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100 lines
4.6 KiB
Python
100 lines
4.6 KiB
Python
# SPDX-License-Identifier: AGPL-3.0-only
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# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
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"""Wiring guard for the plan-without-action ``nudge_tool_calls`` policy.
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Decided policy: the re-prompt is ALWAYS ON for the Studio inference paths
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(safetensors, GGUF/llama_cpp, MLX) and OPT-IN for the API (/v1 OpenAI-compat +
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Anthropic-compat, controlled by the request's ``nudge_tool_calls``, default off).
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Mechanism (verified here without loading a model):
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* every backend tool-loop entry point accepts and forwards ``nudge_tool_calls``
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(safetensors -> ``InferenceBackend``; MLX -> ``InferenceOrchestrator``; both
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call the shared ``run_safetensors_tool_loop``; GGUF -> ``LlamaCppBackend``);
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* the safetensors/MLX loop gates the retry on a truthy flag (new retry ->
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opt-in), while the GGUF loop keeps its pre-existing default-on behaviour
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(``None`` keeps nudging) so an omitted flag never disables GGUF;
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* the API request models default the flag to ``None`` (opt-in / off);
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* the Studio-facing routes forward the request's flag, and the Studio frontend
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sends ``nudge_tool_calls: true`` -- exercised behaviourally in
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``test_safetensors_tool_loop.py`` and ``test_llama_cpp_tool_loop.py``.
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"""
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import inspect
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from core.inference.llama_cpp import LlamaCppBackend
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from core.inference.orchestrator import InferenceOrchestrator
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from core.inference.safetensors_agentic import run_safetensors_tool_loop
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try:
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# core.inference.inference imports unsloth at module scope, which requires
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# unsloth_zoo. The dependency-light backend CI matrix job does not install
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# it, so the safetensors InferenceBackend is folded into the checks below
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# only when the unsloth stack is importable (local runs / full CI); the
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# other entry points are always checked.
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from core.inference.inference import InferenceBackend
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except ImportError:
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InferenceBackend = None
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def _params(fn):
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return inspect.signature(fn).parameters
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def test_shared_loop_accepts_nudge_flag():
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assert "nudge_tool_calls" in _params(run_safetensors_tool_loop)
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def test_backends_accept_the_flag():
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methods = [
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InferenceOrchestrator.generate_chat_completion_with_tools,
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LlamaCppBackend.generate_chat_completion_with_tools,
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]
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if InferenceBackend is not None: # safetensors path; needs the unsloth stack
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methods.append(InferenceBackend.generate_chat_completion_with_tools)
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for method in methods:
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assert "nudge_tool_calls" in _params(method), method.__qualname__
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def test_delegating_backends_forward_the_flag_to_the_shared_loop():
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# safetensors (in-process transformers) and MLX (parent-process orchestrator)
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# both delegate to run_safetensors_tool_loop; GGUF runs its own in-file loop
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# and consumes the flag directly (asserted separately by the gate test).
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methods = [InferenceOrchestrator.generate_chat_completion_with_tools]
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if InferenceBackend is not None: # safetensors path; needs the unsloth stack
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methods.append(InferenceBackend.generate_chat_completion_with_tools)
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for method in methods:
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src = inspect.getsource(method)
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assert "nudge_tool_calls = nudge_tool_calls" in src, method.__qualname__
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def test_safetensors_loop_is_opt_in_while_gguf_stays_default_on():
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# Safetensors/MLX: the retry is new here, so it requires a truthy flag.
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sf_src = inspect.getsource(run_safetensors_tool_loop)
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assert "and nudge_tool_calls" in sf_src
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# GGUF: pre-existing nudge must not be accidentally disabled -- an omitted
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# (None) flag keeps nudging; only an explicit False turns it off.
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gguf_src = inspect.getsource(LlamaCppBackend.generate_chat_completion_with_tools)
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assert "nudge_tool_calls is None or nudge_tool_calls" in gguf_src
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def test_api_request_models_default_the_flag_off():
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from models.inference import AnthropicMessagesRequest, ChatCompletionRequest
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for model in (ChatCompletionRequest, AnthropicMessagesRequest):
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field = model.model_fields["nudge_tool_calls"]
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assert field.default is None, model.__name__
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def test_studio_routes_forward_the_request_flag():
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# The Studio chat frontend posts to /v1/chat/completions and /v1/messages
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# with nudge_tool_calls=true; the route handlers forward the request value
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# (external API clients that omit it fall back to the opt-in default).
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from routes import inference as routes_inference
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for handler in (
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routes_inference.openai_chat_completions,
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routes_inference.anthropic_messages,
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):
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src = inspect.getsource(handler)
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assert "nudge_tool_calls = payload.nudge_tool_calls" in src, handler.__name__
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