The chat's own model answers, then each other member in order, then the order runs
backwards asking each whether it disagrees, ending at the main model, which either
closes or sends them round again. Design and reasoning: LLeMbas.wiki/Crowd-chats.
THE SPEAKER SEAM, WHICH IS ALSO A BUG FIX
`chat_service.speaker_for` makes the *message* name the answering model and the
chat only the default. That closes a live half-wired feature -- `wake_chat` takes a
model override and `schedule/runner` passes one, and it reached the row and never
the request, so a schedule naming another model got the chat's model wearing the
other one's name.
The seam is wider than `build_request`: `{{model_name}}`, the authored prompt's
model layer, `vision` (where a wrong answer makes the endpoint reject the whole
request), the effort vocabulary (which raises inside the model's own chat template,
and whose refusal narrows every Model row sharing the id), `resolve_tools`,
`context_length` -> `_too_big`, and `ToolContext.model_id`. `resolve_endpoint` may
now only write back `chat.connection_id` when the speaker *is* the chat's model.
WHY N CHAINED REPLIES
`Generation` is one reply's state and `_follow` streams per message, so one
generation cannot stream into nine bubbles and `ensure` would not know which of the
nine it was after a restart. A subagent per speaker cannot work either: its answer
comes back as a tool result and tool results are never replayed, so speaker 3 could
not see speaker 2 -- which is the whole point. Chained, exactly one incomplete row
exists at a time, and `tests/test_crowd_chain.py` asserts that at every
observation.
The round lives on `Message.crowd_json`, not on the chat: the row is the authority,
and chat-level state would describe turns a rewind or a restart had removed.
`crowd.next_turn` is pure, so all eight refusals are tested with no endpoint.
THREE RULES, EACH A BUG WRITTEN THE OTHER WAY ROUND
- `if not _advance_crowd(g): _drain(g)` -- advancing must *suppress* draining, or a
queued human turn puts a second incomplete row beside the next speaker's.
- `_advance_crowd` refuses unless the finishing row is the newest, or regenerating
member 2 creates a second member 3 and two chains race down one turn.
- an error skips one speaker and two in a row end the round: the usual failure is a
small member's window overflowing, and `_drain`'s stop-on-error would kill every
crowd at whichever member is smallest.
Each other speaker's turn is relabelled as attributed user content, which is both
how a model can disagree with words it did not write and how the history keeps
alternating. The per-speaker instruction is payload-only -- as a row it could be
dropped from the request by a `created_at` tie, and every later speaker would answer
it. Compaction, titling and the notification are gated to once per turn; `_inject`
is off during a round; the way back gets no tools and a member is treated as
unattended.
Membership stores the model as text with no foreign key: "Test & refresh" deletes
and recreates Model rows, and a cascade would empty the crowd out of every chat.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
348 lines
12 KiB
Python
348 lines
12 KiB
Python
"""One user turn, several speakers, chained.
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`_advance_crowd` is the shell around the pure scheduler, so what is asserted here
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is the part the scheduler cannot see: which rows exist, when, and how many. The
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producer is replaced, so nothing here talks to an endpoint — what matters is the
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chat each speaker is handed and the invariant that holds between them.
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**Exactly one incomplete assistant row at every observation.** That is the whole
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reason this shape was chosen over one generation writing many bubbles: it is what
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`_reply_in_flight`, `_too_many_replies`, `wake.lock_for` and the superseded guards
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in `_persist`/`_drain` all already rely on, and its symptom when broken is a Stop
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button pointing at whichever bubble comes first in the document.
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"""
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from __future__ import annotations
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import pytest
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from sqlalchemy import select
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from lembas.db.models import (
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ROLE_ASSISTANT,
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ROLE_USER,
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Chat,
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Connection,
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CrowdMember,
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Message,
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Model,
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User,
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)
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from lembas.services import chat as chat_service
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from lembas.services import crowd as crowd_service
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from lembas.services import generation as generation_service
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from lembas.services import settings_store
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from lembas.services.crypto import encrypt
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MEMBERS = ("second-model", "third-model")
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@pytest.fixture(autouse=True)
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def empty_registry():
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yield
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generation_service._RUNNING.clear()
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generation_service._TASKS.clear()
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@pytest.fixture(autouse=True)
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def crowd_on(db, registered):
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settings_store.update(db, {"enabled": True}, key=settings_store.CROWD)
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connection = Connection(
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name="Test", base_url="http://127.0.0.1:1", api_key_encrypted=encrypt("")
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)
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db.add(connection)
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db.commit()
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for index, name in enumerate(("main-model", *MEMBERS)):
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db.add(
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Model(
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connection_id=connection.id,
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model_id=name,
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display_name=name,
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position=index,
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capabilities_json={"tools": True},
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)
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)
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db.commit()
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@pytest.fixture
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def started(monkeypatch):
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"""Every chat id `ensure` was asked to start a reply in, in order."""
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calls: list[tuple[str, str]] = []
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def _fake_ensure(chat_id, message_id):
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calls.append((chat_id, message_id))
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monkeypatch.setattr(generation_service, "ensure", _fake_ensure)
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return calls
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def _user(db) -> User:
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return db.scalars(select(User).order_by(User.created_at)).first()
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def _crowd_chat(db, members=MEMBERS) -> Chat:
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connection = db.scalars(select(Connection)).first()
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chat = Chat(
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user_id=_user(db).id, title="t", model_id="main-model", connection_id=connection.id
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)
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db.add(chat)
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db.commit()
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for index, name in enumerate(members):
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db.add(CrowdMember(chat_id=chat.id, model_id=name, position=index))
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db.commit()
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return chat
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def _opening_reply(db, chat) -> Message:
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"""The main model's first answer: a user turn and a finished assistant one."""
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chat_service.create_message(db, chat, ROLE_USER, "What should we do?")
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reply = chat_service.create_message(
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db, chat, ROLE_ASSISTANT, "Rewrite it.", model_id=chat.model_id
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)
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return reply
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def _advance(db, chat, message, **kwargs) -> bool:
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generation = generation_service.Generation(chat_id=chat.id, message_id=message.id)
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for key, value in kwargs.items():
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setattr(generation, key, value)
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generation_service._RUNNING[message.id] = generation
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try:
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return generation_service._advance_crowd(generation)
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finally:
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generation_service._RUNNING.pop(message.id, None)
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def _incomplete(db, chat) -> list[Message]:
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return list(
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db.scalars(
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select(Message).where(
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Message.chat_id == chat.id, Message.complete.is_(False)
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)
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)
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)
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def _run_round(db, chat, started, *, answers: int = 12) -> list[Message]:
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"""Walk a whole round by finishing each speaker as it is created."""
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order: list[Message] = []
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message = _opening_reply(db, chat)
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for _ in range(answers):
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assert len(_incomplete(db, chat)) == 0, "a row was left incomplete"
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if not _advance(db, chat, message):
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break
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db.expire_all()
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fresh = _incomplete(db, chat)
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assert len(fresh) == 1, f"{len(fresh)} replies in flight at once"
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message = fresh[0]
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order.append(message)
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message.content = "Something."
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message.complete = True
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db.commit()
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return order
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# --- The chain ----------------------------------------------------------------
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def test_a_whole_round_speaks_in_order(db, started):
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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assert [m.model_id for m in order] == [
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"second-model", # out
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"third-model", # out
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"second-model", # back
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"main-model", # close
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]
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def test_each_speaker_is_started_through_ensure(db, started):
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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assert [message_id for _chat_id, message_id in started] == [m.id for m in order]
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def test_the_round_is_recorded_on_every_row(db, started):
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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phases = [crowd_service.state_of(m).phase for m in order]
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assert phases == [
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crowd_service.PHASE_OUT,
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crowd_service.PHASE_OUT,
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crowd_service.PHASE_BACK,
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crowd_service.PHASE_CLOSE,
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]
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# And they all belong to the same question.
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anchors = {crowd_service.state_of(m).turn for m in order}
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assert len(anchors) == 1
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def test_each_speaker_carries_its_own_connection(db, started):
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"""So `speaker_for` resolves the pair rather than guessing at the id."""
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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for message in order:
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assert chat_service.speaker_for(db, chat, message).model_id == message.model_id
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def test_a_chat_with_no_crowd_is_not_chained(db, started):
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chat = _crowd_chat(db, members=())
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message = _opening_reply(db, chat)
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assert _advance(db, chat, message) is False
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assert started == []
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def test_the_feature_switch_holds_the_whole_thing(db, started):
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settings_store.update(db, {"enabled": False}, key=settings_store.CROWD)
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chat = _crowd_chat(db)
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message = _opening_reply(db, chat)
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assert _advance(db, chat, message) is False
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def test_the_member_cap_trims_the_crowd(db, started):
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settings_store.update(db, {"max_models": 1}, key=settings_store.CROWD)
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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# One member: out to it, then straight back to the main model.
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assert [m.model_id for m in order] == ["second-model", "main-model"]
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def test_a_member_whose_model_has_gone_is_skipped(db, started):
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"""Membership is text with no foreign key, so a model that disappears upstream
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leaves a row behind. Skipping it is the point -- a cascade would have deleted
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the crowd out of every chat on the next Test & refresh."""
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chat = _crowd_chat(db)
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gone = db.scalar(select(Model).where(Model.model_id == "third-model"))
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db.delete(gone)
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db.commit()
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order = _run_round(db, chat, started)
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assert "third-model" not in [m.model_id for m in order]
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assert [m.model_id for m in order] == ["second-model", "main-model"]
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# The row is still there, so a screen can say it was skipped.
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assert any(row.model_id == "third-model" for row in db.get(Chat, chat.id).crowd)
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def test_a_disabled_model_is_skipped_too(db, started):
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chat = _crowd_chat(db)
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off = db.scalar(select(Model).where(Model.model_id == "third-model"))
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off.enabled = False
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db.commit()
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assert "third-model" not in [m.model_id for m in _run_round(db, chat, started)]
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# --- The refusals -------------------------------------------------------------
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def test_stop_ends_the_round(db, started):
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"""Not just the speaker writing at the time. `_drain` refuses after a stop for
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the same reason: somebody asked for it to end."""
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chat = _crowd_chat(db)
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message = _opening_reply(db, chat)
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assert _advance(db, chat, message, stopped=True) is False
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assert started == []
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def test_a_superseded_generation_advances_nothing(db, started):
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"""The guard `_persist` and `_drain` both carry."""
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chat = _crowd_chat(db)
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message = _opening_reply(db, chat)
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other = generation_service.Generation(chat_id=chat.id, message_id=message.id)
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generation_service._RUNNING[message.id] = other
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try:
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mine = generation_service.Generation(chat_id=chat.id, message_id=message.id)
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assert generation_service._advance_crowd(mine) is False
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finally:
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generation_service._RUNNING.pop(message.id, None)
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assert started == []
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def test_regenerating_a_speaker_does_not_fork_the_round(db, started):
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"""`restart` re-runs `_run`, whose `finally` advances the crowd again -- and the
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speakers after it already exist. Without the newest-message guard, regenerating
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member 2 creates a second member 3 and two chains race down one turn."""
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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before = len(list(db.scalars(select(Message).where(Message.chat_id == chat.id))))
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# The second speaker is regenerated: it is no longer the newest row.
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assert _advance(db, chat, order[0]) is False
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db.expire_all()
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after = len(list(db.scalars(select(Message).where(Message.chat_id == chat.id))))
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assert after == before
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def test_one_speaker_failing_is_skipped(db, started):
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chat = _crowd_chat(db)
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message = _opening_reply(db, chat)
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assert _advance(db, chat, message) is True
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db.expire_all()
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second = _incomplete(db, chat)[0]
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second.complete = True
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second.error = "the endpoint fell over"
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db.commit()
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assert _advance(db, chat, second, error="the endpoint fell over") is True
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db.expire_all()
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assert _incomplete(db, chat)[0].model_id == "third-model"
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def test_two_failures_in_a_row_abandon_the_round(db, started):
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chat = _crowd_chat(db)
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message = _opening_reply(db, chat)
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_advance(db, chat, message)
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db.expire_all()
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second = _incomplete(db, chat)[0]
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second.complete = True
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db.commit()
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_advance(db, chat, second, error="down")
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db.expire_all()
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third = _incomplete(db, chat)[0]
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third.complete = True
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db.commit()
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assert _advance(db, chat, third, error="down") is False
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db.expire_all()
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assert crowd_service.state_of(db.get(Message, third.id)).stopped == (
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crowd_service.STOPPED_ERRORS
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)
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def test_why_a_round_stopped_is_written_where_it_stopped(db, started):
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"""So the transcript can say a round ended rather than simply ending."""
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settings_store.update(db, {"max_rounds": 1}, key=settings_store.CROWD)
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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closing = order[-1]
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assert _advance(db, chat, closing, crowd_again=True) is False
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db.expire_all()
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assert crowd_service.state_of(db.get(Message, closing.id)).stopped == (
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crowd_service.STOPPED_ROUNDS
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)
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# --- Going round again --------------------------------------------------------
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def test_the_main_model_can_send_them_round_again(db, started):
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settings_store.update(db, {"max_rounds": 2}, key=settings_store.CROWD)
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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closing = order[-1]
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assert _advance(db, chat, closing, crowd_again=True) is True
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db.expire_all()
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fresh = _incomplete(db, chat)[0]
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state = crowd_service.state_of(fresh)
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assert state.round == 2
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assert state.phase == crowd_service.PHASE_OUT
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assert fresh.model_id == "second-model"
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def test_without_asking_the_round_is_over(db, started):
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chat = _crowd_chat(db)
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order = _run_round(db, chat, started)
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assert _advance(db, chat, order[-1], crowd_again=False) is False
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