Dateien nach "scripts" hochladen

scripts/import_markdown.py

@@ -1,3 +1,284 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Script: scripts/import_markdown.py — Markdown → Qdrant (Notes, Chunks, Edges)
+Version: 3.8.4
+Date: 2025-11-08
+
+Changes vs 3.8.3
+-----------------
+- Fixed SyntaxError by moving `import uuid` to top-level and simplifying the UUIDv5 helper.
+- No functional changes otherwise.
+"""
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import sys
+import uuid as _uuid
+from typing import Dict, List, Optional, Tuple, Any, Set
+
+from dotenv import load_dotenv
+from qdrant_client.http import models as rest
+
+# Deterministic UUIDv5 for stable Qdrant point IDs
+_MN_NAMESPACE = _uuid.uuid5(_uuid.NAMESPACE_URL, "mindnet-default-namespace")
+def _uuid5_deterministic(*parts: str) -> str:
+    base = ":".join(str(p) for p in parts if p is not None)
+    return str(_uuid.uuid5(_MN_NAMESPACE, base))
+
+from app.core.parser import (
+    read_markdown,
+    normalize_frontmatter,
+    validate_required_frontmatter,
+)
+from app.core.note_payload import make_note_payload
+from app.core.chunker import assemble_chunks
+from app.core.chunk_payload import make_chunk_payloads
+try:
+    from app.core.derive_edges import build_edges_for_note
+except Exception:  # pragma: no cover
+    from app.core.edges import build_edges_for_note  # type: ignore
+
+# Qdrant-Basics
+from app.core.qdrant import (
+    QdrantConfig,
+    get_client,
+    ensure_collections,  # used only via compatibility wrapper below
+)
+
+# Backward-compatible import for payload index creation
+try:
+    from app.core.qdrant import ensure_payload_indexes as _ensure_payload_indexes
+except Exception:
+    try:
+        from app.core.qdrant import ensure_payload_indices as _ensure_payload_indexes  # older name
+    except Exception:
+        def _ensure_payload_indexes(*_args, **_kwargs):
+            # No-Op: older releases without dedicated index creation
+            return None
+
+# Qdrant points helpers (robust against older names / missing module functions)
+try:
+    from app.core.qdrant_points import (
+        points_for_chunks as _points_for_chunks,
+        points_for_note as _points_for_note,
+        points_for_edges as _points_for_edges,
+        upsert_batch as _upsert_batch,
+    )
+except Exception:
+    # Local fallbacks (No-Break)
+    from qdrant_client.http import models as _rest
+
+    def _collection_names(prefix: str):
+        return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
+
+    def _points_for_note(prefix: str, note_payload: dict, note_vec, dim: int):
+        notes_col, _, _ = _collection_names(prefix)
+        raw = note_payload.get("point_id") or note_payload.get("qdrant_id") or note_payload.get("note_id") or note_payload.get("id") or note_payload.get("path")
+        # Accept integer IDs if provided
+        pid = None
+        if isinstance(raw, int):
+            pid = raw
+        elif isinstance(raw, str) and raw.isdigit():
+            try:
+                pid = int(raw)
+            except Exception:
+                pid = None
+        if pid is None:
+            pid = _uuid5_deterministic("note", str(raw or ""))
+        vec = note_vec if note_vec is not None else [0.0] * int(dim)
+        pt = _rest.PointStruct(id=pid, vector=vec, payload=note_payload)
+        return notes_col, [pt]
+
+    def _points_for_chunks(prefix: str, chunk_payloads: list[dict], vectors: list[list[float]]):
+        _, chunks_col, _ = _collection_names(prefix)
+        pts = []
+        for i, pl in enumerate(chunk_payloads):
+            raw = pl.get("point_id") or pl.get("qdrant_id") or pl.get("chunk_id") or pl.get("id") or f"{pl.get('note_id','missing')}#{i+1}"
+            pid = None
+            if isinstance(raw, int):
+                pid = raw
+            elif isinstance(raw, str) and raw.isdigit():
+                try:
+                    pid = int(raw)
+                except Exception:
+                    pid = None
+            if pid is None:
+                pid = _uuid5_deterministic("chunk", str(raw))
+            vec = vectors[i] if i < len(vectors) else None
+            if vec is None:
+                continue
+            pts.append(_rest.PointStruct(id=pid, vector=vec, payload=pl))
+        return chunks_col, pts
+
+    def _points_for_edges(prefix: str, edges: list[dict]):
+        _, _, edges_col = _collection_names(prefix)
+        pts = []
+        for i, e in enumerate(edges):
+            src_id = e.get("source_id") or e.get("src_id") or "src"
+            dst_id = e.get("target_id") or e.get("dst_id") or "dst"
+            kind = e.get("kind") or e.get("edge_type") or "edge"
+            nid = e.get("note_id") or "note"
+            raw = e.get("point_id") or e.get("qdrant_id")
+            if raw is None:
+                raw = f"{nid}:{kind}:{src_id}->{dst_id}:{i}"
+            pid = None
+            if isinstance(raw, int):
+                pid = raw
+            elif isinstance(raw, str) and raw.isdigit():
+                try:
+                    pid = int(raw)
+                except Exception:
+                    pid = None
+            if pid is None:
+                pid = _uuid5_deterministic("edge", str(raw))
+            pts.append(_rest.PointStruct(id=pid, vector=None, payload=e))
+        return edges_col, pts
+
+    def _upsert_batch(client, collection_name: str, points: list):
+        if not points:
+            return
+        client.upsert(collection_name=collection_name, points=points, wait=True)
+
+# Type-Registry (optional)
+try:
+    from app.core.type_registry import load_type_registry, resolve_note_type, get_type_config, effective_chunk_profile
+except Exception:
+    load_type_registry = None  # type: ignore
+    resolve_note_type = None  # type: ignore
+    get_type_config = None  # type: ignore
+    effective_chunk_profile = None  # type: ignore
+
+try:
+    from app.core.embed import embed_texts  # optional
+except Exception:
+    embed_texts = None
+
+
+# ---------------------------------------------------------------------
+# Helper
+# ---------------------------------------------------------------------
+
+def iter_md(root: str) -> List[str]:
+    out: List[str] = []
+    for dirpath, _, filenames in os.walk(root):
+        for fn in filenames:
+            if not fn.lower().endswith(".md"):
+                continue
+            p = os.path.join(dirpath, fn)
+            pn = p.replace("\\", "/")
+            if any(ex in pn for ex in ["/.obsidian/", "/_backup_frontmatter/", "/_imported/"]):
+                continue
+            out.append(p)
+    return sorted(out)
+
+
+def collections(prefix: str) -> Tuple[str, str, str]:
+    return f"{prefix}_notes", f"{prefix}_chunks", f"{prefix}_edges"
+
+
+def fetch_existing_note_payload(client, prefix: str, note_id: str) -> Optional[Dict]:
+    notes_col, _, _ = collections(prefix)
+    f = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
+    points, _ = client.scroll(
+        collection_name=notes_col,
+        scroll_filter=f,
+        with_payload=True,
+        with_vectors=False,
+        limit=1,
+    )
+    if not points:
+        return None
+    return points[0].payload or {}
+
+
+def list_qdrant_note_ids(client, prefix: str) -> Set[str]:
+    notes_col, _, _ = collections(prefix)
+    out: Set[str] = set()
+    next_page = None
+    while True:
+        pts, next_page = client.scroll(
+            collection_name=notes_col,
+            with_payload=True,
+            with_vectors=False,
+            limit=256,
+            offset=next_page,
+        )
+        if not pts:
+            break
+        for p in pts:
+            pl = p.payload or {}
+            nid = pl.get("note_id")
+            if isinstance(nid, str):
+                out.add(nid)
+        if next_page is None:
+            break
+    return out
+
+
+def purge_note_artifacts(client, prefix: str, note_id: str) -> None:
+    _, chunks_col, edges_col = collections(prefix)
+    filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
+    for col in (chunks_col, edges_col):
+        try:
+            client.delete(
+                collection_name=col,
+                points_selector=rest.FilterSelector(filter=filt),
+                wait=True
+            )
+        except Exception as e:
+            print(json.dumps({"note_id": note_id, "warn": f"delete in {col} via filter failed: {e}"}))
+
+
+def delete_note_everywhere(client, prefix: str, note_id: str) -> None:
+    notes_col, chunks_col, edges_col = collections(prefix)
+    filt = rest.Filter(must=[rest.FieldCondition(key="note_id", match=rest.MatchValue(value=note_id))])
+    for col in (edges_col, chunks_col, notes_col):
+        try:
+            client.delete(
+                collection_name=col,
+                points_selector=rest.FilterSelector(filter=filt),
+                wait=True
+            )
+        except Exception as e:
+            print(json.dumps({"note_id": note_id, "warn": f"delete in {col} failed: {e}"}))
+
+
+def _resolve_mode(val: Optional[str]) -> str:
+    v = (val or os.environ.get("MINDNET_HASH_MODE") or os.environ.get("MINDNET_HASH_COMPARE") or "body").strip().lower()
+    if v in ("full", "fulltext", "body+frontmatter", "bodyplusfrontmatter"):
+        return "full"
+    if v in ("frontmatter", "fm"):
+        return "frontmatter"
+    return "body"
+
+
+def _env(key: str, default: str) -> str:
+    return (os.environ.get(key) or default).strip().lower()
+
+
+def _resolve_dim(cfg) -> int:
+    # Try common attribute names on QdrantConfig
+    for attr in ("dim", "vector_dim", "dimension", "dimensions", "embedding_dim", "embed_dim", "vector_size", "size"):
+        try:
+            v = getattr(cfg, attr)
+            if isinstance(v, int) and v > 0:
+                return v
+        except Exception:
+            pass
+    # Try environment fallbacks
+    for key in ("MINDNET_DIM", "EMBED_DIM", "EMBEDDING_DIM", "QDRANT_VECTOR_DIM", "QDRANT_DIM", "VECTOR_DIM", "DIM"):
+        try:
+            v = int(os.environ.get(key, "").strip() or "0")
+            if v > 0:
+                return v
+        except Exception:
+            continue
+    # Conservative default: MiniLM 384d
+    return 384
+
 
 # ---- Compatibility wrappers (no direct calls to project-specific signatures) ----
 def _ensure_collections_compat(client, cfg, dim):
@@ -209,15 +490,7 @@ def main() -> None:
 
         old_hashes = (old_payload or {}).get("hashes") or {}
         old_hash_exact = old_hashes.get(key_current)
-        new_hash_exact = (note_pl.get(
-
-# Deterministic UUIDv5 for stable Qdrant point IDs
-import uuid as _uuid
-_MN_NAMESPACE = _uuid.uuid5(_uuid.NAMESPACE_URL, "mindnet-default-namespace")
-def _uuid5_deterministic(*parts: str) -> str:
-    base = ":".join(str(p) for p in parts if p is not None)
-    return str(_uuid.uuid5(_MN_NAMESPACE, base))
-"hashes") or {}).get(key_current)
+        new_hash_exact = (note_pl.get("hashes") or {}).get(key_current)
         needs_baseline = (old_hash_exact is None)
 
         hash_changed = (old_hash_exact is not None and new_hash_exact is not None and old_hash_exact != new_hash_exact)