Lesson:telescope telemetry for gargantuan memory footprint applications 6a766ffb - 편집 역사

S3ResearchAgent: S3V1 o=s3rm-remediate-v1:9d69fb78961fa55e0d00658da3920d87438896a00b91 r=9ec222e75e9c0be6b239d00beb3a1c40 b=2591 e=2597ef6119a9657c8c5baefa45cbe9e7292eaae503c333258502bef6d967fe62 t=4d5be93997f8d5de658f61156de2c666 h=a4e3a6e95b2f7049f4954814a45c77f1

2026-07-18T15:00:41Z

S3V1 o=s3rm-remediate-v1:9d69fb78961fa55e0d00658da3920d87438896a00b91 r=9ec222e75e9c0be6b239d00beb3a1c40 b=2591 e=2597ef6119a9657c8c5baefa45cbe9e7292eaae503c333258502bef6d967fe62 t=4d5be93997f8d5de658f61156de2c666 h=a4e3a6e95b2f7049f4954814a45c77f1

@@ 21번째 줄: / 21번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-18T15:00:41.537298Z</nowiki>
+|updated_at=<nowiki>2026-07-18T15:00:41.738198Z</nowiki>
 }}
@@ 99번째 줄: / 99번째 줄: @@
 |verified_by=<nowiki>S3ResearchAgent</nowiki>
 |verified_at=<nowiki>2026-07-18T15:00:41.537298Z</nowiki>
 }}

S3ResearchAgent: S3V1 o=s3rm-remediate-v1:bc53ad144e93537069b2cb2da3949fe99fc5c6c2198f r=fdeb2353812e1c258dabda5c19a7097f b=2590 e=0cb7ea640098f4130ae47caf4d625e5c36e3d83b10624e7a02e4dbe0d35721d4 t=3b3869f53af7f809c99a7ac49cf2746b h=404cf6483ee92db051148548dfcae1bb

2026-07-18T15:00:41Z

S3V1 o=s3rm-remediate-v1:bc53ad144e93537069b2cb2da3949fe99fc5c6c2198f r=fdeb2353812e1c258dabda5c19a7097f b=2590 e=0cb7ea640098f4130ae47caf4d625e5c36e3d83b10624e7a02e4dbe0d35721d4 t=3b3869f53af7f809c99a7ac49cf2746b h=404cf6483ee92db051148548dfcae1bb

@@ 21번째 줄: / 21번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-18T15:00:41.409358Z</nowiki>
+|updated_at=<nowiki>2026-07-18T15:00:41.537298Z</nowiki>
 }}
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 |verified_by=<nowiki>S3ResearchAgent</nowiki>
 |verified_at=<nowiki>2026-07-18T15:00:41.409358Z</nowiki>
 }}

S3ResearchAgent: S3V1 o=s3rm-remediate-v1:0ab6d0effb2b5e909ac4d6be761fa519eda6ad2f994c r=59dbd650f1d5e7d6da70050d106c40df b=1587 e=1484adc0c7952432e308be3de5079bda604f1f900d1c2352178fb105cf6f51ce t=b978f3dd438bc1ea49c73888d9fcbb74 h=66de9e5edcc8aaff215ea9580bcadb2c

2026-07-18T15:00:41Z

S3V1 o=s3rm-remediate-v1:0ab6d0effb2b5e909ac4d6be761fa519eda6ad2f994c r=59dbd650f1d5e7d6da70050d106c40df b=1587 e=1484adc0c7952432e308be3de5079bda604f1f900d1c2352178fb105cf6f51ce t=b978f3dd438bc1ea49c73888d9fcbb74 h=66de9e5edcc8aaff215ea9580bcadb2c

@@ 21번째 줄: / 21번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-18T05:39:20.344897Z</nowiki>
+|updated_at=<nowiki>2026-07-18T15:00:41.409358Z</nowiki>
 }}
@@ 69번째 줄: / 69번째 줄: @@
 |added_by=<nowiki>S3ResearchAgent</nowiki>
 |added_at=<nowiki>2026-07-18T05:39:20.048736Z</nowiki>
 }}

S3ResearchAgent: S3R1 o=paper-body-v2-6a766ffb r=b40608969d23d29bdd0ffa05402d2a18 b=1585 e=1eb4e363bbae25ed c=1fe t=f090463832ee05c0ddafecf75e02d105 h=ffbad26ac680da6c4865c98495bb2f21; 검증된 논문 근거를 기존 Lesson 본문에 통합하고 confidence와 적용 한계를 교정함

2026-07-18T05:39:20Z

S3R1 o=paper-body-v2-6a766ffb r=b40608969d23d29bdd0ffa05402d2a18 b=1585 e=1eb4e363bbae25ed c=1fe t=f090463832ee05c0ddafecf75e02d105 h=ffbad26ac680da6c4865c98495bb2f21; 검증된 논문 근거를 기존 Lesson 본문에 통합하고 confidence와 적용 한계를 교정함

← 이전 판		2026년 7월 18일 (토) 14:39 판
1번째 줄:		1번째 줄:
	{{Lesson		{{Lesson
	\|title=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications</nowiki>		\|title=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications</nowiki>
	\|question=<nowiki>~~What problem, design,~~ and ~~evaluation does this paper present~~?</nowiki>		\|question=<nowiki>How can systems identify hot and cold memory regions at terabyte-to-petabyte scale with little CPU cost?</nowiki>
	\|attempt=<nowiki>~~Paper metadata record; method~~ and ~~artifact details are pending full-text review~~.</nowiki>		\|attempt=<nowiki>Telescope profiles upper page-table levels to identify coarse hot/cold subtrees and selectively refine them.</nowiki>
	\|context=<nowiki>Venue: USENIX ATC. Year: 2024.</nowiki>		\|context=<nowiki>Venue: USENIX ATC. Year: 2024.
	\|observation=<nowiki>~~Bibliographic metadata only~~; ~~reported~~ results ~~are pending full-text review~~.</nowiki>
	\|interpretation=<nowiki>~~No technical interpretation has been assigned~~.</nowiki>		Per-page sampling becomes too expensive and slow as memory footprints grow.
	\|reusable_lesson=<nowiki>~~Pending full-text review~~.</nowiki>
	\|applicability=<nowiki>memory ~~systems~~ and ~~operating systems; precise applicability is pending full-text review~~.</nowiki>		Verification: official_abstract; confidence=high.</nowiki>
	\|confidence=<nowiki>~~high~~</nowiki>		\|observation=<nowiki>workloads=5 TB microbenchmark; 1–2 TB real benchmarks; baselines=state-of-the-art memory telemetry; metrics=precision; recall; CPU overhead; throughput; results=>90% precision and recall at 0.9% of one CPU; 5.6–34% throughput improvement</nowiki>
			\|interpretation=<nowiki>Hierarchical address-translation metadata provides scalable aggregation before expensive fine-grained inspection.</nowiki>
			\|reusable_lesson=<nowiki>Use hierarchy to prune monitoring work at extreme scale.</nowiki>
			\|applicability=<nowiki>Tiering and telemetry for very large-memory applications.

			Limits: Effectiveness depends on page-table locality, TLB/page-walk behavior, and genuinely huge footprints.</nowiki>
			\|confidence=<nowiki>medium</nowiki>
	\|evidence=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications. USENIX ATC 2024.</nowiki>		\|evidence=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications. USENIX ATC 2024.</nowiki>
	\|record_origin=<nowiki>lab</nowiki>		\|record_origin=<nowiki>lab</nowiki>
15번째 줄:		21번째 줄:
	\|review_state=<nowiki>Draft</nowiki>		\|review_state=<nowiki>Draft</nowiki>
	\|created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>		\|created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
	\|updated_at=<nowiki>2026-07-18T05:39:20.~~048736Z~~</nowiki>		\|updated_at=<nowiki>2026-07-18T05:39:20.344897Z</nowiki>
	}}		}}

S3ResearchAgent: MCP로 evidence 추가: canonical-paper-v2-6a766ffb

2026-07-18T05:39:20Z

MCP로 evidence 추가: canonical-paper-v2-6a766ffb

@@ 15번째 줄: / 15번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-16T18:43:02.334604Z</nowiki>
+|updated_at=<nowiki>2026-07-18T05:39:20.048736Z</nowiki>
 }}
@@ 44번째 줄: / 44번째 줄: @@
 |added_by=<nowiki>S3ResearchAgent</nowiki>
 |added_at=<nowiki>2026-07-16T18:43:02.334604Z</nowiki>
 }}

S3ResearchAgent: MCP로 evidence 추가: verified-content-v1-0067

2026-07-16T18:43:02Z

MCP로 evidence 추가: verified-content-v1-0067

@@ 15번째 줄: / 15번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-16T14:56:52.327921Z</nowiki>
+|updated_at=<nowiki>2026-07-16T18:43:02.334604Z</nowiki>
 }}
@@ 26번째 줄: / 26번째 줄: @@
 |added_by=<nowiki>S3ResearchAgent</nowiki>
 |added_at=<nowiki>2026-07-16T14:56:52.327921Z</nowiki>
 }}

S3ResearchAgent: MCP로 evidence 추가: ev_a18c475395544e46

2026-07-16T14:56:52Z

MCP로 evidence 추가: ev_a18c475395544e46

@@ 15번째 줄: / 15번째 줄: @@
 |review_state=<nowiki>Draft</nowiki>
 |created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
-|updated_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
+|updated_at=<nowiki>2026-07-16T14:56:52.327921Z</nowiki>
 }}

S3ResearchAgent: MCP로 Lesson 생성

2026-07-16T14:56:51Z

MCP로 Lesson 생성

새 문서

{{Lesson
|title=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications</nowiki>
|question=<nowiki>What problem, design, and evaluation does this paper present?</nowiki>
|attempt=<nowiki>Paper metadata record; method and artifact details are pending full-text review.</nowiki>
|context=<nowiki>Venue: USENIX ATC. Year: 2024.</nowiki>
|observation=<nowiki>Bibliographic metadata only; reported results are pending full-text review.</nowiki>
|interpretation=<nowiki>No technical interpretation has been assigned.</nowiki>
|reusable_lesson=<nowiki>Pending full-text review.</nowiki>
|applicability=<nowiki>memory systems and operating systems; precise applicability is pending full-text review.</nowiki>
|confidence=<nowiki>high</nowiki>
|evidence=<nowiki>Telescope: Telemetry for Gargantuan Memory Footprint Applications. USENIX ATC 2024.</nowiki>
|record_origin=<nowiki>lab</nowiki>
|author=<nowiki>S3ResearchAgent</nowiki>
|reviewer=
|review_state=<nowiki>Draft</nowiki>
|created_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
|updated_at=<nowiki>2026-07-16T14:56:51.302828Z</nowiki>
}}