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Closes #4310 ### What problem does this PR solve? Issue #4310 requests practical examples for the RAGFlow SDK and HTTP API to help developers get started faster. The existing `example/sdk/` folder only contains `dataset_example.py`. This PR fills the remaining gaps by adding examples for three key API areas not yet covered in `main` or by other open PRs (#13904, #13284): - **Chunk management** — add, list, update, delete, and retrieve chunks within a dataset - **Chat assistant** — create a chat assistant, open a session, send messages (streaming and non-streaming), and clean up - **Retrieval** — perform semantic retrieval across one or multiple datasets ### Type of change - [x] Documentation Update - [x] New Feature (non-breaking change which adds functionality)
73 lines
2.5 KiB
Bash
73 lines
2.5 KiB
Bash
#!/bin/bash
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#
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# Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# Variables
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HOST_ADDRESS="${RAGFLOW_HOST_ADDRESS:-http://localhost:9380}"
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API_KEY="${RAGFLOW_API_KEY:-ragflow-IzZmY1MGVhYTBhMjExZWZiYTdjMDI0Mm}"
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# Check for jq
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if ! command -v jq &> /dev/null; then
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echo "jq could not be found, please install it to run this example."
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exit 1
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fi
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# 0. Setup: Create a dataset to retrieve from
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echo -e "\n-- Creating a dataset"
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DATASET_ID=$(curl -s --request POST \
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--url "${HOST_ADDRESS}/api/v1/datasets" \
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--header 'Content-Type: application/json' \
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--header "Authorization: Bearer ${API_KEY}" \
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--data '{"name": "retrieval_shell_example"}' | jq -r '.data.id')
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echo "Dataset ID: ${DATASET_ID}"
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# 1. Perform semantic retrieval from a dataset
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echo -e "\n-- Perform semantic retrieval"
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curl -s --request POST \
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--url "${HOST_ADDRESS}/api/v1/retrieval" \
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--header 'Content-Type: application/json' \
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--header "Authorization: Bearer ${API_KEY}" \
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--data "{
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\"dataset_ids\": [\"${DATASET_ID}\"],
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\"question\": \"What is RAGFlow?\",
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\"page\": 1,
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\"page_size\": 5,
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\"similarity_threshold\": 0.2,
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\"vector_similarity_weight\": 0.3,
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\"top_k\": 1024
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}" | jq .
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# 2. Perform retrieval with keyword search enabled
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echo -e "\n-- Perform retrieval with keyword search"
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curl -s --request POST \
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--url "${HOST_ADDRESS}/api/v1/retrieval" \
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--header 'Content-Type: application/json' \
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--header "Authorization: Bearer ${API_KEY}" \
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--data "{
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\"dataset_ids\": [\"${DATASET_ID}\"],
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\"question\": \"workflow features\",
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\"keyword\": true,
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\"top_k\": 10
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}" | jq .
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# Cleanup
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echo -e "\n-- Cleaning up dataset"
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curl -s --request DELETE \
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--url "${HOST_ADDRESS}/api/v1/datasets" \
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--header 'Content-Type: application/json' \
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--header "Authorization: Bearer ${API_KEY}" \
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--data "{\"ids\": [\"${DATASET_ID}\"]}" | jq .
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