feat(pi-session): add mempalace-pi-session feeder for pi coding-agent sessions
Parallel to mempalace-session, this wrapper walks ~/.pi/agent/sessions/
JSONL files and mines qualifying sessions into wing_conversations via
'mempalace mine --mode convos'.
Design choices mirror mempalace-session:
- Export-stage-mine idiom with deterministic per-session staging paths
under ~/.cache/mempalace-pi-session/<wing>/, so 'mempalace mine' dedup
on source_file makes re-runs idempotent.
- --dry-run classifies each export as [NEW] or [SKIP] by matching staging
path against the palace's already-filed source_files.
- --min-messages filter skips throwaway single-prompt sessions.
Pi-specific parsing:
- Pi JSONL is a typed tree (id/parentId) per docs/session-format.md;
this walks in file order, which is correct for the overwhelmingly
linear case and harmlessly duplicative on branched sessions (palace
semantic dedup handles it).
- Roles mapped to Claude Code JSONL shape:
user -> {type:user, content:text}
assistant -> {type:assistant, content:[text, tool_use]}
toolResult-> {type:human, content:[tool_result]} (folded back by normalizer)
bashExecution/custom(display)/branchSummary/compactionSummary
-> rendered as text annotations
- thinking blocks and image blocks dropped (noise / palace is text-only).
Source labelling:
- Staging filenames prefixed 'pi_<uuid>.jsonl' so every drawer's
source_file metadata (visible in search results) unambiguously
identifies the harness. Opencode's convention ('<slug>_<id>.jsonl')
is preserved to keep the existing 19k+ drawers deduped.
- Inline synthetic header on first chunk:
[session: <title> | <cwd> | <date> | source: pi]
as a secondary signal.
This commit is contained in:
Executable
+473
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#!/usr/bin/env bash
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# mempalace-pi-session — mine pi coding-agent session history into MemPalace
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#
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# Pi persists every session (verbatim user/assistant turns + tool calls + tool
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# results) as newline-delimited JSONL under ~/.pi/agent/sessions/. Pi has no
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# upstream MemPalace integration and mempalace-toolkit's existing wrapper
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# (`mempalace-session`) only handles opencode's SQLite DB, so pi sessions are
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# currently invisible to the palace.
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#
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# Strategy (mirrors mempalace-session):
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# 1. Walk ~/.pi/agent/sessions/**/*.jsonl and export each qualifying session
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# to a Claude Code JSONL file (format the mempalace normalizer speaks).
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# 2. Stage exports under ~/.cache/mempalace-pi-session/<wing>/.
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# 3. Run `mempalace mine --mode convos` against the staging dir.
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#
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# Labelling: every exported transcript begins with a synthetic header
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# [session: <title> | <cwd> | <YYYY-MM-DD> | source: pi]
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# so post-mine search results are self-identifying (pi vs opencode vs other).
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#
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# Dedup: mempalace convos mode keys on source_file (absolute staging path).
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# Staging paths are deterministic per pi session UUID, so re-runs are
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# idempotent until session content actually changes.
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#
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# Session filter: sessions with fewer than --min-messages *user+assistant*
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# messages (default 3) are skipped to avoid filing single-prompt throwaways.
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#
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# Usage:
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# mempalace-pi-session
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# mempalace-pi-session --wing <name>
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# mempalace-pi-session --session <uuid-prefix>
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# mempalace-pi-session --since 2026-04-01
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# mempalace-pi-session --min-messages 6
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# mempalace-pi-session --dry-run
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# mempalace-pi-session --help
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#
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# Exit codes:
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# 0 success
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# 1 usage / argument error
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# 2 pi sessions dir missing
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# 3 mempalace CLI not installed
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# 4 mine failed
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#
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# Dependencies: bash, python3 (stdlib only), mempalace (v3.3.3+)
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set -euo pipefail
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# ── Defaults ─────────────────────────────────────────────────────────
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AGENT="${USER:-mempalace}"
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WING="wing_conversations"
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SESSION_ID=""
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SINCE=""
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MIN_MESSAGES=3
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DRY_RUN=0
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NO_REPAIR=0
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PI_SESSIONS_DIR="${PI_SESSIONS_DIR:-$HOME/.pi/agent/sessions}"
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# ── Usage ────────────────────────────────────────────────────────────
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usage() {
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cat <<'EOF'
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mempalace-pi-session — mine pi coding-agent session history into MemPalace
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Usage:
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mempalace-pi-session [options]
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Options:
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--wing <name> Target wing (default: wing_conversations)
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--session <prefix> Export one session only (match on UUID prefix)
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--since <YYYY-MM-DD> Only sessions last modified on/after this date
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--min-messages <N> Skip sessions with fewer than N user+assistant
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turns (default: 3)
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--agent <name> Agent name recorded on drawers (default: $USER)
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--sessions-dir <path> Path to pi sessions dir (default: $PI_SESSIONS_DIR
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or ~/.pi/agent/sessions)
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--dry-run Export + list; do not mine into palace. Each session
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is tagged [NEW] or [SKIP] based on whether its
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source_file is already in the palace.
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--no-repair Skip `mempalace repair` after mining
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-h, --help Show this help
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Idempotency:
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Re-running on the same corpus is safe. The export step writes every
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qualifying session to the cache; the mine step dedups by source_file so
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already-filed sessions are skipped without re-embedding.
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Transcript shape per session:
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- Synthetic header as first user turn:
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[session: <title> | <cwd> | <YYYY-MM-DD> | source: pi]
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- User/assistant messages extracted from pi JSONL `message` entries
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- Assistant toolCall blocks → Claude Code `tool_use` blocks
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- `toolResult` role messages → `tool_result` blocks (folded back into
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the assistant turn by the normalizer)
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- `bashExecution`, `custom(display=true)`, `branchSummary`,
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`compactionSummary` → rendered as text annotations
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- `thinking` content blocks → dropped (noise)
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- Image content blocks → dropped (palace embeds text only)
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Dedup:
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- source_file = absolute staging path (deterministic per pi session UUID)
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- Re-runs skip unchanged sessions. To force re-mining, delete the staging
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dir: rm -rf ~/.cache/mempalace-pi-session/<wing>/
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Rationale:
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Pi's extension ecosystem could, in principle, stream sessions into the
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palace as they happen, but that requires a resident MCP connection during
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every pi session. This wrapper is the batch, harness-agnostic alternative:
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it reads the durable on-disk JSONL and mines it on a schedule.
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EOF
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}
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# ── Parse args ───────────────────────────────────────────────────────
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while [[ $# -gt 0 ]]; do
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case "$1" in
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-h|--help) usage; exit 0 ;;
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--wing) WING="${2:-}"; shift 2 ;;
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--session) SESSION_ID="${2:-}"; shift 2 ;;
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--since) SINCE="${2:-}"; shift 2 ;;
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--min-messages) MIN_MESSAGES="${2:-}"; shift 2 ;;
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--agent) AGENT="${2:-}"; shift 2 ;;
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--sessions-dir) PI_SESSIONS_DIR="${2:-}"; shift 2 ;;
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--dry-run) DRY_RUN=1; shift ;;
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--no-repair) NO_REPAIR=1; shift ;;
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--) shift; break ;;
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-*) echo "error: unknown option: $1" >&2; usage >&2; exit 1 ;;
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*) echo "error: unexpected arg: $1" >&2; exit 1 ;;
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esac
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done
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# ── Preflight ────────────────────────────────────────────────────────
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if [[ ! -d "$PI_SESSIONS_DIR" ]]; then
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echo "error: pi sessions dir not found at $PI_SESSIONS_DIR" >&2
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echo " override with --sessions-dir <path> or PI_SESSIONS_DIR env var" >&2
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exit 2
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fi
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if ! command -v mempalace >/dev/null 2>&1; then
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echo "error: mempalace CLI not found in PATH" >&2
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exit 3
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fi
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if ! [[ "$MIN_MESSAGES" =~ ^[0-9]+$ ]]; then
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echo "error: --min-messages must be an integer" >&2
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exit 1
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fi
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# ── Staging dir ──────────────────────────────────────────────────────
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CACHE_ROOT="${XDG_CACHE_HOME:-$HOME/.cache}/mempalace-pi-session"
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STAGE="$CACHE_ROOT/$WING"
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mkdir -p "$STAGE"
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# ── Export sessions (Python heredoc) ────────────────────────────────
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# Parses pi JSONL files and writes Claude Code JSONL per session into $STAGE.
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# Also classifies each export as NEW/ALREADY FILED (by source_file lookup)
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# so --dry-run reports the real mine-set size. Classification is advisory;
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# `mempalace mine --mode convos` is still the authoritative dedup.
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export_count=$(python3 - "$PI_SESSIONS_DIR" "$STAGE" "$SESSION_ID" "$SINCE" "$MIN_MESSAGES" <<'PY'
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import json, os, sqlite3, sys
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from datetime import datetime, timezone
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from pathlib import Path
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sessions_dir, stage, session_filter, since, min_messages = sys.argv[1:6]
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min_messages = int(min_messages)
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stage = Path(stage)
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sessions_dir = Path(sessions_dir)
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# Convert --since YYYY-MM-DD to epoch seconds (comparing against file mtime)
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since_epoch = None
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if since:
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try:
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since_epoch = datetime.strptime(since, "%Y-%m-%d").replace(tzinfo=timezone.utc).timestamp()
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except ValueError:
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print(f"error: --since must be YYYY-MM-DD, got {since!r}", file=sys.stderr)
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sys.exit(1)
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# ── Load palace's already-filed source_files (best-effort, read-only) ──
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already_filed = set()
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palace_path = os.environ.get("MEMPALACE_PATH", os.path.expanduser("~/.mempalace/palace"))
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chroma_db = Path(palace_path) / "chroma.sqlite3"
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if chroma_db.is_file():
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try:
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pcon = sqlite3.connect(f"file:{chroma_db}?mode=ro", uri=True)
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for (sf,) in pcon.execute(
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"SELECT DISTINCT string_value FROM embedding_metadata "
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"WHERE key='source_file' AND string_value LIKE ?",
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(f"{stage}%",),
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):
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if sf:
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already_filed.add(sf)
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pcon.close()
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except sqlite3.Error:
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pass # palace unreachable → miner will dedup
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def extract_text(content):
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"""Flatten a message content (string | list-of-blocks) to plain text.
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Drops image + thinking blocks; keeps text + renders toolCall/toolResult
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stubs inline. Returns ("", [tool_uses], [tool_results]) where tool_uses
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are collected for assistant messages and tool_results for toolResult
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messages.
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"""
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if isinstance(content, str):
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return content, [], []
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if not isinstance(content, list):
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return "", [], []
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text_parts = []
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tool_uses = []
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for block in content:
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if not isinstance(block, dict):
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continue
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bt = block.get("type")
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if bt == "text":
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t = block.get("text", "")
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if t:
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text_parts.append(t)
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elif bt == "thinking":
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# Drop reasoning content — high-noise, low-signal for search.
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continue
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elif bt == "image":
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# Palace is text-only.
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continue
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elif bt == "toolCall":
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tool_uses.append({
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"type": "tool_use",
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"id": block.get("id") or "",
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"name": block.get("name") or "tool",
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"input": block.get("arguments") or {},
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})
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return "\n".join(text_parts), tool_uses, []
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def load_session(path: Path):
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"""Parse a pi JSONL session file. Returns (header, entries) or None."""
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try:
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with path.open("r", encoding="utf-8") as f:
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lines = [ln for ln in f.read().splitlines() if ln.strip()]
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except OSError:
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return None
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if not lines:
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return None
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try:
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header = json.loads(lines[0])
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except json.JSONDecodeError:
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return None
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if header.get("type") != "session":
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return None
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entries = []
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for ln in lines[1:]:
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try:
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entries.append(json.loads(ln))
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except json.JSONDecodeError:
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continue
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return header, entries
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def derive_title(entries, fallback: str) -> str:
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"""Prefer session_info.name; else truncated first user message."""
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# session_info entries: most-recent wins
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name = None
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for e in entries:
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if e.get("type") == "session_info" and e.get("name"):
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name = e["name"]
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if name:
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return name[:120]
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for e in entries:
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if e.get("type") != "message":
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continue
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msg = e.get("message") or {}
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if msg.get("role") != "user":
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continue
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text, _, _ = extract_text(msg.get("content"))
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text = " ".join(text.split()) # collapse whitespace
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if text:
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return (text[:80] + "…") if len(text) > 80 else text
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return fallback
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# Discover session files
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paths = sorted(sessions_dir.rglob("*.jsonl"))
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if session_filter:
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paths = [p for p in paths if session_filter in p.name]
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exported = 0
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skipped_short = 0
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skipped_malformed = 0
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skipped_already_filed = 0
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|
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for path in paths:
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try:
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mtime = path.stat().st_mtime
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except OSError:
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|
continue
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|
if since_epoch is not None and mtime < since_epoch:
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|
continue
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|
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|
parsed = load_session(path)
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|
if parsed is None:
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|
skipped_malformed += 1
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|
continue
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|
header, entries = parsed
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session_uuid = header.get("id") or path.stem
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|
cwd = header.get("cwd") or "?"
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header_ts = header.get("timestamp") or ""
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|
try:
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|
date_str = header_ts[:10] if header_ts else datetime.fromtimestamp(
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|
mtime, tz=timezone.utc).strftime("%Y-%m-%d")
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|
except Exception:
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|
date_str = datetime.fromtimestamp(mtime, tz=timezone.utc).strftime("%Y-%m-%d")
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|
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# Count user+assistant message entries for the min-messages filter
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turn_count = sum(
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|
1 for e in entries
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if e.get("type") == "message"
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|
and (e.get("message") or {}).get("role") in ("user", "assistant")
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|
)
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|
if turn_count < min_messages:
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|
skipped_short += 1
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|
continue
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|
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|
title = derive_title(entries, fallback=session_uuid[:8])
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|
out_lines = []
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|
out_lines.append({
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|
"type": "user",
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|
"message": {
|
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|
"content": f"[session: {title} | {cwd} | {date_str} | source: pi]"
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|
},
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|
})
|
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|
|
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|
for e in entries:
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|
t = e.get("type")
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|
if t == "message":
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|
msg = e.get("message") or {}
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|
role = msg.get("role")
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|
if role == "user":
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|
text, _, _ = extract_text(msg.get("content"))
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|
if text.strip():
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|
out_lines.append({"type": "user", "message": {"content": text}})
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|
elif role == "assistant":
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|
text, tool_uses, _ = extract_text(msg.get("content"))
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|
blocks = []
|
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|
if text.strip():
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|
blocks.append({"type": "text", "text": text})
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|
blocks.extend(tool_uses)
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|
if not blocks:
|
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|
continue
|
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|
# Simplify single-text to string (matches mempalace-session).
|
||||||
|
if len(blocks) == 1 and blocks[0].get("type") == "text":
|
||||||
|
content = blocks[0]["text"]
|
||||||
|
else:
|
||||||
|
content = blocks
|
||||||
|
out_lines.append({"type": "assistant", "message": {"content": content}})
|
||||||
|
elif role == "toolResult":
|
||||||
|
text, _, _ = extract_text(msg.get("content"))
|
||||||
|
tool_id = msg.get("toolCallId") or ""
|
||||||
|
if not tool_id:
|
||||||
|
continue
|
||||||
|
out_lines.append({
|
||||||
|
"type": "human",
|
||||||
|
"message": {
|
||||||
|
"content": [{
|
||||||
|
"type": "tool_result",
|
||||||
|
"tool_use_id": tool_id,
|
||||||
|
"content": text or "(no output)",
|
||||||
|
}],
|
||||||
|
},
|
||||||
|
})
|
||||||
|
elif role == "bashExecution":
|
||||||
|
# Rendered as a synthetic assistant annotation so the
|
||||||
|
# command + output stay associated with the surrounding turn.
|
||||||
|
cmd = msg.get("command") or ""
|
||||||
|
out = msg.get("output") or ""
|
||||||
|
exit_code = msg.get("exitCode")
|
||||||
|
note = f"[user-bash] $ {cmd}\nexit={exit_code}\n{out}".strip()
|
||||||
|
if note:
|
||||||
|
out_lines.append({"type": "user", "message": {"content": note}})
|
||||||
|
elif role == "custom":
|
||||||
|
if not msg.get("display"):
|
||||||
|
continue
|
||||||
|
text, _, _ = extract_text(msg.get("content"))
|
||||||
|
if text.strip():
|
||||||
|
ctype = msg.get("customType") or "custom"
|
||||||
|
out_lines.append({
|
||||||
|
"type": "user",
|
||||||
|
"message": {"content": f"[custom:{ctype}] {text}"},
|
||||||
|
})
|
||||||
|
elif role in ("branchSummary", "compactionSummary"):
|
||||||
|
summary = msg.get("summary") or ""
|
||||||
|
if summary.strip():
|
||||||
|
out_lines.append({
|
||||||
|
"type": "user",
|
||||||
|
"message": {"content": f"[{role}] {summary}"},
|
||||||
|
})
|
||||||
|
# thinking-only / empty messages silently dropped
|
||||||
|
elif t in (
|
||||||
|
"model_change", "thinking_level_change", "compaction",
|
||||||
|
"branch_summary", "label", "session_info", "custom",
|
||||||
|
"custom_message",
|
||||||
|
):
|
||||||
|
# Non-conversational entries: drop. (custom_message with
|
||||||
|
# display=true could be included but we already get it via the
|
||||||
|
# "custom" message role above when pi materializes one.)
|
||||||
|
continue
|
||||||
|
|
||||||
|
# Need at least 2 turns (header + one real turn) for the normalizer.
|
||||||
|
if len(out_lines) < 2:
|
||||||
|
skipped_short += 1
|
||||||
|
continue
|
||||||
|
|
||||||
|
out_path = stage / f"pi_{session_uuid}.jsonl"
|
||||||
|
with out_path.open("w", encoding="utf-8") as f:
|
||||||
|
for obj in out_lines:
|
||||||
|
f.write(json.dumps(obj, ensure_ascii=False) + "\n")
|
||||||
|
|
||||||
|
# Preserve session mtime on the staging file for dedup stability.
|
||||||
|
try:
|
||||||
|
os.utime(out_path, (mtime, mtime))
|
||||||
|
except OSError:
|
||||||
|
pass
|
||||||
|
|
||||||
|
exported += 1
|
||||||
|
is_filed = str(out_path) in already_filed
|
||||||
|
if is_filed:
|
||||||
|
skipped_already_filed += 1
|
||||||
|
status = "SKIP" if is_filed else "NEW "
|
||||||
|
print(f" [{status}] {out_path.name} ({turn_count} turns)", file=sys.stderr)
|
||||||
|
|
||||||
|
print(f"EXPORTED {exported}")
|
||||||
|
print(f"ALREADY_FILED {skipped_already_filed}")
|
||||||
|
if skipped_short:
|
||||||
|
print(f"SKIPPED_SHORT {skipped_short}", file=sys.stderr)
|
||||||
|
if skipped_malformed:
|
||||||
|
print(f"SKIPPED_MALFORMED {skipped_malformed}", file=sys.stderr)
|
||||||
|
PY
|
||||||
|
)
|
||||||
|
|
||||||
|
# Parse counts from stdout
|
||||||
|
count="$(printf '%s\n' "$export_count" | awk '/^EXPORTED / { print $2 }')"
|
||||||
|
count="${count:-0}"
|
||||||
|
already_filed="$(printf '%s\n' "$export_count" | awk '/^ALREADY_FILED / { print $2 }')"
|
||||||
|
already_filed="${already_filed:-0}"
|
||||||
|
to_file=$(( count - already_filed ))
|
||||||
|
|
||||||
|
if [[ "$count" -eq 0 ]]; then
|
||||||
|
echo "no sessions qualified for export"
|
||||||
|
exit 0
|
||||||
|
fi
|
||||||
|
|
||||||
|
echo ""
|
||||||
|
echo "Exported $count session(s) to $STAGE"
|
||||||
|
echo " $to_file new → will be filed on mine"
|
||||||
|
echo " $already_filed already filed → will be skipped (dedup by source_file)"
|
||||||
|
|
||||||
|
if [[ $DRY_RUN -eq 1 ]]; then
|
||||||
|
if [[ "$to_file" -eq 0 ]]; then
|
||||||
|
echo ""
|
||||||
|
echo "--dry-run: no new sessions to mine. A real run would skip all $count."
|
||||||
|
else
|
||||||
|
echo ""
|
||||||
|
echo "--dry-run: skipping mine step. A real run would file $to_file new session(s)."
|
||||||
|
fi
|
||||||
|
exit 0
|
||||||
|
fi
|
||||||
|
|
||||||
|
# ── Run the mine ─────────────────────────────────────────────────────
|
||||||
|
echo ""
|
||||||
|
echo "Mining into wing '$WING'..."
|
||||||
|
if ! mempalace mine "$STAGE" --mode convos --wing "$WING" --agent "$AGENT"; then
|
||||||
|
echo "error: mempalace mine failed" >&2
|
||||||
|
exit 4
|
||||||
|
fi
|
||||||
|
|
||||||
|
# ── Repair index ─────────────────────────────────────────────────────
|
||||||
|
if [[ $NO_REPAIR -eq 0 ]]; then
|
||||||
|
echo ""
|
||||||
|
echo "Rebuilding HNSW index..."
|
||||||
|
mempalace repair --yes
|
||||||
|
fi
|
||||||
|
|
||||||
|
echo ""
|
||||||
|
echo "Done. Wing '$WING' updated. Remember to reconnect any live MCP sessions."
|
||||||
Reference in New Issue
Block a user