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fix(llm): enhance fallback logic to handle empty completions and impr… (#5491)
* fix(llm): enhance fallback logic to handle empty completions and improve metadata handling * fix(llm): stream tool call deltas immediately
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+50
-15
@@ -2769,8 +2769,9 @@ async def stream_llm_with_fallback(candidates, messages, **kwargs):
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"""Wrap stream_llm with an ordered fallback chain.
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"""Wrap stream_llm with an ordered fallback chain.
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`candidates` is a list of (url, model, headers). Each is tried in order,
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`candidates` is a list of (url, model, headers). Each is tried in order,
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but only retried on a *pre-content* failure — i.e. an ``event: error``
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but only retried on a *pre-content* failure — an ``event: error`` or an
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that arrives before any assistant text / tool-call data has been yielded.
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empty completion before any assistant text / completed tool call is yielded.
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Metadata is held until substantive output commits the candidate.
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Once a candidate has emitted real output we never switch (that would
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Once a candidate has emitted real output we never switch (that would
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duplicate streamed tokens); a later error from that candidate passes
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duplicate streamed tokens); a later error from that candidate passes
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through unchanged. The dead-host cooldown in stream_llm makes repeat
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through unchanged. The dead-host cooldown in stream_llm makes repeat
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@@ -2789,6 +2790,7 @@ async def stream_llm_with_fallback(candidates, messages, **kwargs):
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is_last = (i == len(cands) - 1)
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is_last = (i == len(cands) - 1)
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emitted = False
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emitted = False
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retried = False
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retried = False
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pending_metadata = []
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async for chunk in stream_llm(url, model, messages, headers=headers, **kwargs):
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async for chunk in stream_llm(url, model, messages, headers=headers, **kwargs):
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if chunk.startswith("event: error"):
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if chunk.startswith("event: error"):
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if not emitted and not is_last:
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if not emitted and not is_last:
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@@ -2801,34 +2803,67 @@ async def stream_llm_with_fallback(candidates, messages, **kwargs):
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else:
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else:
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logger.warning(f"[fallback] candidate {model} failed; trying next")
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logger.warning(f"[fallback] candidate {model} failed; trying next")
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break
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break
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if not emitted:
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# A last-candidate error is already the clearest terminal
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# result; do not append an empty-completion error as well.
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yield chunk
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return
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yield chunk
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yield chunk
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continue
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continue
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# Any data chunk other than the terminal [DONE] means real output.
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if chunk.startswith("data: ") and not chunk.startswith("data: [DONE]"):
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event_data = {}
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is_done = chunk.startswith("data: [DONE]")
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if chunk.startswith("data: ") and not is_done:
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try:
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try:
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event_data = json.loads(chunk[6:])
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event_data = json.loads(chunk[6:])
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except Exception:
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except Exception:
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event_data = {}
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pass
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if event_data.get("type") == "model_actual":
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yield chunk
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delta = event_data.get("delta")
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continue
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event_type = event_data.get("type")
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substantive = (
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isinstance(delta, str) and bool(delta)
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) or (
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event_type == "tool_call_delta"
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) or (
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event_type == "tool_calls"
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and bool(event_data.get("calls"))
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)
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if substantive and not emitted:
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# First real output from a NON-primary candidate: tell the client
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# First real output from a NON-primary candidate: tell the client
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# the selected model failed and another answered. Without this the
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# the selected model failed and another answered. Without this the
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# fallback is invisible — a misconfigured provider looks like it
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# fallback is invisible — a misconfigured provider looks like it
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# works because the reply is shown under the originally selected
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# works because the reply is shown under the originally selected
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# model's name (e.g. a Bedrock/Claude endpoint that 400s every
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# model's name (e.g. a Bedrock/Claude endpoint that 400s every
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# request but appears fine because another model silently answered).
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# request but appears fine because another model silently answered).
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if not emitted and i > 0:
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if i > 0:
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yield ('data: ' + json.dumps({
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yield ('data: ' + json.dumps({
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"type": "fallback",
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"type": "fallback",
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"selected_model": primary_model,
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"selected_model": primary_model,
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"answered_by": model,
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"answered_by": model,
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"reason": _summarize_stream_error(last_error),
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"reason": _summarize_stream_error(last_error),
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}) + '\n\n')
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}) + '\n\n')
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# Metadata must not commit a candidate. Once real output arrives,
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# flush it after any fallback notice and before the output itself.
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for metadata_chunk in pending_metadata:
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yield metadata_chunk
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pending_metadata.clear()
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emitted = True
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emitted = True
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yield chunk
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if not retried:
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if substantive or emitted:
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return # candidate finished (success, or terminal error already sent)
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yield chunk
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# Every candidate failed pre-content — surface the last error.
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elif not is_done:
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if last_error:
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pending_metadata.append(chunk)
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yield last_error
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if emitted:
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return
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if retried:
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continue
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if not is_last:
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last_error = f'event: error\ndata: {json.dumps({"error": f"Model {model} returned no substantive output", "status": 502})}\n\n'
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tag = "primary" if i == 0 else "candidate"
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logger.warning(f"[fallback] {tag} {model} returned no substantive output; trying next")
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continue
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yield f'event: error\ndata: {json.dumps({"error": "All model candidates returned no substantive output", "status": 502})}\n\n'
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return
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@@ -8,6 +8,8 @@ works while a different model silently answers).
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import json
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import json
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import asyncio
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import asyncio
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import pytest
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from src import llm_core
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from src import llm_core
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@@ -55,6 +57,145 @@ def test_no_fallback_event_when_primary_succeeds(monkeypatch):
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assert not any('"fallback"' in c for c in chunks)
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assert not any('"fallback"' in c for c in chunks)
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def test_done_only_primary_invokes_fallback(monkeypatch):
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calls = []
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def per_model(model):
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calls.append(model)
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if model == "primary":
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return ["data: [DONE]\n\n"]
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return [
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'data: {"type": "model_actual", "requested_model": "backup", "model": "backup-v2"}\n\n',
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'data: {"delta": "backup answer"}\n\n',
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"data: [DONE]\n\n",
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]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary", "backup"]
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assert any('"delta": "backup answer"' in c for c in chunks)
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model_idx = next(i for i, c in enumerate(chunks) if '"model_actual"' in c)
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fallback_idx = next(i for i, c in enumerate(chunks) if '"fallback"' in c)
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answer_idx = next(i for i, c in enumerate(chunks) if '"delta": "backup answer"' in c)
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assert fallback_idx < model_idx < answer_idx
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def test_usage_then_done_primary_invokes_fallback_and_discards_usage(monkeypatch):
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calls = []
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def per_model(model):
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calls.append(model)
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if model == "primary":
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return [
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'data: {"type": "usage", "data": {"input_tokens": 4, "output_tokens": 0}}\n\n',
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"data: [DONE]\n\n",
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]
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return ['data: {"delta": "backup answer"}\n\n', "data: [DONE]\n\n"]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary", "backup"]
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assert not any('"type": "usage"' in c for c in chunks)
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@pytest.mark.parametrize(
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"output_chunk",
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[
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'data: {"delta": "visible text"}\n\n',
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'data: {"delta": "reasoning", "thinking": true}\n\n',
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],
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)
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def test_text_or_reasoning_output_prevents_fallback(monkeypatch, output_chunk):
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calls = []
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def per_model(model):
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calls.append(model)
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return [output_chunk, "data: [DONE]\n\n"]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary"]
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assert output_chunk in chunks
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assert not any('"fallback"' in c for c in chunks)
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def test_whitespace_only_delta_prevents_fallback(monkeypatch):
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calls = []
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whitespace = 'data: {"delta": " "}\n\n'
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def per_model(model):
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calls.append(model)
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return [whitespace, "data: [DONE]\n\n"]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary"]
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assert whitespace in chunks
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assert not any('"fallback"' in c for c in chunks)
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def test_completed_tool_call_output_prevents_fallback(monkeypatch):
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calls = []
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tool_calls = 'data: {"type": "tool_calls", "calls": [{"id": "c1", "name": "bash", "arguments": "{}"}]}\n\n'
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def per_model(model):
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calls.append(model)
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return [tool_calls, "data: [DONE]\n\n"]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary"]
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assert tool_calls in chunks
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assert not any('"fallback"' in c for c in chunks)
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def test_tool_call_delta_is_forwarded_immediately_and_prevents_fallback(monkeypatch):
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calls = []
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advanced_past_delta = False
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tool_delta = 'data: {"type": "tool_call_delta", "index": 0, "arg_delta": "{\\"path\\":"}\n\n'
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tool_calls = 'data: {"type": "tool_calls", "calls": [{"id": "c1", "name": "write_file", "arguments": "{\\"path\\":\\"x\\"}"}]}\n\n'
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async def fake_stream(url, model, messages, **kw):
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nonlocal advanced_past_delta
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calls.append(model)
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yield tool_delta
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advanced_past_delta = True
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yield tool_calls
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yield "data: [DONE]\n\n"
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monkeypatch.setattr(llm_core, "stream_llm", fake_stream)
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async def run():
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stream = llm_core.stream_llm_with_fallback(
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[("u1", "primary", {}), ("u2", "backup", {})],
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[{"role": "user", "content": "hi"}],
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)
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first = await anext(stream)
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assert first == tool_delta
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assert not advanced_past_delta
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chunks = [first]
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async for chunk in stream:
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chunks.append(chunk)
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return chunks
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chunks = asyncio.run(run())
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assert calls == ["primary"]
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assert tool_calls in chunks
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assert not any('"type": "fallback"' in c for c in chunks)
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def test_empty_final_candidate_surfaces_terminal_error(monkeypatch):
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calls = []
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def per_model(model):
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calls.append(model)
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if model == "primary":
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return [] # clean EOF without substantive output
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return ["data: [DONE]\n\n"]
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chunks = _run_fallback(monkeypatch, per_model)
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assert calls == ["primary", "backup"]
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errors = [c for c in chunks if c.startswith("event: error")]
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assert len(errors) == 1
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assert "All model candidates returned no substantive output" in errors[0]
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assert '"status": 502' in errors[0]
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def test_dedupe_candidates_keeps_first_of_each_route():
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def test_dedupe_candidates_keeps_first_of_each_route():
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"""(url, model) is the route key; later repeats are dropped, order preserved,
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"""(url, model) is the route key; later repeats are dropped, order preserved,
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the first tuple (with its headers) kept, malformed entries filtered."""
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the first tuple (with its headers) kept, malformed entries filtered."""
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