mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-11 06:05:45 +08:00
@@ -351,14 +351,10 @@ def count_with_key(docs: List[Dict], key: str) -> int:
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import numpy as np # noqa: E402
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from typing import Callable, Optional # noqa: E402
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from common.exceptions import TaskCanceledException # noqa: E402
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from common.misc_utils import thread_pool_exec # noqa: E402
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from common.token_utils import num_tokens_from_string # noqa: E402
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from rag.nlp import search # noqa: E402
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from api.db.services.document_service import DocumentService # noqa: E402
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from api.db.services.compilation_template_service import ( # noqa: E402
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CompilationTemplateService,
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)
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from api.db.services.compilation_template_group_service import ( # noqa: E402
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CompilationTemplateGroupService,
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)
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@@ -368,32 +364,20 @@ from api.db.services.task_service import ( # noqa: E402
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credit_doc_chunking_task,
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is_doc_chunking_aborted,
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)
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from rag.advanced_rag.knowlege_compile.structure import ( # noqa: E402
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CHAIN_KINDS,
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compile_structure_from_text,
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merge_compiled_structures,
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validate_and_correct_chain,
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)
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# ----- tunables ------------------------------------------------------
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# Bound how many source chunks are handed to a single
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# ``compile_structure_from_text`` invocation. The call fans them out
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# across max_workers internally, so a moderate window keeps memory +
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# LLM-context pressure predictable for long docs.
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DOC_STRUCTURE_COMPILE_BATCH_CHUNKS = 4
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# Bound how many compiled ES-ready docs may accumulate before we flush
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# them through ``merge_compiled_structures``. The merger does pairwise
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# cosine + LLM duplicate-judging, so it's the more expensive step; we
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# cap the per-flush set to keep the local-dedup buckets tractable.
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DOC_STRUCTURE_MERGE_MAX_DOCS = 512
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# Hard wall on the chain-validator LLM correction step. ``list`` and
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# ``timeline`` kinds run this just before each merge flush; anything
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# longer than this is treated as a blocked LLM and the uncorrected
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# docs are flushed instead.
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STRUCTURE_CHAIN_CORRECTION_TIMEOUT_S = 120.0
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# The structure-compile batching / merge-flush / chain-correction tunables
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# and the non-tree compilation core moved to
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# ``rag.advanced_rag.knowlege_compile.runner`` so the ``rag.flow`` Compiler
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# component can share them. Re-exported here for backwards compatibility.
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from rag.advanced_rag.knowlege_compile.runner import ( # noqa: E402
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DOC_STRUCTURE_COMPILE_BATCH_CHUNKS,
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DOC_STRUCTURE_MERGE_MAX_DOCS, # noqa: F401
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STRUCTURE_CHAIN_CORRECTION_TIMEOUT_S, # noqa: F401
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load_active_templates,
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run_structure_compile_over_batches,
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)
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# ----- parser_config helpers -----------------------------------------
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@@ -945,27 +929,7 @@ async def run_document_structure_compile(handler, embedding_model: LLMBundle) ->
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if not template_ids:
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return
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active_templates: list[tuple[str, dict]] = []
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for template_id in template_ids:
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template = CompilationTemplateService.get_saved(template_id, ctx.tenant_id)
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if not template:
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logging.warning(
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"document_structure_compile: template %s not found",
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template_id,
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)
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continue
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parser_cfg = template.get("config") or {}
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if not isinstance(parser_cfg, dict):
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logging.warning(
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"document_structure_compile: template %s config is invalid",
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template_id,
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)
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continue
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kind = _compilation_template_kind(parser_cfg.get("kind"))
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if not kind or kind == "artifacts":
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continue
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active_templates.append((template_id, parser_cfg))
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active_templates = load_active_templates(template_ids, ctx.tenant_id)
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if not active_templates:
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return
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@@ -1018,177 +982,29 @@ async def run_document_structure_compile(handler, embedding_model: LLMBundle) ->
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if not non_tree_templates:
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return
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active_templates = non_tree_templates
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progress_cb = ctx.progress_cb
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total = len(active_templates)
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accumulators: dict[str, list[dict]] = {tid: [] for tid, _ in active_templates}
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template_kinds: dict[str, str] = {tid: _compilation_template_kind((cfg or {}).get("kind")) for tid, cfg in active_templates}
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agg_infos: dict[str, dict] = {tid: {"inserted": 0, "updated": 0, "duplicates_dropped": 0} for tid, _ in active_templates}
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chunks_by_id: dict[str, str] = {}
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async def _flush(template_id: str) -> None:
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acc = accumulators[template_id]
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if not acc:
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return
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kind = template_kinds.get(template_id, "")
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if kind in CHAIN_KINDS:
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try:
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acc = await asyncio.wait_for(
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validate_and_correct_chain(
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acc,
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chunks_by_id,
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chat_mdl_by_tid[template_id],
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kind,
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callback=progress_cb,
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),
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timeout=STRUCTURE_CHAIN_CORRECTION_TIMEOUT_S,
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)
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accumulators[template_id] = acc
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except asyncio.TimeoutError:
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logging.warning(
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"chain validate: timed out after %ss for template %s; using uncorrected docs",
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STRUCTURE_CHAIN_CORRECTION_TIMEOUT_S,
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template_id,
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)
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except Exception:
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logging.exception(
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"chain validate: unexpected failure for template %s; using uncorrected docs",
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template_id,
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)
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info = await merge_compiled_structures(
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acc,
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chat_mdl_by_tid[template_id],
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embedding_model,
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async def _stream_doc_batches():
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async for batch in handler._load_chunks_for_doc(
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ctx.tenant_id,
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ctx.kb_id,
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compilation_template_id=template_id,
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cancel_check=lambda: ctx.has_canceled_func(ctx.id),
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)
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acc.clear()
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if isinstance(info, dict):
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agg = agg_infos[template_id]
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for k in ("inserted", "updated", "duplicates_dropped"):
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agg[k] = agg.get(k, 0) + int(info.get(k, 0) or 0)
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ctx.doc_id,
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batch_size=DOC_STRUCTURE_COMPILE_BATCH_CHUNKS,
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):
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yield batch
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progress_cb(msg=f"Start document knowledge compilation ({total} template(s)) ...")
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batch_no = 0
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async for batch in handler._load_chunks_for_doc(
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ctx.tenant_id,
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ctx.kb_id,
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ctx.doc_id,
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batch_size=DOC_STRUCTURE_COMPILE_BATCH_CHUNKS,
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):
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batch_no += 1
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for chunk in batch:
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cid = chunk.get("id")
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if isinstance(cid, str) and cid not in chunks_by_id:
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text = chunk.get("content_with_weight") or ""
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chunks_by_id[cid] = text if isinstance(text, str) else ""
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for idx, (template_id, parser_cfg) in enumerate(active_templates):
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progress_cb(msg=f" compile batch {batch_no} ({len(batch)} chunks) for template ({idx + 1}/{total})")
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docs = await compile_structure_from_text(
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batch,
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parser_cfg,
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chat_mdl_by_tid[template_id],
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embedding_model,
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ctx.doc_id,
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language=ctx.language,
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callback=progress_cb,
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compilation_template_id=template_id,
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)
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if docs:
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accumulators[template_id].extend(docs)
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if len(accumulators[template_id]) >= DOC_STRUCTURE_MERGE_MAX_DOCS:
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progress_cb(msg=f" merge flush ({len(accumulators[template_id])} docs) for template ({idx + 1}/{total})")
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await _flush(template_id)
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for idx, (template_id, parser_cfg) in enumerate(active_templates):
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if ctx.has_canceled_func(ctx.id):
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raise TaskCanceledException(f"Task {ctx.id} was cancelled during document knowledge compilation")
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await _flush(template_id)
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agg = agg_infos[template_id]
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ctx.recording_context.record(f"document_structure_compile:{template_id}", agg)
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progress_cb(msg=f"Document knowledge compilation done ({idx + 1}/{total}): {agg}")
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# ── Synthesis phase ──────────────────────────────────────────────
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# If the template has synthesis.enabled, run wiki PLAN+REFINE
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# to generate output (wiki page, essence paragraph, etc.).
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synthesis_cfg = (parser_cfg or {}).get("synthesis") or {}
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if synthesis_cfg.get("enabled"):
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example = synthesis_cfg.get("example")
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compile_kwd = synthesis_cfg.get("compile_kwd", "artifact_page")
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plan_cfg = synthesis_cfg.get("plan") or {}
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# Reserved for future wiki_plan_from_reduction extension:
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# entity_type_filter, mention_count_threshold, top_n
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if plan_cfg:
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logging.debug(
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"synthesis: template %s plan config %r reserved for future use",
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template_id, plan_cfg,
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)
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if ctx.has_canceled_func(ctx.id):
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raise TaskCanceledException(
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f"Task {ctx.id} was cancelled before synthesis PLAN"
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)
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if not example:
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logging.warning(
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"synthesis: template %s has synthesis.enabled but no example; skipping",
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template_id,
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)
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else:
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try:
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from rag.advanced_rag.knowlege_compile.wiki import (
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wiki_plan_from_reduction,
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wiki_refine_from_plan,
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)
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progress_cb(
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msg=f"Synthesis PLAN for template {template_id} (kind={compile_kwd}) ..."
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)
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plan = await wiki_plan_from_reduction(
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chat_mdl=chat_mdl_by_tid[template_id],
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embd_mdl=embedding_model,
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tenant_id=ctx.tenant_id,
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kb_id=ctx.kb_id,
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callback=progress_cb,
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)
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if ctx.has_canceled_func(ctx.id):
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raise TaskCanceledException(
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f"Task {ctx.id} was cancelled after synthesis PLAN"
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)
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if not plan or not plan.get("pages"):
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progress_cb(
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msg=f"Synthesis: no pages planned for template {template_id}."
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)
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else:
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progress_cb(
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msg=f"Synthesis REFINE for template {template_id} ({len(plan['pages'])} page(s)) ..."
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)
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pages = await wiki_refine_from_plan(
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chat_mdl=chat_mdl_by_tid[template_id],
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embd_mdl=embedding_model,
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tenant_id=ctx.tenant_id,
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kb_id=ctx.kb_id,
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callback=progress_cb,
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example=example,
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)
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# Overwrite compile_kwd on every output page so the
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# synthesis type is tracked correctly in ES.
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for p in pages or []:
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p["compile_kwd"] = compile_kwd
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progress_cb(
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msg=f"Synthesis done: {len(pages or [])} {compile_kwd} page(s) written."
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)
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except Exception:
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logging.exception(
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"synthesis: failed for template %s", template_id,
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)
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await run_structure_compile_over_batches(
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active_templates=non_tree_templates,
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chat_mdl_by_tid=chat_mdl_by_tid,
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embedding_model=embedding_model,
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tenant_id=ctx.tenant_id,
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kb_id=ctx.kb_id,
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doc_id=ctx.doc_id,
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language=ctx.language,
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chunk_batches=_stream_doc_batches(),
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progress_cb=ctx.progress_cb,
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cancel_check=lambda: ctx.has_canceled_func(ctx.id),
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record=ctx.recording_context.record,
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)
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async def run_document_post_chunking_if_last(
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@@ -109,7 +109,14 @@ class DataflowService:
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dataflow_id = corrected_id
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# Run pipeline
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pipeline = Pipeline(dsl, tenant_id=ctx.tenant_id, doc_id=doc_id, task_id=task_id, flow_id=dataflow_id)
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pipeline = Pipeline(
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dsl,
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tenant_id=ctx.tenant_id,
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doc_id=doc_id,
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task_id=task_id,
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flow_id=dataflow_id,
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language=ctx.language,
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)
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chunks = await pipeline.run(file=ctx.file) if ctx.file else await pipeline.run()
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if doc_id == CANVAS_DEBUG_DOC_ID:
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@@ -24,9 +24,9 @@ methods and one ``_run_wiki`` orchestrator. The public entry point is
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The pipeline runs MAP per (doc, template) — each MAP call resumes from
|
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its own ``artifact_map_extract`` ES rows — then REDUCE / PLAN / REFINE
|
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KB-wide via ``rag.advanced_rag.knowlege_compile.wiki``. Refined pages
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land in ES twice: once as searchable ``artifact_page`` rows and once as
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``artifact_entity`` / ``artifact_relation`` rows for the dataset
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Artifact tab's canvas graph.
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land in ES as searchable ``artifact_page`` rows, one
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``artifact_page_topic`` row per topic, and ``artifact_entity`` /
|
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``artifact_relation`` rows for the dataset Artifact tab's canvas graph.
|
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Design notes:
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@@ -46,6 +46,7 @@ from __future__ import annotations
|
||||
import asyncio
|
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import json
|
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import logging
|
||||
import re
|
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from typing import AsyncIterator, Callable, Dict, List, Optional
|
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import xxhash
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@@ -83,6 +84,8 @@ WIKI_GRAPH_MAX_CHUNK_IDS_PER_NODE = 64
|
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# path, which carries the user's own title/comments).
|
||||
WIKI_REGEN_COMMIT_TITLE = "Regenerated by artifact compilation"
|
||||
WIKI_REGEN_COMMIT_COMMENTS_TEMPLATE = "Auto-update via run_wiki (action={action})"
|
||||
WIKI_PAGE_COMPILE_KWD = "artifact_page"
|
||||
WIKI_PAGE_TOPIC_COMPILE_KWD = "artifact_page_topic"
|
||||
|
||||
|
||||
# ----- helpers -------------------------------------------------------
|
||||
@@ -109,6 +112,95 @@ def _parser_config_compilation_template_ids(parser_config, tenant_id: str) -> li
|
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return template_ids
|
||||
|
||||
|
||||
def _wiki_topic_from_page(page: Dict, fallback: str = "") -> str:
|
||||
for key in ("topic", "title", "page_type"):
|
||||
value = page.get(key)
|
||||
if isinstance(value, str) and value.strip():
|
||||
return value.strip()
|
||||
return fallback.strip()
|
||||
|
||||
|
||||
def _wiki_topic_slug(topic: str) -> str:
|
||||
slug = re.sub(r"[^a-z0-9]+", "-", topic.lower()).strip("-")
|
||||
if not slug:
|
||||
slug = xxhash.xxh64(topic.encode("utf-8", "surrogatepass")).hexdigest()[:12]
|
||||
return f"topic/{slug[:80]}"
|
||||
|
||||
|
||||
async def _ensure_wiki_topic_rows(
|
||||
ctx: TaskContext,
|
||||
index: str,
|
||||
kb_id_str: str,
|
||||
topics_by_name: dict[str, str],
|
||||
) -> None:
|
||||
if not topics_by_name:
|
||||
return
|
||||
|
||||
from common.doc_store.doc_store_base import OrderByExpr
|
||||
from rag.nlp import rag_tokenizer
|
||||
|
||||
topics = list(topics_by_name.keys())
|
||||
existing: set[str] = set()
|
||||
try:
|
||||
res = await thread_pool_exec(
|
||||
settings.docStoreConn.search,
|
||||
["id", "topic_kwd"],
|
||||
[],
|
||||
{
|
||||
"compile_kwd": [WIKI_PAGE_TOPIC_COMPILE_KWD],
|
||||
"topic_kwd": topics,
|
||||
},
|
||||
[],
|
||||
OrderByExpr(),
|
||||
0,
|
||||
max(len(topics), 1),
|
||||
index,
|
||||
[ctx.kb_id],
|
||||
)
|
||||
field_map = settings.docStoreConn.get_fields(res, ["id", "topic_kwd"])
|
||||
for row in (field_map or {}).values():
|
||||
raw = row.get("topic_kwd")
|
||||
if isinstance(raw, list):
|
||||
existing.update(t for t in raw if isinstance(t, str) and t)
|
||||
elif isinstance(raw, str) and raw:
|
||||
existing.add(raw)
|
||||
except Exception:
|
||||
logging.exception(
|
||||
"wiki_persist: topic existence read failed for kb=%s; inserting stable topic ids",
|
||||
kb_id_str,
|
||||
)
|
||||
|
||||
rows: list[dict] = []
|
||||
for topic, slug in topics_by_name.items():
|
||||
if topic in existing:
|
||||
continue
|
||||
topic_id = xxhash.xxh64(
|
||||
f"{kb_id_str}:{WIKI_PAGE_TOPIC_COMPILE_KWD}:{topic}".encode(
|
||||
"utf-8",
|
||||
"surrogatepass",
|
||||
),
|
||||
).hexdigest()
|
||||
content_ltks = rag_tokenizer.tokenize(topic)
|
||||
rows.append(
|
||||
{
|
||||
"id": topic_id,
|
||||
"kb_id": kb_id_str,
|
||||
"doc_id": kb_id_str,
|
||||
"compile_kwd": WIKI_PAGE_TOPIC_COMPILE_KWD,
|
||||
"topic_kwd": topic,
|
||||
"title_kwd": topic,
|
||||
"slug_kwd": slug,
|
||||
"content_with_weight": topic,
|
||||
"content_ltks": content_ltks,
|
||||
"content_sm_ltks": rag_tokenizer.fine_grained_tokenize(content_ltks),
|
||||
"available_int": 1,
|
||||
}
|
||||
)
|
||||
|
||||
if rows:
|
||||
await thread_pool_exec(settings.docStoreConn.insert, rows, index, ctx.kb_id)
|
||||
|
||||
|
||||
# ----- persistence ---------------------------------------------------
|
||||
|
||||
|
||||
@@ -125,6 +217,7 @@ async def persist_wiki_pages_to_es(
|
||||
slug_kwd page.slug
|
||||
title_kwd page.title
|
||||
page_type_kwd page.page_type
|
||||
topic_kwd page.topic
|
||||
entity_names_kwd page.entity_names
|
||||
outlinks_kwd page.outlinks
|
||||
related_kb_pages_kwd page.related_kb_pages
|
||||
@@ -163,7 +256,7 @@ async def persist_wiki_pages_to_es(
|
||||
settings.docStoreConn.search,
|
||||
["id", "slug_kwd", "content_with_weight"],
|
||||
[],
|
||||
{"compile_kwd": ["artifact_page"], "slug_kwd": list(target_slugs)},
|
||||
{"compile_kwd": [WIKI_PAGE_COMPILE_KWD], "slug_kwd": list(target_slugs)},
|
||||
[],
|
||||
OrderByExpr(),
|
||||
0,
|
||||
@@ -213,11 +306,13 @@ async def persist_wiki_pages_to_es(
|
||||
return
|
||||
|
||||
rows: List[Dict] = []
|
||||
topics_by_name: dict[str, str] = {}
|
||||
for page, vec in zip(pages, embeddings):
|
||||
slug = page.get("slug") or ""
|
||||
if not slug:
|
||||
continue
|
||||
title = page.get("title") or slug
|
||||
topic = _wiki_topic_from_page(page, title)
|
||||
summary = page.get("summary") or ""
|
||||
content_md = page.get("content_md_rendered") or page.get("content_md") or page.get("content_md_raw") or ""
|
||||
|
||||
@@ -242,10 +337,11 @@ async def persist_wiki_pages_to_es(
|
||||
"id": row_id,
|
||||
"kb_id": kb_id_str,
|
||||
"doc_id": kb_id_str, # sentinel; KB-scoped row, real provenance in source_doc_ids
|
||||
"compile_kwd": "artifact_page",
|
||||
"compile_kwd": WIKI_PAGE_COMPILE_KWD,
|
||||
"slug_kwd": slug,
|
||||
"title_kwd": title,
|
||||
"page_type_kwd": page.get("page_type") or "concept",
|
||||
"topic_kwd": topic,
|
||||
"entity_names_kwd": list(page.get("entity_names") or []),
|
||||
"outlinks_kwd": list(page.get("outlinks") or []),
|
||||
"outlinks_int": len(list(page.get("outlinks") or [])),
|
||||
@@ -263,6 +359,8 @@ async def persist_wiki_pages_to_es(
|
||||
"available_int": 1,
|
||||
}
|
||||
)
|
||||
if topic:
|
||||
topics_by_name.setdefault(topic, _wiki_topic_slug(topic))
|
||||
|
||||
if not rows:
|
||||
return
|
||||
@@ -277,6 +375,15 @@ async def persist_wiki_pages_to_es(
|
||||
)
|
||||
return
|
||||
|
||||
if topics_by_name:
|
||||
try:
|
||||
await _ensure_wiki_topic_rows(ctx, index, kb_id_str, topics_by_name)
|
||||
except Exception:
|
||||
logging.exception(
|
||||
"wiki_persist: topic row insert failed for kb=%s",
|
||||
kb_id_str,
|
||||
)
|
||||
|
||||
# Audit trail: one ArtifactCommit row per page whose rendered
|
||||
# content actually changed (record_edit silently skips empty diffs).
|
||||
# Best-effort — commit failures log but don't fail the artifact
|
||||
|
||||
Reference in New Issue
Block a user