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https://github.com/infiniflow/ragflow.git
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refa: simplify RAPTOR tree clustering and configuration (#17614)
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@@ -439,12 +439,12 @@ class TestDatasetCreate:
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("raptor_true", {"raptor": {"use_raptor": True}}),
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("raptor_false", {"raptor": {"use_raptor": False}}),
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("raptor_prompt", {"raptor": {"prompt": "Who are you?"}}),
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("raptor_max_token_min", {"raptor": {"max_token": 1}}),
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("raptor_max_token_min", {"raptor": {"max_token": 512}}),
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("raptor_max_token_mid", {"raptor": {"max_token": 1024}}),
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("raptor_max_token_max", {"raptor": {"max_token": 2048}}),
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("raptor_threshold_min", {"raptor": {"threshold": 0.0}}),
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("raptor_threshold_mid", {"raptor": {"threshold": 0.5}}),
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("raptor_threshold_max", {"raptor": {"threshold": 1.0}}),
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("raptor_clustering_threshold_min", {"raptor": {"clustering_threshold": 0.0}}),
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("raptor_clustering_threshold_mid", {"raptor": {"clustering_threshold": 0.5}}),
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("raptor_clustering_threshold_max", {"raptor": {"clustering_threshold": 1.0}}),
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("raptor_max_cluster_min", {"raptor": {"max_cluster": 1}}),
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("raptor_max_cluster_mid", {"raptor": {"max_cluster": 512}}),
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("raptor_max_cluster_max", {"raptor": {"max_cluster": 1024}}),
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@@ -496,9 +496,9 @@ class TestDatasetCreate:
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"raptor_max_token_min",
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"raptor_max_token_mid",
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"raptor_max_token_max",
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"raptor_threshold_min",
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"raptor_threshold_mid",
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"raptor_threshold_max",
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"raptor_clustering_threshold_min",
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"raptor_clustering_threshold_mid",
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"raptor_clustering_threshold_max",
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"raptor_max_cluster_min",
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"raptor_max_cluster_mid",
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"raptor_max_cluster_max",
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@@ -567,9 +567,9 @@ class TestDatasetCreate:
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("raptor_max_token_max_limit", {"raptor": {"max_token": 2049}}, "Input should be less than or equal to 2048"),
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("raptor_max_token_float_not_allowed", {"raptor": {"max_token": 3.14}}, "Input should be a valid integer"),
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("raptor_max_token_type_invalid", {"raptor": {"max_token": "string"}}, "Input should be a valid integer"),
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("raptor_threshold_min_limit", {"raptor": {"threshold": -0.1}}, "Input should be greater than or equal to 0"),
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("raptor_threshold_max_limit", {"raptor": {"threshold": 1.1}}, "Input should be less than or equal to 1"),
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("raptor_threshold_type_invalid", {"raptor": {"threshold": "string"}}, "Input should be a valid number"),
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("raptor_clustering_threshold_min_limit", {"raptor": {"clustering_threshold": -0.1}}, "Input should be greater than or equal to 0"),
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("raptor_clustering_threshold_max_limit", {"raptor": {"clustering_threshold": 1.1}}, "Input should be less than or equal to 1"),
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("raptor_clustering_threshold_type_invalid", {"raptor": {"clustering_threshold": "string"}}, "Input should be a valid number"),
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("raptor_max_cluster_min_limit", {"raptor": {"max_cluster": 0}}, "Input should be greater than or equal to 1"),
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("raptor_max_cluster_max_limit", {"raptor": {"max_cluster": 1025}}, "Input should be less than or equal to 1024"),
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("raptor_max_cluster_float_not_allowed", {"raptor": {"max_cluster": 3.14}}, "Input should be a valid integer"),
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@@ -625,9 +625,9 @@ class TestDatasetCreate:
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"raptor_max_token_max_limit",
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"raptor_max_token_float_not_allowed",
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"raptor_max_token_type_invalid",
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"raptor_threshold_min_limit",
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"raptor_threshold_max_limit",
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"raptor_threshold_type_invalid",
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"raptor_clustering_threshold_min_limit",
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"raptor_clustering_threshold_max_limit",
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"raptor_clustering_threshold_type_invalid",
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"raptor_max_cluster_min_limit",
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"raptor_max_cluster_max_limit",
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"raptor_max_cluster_float_not_allowed",
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@@ -573,20 +573,16 @@ class TestDatasetUpdate:
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{"raptor": {"use_raptor": True}},
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{"raptor": {"use_raptor": False}},
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{"raptor": {"prompt": "Who are you?"}},
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{"raptor": {"max_token": 1}},
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{"raptor": {"max_token": 512}},
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{"raptor": {"max_token": 1024}},
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{"raptor": {"max_token": 2048}},
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{"raptor": {"threshold": 0.0}},
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{"raptor": {"threshold": 0.5}},
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{"raptor": {"threshold": 1.0}},
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{"raptor": {"clustering_threshold": 0.0}},
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{"raptor": {"clustering_threshold": 0.5}},
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{"raptor": {"clustering_threshold": 1.0}},
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{"raptor": {"max_cluster": 1}},
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{"raptor": {"max_cluster": 512}},
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{"raptor": {"max_cluster": 1024}},
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{"raptor": {"random_seed": 0}},
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{"raptor": {"clustering_method": "gmm"}},
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{"raptor": {"clustering_method": "ahc"}},
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{"raptor": {"tree_builder": "raptor"}},
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{"raptor": {"tree_builder": "psi"}},
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],
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ids=[
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"auto_keywords_min",
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@@ -630,17 +626,13 @@ class TestDatasetUpdate:
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"raptor_max_token_min",
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"raptor_max_token_mid",
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"raptor_max_token_max",
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"raptor_threshold_min",
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"raptor_threshold_mid",
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"raptor_threshold_max",
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"raptor_clustering_threshold_min",
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"raptor_clustering_threshold_mid",
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"raptor_clustering_threshold_max",
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"raptor_max_cluster_min",
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"raptor_max_cluster_mid",
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"raptor_max_cluster_max",
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"raptor_random_seed_min",
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"raptor_clustering_method_gmm",
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"raptor_clustering_method_ahc",
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"raptor_tree_builder_raptor",
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"raptor_tree_builder_psi",
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],
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)
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def test_parser_config(self, HttpApiAuth, add_dataset_func, parser_config):
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@@ -705,9 +697,9 @@ class TestDatasetUpdate:
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({"raptor": {"max_token": 2049}}, "Input should be less than or equal to 2048"),
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({"raptor": {"max_token": 3.14}}, "Input should be a valid integer"),
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({"raptor": {"max_token": "string"}}, "Input should be a valid integer"),
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({"raptor": {"threshold": -0.1}}, "Input should be greater than or equal to 0"),
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({"raptor": {"threshold": 1.1}}, "Input should be less than or equal to 1"),
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({"raptor": {"threshold": "string"}}, "Input should be a valid number"),
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({"raptor": {"clustering_threshold": -0.1}}, "Input should be greater than or equal to 0"),
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({"raptor": {"clustering_threshold": 1.1}}, "Input should be less than or equal to 1"),
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({"raptor": {"clustering_threshold": "string"}}, "Input should be a valid number"),
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({"raptor": {"max_cluster": 0}}, "Input should be greater than or equal to 1"),
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({"raptor": {"max_cluster": 1025}}, "Input should be less than or equal to 1024"),
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({"raptor": {"max_cluster": 3.14}}, "Input should be a valid integer"),
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@@ -715,10 +707,6 @@ class TestDatasetUpdate:
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({"raptor": {"random_seed": -1}}, "Input should be greater than or equal to 0"),
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({"raptor": {"random_seed": 3.14}}, "Input should be a valid integer"),
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({"raptor": {"random_seed": "string"}}, "Input should be a valid integer"),
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({"raptor": {"clustering_method": "unknown"}}, "Input should be 'gmm' or 'ahc'"),
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({"raptor": {"clustering_method": None}}, "Input should be 'gmm' or 'ahc'"),
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({"raptor": {"tree_builder": "ahc"}}, "Input should be 'raptor' or 'psi'"),
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({"raptor": {"tree_builder": None}}, "Input should be 'raptor' or 'psi'"),
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({"delimiter": "a" * 65536}, "Parser config exceeds size limit (max 65,535 characters)"),
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],
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ids=[
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@@ -765,9 +753,9 @@ class TestDatasetUpdate:
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"raptor_max_token_max_limit",
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"raptor_max_token_float_not_allowed",
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"raptor_max_token_type_invalid",
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"raptor_threshold_min_limit",
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"raptor_threshold_max_limit",
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"raptor_threshold_type_invalid",
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"raptor_clustering_threshold_min_limit",
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"raptor_clustering_threshold_max_limit",
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"raptor_clustering_threshold_type_invalid",
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"raptor_max_cluster_min_limit",
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"raptor_max_cluster_max_limit",
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"raptor_max_cluster_float_not_allowed",
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@@ -775,10 +763,6 @@ class TestDatasetUpdate:
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"raptor_random_seed_min_limit",
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"raptor_random_seed_float_not_allowed",
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"raptor_random_seed_type_invalid",
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"raptor_clustering_method_invalid",
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"raptor_clustering_method_none_invalid",
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"raptor_tree_builder_invalid",
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"raptor_tree_builder_none_invalid",
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"parser_config_type_invalid",
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],
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)
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