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.
31 lines
873 B
Python
31 lines
873 B
Python
"""Sentence-aware document segmenter for Intelligence Pipeline v3.
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Replaces the 8,000-character truncation with full-document, sentence-aware
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chunking that preserves source offsets, section boundaries, speaker turns,
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and boilerplate detection.
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"""
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from services.intelligence_pipeline_v3.segmenter.boilerplate import (
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score_boilerplate,
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)
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from services.intelligence_pipeline_v3.segmenter.models import DocumentChunk
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from services.intelligence_pipeline_v3.segmenter.segmenter import Segmenter
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from services.intelligence_pipeline_v3.segmenter.strategies import (
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ArticleStrategy,
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ChunkStrategy,
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FilingStrategy,
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MacroEventStrategy,
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TranscriptStrategy,
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)
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__all__ = [
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"ArticleStrategy",
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"ChunkStrategy",
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"DocumentChunk",
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"FilingStrategy",
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"MacroEventStrategy",
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"Segmenter",
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"TranscriptStrategy",
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"score_boilerplate",
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]
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