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add support for eml file parser (#1768)
### What problem does this PR solve? add support for eml file parser #1363 ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Co-authored-by: Zhedong Cen <[email protected]> Co-authored-by: Kevin Hu <[email protected]>
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# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
|
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from rag.nlp import find_codec,num_tokens_from_string | ||
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class RAGFlowTxtParser: | ||
def __call__(self, fnm, binary=None, chunk_token_num=128): | ||
txt = "" | ||
if binary: | ||
encoding = find_codec(binary) | ||
txt = binary.decode(encoding, errors="ignore") | ||
else: | ||
with open(fnm, "r") as f: | ||
while True: | ||
l = f.readline() | ||
if not l: | ||
break | ||
txt += l | ||
return self.parser_txt(txt, chunk_token_num) | ||
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@classmethod | ||
def parser_txt(cls, txt, chunk_token_num=128): | ||
if type(txt) != str: | ||
raise TypeError("txt type should be str!") | ||
sections = [] | ||
for sec in txt.split("\n"): | ||
if num_tokens_from_string(sec) > 10 * int(chunk_token_num): | ||
sections.append((sec[: int(len(sec) / 2)], "")) | ||
sections.append((sec[int(len(sec) / 2) :], "")) | ||
else: | ||
sections.append((sec, "")) | ||
return sections |
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# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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from email import policy | ||
from email.parser import BytesParser | ||
from rag.app.naive import chunk as naive_chunk | ||
import re | ||
from rag.nlp import rag_tokenizer, naive_merge, tokenize_chunks | ||
from deepdoc.parser import HtmlParser, TxtParser | ||
from timeit import default_timer as timer | ||
from rag.settings import cron_logger | ||
import io | ||
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def chunk( | ||
filename, | ||
binary=None, | ||
from_page=0, | ||
to_page=100000, | ||
lang="Chinese", | ||
callback=None, | ||
**kwargs, | ||
): | ||
""" | ||
Only eml is supported | ||
""" | ||
eng = lang.lower() == "english" # is_english(cks) | ||
parser_config = kwargs.get( | ||
"parser_config", | ||
{"chunk_token_num": 128, "delimiter": "\n!?。;!?", "layout_recognize": True}, | ||
) | ||
doc = { | ||
"docnm_kwd": filename, | ||
"title_tks": rag_tokenizer.tokenize(re.sub(r"\.[a-zA-Z]+$", "", filename)), | ||
} | ||
doc["title_sm_tks"] = rag_tokenizer.fine_grained_tokenize(doc["title_tks"]) | ||
main_res = [] | ||
attachment_res = [] | ||
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if binary: | ||
msg = BytesParser(policy=policy.default).parse(io.BytesIO(binary)) | ||
else: | ||
msg = BytesParser(policy=policy.default).parse(open(filename, "rb")) | ||
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text_txt, html_txt = [], [] | ||
# get the email header info | ||
for header, value in msg.items(): | ||
text_txt.append(f"{header}: {value}") | ||
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# get the email main info | ||
def _add_content(msg, content_type): | ||
if content_type == "text/plain": | ||
text_txt.append( | ||
msg.get_payload(decode=True).decode(msg.get_content_charset()) | ||
) | ||
elif content_type == "text/html": | ||
html_txt.append( | ||
msg.get_payload(decode=True).decode(msg.get_content_charset()) | ||
) | ||
elif "multipart" in content_type: | ||
if msg.is_multipart(): | ||
for part in msg.iter_parts(): | ||
_add_content(part, part.get_content_type()) | ||
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_add_content(msg, msg.get_content_type()) | ||
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sections = TxtParser.parser_txt("\n".join(text_txt)) + [ | ||
(l, "") for l in HtmlParser.parser_txt("\n".join(html_txt)) if l | ||
] | ||
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st = timer() | ||
chunks = naive_merge( | ||
sections, | ||
int(parser_config.get("chunk_token_num", 128)), | ||
parser_config.get("delimiter", "\n!?。;!?"), | ||
) | ||
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main_res.extend(tokenize_chunks(chunks, doc, eng, None)) | ||
cron_logger.info("naive_merge({}): {}".format(filename, timer() - st)) | ||
# get the attachment info | ||
for part in msg.iter_attachments(): | ||
content_disposition = part.get("Content-Disposition") | ||
if content_disposition: | ||
dispositions = content_disposition.strip().split(";") | ||
if dispositions[0].lower() == "attachment": | ||
filename = part.get_filename() | ||
payload = part.get_payload(decode=True) | ||
try: | ||
attachment_res.extend( | ||
naive_chunk(filename, payload, callback=callback, **kwargs) | ||
) | ||
except Exception: | ||
pass | ||
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return main_res + attachment_res | ||
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if __name__ == "__main__": | ||
import sys | ||
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def dummy(prog=None, msg=""): | ||
pass | ||
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chunk(sys.argv[1], callback=dummy) |
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