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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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"""
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"""
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import argparse
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import argparse
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import json
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import json
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import logging
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import logging
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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# See the License for the specific language governing permissions and
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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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# limitations under the License.
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#
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#
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import logging
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import logging
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import re
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import re
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import traceback
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import traceback
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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"""
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"""
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import logging
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import logging
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import numbers
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import numbers
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import re
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import re
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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"""
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"""
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GRAPH_EXTRACTION_PROMPT = """
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GRAPH_EXTRACTION_PROMPT = """
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-Goal-
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-Goal-
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Given a text document that is potentially relevant to this activity and a list of entity types, identify all entities of those types from the text and all relationships among the identified entities.
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Given a text document that is potentially relevant to this activity and a list of entity types, identify all entities of those types from the text and all relationships among the identified entities.
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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# See the License for the specific language governing permissions and
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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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# limitations under the License.
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#
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#
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import collections
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import collections
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import logging
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import logging
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import re
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import re
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# See the License for the specific language governing permissions and
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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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# limitations under the License.
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#
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#
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MIND_MAP_EXTRACTION_PROMPT = """
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MIND_MAP_EXTRACTION_PROMPT = """
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- Role: You're a talent text processor to summarize a piece of text into a mind map.
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- Role: You're a talent text processor to summarize a piece of text into a mind map.
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#
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# Copyright (c) 2024 Microsoft Corporation.
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# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
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# Licensed under the MIT License
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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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"""
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"""
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Reference:
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Reference:
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- [graphrag](https://github.com/microsoft/graphrag)
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- [graphrag](https://github.com/microsoft/graphrag)
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