Google bigquery 集成

使用 LangChain Python 集成 Google bigquery 文档加载器

Google BigQuery 是一个无服务器且成本效益高的企业级数据仓库，支持跨云工作并随数据规模扩展。
BigQuery 是 Google Cloud Platform 的一部分。

加载一个每行一个 BigQuery 的查询。

pip install -qU langchain-google-community[bigquery]

from langchain_google_community import BigQueryLoader

BASE_QUERY = """
SELECT
  id,
  dna_sequence,
  organism
FROM (
  SELECT
    ARRAY (
    SELECT
      AS STRUCT 1 AS id, "ATTCGA" AS dna_sequence, "Lokiarchaeum sp. (strain GC14_75)." AS organism
    UNION ALL
    SELECT
      AS STRUCT 2 AS id, "AGGCGA" AS dna_sequence, "Heimdallarchaeota archaeon (strain LC_2)." AS organism
    UNION ALL
    SELECT
      AS STRUCT 3 AS id, "TCCGGA" AS dna_sequence, "Acidianus hospitalis (strain W1)." AS organism) AS new_array),
  UNNEST(new_array)
"""

基础用法

loader = BigQueryLoader(BASE_QUERY)

data = loader.load()

print(data)

[Document(page_content='id: 1\ndna_sequence: ATTCGA\norganism: Lokiarchaeum sp. (strain GC14_75).', lookup_str='', metadata={}, lookup_index=0), Document(page_content='id: 2\ndna_sequence: AGGCGA\norganism: Heimdallarchaeota archaeon (strain LC_2).', lookup_str='', metadata={}, lookup_index=0), Document(page_content='id: 3\ndna_sequence: TCCGGA\norganism: Acidianus hospitalis (strain W1).', lookup_str='', metadata={}, lookup_index=0)]

指定哪些列作为内容与元数据

loader = BigQueryLoader(
    BASE_QUERY,
    page_content_columns=["dna_sequence", "organism"],
    metadata_columns=["id"],
)

data = loader.load()

print(data)

[Document(page_content='dna_sequence: ATTCGA\norganism: Lokiarchaeum sp. (strain GC14_75).', lookup_str='', metadata={'id': 1}, lookup_index=0), Document(page_content='dna_sequence: AGGCGA\norganism: Heimdallarchaeota archaeon (strain LC_2).', lookup_str='', metadata={'id': 2}, lookup_index=0), Document(page_content='dna_sequence: TCCGGA\norganism: Acidianus hospitalis (strain W1).', lookup_str='', metadata={'id': 3}, lookup_index=0)]

为元数据添加来源信息

# Note that the `id` column is being returned twice, with one instance aliased as `source`
ALIASED_QUERY = """
SELECT
  id,
  dna_sequence,
  organism,
  id as source
FROM (
  SELECT
    ARRAY (
    SELECT
      AS STRUCT 1 AS id, "ATTCGA" AS dna_sequence, "Lokiarchaeum sp. (strain GC14_75)." AS organism
    UNION ALL
    SELECT
      AS STRUCT 2 AS id, "AGGCGA" AS dna_sequence, "Heimdallarchaeota archaeon (strain LC_2)." AS organism
    UNION ALL
    SELECT
      AS STRUCT 3 AS id, "TCCGGA" AS dna_sequence, "Acidianus hospitalis (strain W1)." AS organism) AS new_array),
  UNNEST(new_array)
"""

loader = BigQueryLoader(ALIASED_QUERY, metadata_columns=["source"])

data = loader.load()

print(data)

[Document(page_content='id: 1\ndna_sequence: ATTCGA\norganism: Lokiarchaeum sp. (strain GC14_75).\nsource: 1', lookup_str='', metadata={'source': 1}, lookup_index=0), Document(page_content='id: 2\ndna_sequence: AGGCGA\norganism: Heimdallarchaeota archaeon (strain LC_2).\nsource: 2', lookup_str='', metadata={'source': 2}, lookup_index=0), Document(page_content='id: 3\ndna_sequence: TCCGGA\norganism: Acidianus hospitalis (strain W1).\nsource: 3', lookup_str='', metadata={'source': 3}, lookup_index=0)]

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官方原文：src/oss/python/integrations/document_loaders/google_bigquery.mdx · 非官方翻译，译文由 AI 生成，以英文原文为准。