llama-index-postprocessor-alibabacloud-aisearch-rerank


Namellama-index-postprocessor-alibabacloud-aisearch-rerank JSON
Version 0.1.0 PyPI version JSON
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home_pageNone
Summaryllama-index postprocessor alibabacloud_aisearch_rerank integration
upload_time2024-09-11 04:15:28
maintainerNone
docs_urlNone
authorllama-index
requires_python<4.0,>=3.8.1
licenseMIT
keywords
VCS
bugtrack_url
requirements No requirements were recorded.
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            # LlamaIndex Postprocessor Integration: Alibabacloud_Aisearch_Rerank

## Installation

```bash
pip install llama-index-postprocessor-alibabacloud-aisearch-rerank
```

## Usage

For further details, please visit [ranker-api-details](https://help.aliyun.com/zh/open-search/search-platform/developer-reference/ranker-api-details).

You can specify the `endpoint` and `aisearch_api_key` in the constructor, or set the environment variables `AISEARCH_ENDPOINT` and `AISEARCH_API_KEY`.

```python
from llama_index.core.data_structs import Node
from llama_index.core.schema import NodeWithScore
from llama_index.postprocessor.alibabacloud_aisearch_rerank import (
    AlibabaCloudAISearchRerank,
)

nodes = [
    NodeWithScore(
        node=Node(id_="1", text="<text1>"),
        score=0.7,
    ),
    NodeWithScore(
        node=Node(id_="2", text="<text2>"),
        score=0.8,
    ),
    NodeWithScore(
        node=Node(id_="3", text="<text3>"),
        score=0.1,
    ),
]
reranker = AlibabaCloudAISearchRerank(top_n=2)
new_nodes = reranker.postprocess_nodes(nodes, query_str="<query>")
for node in new_nodes:
    print(f"{node.node.text[:20]}\t{node.score}")
```

            

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    "description": "# LlamaIndex Postprocessor Integration: Alibabacloud_Aisearch_Rerank\n\n## Installation\n\n```bash\npip install llama-index-postprocessor-alibabacloud-aisearch-rerank\n```\n\n## Usage\n\nFor further details, please visit [ranker-api-details](https://help.aliyun.com/zh/open-search/search-platform/developer-reference/ranker-api-details).\n\nYou can specify the `endpoint` and `aisearch_api_key` in the constructor, or set the environment variables `AISEARCH_ENDPOINT` and `AISEARCH_API_KEY`.\n\n```python\nfrom llama_index.core.data_structs import Node\nfrom llama_index.core.schema import NodeWithScore\nfrom llama_index.postprocessor.alibabacloud_aisearch_rerank import (\n    AlibabaCloudAISearchRerank,\n)\n\nnodes = [\n    NodeWithScore(\n        node=Node(id_=\"1\", text=\"<text1>\"),\n        score=0.7,\n    ),\n    NodeWithScore(\n        node=Node(id_=\"2\", text=\"<text2>\"),\n        score=0.8,\n    ),\n    NodeWithScore(\n        node=Node(id_=\"3\", text=\"<text3>\"),\n        score=0.1,\n    ),\n]\nreranker = AlibabaCloudAISearchRerank(top_n=2)\nnew_nodes = reranker.postprocess_nodes(nodes, query_str=\"<query>\")\nfor node in new_nodes:\n    print(f\"{node.node.text[:20]}\\t{node.score}\")\n```\n",
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