scrapy爬蟲:scrapy.FormRequest中formdata參數(shù)詳解
1. 背景
在網(wǎng)頁爬取的時候,有時候會使用scrapy.FormRequest向目標(biāo)網(wǎng)站提交數(shù)據(jù)(表單提交)。參照scrapy官方文檔的標(biāo)準(zhǔn)寫法是:
# header信息 unicornHeader = { 'Host': 'www.example.com', 'Referer': 'http://www.example.com/', } # 表單需要提交的數(shù)據(jù) myFormData = {'name': 'John Doe', 'age': '27'} # 自定義信息,向下層響應(yīng)(response)傳遞下去 customerData = {'key1': 'value1', 'key2': 'value2'} yield scrapy.FormRequest(url = "http://www.example.com/post/action", headers = unicornHeader, method = 'POST', # GET or POST formdata = myFormData, # 表單提交的數(shù)據(jù) meta = customerData, # 自定義,向response傳遞數(shù)據(jù) callback = self.after_post, errback = self.error_handle, # 如果需要多次提交表單,且url一樣,那么就必須加此參數(shù)dont_filter,防止被當(dāng)成重復(fù)網(wǎng)頁過濾掉了 dont_filter = True )
但是,當(dāng)表單提交數(shù)據(jù)myFormData 是形如字典內(nèi)嵌字典的形式,又該如何寫?
2. 案例 — 參數(shù)為字典
在做亞馬遜網(wǎng)站爬取時,當(dāng)進入商家店鋪,爬取店鋪內(nèi)商品列表時,發(fā)現(xiàn)采取的方式是ajax請求,返回的是json數(shù)據(jù)。
請求信息如下:
響應(yīng)信息如下:
如上圖所示,F(xiàn)rom Data中的數(shù)據(jù)包含一個字典:
marketplaceID:ATVPDKIKX0DER seller:A2FE6D62A4WM6Q productSearchRequestData:{"marketplace":"ATVPDKIKX0DER","seller":"A2FE6D62A4WM6Q","url":"/sp/ajax/products","pageSize":12,"searchKeyword":"","extraRestrictions":{},"pageNumber":"1"} # formDate 必須構(gòu)造如下: myFormData = { 'marketplaceID' : 'ATVPDKIKX0DER', 'seller' : 'A2FE6D62A4WM6Q', # 注意下面這一行,內(nèi)部字典是作為一個字符串的形式 'productSearchRequestData' :'{"marketplace":"ATVPDKIKX0DER","seller":"A2FE6D62A4WM6Q","url":"/sp/ajax/products","pageSize":12,"searchKeyword":"","extraRestrictions":{},"pageNumber":"1"}' }
在amazon中實際使用的構(gòu)造方法如下:
def sendRequestForProducts(response): ajaxParam = response.meta for pageIdx in range(1, ajaxParam['totalPageNum']+1): ajaxParam['isFirstAjax'] = False ajaxParam['pageNumber'] = pageIdx unicornHeader = { 'Host': 'www.amazon.com', 'Origin': 'https://www.amazon.com', 'Referer': ajaxParam['referUrl'], } ''' marketplaceID:ATVPDKIKX0DER seller:AYZQAQRQKEXRP productSearchRequestData:{"marketplace":"ATVPDKIKX0DER","seller":"AYZQAQRQKEXRP","url":"/sp/ajax/products","pageSize":12,"searchKeyword":"","extraRestrictions":{},"pageNumber":1} ''' productSearchRequestData = '{"marketplace": "ATVPDKIKX0DER", "seller": "' + f'{ajaxParam["sellerID"]}' + '","url": "/sp/ajax/products", "pageSize": 12, "searchKeyword": "","extraRestrictions": {}, "pageNumber": "' + str(pageIdx) + '"}' formdataProduct = { 'marketplaceID': ajaxParam['marketplaceID'], 'seller': ajaxParam['sellerID'], 'productSearchRequestData': productSearchRequestData } productAjaxMeta = ajaxParam # 請求店鋪商品列表 yield scrapy.FormRequest( url = 'https://www.amazon.com/sp/ajax/products', headers = unicornHeader, formdata = formdataProduct, func = 'POST', meta = productAjaxMeta, callback = self.solderProductAjax, errback = self.error, # 處理http error dont_filter = True, # 需要加此參數(shù)的 )
3. 原理分析
舉例來說,目前有如下一筆數(shù)據(jù):
formdata = { 'Field': {"pageIdx":99, "size":"10"}, 'func': 'nextPage', }
從網(wǎng)頁上,可以看到請求數(shù)據(jù)如下:
Field=%7B%22pageIdx%22%3A99%2C%22size%22%3A%2210%22%7D&func=nextPage
第一種,按照如下方式發(fā)出請求,結(jié)果如下(正確):
yield scrapy.FormRequest( url = 'https://www.example.com/sp/ajax', headers = unicornHeader, formdata = { 'Field': '{"pageIdx":99, "size":"10"}', 'func': 'nextPage', }, func = 'POST', callback = self.handleFunc, ) # 請求數(shù)據(jù)為:Field=%7B%22pageIdx%22%3A99%2C%22size%22%3A%2210%22%7D&func=nextPage
第二種,按照如下方式發(fā)出請求,結(jié)果如下(錯誤,無法獲取到正確的數(shù)據(jù)):
yield scrapy.FormRequest( url = 'https://www.example.com/sp/ajax', headers = unicornHeader, formdata = { 'Field': {"pageIdx":99, "size":"10"}, 'func': 'nextPage', }, func = 'POST', callback = self.handleFunc, ) # 經(jīng)過錯誤的編碼之后,發(fā)送的請求為:Field=size&Field=pageIdx&func=nextPage
我們跟蹤看一下scrapy中的源碼:
# E:/Miniconda/Lib/site-packages/scrapy/http/request/form.py # FormRequest class FormRequest(Request): def __init__(self, *args, **kwargs): formdata = kwargs.pop('formdata', None) if formdata and kwargs.get('func') is None: kwargs['func'] = 'POST' super(FormRequest, self).__init__(*args, **kwargs) if formdata: items = formdata.items() if isinstance(formdata, dict) else formdata querystr = _urlencode(items, self.encoding) if self.func == 'POST': self.headers.setdefault(b'Content-Type', b'application/x-www-form-urlencoded') self._set_body(querystr) else: self._set_url(self.url + ('&' if '?' in self.url else '?') + querystr) # 關(guān)鍵函數(shù) _urlencode def _urlencode(seq, enc): values = [(to_bytes(k, enc), to_bytes(v, enc)) for k, vs in seq for v in (vs if is_listlike(vs) else [vs])] return urlencode(values, doseq=1)
分析過程如下:
# 第一步:items = formdata.items() if isinstance(formdata, dict) else formdata # 第一步結(jié)果:經(jīng)過items()方法執(zhí)行后,原始的dict格式變成如下列表形式: dict_items([('func', 'nextPage'), ('Field', {'size': '10', 'pageIdx': 99})]) # 第二步:再經(jīng)過后面的 _urlencode方法將items轉(zhuǎn)換成如下: [(b'func', b'nextPage'), (b'Field', b'size'), (b'Field', b'pageIdx')] # 可以看到就是在調(diào)用 _urlencode方法的時候出現(xiàn)了問題,上面的方法執(zhí)行過后,會使字典形式的數(shù)據(jù)只保留了keys(value是字典的情況下,只保留了value字典中的key).
解決方案: 就是將字典當(dāng)成普通的字符串,然后編碼(轉(zhuǎn)換成bytes),進行傳輸,到達服務(wù)器端之后,服務(wù)器會反過來進行解碼,得到這個字典字符串。然后服務(wù)器按照Dict進行解析。
拓展:對于其他特殊類型的數(shù)據(jù),都按照這種方式打包成字符串進行傳遞。
4. 補充1 ——參數(shù)類型
formdata的 參數(shù)值 必須是unicode , str 或者 bytes object,不能是整數(shù)。
案例:
yield FormRequest( url = 'https://www.amztracker.com/unicorn.php', headers = unicornHeader, # formdata 的參數(shù)必須是字符串 formdata={'rank': 10, 'category': productDetailInfo['topCategory']}, method = 'GET', meta = {'productDetailInfo': productDetailInfo}, callback = self.amztrackerSale, errback = self.error, # 本項目中這里觸發(fā)errback占絕大多數(shù) dont_filter = True, # 按理來說是不需要加此參數(shù)的 ) # 提示如下ERROR: Traceback (most recent call last): File "E:\Miniconda\lib\site-packages\scrapy\utils\defer.py", line 102, in iter_errback yield next(it) File "E:\Miniconda\lib\site-packages\scrapy\spidermiddlewares\offsite.py", line 29, in process_spider_output for x in result: File "E:\Miniconda\lib\site-packages\scrapy\spidermiddlewares\referer.py", line 339, in <genexpr> return (_set_referer(r) for r in result or ()) File "E:\Miniconda\lib\site-packages\scrapy\spidermiddlewares\urllength.py", line 37, in <genexpr> return (r for r in result or () if _filter(r)) File "E:\Miniconda\lib\site-packages\scrapy\spidermiddlewares\depth.py", line 58, in <genexpr> return (r for r in result or () if _filter(r)) File "E:\PyCharmCode\categorySelectorAmazon1\categorySelectorAmazon1\spiders\categorySelectorAmazon1Clawer.py", line 224, in parseProductDetail dont_filter = True, File "E:\Miniconda\lib\site-packages\scrapy\http\request\form.py", line 31, in __init__ querystr = _urlencode(items, self.encoding) File "E:\Miniconda\lib\site-packages\scrapy\http\request\form.py", line 66, in _urlencode for k, vs in seq File "E:\Miniconda\lib\site-packages\scrapy\http\request\form.py", line 67, in <listcomp> for v in (vs if is_listlike(vs) else [vs])] File "E:\Miniconda\lib\site-packages\scrapy\utils\python.py", line 117, in to_bytes 'object, got %s' % type(text).__name__) TypeError: to_bytes must receive a unicode, str or bytes object, got int # 正確寫法: formdata = {'rank': str(productDetailInfo['topRank']), 'category': productDetailInfo['topCategory']},
原理部分(源代碼):
# 第一階段: 字典分解為items if formdata: items = formdata.items() if isinstance(formdata, dict) else formdata querystr = _urlencode(items, self.encoding) # 第二階段: 對value,調(diào)用 to_bytes 編碼 def _urlencode(seq, enc): values = [(to_bytes(k, enc), to_bytes(v, enc)) for k, vs in seq for v in (vs if is_listlike(vs) else [vs])] return urlencode(values, doseq=1) # 第三階段: 執(zhí)行 to_bytes ,參數(shù)要求是bytes, str def to_bytes(text, encoding=None, errors='strict'): """Return the binary representation of `text`. If `text` is already a bytes object, return it as-is.""" if isinstance(text, bytes): return text if not isinstance(text, six.string_types): raise TypeError('to_bytes must receive a unicode, str or bytes ' 'object, got %s' % type(text).__name__)
5. 補充2 ——參數(shù)為中文
formdata的 參數(shù)值 必須是unicode , str 或者 bytes object,不能是整數(shù)。
以1688網(wǎng)站搜索產(chǎn)品為案例:
搜索信息如下(搜索關(guān)鍵詞為:動漫周邊):
可以看到 動漫周邊 == %B6%AF%C2%FE%D6%DC%B1%DF
# scrapy中這個請求的構(gòu)造如下 # python3 所有的字符串都是unicode unicornHeaders = { ':authority': 's.1688.com', 'Referer': 'https://www.1688.com/', } # python3 所有的字符串都是unicode # 動漫周邊 tobyte為:%B6%AF%C2%FE%D6%DC%B1%DF formatStr = "動漫周邊".encode('gbk') print(f"formatStr = {formatStr}") yield FormRequest( url = 'https://s.1688.com/selloffer/offer_search.htm', headers = unicornHeaders, formdata = {'keywords': formatStr, 'n': 'y', 'spm': 'a260k.635.1998096057.d1'}, method = 'GET', meta={}, callback = self.parseCategoryPage, errback = self.error, # 本項目中這里觸發(fā)errback占絕大多數(shù) dont_filter = True, # 按理來說是不需要加此參數(shù)的 ) # 日志如下: formatStr = b'\xb6\xaf\xc2\xfe\xd6\xdc\xb1\xdf' 2017-11-16 15:11:02 [scrapy.downloadermiddlewares.redirect] DEBUG: Redirecting (302) to <GET https://sec.1688.com/query.htm?smApp=searchweb2&smPolicy=searchweb2-selloffer-anti_Spider-seo-html-checklogin&smCharset=GBK&smTag=MTE1LjIxNi4xNjAuNDYsLDU5OWQ1NWIyZTk0NDQ1Y2E5ZDAzODRlOGM1MDI2OTZj&smReturn=https%3A%2F%2Fs.1688.com%2Fselloffer%2Foffer_search.htm%3Fkeywords%3D%25B6%25AF%25C2%25FE%25D6%25DC%25B1%25DF%26n%3Dy%26spm%3Da260k.635.1998096057.d1&smSign=05U0%2BJXfKLQmSbsnce55Yw%3D%3D> from <GET https://s.1688.com/selloffer/offer_search.htm?keywords=%B6%AF%C2%FE%D6%DC%B1%DF&n=y&spm=a260k.635.1998096057.d1> # https://s.1688.com/selloffer/offer_search.htm?keywords=%B6%AF%C2%FE%D6%DC%B1%DF&n=y&spm=a260k.635.1998096057.d1
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