爬虫网页转码逻辑
最先出现的编码格式是ASCII码，这种编码规则是美国人制定的，大致的规则是用一个字节(8个bit)去表示出现的字符，其实由于在老美的世界里中总共出现的字符也不超过128个，而一个字节能够表示256种字符，所以当时这种编码的方式是没有问题的。
后来计算机在全世界普及起来，不同国家的语言都面临着如何在计算机中表示的问题，比如我们的汉字常用的就有几千个，显然最开始一个字节的ASIIC码表示就不够用了,这个时候就出现了Unicode编码，确切的说它只是一种表示规则，并不对应具体的实现形式。Uni-这个前缀在英文中表示的是统一的含义，它试图把全世界的语言用一种统一的编码表示，但是Unicode只规定了字符对应的二进制数据，但是没有规定这种二进制数据在内存中具体用几个字节存储，然后就乱套了，各国在实现Unicode时都发挥了自己的聪明才智，出现了类似utf-16,utf-32等等的形式，在这种情况下，Unicode的理想并没有实现，直到互联网的普及，utf-8的出现，utf-8的出现真正实现了大一统，它在实现Unicode规范的同时，又扩展了自己的规则，utf-8规定了任意一种字符编码后的机器码都是占用6个字节。
很多人在这里有个误会，就是容易把Bytes和编程语言里的其它数据类型混淆，其实Bytes才是计算机里真正的数据类型，也是网络数据传输中唯一的数据格式，什么Json，Xml这些格式的字符串最后想传输也都得转成Bytes的数据类型才能通过socket进行传输，而Bytes的数据与字符串类型数据的转换就是编码与解码的转换，utf-8是编解码时指定的格式。
这里再简单说一下序列化与反序列化，序列化可以分为本地和网络，对于本地序列化，往往就是将内存中的对象持久化到本地的硬盘，此时序列化做的工作就是将对象和一些对象的相关信息序列化成字符串，然后字符串以某种格式(比如utf-8)进行编码变成bytes类型，存储到硬盘。反序列化就是先将硬盘中的bytes类型中的数据读到内存经过解码变成字符串，然后对字符串进行反序列化解析生成对象。
Request的编码判断：
参考： https://www.cnblogs.com/chownjy/p/6625299.html
bytes str unicode
1. str/bytes
>> s = '123'
>> type(s)
str
>> s = b'123'
bytes
1
2
3
4
5
6
2. str 与 bytes 之间的类型转换
python str与bytes之间的转换
str 与 bytes 之间的类型转换如下：
str ⇒ bytes：bytes(s, encoding='utf8')
bytes ⇒ str：str(b, encoding='utf-8')
此外还可通过编码解码的形式对二者进行转换，
str 编码成 bytes 格式：str.encode(s)
bytes 格式编码成 str 类型：bytes.decode(b)
3. strings 分别在 Python2、Python 3下
What is tensorflow.compat.as_str()?
Python 2 将 strings 处理为原生的 bytes 类型，而不是 unicode，
Python 3 所有的 strings 均是 unicode 类型。
1, BefaultSoup 转码逻辑
代码位置 python2.7/site-packages/bs4/dammit.py
@property
def encodings(self):
"""Yield a number of encodings that might work for this markup."""
tried = set()
for e in self.override_encodings:
if self._usable(e, tried):
yield e
# Did the document originally start with a byte-order mark
# that indicated its encoding?
if self._usable(self.sniffed_encoding, tried):
yield self.sniffed_encoding
# Look within the document for an XML or HTML encoding
# declaration.
if self.declared_encoding is None:
self.declared_encoding = self.find_declared_encoding(
self.markup, self.is_html)
if self._usable(self.declared_encoding, tried):
yield self.declared_encoding
# Use third-party character set detection to guess at the
# encoding.
if self.chardet_encoding is None:
self.chardet_encoding = chardet_dammit(self.markup)
if self._usable(self.chardet_encoding, tried):
yield self.chardet_encoding
# As a last-ditch effort, try utf-8 and windows-1252.
for e in ('utf-8', 'windows-1252'):
if self._usable(e, tried):
yield e
解释： 这段代码包含了几个编码测试函数流程， 优先级如下：
1， self.override_encodings 用户定义的编码
-
2， self.sniffed_encoding
self.markup, self.sniffed_encoding = self.strip_byte_order_mark(markup)
这个函数通过检查网页开始的空格的编码格式来判断网页的编码
@classmethod def strip_byte_order_mark(cls, data): """If a byte-order mark is present, strip it and return the encoding it implies.""" encoding = None if isinstance(data, unicode): # Unicode data cannot have a byte-order mark. return data, encoding if (len(data) >= 4) and (data[:2] == b'\xfe\xff') \ and (data[2:4] != '\x00\x00'): encoding = 'utf-16be' data = data[2:] elif (len(data) >= 4) and (data[:2] == b'\xff\xfe') \ and (data[2:4] != '\x00\x00'): encoding = 'utf-16le' data = data[2:] elif data[:3] == b'\xef\xbb\xbf': encoding = 'utf-8' data = data[3:] elif data[:4] == b'\x00\x00\xfe\xff': encoding = 'utf-32be' data = data[4:] elif data[:4] == b'\xff\xfe\x00\x00': encoding = 'utf-32le' data = data[4:] return data, encoding -
3, self.declared_encoding
self.declared_encoding = self.find_declared_encoding(
self.markup, self.is_html)这个函数通过正则匹配来找到html前面的声明
正则匹配串
xml_encoding_re = re.compile( '^<\?.*encoding=[\'"](.*?)[\'"].*\?>'.encode(), re.I) html_meta_re = re.compile( '<\s*meta[^>]+charset\s*=\s*["\']?([^>]*?)[ /;\'">]'.encode(), re.I)@classmethod def find_declared_encoding(cls, markup, is_html=False, search_entire_document=False): """Given a document, tries to find its declared encoding. An XML encoding is declared at the beginning of the document. An HTML encoding is declared in a tag, hopefully near the beginning of the document. """ if search_entire_document: xml_endpos = html_endpos = len(markup) else: xml_endpos = 1024 html_endpos = max(2048, int(len(markup) * 0.05)) declared_encoding = None declared_encoding_match = xml_encoding_re.search(markup, endpos=xml_endpos) if not declared_encoding_match and is_html: declared_encoding_match = html_meta_re.search(markup, endpos=html_endpos) if declared_encoding_match is not None: declared_encoding = declared_encoding_match.groups()[0].decode( 'ascii', 'replace') if declared_encoding: return declared_encoding.lower() return None -
self.chardet_encoding = chardet_dammit(self.markup)
很明显， 这个是根据chardet包来判断， chardet根据正文的编码匹配来统计， 会有个confidence的辅助判断
import chardet def chardet_dammit(s): return chardet.detect(s)['encoding']
2，Request 转码逻辑
response = requests.get(url, verify=False, headers=configSpider.get_head())
requests 提供了两个编码识别结果
-
requests.encoding
位置： python2.7/site-packages/requests/adapters.py
```
response.encoding = get_encoding_from_headers(response.headers)
```
位置：python2.7/site-packages/requests/utils.py
```
def get_encoding_from_headers(headers):
"""Returns encodings from given HTTP Header Dict.
:param headers: dictionary to extract encoding from.
:rtype: str
"""
content_type = headers.get('content-type')
if not content_type:
return None
content_type, params = cgi.parse_header(content_type)
if 'charset' in params:
return params['charset'].strip("'\"")
if 'text' in content_type:
return 'ISO-8859-1'
```
cgi.parse_header()函数
```
def parse_header(line):
"""Parse a Content-type like header.
Return the main content-type and a dictionary of options.
"""
parts = _parseparam(';' + line)
key = parts.next()
pdict = {}
for p in parts:
i = p.find('=')
if i >= 0:
name = p[:i].strip().lower()
value = p[i+1:].strip()
if len(value) >= 2 and value[0] == value[-1] == '"':
value = value[1:-1]
value = value.replace('\\\\', '\\').replace('\\"', '"')
pdict[name] = value
return key, pdict
```
这个就是取的响应头 header的声明编码，如果有charset具体的编码 则给出， 如果是text/html 则返回 'ISO-8859-1'
很多网页Response-Headers都是直接给一个content-type: text/html, 用 'ISO-8859-1'明显是乱码了
-
response.apparent_encoding
Request还有一个apparent_encoding的编码， 这个很简单也是来自于正文的chardet， 也并不能保证完全准确的
3， Request的content和text
```
@property
def content(self):
"""Content of the response, in bytes."""
if self._content is False:
# Read the contents.
if self._content_consumed:
raise RuntimeError(
'The content for this response was already consumed')
if self.status_code == 0 or self.raw is None:
self._content = None
else:
self._content = bytes().join(self.iter_content(CONTENT_CHUNK_SIZE)) or bytes()
self._content_consumed = True
# don't need to release the connection; that's been handled by urllib3
# since we exhausted the data.
return self._content
@property
def text(self):
"""Content of the response, in unicode.
If Response.encoding is None, encoding will be guessed using
``chardet``.
The encoding of the response content is determined based solely on HTTP
headers, following RFC 2616 to the letter. If you can take advantage of
non-HTTP knowledge to make a better guess at the encoding, you should
set ``r.encoding`` appropriately before accessing this property.
"""
# Try charset from content-type
content = None
encoding = self.encoding
if not self.content:
return str('')
# Fallback to auto-detected encoding.
if self.encoding is None:
encoding = self.apparent_encoding
# Decode unicode from given encoding.
try:
content = str(self.content, encoding, errors='replace')
except (LookupError, TypeError):
# A LookupError is raised if the encoding was not found which could
# indicate a misspelling or similar mistake.
#
# A TypeError can be raised if encoding is None
#
# So we try blindly encoding.
content = str(self.content, errors='replace')
return content
```
content是bytes 字节流格式的， 而text是将其转为str
content = str(self.content, encoding, errors='replace')
如果网页正好是utf-8格式的， 因为编码环境# -*- coding: utf-8 -*-， 所以content直接可用； 否则依然会有乱码问题
综上， 最好的解决方案是 结合源码的实现以及自身的需求来实现一套方案：
Headers 声明编码
网页开始的空格检测
正文声明编码
chardet 模块检测编码
对于 调用Request包， 简单处理：
if response.encoding == 'ISO-8859-1':
response.encoding = response.apparent_encoding
response.text
或者借用bs4的方法
from bs4.dammit import EncodingDetector
self.detector = EncodingDetector(
markup, override_encodings, is_html, exclude_encodings)
print self.detector.encoding