Refactor AI daily report pipeline
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219
ai_daily_report/pipeline.py
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219
ai_daily_report/pipeline.py
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from __future__ import annotations
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from typing import Any
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from .assemble import assemble_markdown
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from .classify import classify_and_order_items
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from .collect import Fetcher, collect_sources
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from .dedupe import hard_dedup_items
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from .guide import GuideLlmCall, generate_guide
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from .models import SourceConfig
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from .normalize import normalize_items
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from .publish import BlogClient, publish_markdown
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from .rewrite import RewriteLlmCall, rewrite_items
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from .semantic_dedupe import SemanticLlmCall, semantic_dedup_items
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def _source_config_from_dict(value: dict[str, Any]) -> SourceConfig:
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return SourceConfig(
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name=value["name"],
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type=value["type"],
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role=value.get("role", "supplement"),
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priority=int(value.get("priority", 100)),
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required=bool(value.get("required", False)),
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enabled=bool(value.get("enabled", True)),
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timeout_seconds=int(value.get("timeout_seconds", 25)),
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retries=int(value.get("retries", 0)),
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min_items=int(value.get("min_items", 0)),
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url=value.get("url", ""),
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)
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def run_stage0_to_stage2(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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) -> dict[str, Any]:
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configs = [
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config if isinstance(config, SourceConfig) else _source_config_from_dict(config)
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for config in source_configs
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]
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source_results, stage0_report = collect_sources(configs, run_date, fetcher=fetcher)
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source_priorities = {config.name: config.priority for config in configs}
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normalized_items, stage1_report = normalize_items(
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source_results,
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run_date=run_date,
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source_priorities=source_priorities,
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)
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deduped_items, stage2_report = hard_dedup_items(normalized_items)
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return {
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"source_results": source_results,
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"items": deduped_items,
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"reports": {
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"stage0": stage0_report,
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"stage1": stage1_report,
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"stage2": stage2_report,
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},
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}
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def run_stage0_to_stage4(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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semantic_llm_call: SemanticLlmCall,
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rewrite_llm_call: RewriteLlmCall,
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) -> dict[str, Any]:
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stage2_result = run_stage0_to_stage2(source_configs, run_date, fetcher=fetcher)
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items = stage2_result["items"]
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candidates = stage2_result["reports"]["stage2"].get("possible_duplicates", [])
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semantic_items, stage3_report = semantic_dedup_items(
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items,
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candidates,
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llm_call=semantic_llm_call,
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)
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rewritten_items, stage4_report = rewrite_items(
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semantic_items,
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llm_call=rewrite_llm_call,
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)
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reports = dict(stage2_result["reports"])
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reports["stage3"] = stage3_report
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reports["stage4"] = stage4_report
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return {
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"source_results": stage2_result["source_results"],
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"items": rewritten_items,
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"reports": reports,
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}
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def run_stage0_to_stage5(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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semantic_llm_call: SemanticLlmCall,
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rewrite_llm_call: RewriteLlmCall,
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) -> dict[str, Any]:
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stage4_result = run_stage0_to_stage4(
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source_configs,
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run_date,
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fetcher=fetcher,
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semantic_llm_call=semantic_llm_call,
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rewrite_llm_call=rewrite_llm_call,
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)
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classified_items, stage5_report = classify_and_order_items(stage4_result["items"])
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reports = dict(stage4_result["reports"])
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reports["stage5"] = stage5_report
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return {
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"source_results": stage4_result["source_results"],
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"items": classified_items,
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"reports": reports,
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}
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def run_stage0_to_stage6(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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semantic_llm_call: SemanticLlmCall,
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rewrite_llm_call: RewriteLlmCall,
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guide_llm_call: GuideLlmCall,
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) -> dict[str, Any]:
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stage5_result = run_stage0_to_stage5(
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source_configs,
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run_date,
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fetcher=fetcher,
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semantic_llm_call=semantic_llm_call,
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rewrite_llm_call=rewrite_llm_call,
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)
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guide, stage6_report = generate_guide(stage5_result["items"], llm_call=guide_llm_call)
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reports = dict(stage5_result["reports"])
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reports["stage6"] = stage6_report
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return {
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"source_results": stage5_result["source_results"],
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"items": stage5_result["items"],
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"guide": guide,
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"reports": reports,
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}
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def run_stage0_to_stage7(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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semantic_llm_call: SemanticLlmCall,
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rewrite_llm_call: RewriteLlmCall,
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guide_llm_call: GuideLlmCall,
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) -> dict[str, Any]:
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stage6_result = run_stage0_to_stage6(
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source_configs,
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run_date,
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fetcher=fetcher,
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semantic_llm_call=semantic_llm_call,
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rewrite_llm_call=rewrite_llm_call,
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guide_llm_call=guide_llm_call,
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)
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markdown, stage7_report = assemble_markdown(stage6_result["items"], stage6_result["guide"])
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reports = dict(stage6_result["reports"])
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reports["stage7"] = stage7_report
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return {
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"source_results": stage6_result["source_results"],
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"items": stage6_result["items"],
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"guide": stage6_result["guide"],
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"markdown": markdown,
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"reports": reports,
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}
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def run_stage0_to_stage8(
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source_configs: list[dict[str, Any] | SourceConfig],
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run_date: str,
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*,
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fetcher: Fetcher,
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semantic_llm_call: SemanticLlmCall,
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rewrite_llm_call: RewriteLlmCall,
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guide_llm_call: GuideLlmCall,
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mode: str,
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base_url: str,
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client: BlogClient | None,
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) -> dict[str, Any]:
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stage7_result = run_stage0_to_stage7(
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source_configs,
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run_date,
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fetcher=fetcher,
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semantic_llm_call=semantic_llm_call,
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rewrite_llm_call=rewrite_llm_call,
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guide_llm_call=guide_llm_call,
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)
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slug = f"ai-{run_date}"
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publish_result = publish_markdown(
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title=f"AI日报 · {run_date}",
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markdown=stage7_result["markdown"],
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tags=["AI日报", "AI资讯", "人工智能"],
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slug=slug,
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base_url=base_url,
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mode=mode,
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markdown_report=stage7_result["reports"]["stage7"],
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client=client,
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)
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reports = dict(stage7_result["reports"])
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reports["stage8"] = {
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"mode": publish_result.mode,
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"status": publish_result.status,
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"slug": publish_result.slug,
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"blog_url": publish_result.blog_url,
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"public_ok": publish_result.public_ok,
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"error": publish_result.error,
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}
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return {
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"source_results": stage7_result["source_results"],
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"items": stage7_result["items"],
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"guide": stage7_result["guide"],
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"markdown": stage7_result["markdown"],
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"publish": publish_result,
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"reports": reports,
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}
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