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Self.redis Client has 9 facts recorded in Dontopedia across 4 references, with 2 live disagreements.
Mostly:rdf:type(4), initialized with(3), called with(1)
calledWithinitializedByOther subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. “X motherOf this subject” — and answer questions the forward facts can't. Grouped by predicate.
initializesInitializes(3)ex:__init__ex:__init__-methodex:ReformulationModelhasAttributeHas Attribute(2)ex:ReformulationModelex:ReformulationModelaccessesAccesses(1)ex:reformulateassignsAttributeAssigns Attribute(1)ex:__init__cachesResultCaches Result(1)ex:reformulateperformsCacheCheckPerforms Cache Check(1)ex:reformulateTimeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.
doc:beam/4bff2934-a4b3-4bfe-afcf-f1d1ebd5a3eeself.tokenizer = AutoTokenizer.from_pretrained("t5-small") self.redis_client = redis.Redis(host='localhost', port=6379, db=0) def reformulate(self, query): cached_result = self.redis_client.get(query) if…
doc:beam/b521f26b-d35a-4185-b2c7-70ed7d67c2362. **Concurrency**: Use threading or multiprocessing to handle multiple queries concurrently. 3. **Caching**: Use Redis to cache frequent queries and their reformulated versions to reduce the load on the model. 4. **Efficient Tokenization**…
doc:beam/7fff30a2-d53b-47d9-a9b2-885c870e81283. **Redis Configuration**: Ensure Redis is properly configured and accessible from your application. ### Next Steps 1. **Implement Batch Processing**: Modify the `reformulate` and `batch_reformulate` methods to handle batches. 2. **Use `…
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