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ragflow/internal/engine/engine.go

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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.
//
package engine
import (
"context"
"time"
Go: use NATS as the message queue (#15327) ### What problem does this PR solve? ``` RAGFlow(admin)> mq publish 'msg2'; SUCCESS RAGFlow(admin)> mq publish 'msg3'; SUCCESS RAGFlow(admin)> mq list; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | | msg3 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull 2; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull noack; +---------+---------------+ | message | subject | +---------+---------------+ | abc | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq show +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | ack_pending_count | consumer_count | memory | message_count | pending_count | redelivered_count | waiting_count | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | 2 | 1 | 0 | 2 | 0 | 1 | 0 | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ RAGFlow(admin)> list ingestors; +--------------+-------------------------------------------+--------+ | host | name | status | +--------------+-------------------------------------------+--------+ | 192.168.1.38 | ingestor-8f0e4bd5650a4ac58b0151969fbf6935 | alive | +--------------+-------------------------------------------+--------+ RAGFlow(admin)> list ingestion tasks; +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | document_id | id | status | step | user | user_id | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | ffe64fae423411f1a2d938a74640adcc | 90d3d0f6528941c1ac8eb0360effccc4 | COMPLETED | 5 | aaa@aaa.com | 2ba4881420fa11f19e9c38a74640adcc | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ RAGFlow(admin)> remove ingestion tasks '90d3d0f6528941c1ac8eb0360effccc4'; +---------+----------------------------------+ | delete | task_id | +---------+----------------------------------+ | success | 90d3d0f6528941c1ac8eb0360effccc4 | +---------+----------------------------------+ RAGFlow(admin)> stop ingestion tasks 'e89e20d9a25848a1b79bd9345ddbfe1d'; +----------+----------------------------------+ | status | task_id | +----------+----------------------------------+ | STOPPING | e89e20d9a25848a1b79bd9345ddbfe1d | +----------+----------------------------------+ # Publish a message RAGFlow(admin)> mq publish 'cdd'; SUCCESS # List current tasks in the message queue RAGFlow(admin)> mq list +----------------------------------+---------------+ | message | subject | +----------------------------------+---------------+ | 7ce392a3c1624cd2be4b5276e8825059 | tasks.RAGFLOW | +----------------------------------+---------------+ # Consume a task from the message queue RAGFlow(admin)> mq pull +------+-----+----------------+ | ack | id | type | +------+-----+----------------+ | true | cdd | ingestion_test | +------+-----+----------------+ # User mode # List ingestion tasks, followed by dataset id RAGFlow(user)> list ingestion tasks from '0abe79f9423311f1ad8d38a74640adcc'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ RAGFlow(user)> list ingestion tasks; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-06-02T19:02:31+08:00 | 1780398151417 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | e89e20d9a25848a1b79bd9345ddbfe1d | | COMPLETED | 2026-06-02T19:02:52+08:00 | 1780398172208 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Create an ingestion task # First argument is document id, second argument is dataset id RAGFlow(user)> start ingestion 'ffe64fae423411f1a2d938a74640adcc' from '0abe79f9423311f1ad8d38a74640adcc'; +----------------------------------+-------------------------------------------+ | document_id | result | +----------------------------------+-------------------------------------------+ | ffe64fae423411f1a2d938a74640adcc | task_id: 8d758cd14a8b4ba8ab505003fb52017d | +----------------------------------+-------------------------------------------+ # Pause an ingestion task, first argument is ingestion id RAGFlow(user)> stop ingestion '8d758cd14a8b4ba8ab505003fb52017d'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Delete an ingestion task RAGFlow(api/default)> remove ingestion tasks 'f366450a27d54677aec1c7090add30f0'; +---------+----------------------------------+ | remove | task_id | +---------+----------------------------------+ | success | f366450a27d54677aec1c7090add30f0 | +---------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2026-06-12 14:56:44 +08:00
"ragflow/internal/common"
"ragflow/internal/engine/types"
"gorm.io/gorm"
)
// EngineType document engine type
type EngineType string
const (
EngineElasticsearch EngineType = "elasticsearch"
EngineInfinity EngineType = "infinity"
feat(serenedb): add SereneDB doc-store engine (Go + Python connectors) (#17375) ## What Adds [**SereneDB**](https://serenedb.com) as a selectable doc-store engine on **both** RAGFlow paths: - the **Go** `DocEngine` (`internal/engine/serenedb`), alongside Elasticsearch and Infinity; - the **Python** `DocStoreConnection` (`rag/utils/serenedb_conn.py`) + `DOC_ENGINE=serenedb` registration. SereneDB is a PostgreSQL-wire engine (DuckDB execution) whose single inverted index carries **both** a scored text column (`@@`, BM25) and an IVF vector column (`<#>`, inner product), so hybrid search is one SQL statement. The Go engine connects with `database/sql` + `lib/pq` (already a dependency, no new module); the Python connector uses psycopg2 (already a dependency). ## Storage model One table per tenant with `kb_id` as a filter column - the **Elasticsearch / OceanBase** model, not Infinity's per-dataset tables. This keeps BM25 statistics (IDF, avgdl) computed over the whole tenant corpus (global IDF). Both connectors use this identical layout, so they are storage- and retrieval-compatible: `hybrid` proxy routing and Python↔Go switching are safe. On the Python side the connector is wired as OceanBase's plain-SQL sibling (chunk_data JSON metadata, inline chunk vectors, verbatim ES field names); the ES tokenizer path is unchanged. Metadata stays one table per tenant (`ragflow_doc_meta_<tenant>`). The query shapes mirror the Python connector, including the five empirically-found landmines: the scored dictionary needs `frequency + norm` (else `BM25()` silently returns 0.0), the `@@` query is the tokenized query, the scored lexical branch matches one column, vectors use an L2-normalized shadow column with `ip`/`sq8`, and the similarity threshold goes directly in the ANN scan's `WHERE`. **Minimum engine version: SereneDB 26.07.4.** --------- Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-08-04 08:16:39 +02:00
EngineSereneDB EngineType = "serenedb"
)
// DocEngine document storage engine interface
type DocEngine interface {
// Chunk operations
CreateChunkStore(ctx context.Context, baseName, datasetID string, vectorSize int, parserID string) error
InsertChunks(ctx context.Context, chunks []map[string]interface{}, baseName string, datasetID string) ([]string, error)
UpdateChunks(ctx context.Context, condition map[string]interface{}, newValue map[string]interface{}, baseName string, datasetID string) error
DeleteChunks(ctx context.Context, condition map[string]interface{}, baseName string, datasetID string) (int64, error)
Search(ctx context.Context, req *types.SearchRequest) (*types.SearchResult, error)
GetChunk(ctx context.Context, baseName, chunkID string, datasetIDs []string) (interface{}, error)
DropChunkStore(ctx context.Context, baseName, datasetID string) error
ChunkStoreExists(ctx context.Context, baseName, datasetID string) (bool, error)
// Document metadata operations
CreateMetadataStore(ctx context.Context, tenantID string) error
InsertMetadata(ctx context.Context, metadata []map[string]interface{}, tenantID string) ([]string, error)
UpdateMetadata(ctx context.Context, docID string, datasetID string, metaFields map[string]interface{}, tenantID string) error
DeleteMetadata(ctx context.Context, condition map[string]interface{}, tenantID string) (int64, error)
DeleteMetadataKeys(ctx context.Context, docID string, datasetID string, keys []string, tenantID string) error
DropMetadataStore(ctx context.Context, tenantID string) error
MetadataStoreExists(ctx context.Context, tenantID string) (bool, error)
SearchMetadata(ctx context.Context, req *types.SearchMetadataRequest) (*types.SearchMetadataResult, error)
// Document operations (used by skill indexing)
IndexDocument(ctx context.Context, indexName, docID string, doc interface{}) error
DeleteDocument(ctx context.Context, indexName, docID string) error
BulkIndex(ctx context.Context, indexName string, docs []interface{}) (interface{}, error)
// Utility functions for search result processing
GetFields(chunks []map[string]interface{}, fields []string) map[string]map[string]interface{}
GetAggregation(chunks []map[string]interface{}, fieldName string) []map[string]interface{}
GetHighlight(chunks []map[string]interface{}, keywords []string, fieldName string) map[string]string
// RunSQL runs a SQL query
RunSQL(ctx context.Context, tableName string, sqlText string, kbIDs []string, format string) ([]map[string]interface{}, error)
GetChunkIDs(chunks []map[string]interface{}) []string
KNNScores(ctx context.Context, chunks []map[string]interface{}, queryVector []float64, topK int) (map[string]interface{}, error)
GetScores(searchResult map[string]interface{}) map[string]float64
// Ping check the engine is alive
Ping(ctx context.Context) error
Close() error
// GetType returns the engine type
GetType() string
// SupportsPageRank reports whether the engine supports dataset-level pagerank.
SupportsPageRank() bool
// FilterDocIdsByMetaPushdown runs a metadata filter directly against
// the doc metadata index, returning matching doc IDs or nil if push-down
// is not supported (caller should fall back to in-memory filtering).
// conditions is a list of filter objects with keys: key, op, value
FilterDocIdsByMetaPushdown(ctx context.Context, sqlDB *gorm.DB, kbIDs []string, conditions []map[string]interface{}, logic string) []string
}
// Type returns the engine type (helper method for runtime type checking)
// This is a workaround since we can't import elasticsearch or infinity packages directly
func Type(docEngine DocEngine) EngineType {
// Type checking through interface methods is not straightforward
// This is a placeholder that should be implemented differently
// or rely on configuration to know the type
return EngineType("unknown")
}
Go: use NATS as the message queue (#15327) ### What problem does this PR solve? ``` RAGFlow(admin)> mq publish 'msg2'; SUCCESS RAGFlow(admin)> mq publish 'msg3'; SUCCESS RAGFlow(admin)> mq list; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | | msg3 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull 2; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull noack; +---------+---------------+ | message | subject | +---------+---------------+ | abc | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq show +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | ack_pending_count | consumer_count | memory | message_count | pending_count | redelivered_count | waiting_count | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | 2 | 1 | 0 | 2 | 0 | 1 | 0 | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ RAGFlow(admin)> list ingestors; +--------------+-------------------------------------------+--------+ | host | name | status | +--------------+-------------------------------------------+--------+ | 192.168.1.38 | ingestor-8f0e4bd5650a4ac58b0151969fbf6935 | alive | +--------------+-------------------------------------------+--------+ RAGFlow(admin)> list ingestion tasks; +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | document_id | id | status | step | user | user_id | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | ffe64fae423411f1a2d938a74640adcc | 90d3d0f6528941c1ac8eb0360effccc4 | COMPLETED | 5 | aaa@aaa.com | 2ba4881420fa11f19e9c38a74640adcc | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ RAGFlow(admin)> remove ingestion tasks '90d3d0f6528941c1ac8eb0360effccc4'; +---------+----------------------------------+ | delete | task_id | +---------+----------------------------------+ | success | 90d3d0f6528941c1ac8eb0360effccc4 | +---------+----------------------------------+ RAGFlow(admin)> stop ingestion tasks 'e89e20d9a25848a1b79bd9345ddbfe1d'; +----------+----------------------------------+ | status | task_id | +----------+----------------------------------+ | STOPPING | e89e20d9a25848a1b79bd9345ddbfe1d | +----------+----------------------------------+ # Publish a message RAGFlow(admin)> mq publish 'cdd'; SUCCESS # List current tasks in the message queue RAGFlow(admin)> mq list +----------------------------------+---------------+ | message | subject | +----------------------------------+---------------+ | 7ce392a3c1624cd2be4b5276e8825059 | tasks.RAGFLOW | +----------------------------------+---------------+ # Consume a task from the message queue RAGFlow(admin)> mq pull +------+-----+----------------+ | ack | id | type | +------+-----+----------------+ | true | cdd | ingestion_test | +------+-----+----------------+ # User mode # List ingestion tasks, followed by dataset id RAGFlow(user)> list ingestion tasks from '0abe79f9423311f1ad8d38a74640adcc'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ RAGFlow(user)> list ingestion tasks; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-06-02T19:02:31+08:00 | 1780398151417 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | e89e20d9a25848a1b79bd9345ddbfe1d | | COMPLETED | 2026-06-02T19:02:52+08:00 | 1780398172208 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Create an ingestion task # First argument is document id, second argument is dataset id RAGFlow(user)> start ingestion 'ffe64fae423411f1a2d938a74640adcc' from '0abe79f9423311f1ad8d38a74640adcc'; +----------------------------------+-------------------------------------------+ | document_id | result | +----------------------------------+-------------------------------------------+ | ffe64fae423411f1a2d938a74640adcc | task_id: 8d758cd14a8b4ba8ab505003fb52017d | +----------------------------------+-------------------------------------------+ # Pause an ingestion task, first argument is ingestion id RAGFlow(user)> stop ingestion '8d758cd14a8b4ba8ab505003fb52017d'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Delete an ingestion task RAGFlow(api/default)> remove ingestion tasks 'f366450a27d54677aec1c7090add30f0'; +---------+----------------------------------+ | remove | task_id | +---------+----------------------------------+ | success | f366450a27d54677aec1c7090add30f0 | +---------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2026-06-12 14:56:44 +08:00
type MessageQueue interface {
Init() error
Type() string
Go: use NATS as the message queue (#15327) ### What problem does this PR solve? ``` RAGFlow(admin)> mq publish 'msg2'; SUCCESS RAGFlow(admin)> mq publish 'msg3'; SUCCESS RAGFlow(admin)> mq list; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | | msg3 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull 2; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull noack; +---------+---------------+ | message | subject | +---------+---------------+ | abc | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq show +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | ack_pending_count | consumer_count | memory | message_count | pending_count | redelivered_count | waiting_count | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | 2 | 1 | 0 | 2 | 0 | 1 | 0 | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ RAGFlow(admin)> list ingestors; +--------------+-------------------------------------------+--------+ | host | name | status | +--------------+-------------------------------------------+--------+ | 192.168.1.38 | ingestor-8f0e4bd5650a4ac58b0151969fbf6935 | alive | +--------------+-------------------------------------------+--------+ RAGFlow(admin)> list ingestion tasks; +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | document_id | id | status | step | user | user_id | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | ffe64fae423411f1a2d938a74640adcc | 90d3d0f6528941c1ac8eb0360effccc4 | COMPLETED | 5 | aaa@aaa.com | 2ba4881420fa11f19e9c38a74640adcc | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ RAGFlow(admin)> remove ingestion tasks '90d3d0f6528941c1ac8eb0360effccc4'; +---------+----------------------------------+ | delete | task_id | +---------+----------------------------------+ | success | 90d3d0f6528941c1ac8eb0360effccc4 | +---------+----------------------------------+ RAGFlow(admin)> stop ingestion tasks 'e89e20d9a25848a1b79bd9345ddbfe1d'; +----------+----------------------------------+ | status | task_id | +----------+----------------------------------+ | STOPPING | e89e20d9a25848a1b79bd9345ddbfe1d | +----------+----------------------------------+ # Publish a message RAGFlow(admin)> mq publish 'cdd'; SUCCESS # List current tasks in the message queue RAGFlow(admin)> mq list +----------------------------------+---------------+ | message | subject | +----------------------------------+---------------+ | 7ce392a3c1624cd2be4b5276e8825059 | tasks.RAGFLOW | +----------------------------------+---------------+ # Consume a task from the message queue RAGFlow(admin)> mq pull +------+-----+----------------+ | ack | id | type | +------+-----+----------------+ | true | cdd | ingestion_test | +------+-----+----------------+ # User mode # List ingestion tasks, followed by dataset id RAGFlow(user)> list ingestion tasks from '0abe79f9423311f1ad8d38a74640adcc'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ RAGFlow(user)> list ingestion tasks; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-06-02T19:02:31+08:00 | 1780398151417 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | e89e20d9a25848a1b79bd9345ddbfe1d | | COMPLETED | 2026-06-02T19:02:52+08:00 | 1780398172208 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Create an ingestion task # First argument is document id, second argument is dataset id RAGFlow(user)> start ingestion 'ffe64fae423411f1a2d938a74640adcc' from '0abe79f9423311f1ad8d38a74640adcc'; +----------------------------------+-------------------------------------------+ | document_id | result | +----------------------------------+-------------------------------------------+ | ffe64fae423411f1a2d938a74640adcc | task_id: 8d758cd14a8b4ba8ab505003fb52017d | +----------------------------------+-------------------------------------------+ # Pause an ingestion task, first argument is ingestion id RAGFlow(user)> stop ingestion '8d758cd14a8b4ba8ab505003fb52017d'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Delete an ingestion task RAGFlow(api/default)> remove ingestion tasks 'f366450a27d54677aec1c7090add30f0'; +---------+----------------------------------+ | remove | task_id | +---------+----------------------------------+ | success | f366450a27d54677aec1c7090add30f0 | +---------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2026-06-12 14:56:44 +08:00
InitConsumer(subject string) error
PublishTask(subject string, payload []byte) error
GetMessages(messageCount int) ([]common.TaskHandle, error)
ListMessages(messageType string, pending bool) ([]map[string]string, error)
ShowMessageQueue() (map[string]string, error)
CheckStatus() string
// dataset-level compile consumer (§11) surface.
InitKnowledgeCompileStream() error
InitKnowledgeCompileConsumer() error
PublishKnowledgeCompile(subject string, payload []byte) error
FetchKnowledgeCompileMessages(n int) ([]common.RawMessage, error)
InitKnowledgeCompileLeases() error
AcquireKnowledgeCompileLease(key, holder string, ttl time.Duration) (uint64, bool, error)
HeartbeatKnowledgeCompileLease(key, holder string, ttl time.Duration, revision uint64) (uint64, bool, error)
ReleaseKnowledgeCompileLease(key, holder string, revision uint64) error
// SubscribeNotify returns a channel of dataset ids pushed by
// PublishKnowledgeCompile on the notify.kc.workers subject (Option E
// §11.4: NATS as a wake-up, MySQL as the scheduling system of record).
// Implementations return (nil, nil) when push wake-up is unavailable;
// callers must fall back to periodic polling in that case.
SubscribeNotify(ctx context.Context) (<-chan string, error)
Go: use NATS as the message queue (#15327) ### What problem does this PR solve? ``` RAGFlow(admin)> mq publish 'msg2'; SUCCESS RAGFlow(admin)> mq publish 'msg3'; SUCCESS RAGFlow(admin)> mq list; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | | msg3 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull 2; +---------+---------------+ | message | subject | +---------+---------------+ | msg1 | tasks.RAGFLOW | | msg2 | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq pull noack; +---------+---------------+ | message | subject | +---------+---------------+ | abc | tasks.RAGFLOW | +---------+---------------+ RAGFlow(admin)> mq show +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | ack_pending_count | consumer_count | memory | message_count | pending_count | redelivered_count | waiting_count | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ | 2 | 1 | 0 | 2 | 0 | 1 | 0 | +-------------------+----------------+--------+---------------+---------------+-------------------+---------------+ RAGFlow(admin)> list ingestors; +--------------+-------------------------------------------+--------+ | host | name | status | +--------------+-------------------------------------------+--------+ | 192.168.1.38 | ingestor-8f0e4bd5650a4ac58b0151969fbf6935 | alive | +--------------+-------------------------------------------+--------+ RAGFlow(admin)> list ingestion tasks; +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | document_id | id | status | step | user | user_id | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ | ffe64fae423411f1a2d938a74640adcc | 90d3d0f6528941c1ac8eb0360effccc4 | COMPLETED | 5 | aaa@aaa.com | 2ba4881420fa11f19e9c38a74640adcc | +----------------------------------+----------------------------------+-----------+------+-------------+----------------------------------+ RAGFlow(admin)> remove ingestion tasks '90d3d0f6528941c1ac8eb0360effccc4'; +---------+----------------------------------+ | delete | task_id | +---------+----------------------------------+ | success | 90d3d0f6528941c1ac8eb0360effccc4 | +---------+----------------------------------+ RAGFlow(admin)> stop ingestion tasks 'e89e20d9a25848a1b79bd9345ddbfe1d'; +----------+----------------------------------+ | status | task_id | +----------+----------------------------------+ | STOPPING | e89e20d9a25848a1b79bd9345ddbfe1d | +----------+----------------------------------+ # Publish a message RAGFlow(admin)> mq publish 'cdd'; SUCCESS # List current tasks in the message queue RAGFlow(admin)> mq list +----------------------------------+---------------+ | message | subject | +----------------------------------+---------------+ | 7ce392a3c1624cd2be4b5276e8825059 | tasks.RAGFLOW | +----------------------------------+---------------+ # Consume a task from the message queue RAGFlow(admin)> mq pull +------+-----+----------------+ | ack | id | type | +------+-----+----------------+ | true | cdd | ingestion_test | +------+-----+----------------+ # User mode # List ingestion tasks, followed by dataset id RAGFlow(user)> list ingestion tasks from '0abe79f9423311f1ad8d38a74640adcc'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ RAGFlow(user)> list ingestion tasks; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-06-02T19:02:31+08:00 | 1780398151417 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | e89e20d9a25848a1b79bd9345ddbfe1d | | COMPLETED | 2026-06-02T19:02:52+08:00 | 1780398172208 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Create an ingestion task # First argument is document id, second argument is dataset id RAGFlow(user)> start ingestion 'ffe64fae423411f1a2d938a74640adcc' from '0abe79f9423311f1ad8d38a74640adcc'; +----------------------------------+-------------------------------------------+ | document_id | result | +----------------------------------+-------------------------------------------+ | ffe64fae423411f1a2d938a74640adcc | task_id: 8d758cd14a8b4ba8ab505003fb52017d | +----------------------------------+-------------------------------------------+ # Pause an ingestion task, first argument is ingestion id RAGFlow(user)> stop ingestion '8d758cd14a8b4ba8ab505003fb52017d'; +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | create_date | create_time | dataset_id | document_id | id | schema | status | update_date | update_time | user_id | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ | 2026-05-30T20:21:06+08:00 | 1780143666289 | 0abe79f9423311f1ad8d38a74640adcc | ffe64fae423411f1a2d938a74640adcc | 8d758cd14a8b4ba8ab505003fb52017d | | COMPLETED | 2026-05-30T20:21:26+08:00 | 1780143686431 | 2ba4881420fa11f19e9c38a74640adcc | +---------------------------+---------------+----------------------------------+----------------------------------+----------------------------------+--------+-----------+---------------------------+---------------+----------------------------------+ # Delete an ingestion task RAGFlow(api/default)> remove ingestion tasks 'f366450a27d54677aec1c7090add30f0'; +---------+----------------------------------+ | remove | task_id | +---------+----------------------------------+ | success | f366450a27d54677aec1c7090add30f0 | +---------+----------------------------------+ ``` ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Signed-off-by: Jin Hai <haijin.chn@gmail.com>
2026-06-12 14:56:44 +08:00
}