mirror of
https://github.com/open-webui/open-webui.git
synced 2026-04-25 17:15:16 +02:00
71 lines
2.1 KiB
Python
71 lines
2.1 KiB
Python
import logging
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import requests
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from typing import Optional, List, Tuple
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from urllib.parse import quote
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from open_webui.env import ENABLE_FORWARD_USER_INFO_HEADERS, REQUESTS_VERIFY
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from open_webui.retrieval.models.base_reranker import BaseReranker
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from open_webui.utils.headers import include_user_info_headers
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log = logging.getLogger(__name__)
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class ExternalReranker(BaseReranker):
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def __init__(
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self,
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api_key: str,
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url: str = 'http://localhost:8080/v1/rerank',
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model: str = 'reranker',
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timeout: Optional[int] = None,
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):
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self.api_key = api_key
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self.url = url
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self.model = model
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self.timeout = timeout
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def predict(self, sentences: List[Tuple[str, str]], user=None) -> Optional[List[float]]:
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query = sentences[0][0]
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docs = [i[1] for i in sentences]
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payload = {
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'model': self.model,
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'query': query,
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'documents': docs,
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'top_n': len(docs),
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}
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try:
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log.info(f'ExternalReranker:predict:model {self.model}')
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log.info(f'ExternalReranker:predict:query {query}')
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headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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}
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if ENABLE_FORWARD_USER_INFO_HEADERS and user:
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headers = include_user_info_headers(headers, user)
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r = requests.post(
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f'{self.url}',
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headers=headers,
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json=payload,
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timeout=self.timeout,
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verify=REQUESTS_VERIFY,
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)
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r.raise_for_status()
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data = r.json()
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if 'results' in data:
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sorted_results = sorted(data['results'], key=lambda x: x['index'])
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return [result['relevance_score'] for result in sorted_results]
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else:
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log.error('No results found in external reranking response')
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return None
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except Exception as e:
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log.exception(f'Error in external reranking: {e}')
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return None
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