Import AITURK IDE 1.0.0-beta.1 from Hermes 63279301; preserve MIT license
This commit is contained in:
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# Session Storage
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Hermes Agent uses a SQLite database (`~/.hermes/state.db`) to persist session
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metadata, full message history, and model configuration across CLI and gateway
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sessions. This replaces the earlier per-session JSONL file approach.
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Source file: `hermes_state.py`
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## Architecture Overview
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```
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~/.hermes/state.db (SQLite, WAL mode)
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├── sessions — Session metadata, token counts, billing
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├── messages — Full message history per session
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├── session_model_usage — Per-model/per-task usage attribution rows
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├── messages_fts — FTS5 virtual table (content + tool_name + tool_calls)
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├── messages_fts_trigram — FTS5 virtual table with trigram tokenizer (CJK / substring search)
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├── messages_fts_cjk — FTS5 virtual table with cjk_unicode61 tokenizer
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├── state_meta — Key/value metadata table
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├── gateway_routing — Gateway routing metadata
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├── compression_locks — Cross-process compression locking
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├── async_delegations — Async delegation bookkeeping
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├── delivery_obligations — Gateway outbox (owed replies); created lazily by gateway/delivery_ledger.py
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└── schema_version — Single-row table tracking migration state
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```
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`hermes sessions recover` copies the row-bearing tables above into the
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recovered database (FTS indexes and `schema_version` are regenerated), including
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the lazily-created `delivery_obligations` ledger when the source has one — its
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row count is verified like `sessions`/`messages`.
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Key design decisions:
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- **WAL mode** for concurrent readers + one writer (gateway multi-platform)
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- **FTS5 virtual table** for fast text search across all session messages
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- **Session lineage** via `parent_session_id` chains (compression-triggered splits)
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- **Source tagging** (`cli`, `telegram`, `discord`, etc.) for platform filtering
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- Batch runner and RL trajectories are NOT stored here (separate systems)
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## SQLite Schema
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### Sessions Table
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Abridged — see `SCHEMA_SQL` in `hermes_state.py` for the full current column list
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(which also includes gateway routing metadata such as `session_key`, `chat_id`,
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`chat_type`, `thread_id`, `display_name`, `origin_json`, `expiry_finalized`,
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workspace fields `cwd` / `git_branch` / `git_repo_root`, handoff and
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compression-failure fields, `profile_name`, `rewind_count`, `archived`, and
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`pinned`):
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```sql
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CREATE TABLE IF NOT EXISTS sessions (
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id TEXT PRIMARY KEY,
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source TEXT NOT NULL,
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user_id TEXT,
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model TEXT,
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model_config TEXT,
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system_prompt TEXT,
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parent_session_id TEXT,
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started_at REAL NOT NULL,
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ended_at REAL,
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end_reason TEXT,
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message_count INTEGER DEFAULT 0,
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tool_call_count INTEGER DEFAULT 0,
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input_tokens INTEGER DEFAULT 0,
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output_tokens INTEGER DEFAULT 0,
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cache_read_tokens INTEGER DEFAULT 0,
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cache_write_tokens INTEGER DEFAULT 0,
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reasoning_tokens INTEGER DEFAULT 0,
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billing_provider TEXT,
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billing_base_url TEXT,
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billing_mode TEXT,
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estimated_cost_usd REAL,
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actual_cost_usd REAL,
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cost_status TEXT,
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cost_source TEXT,
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pricing_version TEXT,
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title TEXT,
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api_call_count INTEGER DEFAULT 0,
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-- ... additional gateway/workspace/handoff/compression columns ...
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FOREIGN KEY (parent_session_id) REFERENCES sessions(id)
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);
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CREATE INDEX IF NOT EXISTS idx_sessions_source ON sessions(source);
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CREATE INDEX IF NOT EXISTS idx_sessions_parent ON sessions(parent_session_id);
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CREATE INDEX IF NOT EXISTS idx_sessions_started ON sessions(started_at DESC);
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CREATE UNIQUE INDEX IF NOT EXISTS idx_sessions_title_unique
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ON sessions(title) WHERE title IS NOT NULL;
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```
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### Messages Table
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Abridged — the full schema also includes `effect_disposition`,
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`platform_message_id`, `observed`, `active`, `compacted`, `api_content`,
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`display_kind`, and `display_metadata`:
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```sql
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CREATE TABLE IF NOT EXISTS messages (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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session_id TEXT NOT NULL REFERENCES sessions(id),
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role TEXT NOT NULL,
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content TEXT,
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tool_call_id TEXT,
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tool_calls TEXT,
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tool_name TEXT,
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timestamp REAL NOT NULL,
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token_count INTEGER,
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finish_reason TEXT,
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reasoning TEXT,
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reasoning_content TEXT,
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reasoning_details TEXT,
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codex_reasoning_items TEXT,
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codex_message_items TEXT
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-- ... additional display/compaction columns ...
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);
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CREATE INDEX IF NOT EXISTS idx_messages_session ON messages(session_id, timestamp);
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CREATE INDEX IF NOT EXISTS idx_messages_session_id ON messages(session_id, id);
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```
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Notes:
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- `tool_calls` is stored as a JSON string (serialized list of tool call objects)
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- `reasoning_details`, `codex_reasoning_items`, and `codex_message_items` are stored as JSON strings
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- `reasoning` stores the raw reasoning text for providers that expose it
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- `api_content` is a byte-fidelity sidecar: the exact content string sent to the API for this message when it differs from `content` (ephemeral memory/plugin injections, persist overrides). It preserves the wire bytes for prompt-cache-stable replay — stored as sent, except lone surrogates, which sqlite3 cannot bind and which the conversation loop scrubs from every outgoing payload anyway. `NULL` means `content` was sent verbatim.
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- Timestamps are Unix epoch floats (`time.time()`)
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### FTS5 Full-Text Search
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```sql
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CREATE VIRTUAL TABLE IF NOT EXISTS messages_fts USING fts5(
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content,
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tool_name,
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tool_calls,
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content='messages',
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content_rowid='id'
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);
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```
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The FTS5 table is kept in sync via three triggers that fire on INSERT, UPDATE,
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and DELETE of the `messages` table. The current triggers are gated on the
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`fts_rebuild_high_water` / `fts_rebuild_progress` markers in `state_meta` (so a
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background FTS rebuild can proceed without double-indexing) and cover all three
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indexed columns — see `SCHEMA_SQL` in `hermes_state.py` for the exact SQL.
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## Schema Version and Migrations
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Current schema version: **23**
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The `schema_version` table stores a single integer. Simple column additions are handled declaratively by `_reconcile_columns()` (which diffs live columns against `SCHEMA_SQL` and ADDs any missing ones). The version-gated chain is reserved for data migrations and index/FTS changes that can't be expressed declaratively:
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| Version | Change |
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|---------|--------|
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| 1 | Initial schema (sessions, messages, FTS5) |
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| 2 | Add `finish_reason` column to messages |
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| 3 | Add `title` column to sessions |
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| 4 | Add unique index on `title` (NULLs allowed, non-NULL must be unique) |
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| 5 | Add billing columns: `cache_read_tokens`, `cache_write_tokens`, `reasoning_tokens`, `billing_provider`, `billing_base_url`, `billing_mode`, `estimated_cost_usd`, `actual_cost_usd`, `cost_status`, `cost_source`, `pricing_version` |
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| 6 | Add reasoning columns to messages: `reasoning`, `reasoning_details`, `codex_reasoning_items` |
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| 7 | Add `reasoning_content` column to messages |
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| 8 | Add `api_call_count` column to sessions |
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| 9 | Add `codex_message_items` column to messages for Codex Responses message id/phase replay |
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| 10 | Add `messages_fts_trigram` virtual table (trigram tokenizer for CJK / substring search) and backfill existing rows |
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| 11 | Re-index `messages_fts` and `messages_fts_trigram` to cover `tool_name` + `tool_calls` and switch from external-content to inline mode; drop old triggers and backfill every message row |
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| 16 | Tag delegate subagent rows in `model_config` (`$._delegate_from`) so session pickers stay clean after parent deletes orphan them |
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| 18 | Gateway metadata consolidation — backfill `display_name` / `origin_json` / `expiry_finalized` from `sessions.json` |
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| 20 | Per-model usage attribution — seed `session_model_usage` rows from historical per-session aggregate totals |
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| 22 | Task-dimension usage attribution — rebuild `session_model_usage` so the `task` column participates in the PRIMARY KEY |
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| 23 | FTS storage redesign — external-content FTS tables replacing the v11 inline-mode copies (opt-in transition for existing DBs) |
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| 29 | Cron sessions leave the trigram (substring/CJK) index; `messages_fts_trigram_src` view + triggers filter on `sessions.source`, one-time rebuild purges historical rows |
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| 30 | Delegate-child (subagent) sessions leave the trigram index too — `source='subagent'` or the `$._delegate_from` marker (`FTS_TRIGRAM_SESSION_SQL`). Rows stay in `messages` and the standard `messages_fts` word index, so `session_search` still finds them; only the ~2.6× trigram shadow tables shrink. Same one-time rebuild as v29 |
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Versions not listed above were declarative column additions handled by `_reconcile_columns()` (version bump only, no data migration).
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Declarative column adds use `ALTER TABLE ADD COLUMN` wrapped in try/except to handle the column-already-exists case (idempotent). The version number is bumped after each successful migration block.
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## Write Contention Handling
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Multiple hermes processes (gateway + CLI sessions + worktree agents) share one
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`state.db`. The `SessionDB` class handles write contention with:
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- **Short SQLite timeout** (1 second) instead of the default 30s
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- **Application-level retry** with random jitter (20-150ms, up to 15 retries)
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- **BEGIN IMMEDIATE** transactions to surface lock contention at transaction start
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- **Periodic WAL checkpoints** every 50 successful writes (PASSIVE mode)
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This avoids the "convoy effect" where SQLite's deterministic internal backoff
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causes all competing writers to retry at the same intervals.
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```
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_WRITE_MAX_RETRIES = 15
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_WRITE_RETRY_MIN_S = 0.020 # 20ms
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_WRITE_RETRY_MAX_S = 0.150 # 150ms
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_CHECKPOINT_EVERY_N_WRITES = 50
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```
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## Common Operations
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### Initialize
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```python
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from hermes_state import SessionDB
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db = SessionDB() # Default: ~/.hermes/state.db
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db = SessionDB(db_path=Path("/tmp/test.db")) # Custom path
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```
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### Create and Manage Sessions
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```python
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# Create a new session
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db.create_session(
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session_id="sess_abc123",
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source="cli",
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model="anthropic/claude-sonnet-4.6",
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user_id="user_1",
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parent_session_id=None, # or previous session ID for lineage
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)
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# End a session
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db.end_session("sess_abc123", end_reason="user_exit")
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# Reopen a session (clear ended_at/end_reason)
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db.reopen_session("sess_abc123")
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```
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### Store Messages
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```python
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msg_id = db.append_message(
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session_id="sess_abc123",
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role="assistant",
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content="Here's the answer...",
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tool_calls=[{"id": "call_1", "function": {"name": "terminal", "arguments": "{}"}}],
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token_count=150,
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finish_reason="stop",
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reasoning="Let me think about this...",
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)
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```
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### Retrieve Messages
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```python
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# Raw messages with all metadata
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messages = db.get_messages("sess_abc123")
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# OpenAI conversation format (for API replay)
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conversation = db.get_messages_as_conversation("sess_abc123")
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# Returns: [{"role": "user", "content": "..."}, {"role": "assistant", ...}]
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```
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### Session Titles
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```python
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# Set a title (must be unique among non-NULL titles)
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db.set_session_title("sess_abc123", "Fix Docker Build")
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# Resolve by title (returns most recent in lineage)
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session_id = db.resolve_session_by_title("Fix Docker Build")
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# Auto-generate next title in lineage
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next_title = db.get_next_title_in_lineage("Fix Docker Build")
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# Returns: "Fix Docker Build #2"
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```
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## Full-Text Search
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The `search_messages()` method supports FTS5 query syntax with automatic
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sanitization of user input.
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### Basic Search
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```python
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results = db.search_messages("docker deployment")
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```
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### FTS5 Query Syntax
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| Syntax | Example | Meaning |
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|--------|---------|---------|
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| Keywords | `docker deployment` | Both terms (implicit AND) |
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| Quoted phrase | `"exact phrase"` | Exact phrase match |
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| Boolean OR | `docker OR kubernetes` | Either term |
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| Boolean NOT | `python NOT java` | Exclude term |
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| Prefix | `deploy*` | Prefix match |
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### Filtered Search
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```python
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# Search only CLI sessions
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results = db.search_messages("error", source_filter=["cli"])
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# Exclude gateway sessions
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results = db.search_messages("bug", exclude_sources=["telegram", "discord"])
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# Search only user messages
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results = db.search_messages("help", role_filter=["user"])
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```
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### Search Results Format
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Each result includes:
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- `id`, `session_id`, `role`, `timestamp`
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- `snippet` — FTS5-generated snippet with `>>>match<<<` markers
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- `context` — 1 message before and after the match (content truncated to 200 chars)
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- `source`, `model`, `session_started` — from the parent session
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The `_sanitize_fts5_query()` method handles edge cases:
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- Strips unmatched quotes and special characters
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- Wraps hyphenated terms in quotes (`chat-send` → `"chat-send"`)
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- Removes dangling boolean operators (`hello AND` → `hello`)
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## Session Lineage
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Sessions can form chains via `parent_session_id`. This happens when context
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compression triggers a session split in the gateway.
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### Query: Find Session Lineage
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```sql
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-- Find all ancestors of a session
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WITH RECURSIVE lineage AS (
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SELECT * FROM sessions WHERE id = ?
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UNION ALL
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SELECT s.* FROM sessions s
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JOIN lineage l ON s.id = l.parent_session_id
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)
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SELECT id, title, started_at, parent_session_id FROM lineage;
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-- Find all descendants of a session
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WITH RECURSIVE descendants AS (
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SELECT * FROM sessions WHERE id = ?
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UNION ALL
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SELECT s.* FROM sessions s
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JOIN descendants d ON s.parent_session_id = d.id
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)
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SELECT id, title, started_at FROM descendants;
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```
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### Query: Recent Sessions with Preview
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```sql
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SELECT s.*,
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COALESCE(
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(SELECT SUBSTR(m.content, 1, 63)
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FROM messages m
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WHERE m.session_id = s.id AND m.role = 'user' AND m.content IS NOT NULL
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ORDER BY m.timestamp, m.id LIMIT 1),
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''
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) AS preview,
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COALESCE(
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(SELECT MAX(m2.timestamp) FROM messages m2 WHERE m2.session_id = s.id),
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s.started_at
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) AS last_active
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FROM sessions s
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ORDER BY s.started_at DESC
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LIMIT 20;
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```
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### Query: Token Usage Statistics
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```sql
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-- Total tokens by model
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SELECT model,
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COUNT(*) as session_count,
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SUM(input_tokens) as total_input,
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SUM(output_tokens) as total_output,
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SUM(estimated_cost_usd) as total_cost
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FROM sessions
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WHERE model IS NOT NULL
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GROUP BY model
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ORDER BY total_cost DESC;
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-- Sessions with highest token usage
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SELECT id, title, model, input_tokens + output_tokens AS total_tokens,
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estimated_cost_usd
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FROM sessions
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ORDER BY total_tokens DESC
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LIMIT 10;
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```
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## Export and Cleanup
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```python
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# Export a single session with messages
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data = db.export_session("sess_abc123")
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# Export all sessions (with messages) as list of dicts
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all_data = db.export_all(source="cli")
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# Delete old sessions (only ended sessions)
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deleted_count = db.prune_sessions(older_than_days=90)
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deleted_count = db.prune_sessions(older_than_days=30, source="telegram")
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# Clear messages but keep the session record
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db.clear_messages("sess_abc123")
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# Delete session and all messages
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db.delete_session("sess_abc123")
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```
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## Database Location
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Default path: `~/.hermes/state.db`
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This is derived from `hermes_constants.get_hermes_home()` which resolves to
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`~/.hermes/` by default, or the value of `HERMES_HOME` environment variable.
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The database file, WAL file (`state.db-wal`), and shared-memory file
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(`state.db-shm`) are all created in the same directory.
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