tag_uuid in watch.get('tags'):
tag = self.datastore.data['settings']['application']['tags'].get(tag_uuid, {})
if tag.get('overrides_watch'):
restock_settings = tag.get('restock_settings', {})
logger.info(f"Watch {watch.get('uuid')} - Tag '{tag.get('title')}' selected for restock settings override")
break
itemprop_availability = {}
try:
itemprop_availability = get_itemprop_availability(self.fetcher.content)
except MoreThanOnePriceFound as e:
# Add the real data
raise ProcessorException(message="Cannot run, more than one price detected, this plugin is only for product pages with ONE product, try the content-change detection mode.",
url=watch.get('url'),
status_code=self.fetcher.get_last_status_code(),
screenshot=self.fetcher.screenshot,
xpath_data=self.fetcher.xpath_data
)
# Something valid in get_itemprop_availability() by scraping metadata ?
if itemprop_availability.get('price') or itemprop_availability.get('availability'):
# Store for other usage
update_obj['restock'] = itemprop_availability
if itemprop_availability.get('availability'):
# Now configurable! Check both built-in and custom in-stock strings
combined_instock_strings = self._get_combined_instock_strings(restock_settings)
normalized_availability = self._normalize_text_for_matching(itemprop_availability['availability'])
# Check if any of the in-stock strings match
found_match = any(substring in normalized_availability for substring in combined_instock_strings)
update_obj['restock']['in_stock'] = found_match
# Main detection method
fetched_md5 = None
# store original price if not set
if itemprop_availability and itemprop_availability.get('price') and not itemprop_availability.get('original_price'):
itemprop_availability['original_price'] = itemprop_availability.get('price')
update_obj['restock']["original_price"] = itemprop_availability.get('price')
if not self.fetcher.instock_data and not itemprop_availability.get('availability') and not itemprop_availability.get('price'):
# Before giving up, check if we have custom out-of-stock strings that might match
custom_strings = restock_settings.get('custom_outofstock_strings', '').strip()
if custom_strings:
custom_stock_result = self._check_custom_strings(text, custom_strings, "out-of-stock")
if custom_stock_result:
# Found a match with custom strings
update_obj['restock']['in_stock'] = False
logger.debug(f"Watch UUID {watch.get('uuid')} custom out-of-stock detection found (no JS): '{custom_stock_result}'")
else:
# No custom string match, assume in stock
update_obj['restock']['in_stock'] = True
logger.debug(f"Watch UUID {watch.get('uuid')} no custom out-of-stock strings matched, assuming in stock")
else:
raise ProcessorException(
message=f"Unable to extract restock data for this page unfortunately. (Got code {self.fetcher.get_last_status_code()} from server), no embedded stock information was found and nothing interesting in the text, try using this watch with Chrome.",
url=watch.get('url'),
status_code=self.fetcher.get_last_status_code(),
screenshot=self.fetcher.screenshot,
xpath_data=self.fetcher.xpath_data
)
logger.debug(f"self.fetcher.instock_data is - '{self.fetcher.instock_data}' and itemprop_availability.get('availability') is {itemprop_availability.get('availability')}")
# Nothing automatic in microdata found, revert to scraping the page
if self.fetcher.instock_data and itemprop_availability.get('availability') is None:
# 'Possibly in stock' comes from stock-not-in-stock.js when no string found above the fold.
# Careful! this does not really come from chrome/js when the watch is set to plaintext
stock_detection_result = self.fetcher.instock_data
# Check if we have custom out-of-stock strings and JS returned "Possibly in stock"
custom_strings = restock_settings.get('custom_outofstock_strings', '').strip()
if stock_detection_result == 'Possibly in stock' and custom_strings:
# Re-check using custom strings against the page text
custom_stock_result = self._check_custom_strings(text, custom_strings, "out-of-stock")
if custom_stock_result:
stock_detection_result = custom_stock_result
logger.debug(f"Watch UUID {watch.get('uuid')} custom out-of-stock detection found: '{custom_stock_result}'")
update_obj['restock']["in_stock"] = True if stock_detection_result == 'Possibly in stock' else False
logger.debug(f"Watch UUID {watch.get('uuid')} restock check returned instock_data - '{stock_detection_result}' from JS scraper.")
# Very often websites will lie about the 'availability' in the metadata, so if the scraped version says its NOT in stock, use that.
if self.fetcher.instock_data and self.fetcher.instock_data != 'Possibly in stock':
if update_obj['restock'].get('in_stock'):
logger.warning(
f"Lie detected in the availability machine data!! when scraping said its not in stock!! itemprop was '{itemprop_availability}' and scraped from browser was '{self.fetcher.instock_data}' update obj was {update_obj['restock']} ")
logger.warning(f"Setting instock to FALSE, scraper found '{self.fetcher.instock_data}' in the body but metadata reported not-in-stock")
update_obj['restock']["in_stock"] = False
# What we store in the snapshot
price = update_obj.get('restock').get('price') if update_obj.get('restock').get('price') else ""
snapshot_content = f"In Stock: {update_obj.get('restock').get('in_stock')} - Price: {price}"
# Main detection method
fetched_md5 = hashlib.md5(snapshot_content.encode('utf-8')).hexdigest()
# The main thing that all this at the moment comes down to :)
changed_detected = False
logger.debug(f"Watch UUID {watch.get('uuid')} restock check - Previous MD5: {watch.get('previous_md5')}, Fetched MD5 {fetched_md5}")
# out of stock -> back in stock only?
if watch.get('restock') and watch['restock'].get('in_stock') != update_obj['restock'].get('in_stock'):
# Yes if we only care about it going to instock, AND we are in stock
if restock_settings.get('in_stock_processing') == 'in_stock_only' and update_obj['restock']['in_stock']:
changed_detected = True
if restock_settings.get('in_stock_processing') == 'all_changes':
# All cases
changed_detected = True
if restock_settings.get('follow_price_changes') and watch.get('restock') and update_obj.get('restock') and update_obj['restock'].get('price'):
price = float(update_obj['restock'].get('price'))
# Default to current price if no previous price found
if watch['restock'].get('original_price'):
previous_price = float(watch['restock'].get('original_price'))
# It was different, but negate it further down
if price != previous_price:
changed_detected = True
# Minimum/maximum price limit
if update_obj.get('restock') and update_obj['restock'].get('price'):
logger.debug(
f"{watch.get('uuid')} - Change was detected, 'price_change_max' is '{restock_settings.get('price_change_max', '')}' 'price_change_min' is '{restock_settings.get('price_change_min', '')}', price from website is '{update_obj['restock'].get('price', '')}'.")
if update_obj['restock'].get('price'):
min_limit = float(restock_settings.get('price_change_min')) if restock_settings.get('price_change_min') else None
max_limit = float(restock_settings.get('price_change_max')) if restock_settings.get('price_change_max') else None
price = float(update_obj['restock'].get('price'))
logger.debug(f"{watch.get('uuid')} after float conversion - Min limit: '{min_limit}' Max limit: '{max_limit}' Price: '{price}'")
if min_limit or max_limit:
if is_between(number=price, lower=min_limit, upper=max_limit):
# Price was between min/max limit, so there was nothing todo in any case
logger.trace(f"{watch.get('uuid')} {price} is between {min_limit} and {max_limit}, nothing to check, forcing changed_detected = False (was {changed_detected})")
changed_detected = False
else:
logger.trace(f"{watch.get('uuid')} {price} is between {min_limit} and {max_limit}, continuing normal comparison")
# Price comparison by %
if watch['restock'].get('original_price') and changed_detected and restock_settings.get('price_change_threshold_percent'):
previous_price = float(watch['restock'].get('original_price'))
pc = float(restock_settings.get('price_change_threshold_percent'))
change = abs((price - previous_price) / previous_price * 100)
if change and change <= pc:
logger.debug(f"{watch.get('uuid')} Override change-detected to FALSE because % threshold ({pc}%) was {change:.3f}%")
changed_detected = False
else:
logger.debug(f"{watch.get('uuid')} Price change was {change:.3f}% , (threshold {pc}%)")
# Always record the new checksum
update_obj["previous_md5"] = fetched_md5
return changed_detected, update_obj, snapshot_content.strip()