# LlamaIndex Indices Integration: Managed-Dashscope
## Installation
```shell
pip install llama-index-indices-managed-dashscope
```
## Usage
```python
import os
from llama_index.core.schema import QueryBundle
from llama_index.readers.dashscope.base import DashScopeParse
from llama_index.readers.dashscope.utils import ResultType
os.environ["DASHSCOPE_API_KEY"] = "your_api_key_here"
os.environ["DASHSCOPE_WORKSPACE_ID"] = "your_workspace_here"
# init retriever from scratch
from llama_index.indices.managed.dashscope.retriever import (
DashScopeCloudRetriever,
)
file_list = [
# your files (accept doc, docx, pdf)
]
parse = DashScopeParse(result_type=ResultType.DASHCOPE_DOCMIND)
documents = parse.load_data(file_path=file_list)
# create a new index
index = DashScopeCloudIndex.from_documents(
documents,
"my_first_index",
verbose=True,
)
# # connect to an existing index
# index = DashScopeCloudIndex("my_first_index")
retriever = index.as_retriever()
nodes = retriever.retrieve("test query")
print(nodes)
```
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"description": "# LlamaIndex Indices Integration: Managed-Dashscope\n\n## Installation\n\n```shell\npip install llama-index-indices-managed-dashscope\n```\n\n## Usage\n\n```python\nimport os\nfrom llama_index.core.schema import QueryBundle\nfrom llama_index.readers.dashscope.base import DashScopeParse\nfrom llama_index.readers.dashscope.utils import ResultType\n\nos.environ[\"DASHSCOPE_API_KEY\"] = \"your_api_key_here\"\nos.environ[\"DASHSCOPE_WORKSPACE_ID\"] = \"your_workspace_here\"\n\n# init retriever from scratch\nfrom llama_index.indices.managed.dashscope.retriever import (\n DashScopeCloudRetriever,\n)\n\n\nfile_list = [\n # your files (accept doc, docx, pdf)\n]\n\nparse = DashScopeParse(result_type=ResultType.DASHCOPE_DOCMIND)\ndocuments = parse.load_data(file_path=file_list)\n\n# create a new index\nindex = DashScopeCloudIndex.from_documents(\n documents,\n \"my_first_index\",\n verbose=True,\n)\n\n# # connect to an existing index\n# index = DashScopeCloudIndex(\"my_first_index\")\n\nretriever = index.as_retriever()\nnodes = retriever.retrieve(\"test query\")\nprint(nodes)\n```\n",
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