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Add ElasticSearchRM Class to Retrieval Modules #308

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48 changes: 48 additions & 0 deletions knowledge_storm/rm.py
Original file line number Diff line number Diff line change
Expand Up @@ -1228,3 +1228,51 @@ def forward(
logging.error(f"Error occurs when searching query {query}: {e}")

return collected_results


class ElasticSearchRM(dspy.Retrieve):
def __init__(self, api_host=None, api_key=None, index_name=None, k=3):
super().__init__(k=k)
try:
from elasticsearch import Elasticsearch
except ImportError as err:
raise ImportError(
"Elasticsearch requires `pip install elasticsearch`."
) from err
if not api_host:
raise RuntimeError("You must supply api_host")
if not api_key:
raise RuntimeError("You must supply api_key")
if not index_name:
raise RuntimeError("You must supply index_name")
self.es = Elasticsearch(api_host, api_key=api_key)
self.index_name = index_name
self.usage = 0

def get_usage_and_reset(self):
usage = self.usage
self.usage = 0
return {"ElasticSearchRM": usage}

def forward(self, query_or_queries: Union[str, List[str]], exclude_urls: List[str] = []):
queries = (
[query_or_queries]
if isinstance(query_or_queries, str)
else query_or_queries
)
self.usage += len(queries)
collected_results = []
for query in queries:
try:
results = self.es.search(index=self.index_name, body={"query": {"match": {"body": query}}})
for hit in results['hits']['hits']:
if hit['_source']['url'] not in exclude_urls:
collected_results.append({
"description": hit['_source'].get('description', ''),
"snippets": [hit['_source'].get('body', '')],
"title": hit['_source'].get('title', ''),
"url": hit['_source'].get('url', '')
})
except Exception as e:
logging.error(f"Error occurs when searching query {query}: {e}")
return collected_results