STRIVE: Semantic Tokenized Ranking via Vectorization & Embeddings
from strive.reranker import Reranker, EmbeddingType, deduplicate_results
textual_reranker = Reranker(embedding_type=EmbeddingType.textual)
semantic_reranker = Reranker(embedding_type=EmbeddingType.semantic)
# Supports English and Portuguese
corpus = [
"O presidente anunciou novas políticas econômicas.",
"Houve exonerações no governo recentemente.",
"Os nomes dos exonerados ainda não foram divulgados.",
"O mercado financeiro reagiu positivamente às mudanças.",
"O congresso discutirá reformas tributárias esta semana."
]
query = "danças" # parte de "mudanças"
# Build the index with the given corpus
textual_results = textual_reranker.rerank_documents(query, corpus, top_k=len(corpus))
semantic_results = semantic_reranker.rerank_documents(query, corpus, top_k=len(corpus))
merged_results = textual_results + semantic_results
# Deduplicate the results
deduplicated_results = deduplicate_results(merged_results, top_k=2)
print(deduplicated_results)
# [('O mercado financeiro reagiu positivamente às mudanças.', 0.7980238199234009), ('O presidente anunciou novas políticas econômicas.', 0.37016284745050076)]
1 maintainer
Metadata
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Release files for strive-ranker 2.42
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
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| strive_ranker-2.42.tar.gz | 48.7 MB | Without provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| strive_ranker-2.42-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 97.5 MB
Release files / strive_ranker-2.42.tar.gz
| Download URL | strive_ranker-2.42.tar.gz |
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| Size | 48.7 MB |
| Tags | Source |
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Release files / strive_ranker-2.42-py3-none-any.whl
| Download URL | strive_ranker-2.42-py3-none-any.whl |
|---|---|
| Size | 48.8 MB |
| Tags | Python 3 |
|
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twine/6.1.0 CPython/3.11.11
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