Celes Renata
a72f336ad1
Multi-stage evidence-grounded inference architecture replacing the monolithic 9B model extraction pipeline. CPU-first specialist services handle routine extraction while the 9B vLLM model is preserved for semantic adjudication of ambiguous cases. Key components: - Capability-aware inference gateway (OpenAI-compatible + Ollama) - Endpoint registry with DB migrations and REST API - Sentence-aware document segmenter (property tests) - Deterministic financial parsing with offset integrity - Symbol resolution with ambiguity detection - Specialist service (GLiNER2, dynamic batching, K8s deployment) - Company-specific sentiment (FinBERT, calibration) - Retrieval-based novelty and duplicate detection - Confidence calibration pipeline - Deterministic routing engine (property tests) - 9B adjudication layer with VRAM gating - Stock-specific impact model (features, labels, baseline, trained) - Pipeline orchestrator (state machine, queues, leases, feature flags) - Bounded parallelism (async workers, semaphore, load shedding) - Observability (tracing, metrics, alerts) - Compatibility adapter (v3→v2 golden mapping tests) - Shadow/canary promotion framework - Active learning and fine-tuning pipeline Test results: 1,161 tests pass, ruff lint clean. All 282 spec tasks completed.
71 lines
2.3 KiB
Python
71 lines
2.3 KiB
Python
"""Migration helpers for deprecated provider records.
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Scans agent configuration records for deprecated provider values (e.g. "vllm")
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and produces structured deprecation warnings to guide operators toward the
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canonical protocol names.
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Requirements: 2.2, 3.8
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"""
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from __future__ import annotations
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from dataclasses import dataclass
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from services.shared.inference.factory import PROTOCOL_ALIASES
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@dataclass(frozen=True)
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class ProviderDeprecationWarning:
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"""Structured deprecation warning for an agent record using a deprecated provider.
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Attributes:
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agent_id: The ID of the agent with the deprecated provider.
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current_value: The current deprecated provider string (e.g. "vllm").
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recommended_value: The canonical protocol to migrate to.
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message: Human-readable migration guidance.
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"""
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agent_id: str
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current_value: str
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recommended_value: str
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message: str
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def check_deprecated_providers(
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agent_records: list[dict],
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) -> list[ProviderDeprecationWarning]:
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"""Scan agent records for deprecated provider values.
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Checks the ``model_provider`` field of each agent record against
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PROTOCOL_ALIASES. Records using deprecated aliases get a warning
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with migration guidance.
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Args:
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agent_records: List of dicts, each having at least ``agent_id``
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(or ``id``) and ``model_provider`` fields.
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Returns:
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List of ProviderDeprecationWarning for records using deprecated providers.
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"""
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warnings_list: list[ProviderDeprecationWarning] = []
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for record in agent_records:
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agent_id = str(record.get("agent_id") or record.get("id", "unknown"))
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provider = (record.get("model_provider") or "").strip().lower()
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if provider in PROTOCOL_ALIASES:
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recommended = PROTOCOL_ALIASES[provider]
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warnings_list.append(
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ProviderDeprecationWarning(
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agent_id=agent_id,
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current_value=provider,
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recommended_value=recommended,
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message=(
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f"Agent {agent_id} uses deprecated provider '{provider}'. "
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f"Migrate to protocol '{recommended}'. "
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f"The '{provider}' alias will be removed in a future version."
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),
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)
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)
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return warnings_list
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