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ragflow/web/src/hooks/parser-config-utils.ts

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/*
* Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/**
* Utility functions for extracting parser and raptor config extensions.
* These functions extract known fields from parser/raptor config objects
* and merge unknown fields into the `ext` field for flexible configuration.
*/
/**
* Pipeline parser configs are keyed by operator id (e.g. "Parser:xxx"), so a
* top-level key containing ":" marks the pipeline structure, which must be
* sent as-is instead of being reshaped by extractParserConfigExt.
*/
export const isPipelineParserConfig = (
parserConfig: Record<string, any> | undefined,
): boolean => {
if (!parserConfig || typeof parserConfig !== 'object') {
return false;
}
return Object.keys(parserConfig).some((key) => key.includes(':'));
};
/**
* Extracts Raptor configuration with extra fields merged into ext.
* @param raptorConfig - The raptor configuration object
* @returns Processed raptor config with extra fields in ext
*/
export const extractRaptorConfigExt = (
raptorConfig: Record<string, any> | undefined,
) => {
if (!raptorConfig) return raptorConfig;
const {
use_raptor,
prompt,
max_token,
threshold,
max_cluster,
random_seed,
scope,
feat(raptor): add Psi tree builder with original-space ranking and safe migration (#14679) ### What problem does this PR solve? Closes #14674. This PR improves RAPTOR configuration and tree construction while preserving the existing RAPTOR behavior as the default. RAPTOR currently builds summary layers with the original UMAP + GMM clustering path. This PR keeps that default path, and adds: - A hidden backend tree-builder option: - `tree_builder="raptor"`: default, existing RAPTOR behavior. - `tree_builder="psi"`: rank-aware Psi-style tree builder using original embedding-space cosine ranking. - A user-facing clustering method option for the default RAPTOR builder: - `clustering_method="gmm"`: existing default. - `clustering_method="ahc"`: agglomerative hierarchical clustering path. - A RAPTOR UI setting for `Clustering method` and `Max cluster`. ### What changed #### Backend - Added `tree_builder` support for RAPTOR/Psi. - Added `clustering_method` support for GMM/AHC. - Kept existing RAPTOR + GMM as the default. - Added Psi tree building from original-space cosine similarity. - Added bucketed Psi building controls for large inputs: - `raptor.ext.psi_exact_max_leaves` - `raptor.ext.psi_bucket_size` - Added method-aware RAPTOR summary metadata using existing `extra.raptor_method`. - Avoided adding a dedicated DB schema field for experimental method tracking. - Added cleanup/migration logic to avoid mixing stale RAPTOR summary trees. - Added defensive checks for Psi tree construction and summary failures. #### Frontend/UI - Added `Clustering method` in RAPTOR settings with `GMM` and `AHC`. - Added/kept `Max cluster` in RAPTOR settings. - Enlarged max cluster UI limit to `1024`, matching backend validation. - Kept AHC editable even when a RAPTOR task has already finished. - Fixed the UI save payload so `clustering_method` and `tree_builder` are serialized through `parser_config.raptor.ext`, avoiding backend validation errors for extra top-level RAPTOR fields. Example saved RAPTOR config: ```json { "raptor": { "max_cluster": 317, "ext": { "clustering_method": "ahc", "tree_builder": "raptor" } } } Co-authored-by: CaptainTimon <CaptainTimon@users.noreply.github.com>
2026-05-11 15:42:31 -10:00
clustering_method,
tree_builder,
auto_disable_for_structured_data,
ext,
...raptorExt
} = raptorConfig;
feat(raptor): add Psi tree builder with original-space ranking and safe migration (#14679) ### What problem does this PR solve? Closes #14674. This PR improves RAPTOR configuration and tree construction while preserving the existing RAPTOR behavior as the default. RAPTOR currently builds summary layers with the original UMAP + GMM clustering path. This PR keeps that default path, and adds: - A hidden backend tree-builder option: - `tree_builder="raptor"`: default, existing RAPTOR behavior. - `tree_builder="psi"`: rank-aware Psi-style tree builder using original embedding-space cosine ranking. - A user-facing clustering method option for the default RAPTOR builder: - `clustering_method="gmm"`: existing default. - `clustering_method="ahc"`: agglomerative hierarchical clustering path. - A RAPTOR UI setting for `Clustering method` and `Max cluster`. ### What changed #### Backend - Added `tree_builder` support for RAPTOR/Psi. - Added `clustering_method` support for GMM/AHC. - Kept existing RAPTOR + GMM as the default. - Added Psi tree building from original-space cosine similarity. - Added bucketed Psi building controls for large inputs: - `raptor.ext.psi_exact_max_leaves` - `raptor.ext.psi_bucket_size` - Added method-aware RAPTOR summary metadata using existing `extra.raptor_method`. - Avoided adding a dedicated DB schema field for experimental method tracking. - Added cleanup/migration logic to avoid mixing stale RAPTOR summary trees. - Added defensive checks for Psi tree construction and summary failures. #### Frontend/UI - Added `Clustering method` in RAPTOR settings with `GMM` and `AHC`. - Added/kept `Max cluster` in RAPTOR settings. - Enlarged max cluster UI limit to `1024`, matching backend validation. - Kept AHC editable even when a RAPTOR task has already finished. - Fixed the UI save payload so `clustering_method` and `tree_builder` are serialized through `parser_config.raptor.ext`, avoiding backend validation errors for extra top-level RAPTOR fields. Example saved RAPTOR config: ```json { "raptor": { "max_cluster": 317, "ext": { "clustering_method": "ahc", "tree_builder": "raptor" } } } Co-authored-by: CaptainTimon <CaptainTimon@users.noreply.github.com>
2026-05-11 15:42:31 -10:00
const extClusteringMethod = ext?.clustering_method;
const normalizedClusteringMethod =
clustering_method ?? extClusteringMethod ?? 'gmm';
const normalizedTreeBuilder = tree_builder ?? ext?.tree_builder ?? 'raptor';
return {
use_raptor,
prompt,
max_token,
threshold,
max_cluster,
random_seed,
scope,
auto_disable_for_structured_data,
feat(raptor): add Psi tree builder with original-space ranking and safe migration (#14679) ### What problem does this PR solve? Closes #14674. This PR improves RAPTOR configuration and tree construction while preserving the existing RAPTOR behavior as the default. RAPTOR currently builds summary layers with the original UMAP + GMM clustering path. This PR keeps that default path, and adds: - A hidden backend tree-builder option: - `tree_builder="raptor"`: default, existing RAPTOR behavior. - `tree_builder="psi"`: rank-aware Psi-style tree builder using original embedding-space cosine ranking. - A user-facing clustering method option for the default RAPTOR builder: - `clustering_method="gmm"`: existing default. - `clustering_method="ahc"`: agglomerative hierarchical clustering path. - A RAPTOR UI setting for `Clustering method` and `Max cluster`. ### What changed #### Backend - Added `tree_builder` support for RAPTOR/Psi. - Added `clustering_method` support for GMM/AHC. - Kept existing RAPTOR + GMM as the default. - Added Psi tree building from original-space cosine similarity. - Added bucketed Psi building controls for large inputs: - `raptor.ext.psi_exact_max_leaves` - `raptor.ext.psi_bucket_size` - Added method-aware RAPTOR summary metadata using existing `extra.raptor_method`. - Avoided adding a dedicated DB schema field for experimental method tracking. - Added cleanup/migration logic to avoid mixing stale RAPTOR summary trees. - Added defensive checks for Psi tree construction and summary failures. #### Frontend/UI - Added `Clustering method` in RAPTOR settings with `GMM` and `AHC`. - Added/kept `Max cluster` in RAPTOR settings. - Enlarged max cluster UI limit to `1024`, matching backend validation. - Kept AHC editable even when a RAPTOR task has already finished. - Fixed the UI save payload so `clustering_method` and `tree_builder` are serialized through `parser_config.raptor.ext`, avoiding backend validation errors for extra top-level RAPTOR fields. Example saved RAPTOR config: ```json { "raptor": { "max_cluster": 317, "ext": { "clustering_method": "ahc", "tree_builder": "raptor" } } } Co-authored-by: CaptainTimon <CaptainTimon@users.noreply.github.com>
2026-05-11 15:42:31 -10:00
ext: {
...ext,
...raptorExt,
clustering_method: normalizedClusteringMethod,
tree_builder: normalizedTreeBuilder,
},
};
};
/**
* Extracts Parser configuration with extra fields merged into ext.
* @param parserConfig - The parser configuration object
* @returns Processed parser config with extra fields in ext
*/
export const extractParserConfigExt = (
parserConfig: Record<string, any> | undefined,
) => {
if (!parserConfig) return parserConfig;
const {
auto_keywords,
auto_questions,
chunk_token_num,
delimiter,
graphrag,
html4excel,
layout_recognize,
raptor,
tag_kb_ids,
topn_tags,
filename_embd_weight,
task_page_size,
pages,
children_delimiter,
use_parent_child,
enable_children,
ext,
...parserExt
} = parserConfig;
return {
auto_keywords,
auto_questions,
chunk_token_num,
delimiter,
graphrag,
html4excel,
layout_recognize,
raptor: extractRaptorConfigExt(raptor),
tag_kb_ids,
topn_tags,
filename_embd_weight,
task_page_size,
pages,
children_delimiter,
enable_children,
parent_child: enable_children
? {
children_delimiter,
use_parent_child: use_parent_child ?? enable_children,
}
: undefined,
ext: { ...ext, ...parserExt },
};
};