From 672b4b5dbdf35eed1a5a2250e95814c51133fb90 Mon Sep 17 00:00:00 2001 From: Dong1017 <55723162+Dong1017@users.noreply.github.com> Date: Fri, 23 Oct 2026 15:16:02 -0700 Subject: [PATCH 1/7] knowledge: add foundational mechanism decision cases Consolidate six source-bounded scheduling, caching, and parallelism/pipelining cases in the existing optimization-search-policy owner. Test real discovery, resources, and revision contracts without claiming semantic selection or measured efficacy. Refs #131. Related to #91. Signed-off-by: GUOGUO Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) --- docs/reference-matrix.md | 12 + docs/searchspace-matrix.md | 2 +- src/inferrsi/data/skill_library/README.md | 7 + .../optimization-search-policy/SKILL.md | 8 + .../optimization-search-policy/metadata.json | 17 +- .../foundational-mechanism-decisions.md | 207 ++++++++++++++++++ .../test_foundational_mechanism_decisions.py | 137 ++++++++++++ 7 files changed, 387 insertions(+), 3 deletions(-) create mode 100644 src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md create mode 100644 tests/test_foundational_mechanism_decisions.py diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md index 8283e424e..b51af580a 100644 --- a/docs/reference-matrix.md +++ b/docs/reference-matrix.md @@ -186,6 +186,18 @@ SSD/OS systems columns. | **A1 / Agent Skills** @ `69ef37e9424c0a7ea9dd2293b559e43ec8176379` | reference; Dot A-approved minimal consumption | Specification frontmatter/body/progressive disclosure and client guide catalog/activation/resource sections directly verified 2026-10-15; format guidance, not an execution permission grant | `src/inferrsi/skill_catalog.py`, existing CLI/arguments; metadata projection + explicit selection + resource resolution; no installer/router/client configuration | | **CR6 / Stas Bekman ML Engineering Open Book** @ `ee7517e0f562ff0e7d56c3e88c619d0c0c496ba7` (CC BY-SA 4.0 declared by source skill) | expert methodology | `skills/ml-engineering/SKILL.md` scoped principles, `skills/evaluate-cluster/SKILL.md` first 100 lines, targeted performance README MFU/HFU/NUMA/GC sections; scripts identified only, excluded storage/input/recovery lanes not mined | `training-resource-budget` + explicitly attributed/share-alike `references/stas-decision-notes.md`; Accelerator/RAM/Network/OS diagnosis and proposed verification, no local results | +### Foundational mechanism decisions + +The [six-case guide](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md) +consolidates existing vLLM admission/KV ledgers at `7f730b4cea9a66520a9200265928ebe016b48a39`, +Orca OSDI22/FastServe v3, the LMCache MP historical prefix `c3b875a`, +the Qwen B300 H6/H7 rejection record at `d51c941dc57807c1e16ea698cd9291f414110c45`, +Alpa v3 and AFD eager dense-FFN at `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec`. +This adds decision navigation under `optimization-search-policy`, not new primary +inspection, a duplicate domain procedure or a selector. Original readsets, +inspection dates, historical-observation scope and candidate/not_run states remain +with the linked owners. No new hardware/resource qualification follows. + ### Reviewed paper methodology and cases The following paper versions supplement, rather than replace or certify, the diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md index f74d2c598..061caf992 100644 --- a/docs/searchspace-matrix.md +++ b/docs/searchspace-matrix.md @@ -42,7 +42,7 @@ The primary compute and HBM resource. Most current work lives here. | **Diagnose / Configure / Verify** | AKG static CUDA Affine loop tails: effective target/option gates, full point-loop bounds and protected input/output accesses | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | [Tail-guard reference](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md): separation precedence, non-divisible fixture and diagnostic boundary | AKG @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff; source + FileCheck expectations only | Candidate; compiler/IR command, CUDA runtime and agent efficacy not run; no new measured coverage | | **Optimize** | Operator-level: staged accuracy-gated tuning campaign (code-level → scheduling → instruction-level), metric→action routing; AscendC tiling design per operator class (reduction/broadcast/elewise/matmul/conversion) | `ascend-operator-tuning`, `ascendc-tiling-design` | PyPTO frontend/swimlane/incore playbooks; fullload-vs-split, four-element tiling template, chip-generation (DAV_2201/3510) routing | awesome-ascend-skills pypto-op-perf-tune + ascendc-tiling-design @ 75ec89c | 🟢 | | **Optimize** | Casebook of past NPU optimization decisions: AI-CPU fallback, memory-bound, comm-exposed, graph-compilation, scheduling idle gaps | `ascend-optimization-casebook`, `inference-optimization-casebook` | Five bottleneck classes with symptom→diagnosis→action→evidence schema | MindIE-SD profiling-analyze + dit-perf-opt + perf-gate + dit-parallel-opt @ 8481d39b | 🟢 | -| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments | 🟢 (procedure only) | +| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity; scheduling, caching/reuse and parallelism/pipelining decision navigation | [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | [Six bounded cases](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md); training-only and historical-negative boundaries retained | Existing owner ledgers consolidated; provenance stays in Reference Matrix §2; no new hardware coverage or automatic selection | vllm-evolve @ 43cc82c; scoped A/F paper amendments and linked existing cases | 🟢 (candidate procedure; mechanism selection/efficacy not evaluated) | | **Optimize** | Bounded multistream overlap: dependency-DAG constrained (data/state/event/collective_order edges; shared input ≠ dependency), minimal-first, execution-mode sync contract (eager streams vs TorchAir) | `cann-attribution-overlap` | Metric separation (wall / union-of-busy / summed durations / summed duration+wait; repeated-instance product = estimate); device-memory domain qualification; formula conflicts carried unresolved | cann/oam-tools @ 8440935f (pack-mediated, wave 6) | 🟢 | | **Verify** | Evidence taxonomy (L0 correctness → L5 production), claim-evidence matching | `dense-performance-evidence`, `rsi-evidence`, `claim-contract` | InferRSI PASS/FAIL/INCONCLUSIVE protocol | InferRSI @ 4c8e1285 | 🟢 | | **Diagnose / Verify** | Fixed-stage PyTorch/Ascend model report: bind current stage and actually loaded candidate to quality-validator output and comparable baseline | [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | [Stage-evidence rule](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md): workflow instructions versus registered marker/keyword checks; completion is not numerical validation | canonical cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110; selected CANN-2.0 scope | Candidate procedure only; host/model/backend not_run, agent efficacy not evaluated; no new measured coverage | diff --git a/src/inferrsi/data/skill_library/README.md b/src/inferrsi/data/skill_library/README.md index 6dda7a606..66ca18376 100644 --- a/src/inferrsi/data/skill_library/README.md +++ b/src/inferrsi/data/skill_library/README.md @@ -42,6 +42,13 @@ An explicit `inferrsi skills --root ` selects a custom flat tree or a categorized library with `skill-index.json`. Backend scope does not certify device compatibility; readers do not execute helpers or promote candidates. +## Foundational mechanism decisions + +The [optimization-search-policy decision guide](methods/optimization-search-policy/references/foundational-mechanism-decisions.md) +compares six scheduling, caching/reuse and parallelism/pipelining situations using +existing owner evidence. It preserves source versions and historical negatives; +retrieval checks do not establish automatic method selection or measured gains. + ## Focused llama.cpp runtime audit The registered [audit-llama-runtime-state](repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md index eb00f2e9e..72e84bbba 100644 --- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md +++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md @@ -21,6 +21,14 @@ An optimization agent without a search policy tends to: This skill addresses all four. +## Foundational mechanism decisions + +Use the [six bounded decision cases](references/foundational-mechanism-decisions.md) +to distinguish scheduling, caching/reuse and parallelism/pipelining after locating +a bottleneck. They route to existing domain owners and retain prerequisites, +counter-signals, smallest next checks and rollback boundaries. The cases are +candidate guidance, not an automatic method selector or new validation results. + ## Phase-locked optimization round An effective optimization round has locked phases that cannot be reordered. diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json index 8d598948e..0bd9f0a0d 100644 --- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json +++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json @@ -27,7 +27,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -35,7 +36,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" } diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md new file mode 100644 index 000000000..6ad780900 --- /dev/null +++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md @@ -0,0 +1,207 @@ +# Foundational mechanism decisions + +Status: candidate; empirical validation: **not_run**. This guide consolidates +existing packaged evidence for [issue #131](https://github.com/InferMatrixLab/InferRSI/issues/131). +It adds no primary-source inspection, selector, experiment result or permission +to change a system. Resource layers locate a bottleneck; scheduling, caching/reuse +and parallelism/pipelining describe possible interventions. They are not an +exhaustive taxonomy or a ranking of solutions. + +## Use the measured boundary + +Start with the fixed workload, useful work and quality/SLO contract, measured +limiting stage, resource budget, software revision and allowed changes. If these +are missing, defer the optimization choice and name the missing observation. +Use [performance-ceiling-analysis](../../performance-ceiling-analysis/SKILL.md) +for headroom and the parent search policy for experiment ordering and stopping. +A keyword or available recipe does not identify a cause. + +| Axis | Question before a candidate change | Preserve | +| --- | --- | --- | +| Scheduling | Who becomes eligible, in which order, at which boundary? | Progress, service order, fairness/backpressure and unfinished state | +| Caching / reuse | Which repeated work is avoided, with which identity and lifetime? | Validity, ownership, readiness, invalidation and eviction obligations | +| Parallelism / pipelining | Which independent work can occupy which stage or resource? | Dependencies, tensor/request identity, in-flight memory and completion | + +The cases below are **golden expectations for a human or agent to assess**, not +implemented dispatch rules. Collect matches identity/metadata/entrypoint text; it +does not diagnose bottlenecks or make semantic selection/abstention judgments. +CPU checks can validate retrieval, references and revision refusal, not that an +agent chose the appropriate method. + +## Scheduling + +### S1 — Admission gates before preemption + +- **Signal and prerequisite:** Waiting work coexists with low scheduled-token use + or allocation pressure. Identify which gate blocked the request before proposing + a larger batch, different ordering or preemption. +- **Source boundary:** The carried vLLM + [admission ledger F1–F5](../../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md#f1--separate-budgets-and-admission-caps-implementation) + pins `7f730b4cea9a66520a9200265928ebe016b48a39`, supplied 2026-10-15. + Running/active caps, token/input budgets, readiness and allocation are separate. + Pending connector frees can stop allocation retries without immediate preemption; + counted remote-prefix tokens are not load readiness. +- **Candidate and invariants:** Route to + [diagnose-vllm-admission-pressure](../../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md). + Change only the implicated gate while preserving token/state accounting, + blocked-request handling and the service contract. This readset does not + establish safe CLI values or behavior of a concrete connector. +- **Counter-signal:** No runnable work, an earlier gate, input/encoder waits or + pending frees can explain unused capacity. A queue alone does not identify a + policy bottleneck. +- **Next verification / rollback:** First trace the blocking branch and request + state at the current revision. For a later authorized contrast, match useful + work and measure queue/token latency and completion. Restore the prior + configuration if progress, protected-request latency or quality regresses. + +### S2 — Preemption must retain a recovery path + +- **Signal and prerequisite:** Heterogeneous jobs wait behind service while + unfinished requests retain KV. Establish supported resume, recompute or transfer + and count all started, unfinished state, not just running jobs. +- **Source boundary:** The carried + [Orca O1/O3 and FastServe F1–F3 notes](../../assess-serving-preemption/references/source-notes.md) + use Orca OSDI 2022 proceedings (§4.2/Algorithm 1) and FastServe + `2305.05920v3` (§§4.1–4.2), read 2026-10-15. Iteration eligibility and + conservative reservations differ from priority/promotion and suspended-state + residency. Historical paper mechanisms are not current vLLM APIs. +- **Candidate and invariants:** Use + [assess-serving-preemption](../../assess-serving-preemption/SKILL.md) to separate + admission, eligibility, service order and recovery. Less conservative admission + or changed order must preserve progress, state identity, recoverability, + backpressure and the declared fairness contract. +- **Counter-signal:** Long uninterruptible prefill, dominant engine time or exposed + copy/recompute can outweigh scheduling benefits. Aggregate tail improvement is + not per-tenant fairness; asynchronous copies do not establish useful overlap. +- **Next verification / rollback:** First inventory running and suspended KV and + recovery ownership. A later authorized contrast must retain cohort tails and + exposed recovery cost alongside throughput. Restore prior ordering/residency + if recovery stalls or protected classes regress. Do not adopt a paper threshold + as a tuning default. + +## Caching and reuse + +### C1 — Available KV is different from tier capacity + +- **Signal and prerequisite:** A reported hit/computed-token count coexists with + a blocked request, or retained/prefetched data pressures a lower tier. Identify + a validity/readiness/lifetime problem versus a capacity/retention problem. +- **Source boundary:** The carried + [vLLM KV ledger F1–F4/F6](../../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md) + pins `7f730b4cea9a66520a9200265928ebe016b48a39`, supplied 2026-10-15. + Async counted tokens precede receive completion; connector retention and + scheduler in-flight-write fencing differ. Base-class obligations do not qualify + a concrete backend. Separately, + [LMCache MP tier management](../../../repositories/lmcache/kv-tier-management/SKILL.md) + retains historical prefix `c3b875a` (inspection date unrecorded here). + Its retention, staging and prefetch-pressure policy has a separate pin/scope. +- **Candidate and invariants:** First use + [audit-vllm-kv-lifetimes](../../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) + for hit identity, completion, failure and release ownership. Use the tier owner + only for an identified supported MP stack and measured retention/pressure + question. Preserve prefix validity and source/destination lifetime through + required completion; spare capacity does not satisfy a dependency. +- **Counter-signal:** Adding capacity does not repair a failed receive, stale + identity or held source block. Extra retention/prefetch can increase RAM + pressure; hit rate alone does not show lower request latency. vLLM lifecycle + evidence does not prove LMCache tier availability or a compatible dependency tuple. +- **Next verification / rollback:** Trace allocation, receive completion/failure + and deferred release at the selected implementation. A later authorized tier + contrast should measure useful contiguous-prefix reuse, resident/in-flight + bytes and request latency. Restore prior retention/prefetch if pressure or + protected latency worsens; never bypass readiness or free live buffers. + +### C2 — Graph reuse can lose to replay and copy cost + +- **Signal and prerequisite:** Repeated launch/setup work suggests graph or + compiled-artifact reuse. Establish stable capture boundaries, shapes, buffer + identity/lifetime, useful work and equivalent output. +- **Historical observation:** The + [Qwen B300 rejection case](../../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md) + and [identity record](../../inference-optimization-casebook/cases/qwen-b300-rejected-directions.json) + retain InferRSI source `d51c941dc57807c1e16ea698cd9291f414110c45`, + issue #3. H6/H7 graph projection/norm/RoPE or post-attention trials were removed + for no material end-to-end gain; H7 separately records replay/copy costs. These + are carried historical observations in that Qwen/BF16/native-step/four-B300 + context, not experiments rerun here or a newly established common cause. +- **Candidate and invariants:** Revisit with a stated changed condition, such as + a supported capture boundary or buffer lifetime. Preserve work, graph-input + identity, numerical/image quality and valid buffer ownership. +- **Counter-signal:** Faster enqueue or a reusable artifact can coexist with no + full-request gain after capture, replay and copies. This record does not ban + graph reuse; the campaign's final PASS does not qualify H6/H7. +- **Next verification / rollback:** Inspect the rejection scope first. A later + authorized contrast must include capture amortization, replay/copies and + full-request cost under matched quality control. Restore the complete prior + launcher/configuration/artifact if quality fails or benefit is absent; retain + the new verdict separately from the historical result. + +## Parallelism and pipelining + +### P1 — Balance stages against communication and in-flight memory + +**Training only: this is not an inference-serving placement recipe.** + +- **Signal and prerequisite:** Stages have unequal work/memory and idle intervals. + Fix global batch, microbatch count, shapes, precision/optimizer state and topology + before changing stage boundaries, meshes or shardings. +- **Source boundary:** The packaged + [Alpa AL1–AL2 ledger](../../choose-parallel-training-plan/references/source-notes.md#al-alpa) + pins `2201.12023v3`, especially §§4–7, with the original readset/PDF digest. + This consolidation does not reread the paper or invent an inspection date. + Its objective omits inter-stage transfer, takes microbatch count externally and + does not optimize compute/communication overlap; the model is static training. +- **Candidate and invariants:** Route to + [choose-parallel-training-plan](../../choose-parallel-training-plan/SKILL.md). + Compare against a simple equal-stage incumbent using actual transfer and + per-rank peak memory, including in-flight activations/staging. Preserve training + semantics, batch/work and tensor partition identity. +- **Counter-signal:** Balanced modeled compute can expose communication or exhaust + activation memory. Equal-layer partitioning already matches the reported plan + on the tested homogeneous GPT case. Solver output is not a measured optimum. +- **Next verification / rollback:** First account for omitted transfer, topology + and memory feasibility. Later authorized training checks must establish + correctness, full-step benefit and planning amortization. Restore the prior + partition/launcher if quality, capacity or full-step cost regresses. Historical + evidence does not qualify a current GPU/NPU stack. + +### P2 — Preserve peer rows before seeking pipeline overlap + +- **Signal and prerequisite:** Attention/FFN separation creates an exchange + boundary. Establish role/native/communication ranks, layer/stage identity, + per-peer row lengths and receive-buffer ownership for the selected eager path. +- **Source boundary:** The + [AFD F1–F4 ledger](../../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md#f1--derive-role-rank-then-communication-namespaces) + pins `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec`, inspected 2026-10-23: + CUDA P2pNccl eager dense FFN with `compute_gate_on_attention=false`. + Control destination and data fan-in can differ; matching a total token count + does not preserve each peer's rows. +- **Candidate and invariants:** Use + [audit-afd-p2p-exchanges](../../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) + before proposing placement/overlap. Preserve per-peer lengths through + concatenation, FFN and return splitting, receive context and buffer lifetime. + Python return is not device/communication completion. +- **Counter-signal:** An even split, valid total shape or more in-flight work can + conceal ownership errors or extra staging. Source synchronization calls do not + prove overlap, successful rendezvous or a performance gain. +- **Next verification / rollback:** Trace producer-to-consumer rank/stage/row + ownership first. Native/model/transport checks need separate authorization and + a pinned dependency tuple; communicator internals and multi-host behavior remain + unqualified. Restore the prior supported topology and stage/buffer policy if + identity, completion or capacity cannot be established. Exclude MoE, graph/DBO + and NPU paths. + +## Evidence and authorization limits + +All six cases reuse canonical material packaged before this contribution. +Source notes retain attribution, license scope, versions and original inspection +dates; abbreviated historical pins remain prefixes. New primary inspection, +backend correctness, quality, performance and agent efficacy are **not_run**. +Missing Sarathi, PagedAttention or DistServe archives are not silently replaced +with a proposal bibliography. + +Keep each domain owner as the substantive procedure. These short cases provide a +reason to inspect it, reject/defer a candidate and choose a bounded next check. +They do not promote candidates or authorize execution, resource changes, +publication or integration. Preserve the last qualified incumbent and record +better/worse/inconclusive outcomes under the existing search policy. diff --git a/tests/test_foundational_mechanism_decisions.py b/tests/test_foundational_mechanism_decisions.py new file mode 100644 index 000000000..852d8dac3 --- /dev/null +++ b/tests/test_foundational_mechanism_decisions.py @@ -0,0 +1,137 @@ +import hashlib +from pathlib import Path + +import pytest + +from inferrsi.knowledge_operations import KnowledgeReader + +LIBRARY = Path(__file__).resolve().parents[1] / "src/inferrsi/data/skill_library" +GUIDE = "methods/optimization-search-policy/references/foundational-mechanism-decisions.md" + +# 这些 golden IDs 只检查 retrieval 合同，不模拟 method selector。 +CASES = [ + ( + "S1", + "diagnose-vllm-admission-pressure", + "skill", + "candidate", + "repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "inferrsi.common.skills.diagnose_vllm_admission_pressure", + ), + ( + "S2", + "assess-serving-preemption", + "skill", + "candidate", + "methods/assess-serving-preemption/SKILL.md", + "inferrsi.common.skills.assess_serving_preemption", + ), + ( + "C1", + "audit-vllm-kv-lifetimes", + "skill", + "candidate", + "repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "inferrsi.common.skills.audit_vllm_kv_lifetimes", + ), + ( + "C2", + "case.qwen-b300-rejected-directions", + "case", + "historical_observation", + "methods/inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", + "inferrsi.common.skills.inference_optimization_casebook", + ), + ( + "P1", + "choose-parallel-training-plan", + "skill", + "candidate", + "methods/choose-parallel-training-plan/SKILL.md", + "inferrsi.common.skills.choose_parallel_training_plan", + ), + ( + "P2", + "audit-afd-p2p-exchanges", + "skill", + "candidate", + "repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "inferrsi.cuda.skills.audit_afd_p2p_exchanges", + ), +] + + +@pytest.fixture(scope="module") +def reader(): + reader = KnowledgeReader(skill_root=LIBRARY) + checkout = reader.read("checkout:optimization-search-policy") + package = reader.read("package:inferrsi.common.skills.optimization_search_policy") + assert checkout.metadata["state"] == "candidate" + assert checkout.metadata["empirical_validation"] == "not_run" + assert package.metadata["kind"] == "knowledge" + assert package.metadata["state"] == "imported" + assert checkout.dependencies + for reference in checkout.dependencies: + assert reference in checkout.content + for reference, key in ( + ("checkout:optimization-search-policy", GUIDE), + ( + "package:inferrsi.common.skills.optimization_search_policy", + "data/skill_library/" + GUIDE, + ), + ): + bundle = checkout if reference.startswith("checkout:") else package + data = reader.resource(reference, key, revision=bundle.revision) + assert data == (LIBRARY / GUIDE).read_bytes() + assert hashlib.sha256(data).hexdigest() == bundle.view()["resources"][key] + return reader + + +@pytest.mark.parametrize( + "case_id,identity,kind,state,path,package_id", CASES, ids=[case[0] for case in CASES] +) +def test_curated_owner_material_contract(reader, case_id, identity, kind, state, path, package_id): + reference = f"checkout:{identity}" + assert reference in reader.identities() + result = reader.collect(ids=[reference], kind=kind, material=True) + assert not result["no_match"] and not result["omissions"] + assert [item["ref"] for item in result["items"]] == [reference] + item = result["items"][0] + assert item["kind"] == kind + bundle = reader.read(reference, revision=item["revision"]) + view = bundle.view() + assert view["state"] == state + assert view["sources"] and view["applicability"] and view["limitations"] + key = Path(path).name if kind == "case" else path + data = reader.resource(reference, key, revision=item["revision"]) + assert data == bundle.content[key] == (LIBRARY / path).read_bytes() + assert hashlib.sha256(data).hexdigest() == view["resources"][key] + package_ref = f"package:{package_id}" + package = reader.read(package_ref) + package_key = "data/skill_library/" + path + assert reader.resource(package_ref, package_key, revision=package.revision) == data + assert package.view()["resources"][package_key] == hashlib.sha256(data).hexdigest() + if case_id == "C1": + tier = reader.read("checkout:kv-tier-management") + tier_key = "repositories/lmcache/kv-tier-management/SKILL.md" + assert tier.metadata["state"] == "candidate" + assert reader.resource( + "checkout:kv-tier-management", tier_key, revision=tier.revision + ) == (LIBRARY / tier_key).read_bytes() + + +def test_required_unavailable_revision_is_not_substituted(reader): + reference = "checkout:optimization-search-policy" + result = reader.collect( + ids=[reference], + revisions={reference: "sha256:" + "0" * 64}, + kind="skill", + material=True, + ) + assert result["no_match"] and result["items"] == [] + assert len(result["omissions"]) == 1 + omission = result["omissions"][0] + assert omission["id"] == reference + assert omission["reason"] == "unavailable_revision" + assert reference in omission["detail"] + assert "sha256:" + "0" * 64 in omission["detail"] From 55dd7da0db83905d8b2cb205d505b5aae042ff80 Mon Sep 17 00:00:00 2001 From: Dong1017 <55723162+Dong1017@users.noreply.github.com> Date: Fri, 23 Oct 2026 15:34:34 -0700 Subject: [PATCH 2/7] chore: project foundational decision knowledge from committed source Generate the shared knowledge projection with the native builder from source 672b4b5dbdf35eed1a5a2250e95814c51133fb90. Refs #131. Related to #91. Signed-off-by: GUOGUO Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) --- .../repo_packs/inferrsi/knowledge/README.md | 4 +-- .../ascend-aclgraph-capture-replay.json | 4 +-- .../ascend/skills/ascend-device-health.json | 4 +-- .../skills/ascend-distributed-parallel.json | 4 +-- .../ascend/skills/ascend-graph-mode.json | 4 +-- .../skills/ascend-model-adaptation.json | 4 +-- .../skills/ascend-operator-profiling.json | 4 +-- .../ascend/skills/ascend-operator-tuning.json | 4 +-- .../skills/ascend-optimization-casebook.json | 4 +-- .../skills/ascend-performance-analysis.json | 4 +-- .../ascend/skills/ascendc-tiling-design.json | 4 +-- .../skills/cann-attribution-overlap.json | 4 +-- .../torchnpu-device-memory-lifecycle.json | 4 +-- ...torchnpu-pinned-host-memory-lifecycle.json | 4 +-- .../skills/assess-serving-preemption.json | 4 +-- .../assess-split-backward-schedule.json | 4 +-- .../skills/audit-h3-runtime-residency.json | 4 +-- .../skills/audit-llama-runtime-state.json | 4 +-- .../common/skills/audit-sd-cpp-residency.json | 4 +-- .../audit-sglang-diffusion-lifetimes.json | 4 +-- .../skills/audit-vllm-kv-lifetimes.json | 4 +-- .../bound-windowed-attention-replay.json | 4 +-- .../budget-speculative-verification.json | 4 +-- .../skills/calibrate-serving-simulation.json | 4 +-- .../skills/cgroup-resource-controls.json | 4 +-- .../checkpoint-recovery-consistency.json | 4 +-- .../skills/choose-parallel-training-plan.json | 4 +-- .../skills/cite-check-downstream-pr.json | 4 +-- .../common/skills/claim-contract.json | 4 +-- .../knowledge/common/skills/comfy-ui.json | 4 +-- .../common/skills/competitor-scan.json | 4 +-- .../skills/dcp-async-save-performance.json | 4 +-- .../skills/dense-performance-evidence.json | 4 +-- .../diagnose-vllm-admission-pressure.json | 4 +-- .../skills/diffusers-invocation-state.json | 4 +-- .../common/skills/draft-acceptance-issue.json | 4 +-- .../evaluate-elastic-serving-placement.json | 4 +-- .../skills/generation-cache-lifecycle.json | 4 +-- .../common/skills/host-memory-management.json | 4 +-- .../skills/host-overhead-optimization.json | 4 +-- .../skills/inference-benchmark-design.json | 4 +-- .../inference-optimization-casebook.json | 4 +-- .../common/skills/kernel-writing-guide.json | 4 +-- .../common/skills/kv-tier-management.json | 4 +-- .../lazy-evaluation-stream-lifetimes.json | 4 +-- .../common/skills/npu-skill-factory.json | 4 +-- .../skills/optimization-search-policy.json | 29 ++++++++++++++----- .../common/skills/os-process-placement.json | 4 +-- .../skills/performance-ceiling-analysis.json | 4 +-- .../skills/plan-activation-residency.json | 4 +-- .../skills/repository-evolution-analysis.json | 4 +-- .../knowledge/common/skills/rsi-evidence.json | 4 +-- .../skills/skill-evolution-playbook.json | 4 +-- .../common/skills/storage-io-measurement.json | 4 +-- .../skills/training-input-pipeline.json | 4 +-- .../skills/training-resource-budget.json | 4 +-- .../skills/weight-loading-optimization.json | 4 +-- .../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-- .../diagnose-attention-bottlenecks.json | 4 +-- .../cuda/skills/host-overhead-profiling.json | 4 +-- 60 files changed, 140 insertions(+), 125 deletions(-) diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md index f87fb5f27..390dc82a0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md @@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA procedures use their corresponding backend; shared methods use `common`. -Source snapshot: [93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f](https://github.com/InferMatrixLab/InferRSI/tree/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library). +Source snapshot: [672b4b5dbdf35eed1a5a2250e95814c51133fb90](https://github.com/InferMatrixLab/InferRSI/tree/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library). ```bash inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50 @@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected). ```bash python tools/build_skill_index.py --source-revision -python tools/build_skill_index.py --source-revision 93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f --check +python tools/build_skill_index.py --source-revision 672b4b5dbdf35eed1a5a2250e95814c51133fb90 --check ``` `--check` detects missing, stale and unexpected generated records without writing. diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json index 6a1e14768..845ea5f79 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json index c7b1af454..8faa8e6e2 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json index c1a0d81b1..c8fb6d095 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json index 67b836194..7b93ebf9d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json index da6c28c01..68614f968 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json index 07202e33e..ba8f046c1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json index e671add3a..cee54f516 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json index 96f360781..cff1b4368 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json index 7d8cd3e2b..0a3172131 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json index a9bdae504..5f7d76a54 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json index dc52a8e48..37b98bef1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json index abe15bac5..1f87270bd 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json index 887b3fe4b..c16ea5f49 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json index 1fd25f877..29d1207fa 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json index 873d220c9..cc53696b4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json index c5663328d..b7ce1af5c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json index 7ecf09215..847683f49 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE", "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json index 93a18db69..ba9cf538f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json index 37066d44e..6b006800a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json index 1f81c70c9..c6a34b6f0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json index 0d1921de3..81f62b9e7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json index a5c3df704..999fc0f02 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json index 3f812c76d..dd4e17587 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json index 3fac2421d..bd906035d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json index 12c0504e4..785909cce 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json index ed2cd61d6..0a35958f5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json index d3939f529..898d816c7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json index 77ace845a..407751d04 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json index 3513fa79a..9e54d53ee 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json index 70acd931e..4ca92e2f1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json index f337dda66..c7440551e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json index dcfd3f2a5..3231de745 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json index 7db9d26f9..f44f2abb3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json index dc2acf5cb..c2e142843 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json @@ -21,11 +21,12 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md", @@ -34,7 +35,7 @@ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md", "src/inferrsi/data/skill_library/skill-index.json" ], - "content_sha256": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a" + "content_sha256": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669" } ], "index_type": "packaged-skill", @@ -43,8 +44,9 @@ }, "checkout_ref": "checkout:optimization-search-policy", "source_files": { - "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a", - "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "113c761ae488055da7e59c77df2db4247a545fdaf558188f01bde4b0960123c6", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e5250f8526a527147113025caabaacef5c2d3fb3298d031c8d9a1c745abaa560", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md": "57b6b30a5d47859e02ff1c97f29ff3f62d633ac35013c48370ace90d12ab625e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053", @@ -84,7 +86,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -92,7 +95,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" }, diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json index f780b628c..78ff3b12a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json index 0c0815fae..49d26094d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json index 5c4f2eff1..773d7e21a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json index 4632df797..0662e8395 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json index e0e628ec9..aa572459a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json index 1c0e2ec6e..0680e584f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json index c6ae58455..e9137e65d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json index b2f47eb6f..2aa62a97f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json index 11de74ec0..77eb50fff 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json index bf58d6c9f..62c644f5e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json @@ -26,8 +26,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json index dd0d5b886..5094dafec 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json index 31b53bc16..bfb56599b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json index 973e4ea11..83d7e3d37 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", - "commit": "93aa3769f87f9c74b5eb8a62c3778f8aa8f0e01f", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/672b4b5dbdf35eed1a5a2250e95814c51133fb90/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", + "commit": "672b4b5dbdf35eed1a5a2250e95814c51133fb90", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json", From 5349fa3359efd3ff083181fa94ef3623e7803433 Mon Sep 17 00:00:00 2001 From: Dong1017 <55723162+Dong1017@users.noreply.github.com> Date: Fri, 23 Oct 2026 21:01:46 -0700 Subject: [PATCH 3/7] docs: correct searchspace evidence table columns Combine the evidence provenance cells so the existing maturity and unevaluated-selection qualification remains visible in the six-column table. Signed-off-by: GUOGUO Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) --- docs/searchspace-matrix.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md index 061caf992..6e54efe03 100644 --- a/docs/searchspace-matrix.md +++ b/docs/searchspace-matrix.md @@ -42,7 +42,7 @@ The primary compute and HBM resource. Most current work lives here. | **Diagnose / Configure / Verify** | AKG static CUDA Affine loop tails: effective target/option gates, full point-loop bounds and protected input/output accesses | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | [Tail-guard reference](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md): separation precedence, non-divisible fixture and diagnostic boundary | AKG @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff; source + FileCheck expectations only | Candidate; compiler/IR command, CUDA runtime and agent efficacy not run; no new measured coverage | | **Optimize** | Operator-level: staged accuracy-gated tuning campaign (code-level → scheduling → instruction-level), metric→action routing; AscendC tiling design per operator class (reduction/broadcast/elewise/matmul/conversion) | `ascend-operator-tuning`, `ascendc-tiling-design` | PyPTO frontend/swimlane/incore playbooks; fullload-vs-split, four-element tiling template, chip-generation (DAV_2201/3510) routing | awesome-ascend-skills pypto-op-perf-tune + ascendc-tiling-design @ 75ec89c | 🟢 | | **Optimize** | Casebook of past NPU optimization decisions: AI-CPU fallback, memory-bound, comm-exposed, graph-compilation, scheduling idle gaps | `ascend-optimization-casebook`, `inference-optimization-casebook` | Five bottleneck classes with symptom→diagnosis→action→evidence schema | MindIE-SD profiling-analyze + dit-perf-opt + perf-gate + dit-parallel-opt @ 8481d39b | 🟢 | -| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity; scheduling, caching/reuse and parallelism/pipelining decision navigation | [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | [Six bounded cases](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md); training-only and historical-negative boundaries retained | Existing owner ledgers consolidated; provenance stays in Reference Matrix §2; no new hardware coverage or automatic selection | vllm-evolve @ 43cc82c; scoped A/F paper amendments and linked existing cases | 🟢 (candidate procedure; mechanism selection/efficacy not evaluated) | +| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity; scheduling, caching/reuse and parallelism/pipelining decision navigation | [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | [Six bounded cases](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md); training-only and historical-negative boundaries retained | Existing owner ledgers consolidated; provenance stays in Reference Matrix §2; no new hardware coverage or automatic selection; vllm-evolve @ 43cc82c; scoped A/F paper amendments and linked existing cases | 🟢 (candidate procedure; mechanism selection/efficacy not evaluated) | | **Optimize** | Bounded multistream overlap: dependency-DAG constrained (data/state/event/collective_order edges; shared input ≠ dependency), minimal-first, execution-mode sync contract (eager streams vs TorchAir) | `cann-attribution-overlap` | Metric separation (wall / union-of-busy / summed durations / summed duration+wait; repeated-instance product = estimate); device-memory domain qualification; formula conflicts carried unresolved | cann/oam-tools @ 8440935f (pack-mediated, wave 6) | 🟢 | | **Verify** | Evidence taxonomy (L0 correctness → L5 production), claim-evidence matching | `dense-performance-evidence`, `rsi-evidence`, `claim-contract` | InferRSI PASS/FAIL/INCONCLUSIVE protocol | InferRSI @ 4c8e1285 | 🟢 | | **Diagnose / Verify** | Fixed-stage PyTorch/Ascend model report: bind current stage and actually loaded candidate to quality-validator output and comparable baseline | [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | [Stage-evidence rule](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md): workflow instructions versus registered marker/keyword checks; completion is not numerical validation | canonical cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110; selected CANN-2.0 scope | Candidate procedure only; host/model/backend not_run, agent efficacy not evaluated; no new measured coverage | From e861c6b5e2f6668a6f94c39347195ebeca5a154c Mon Sep 17 00:00:00 2001 From: Dong1017 <55723162+Dong1017@users.noreply.github.com> Date: Sat, 24 Oct 2026 22:49:00 +0900 Subject: [PATCH 4/7] chore: regenerate foundational guidance from combined sources Signed-off-by: GUOGUO Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) --- .../repo_packs/inferrsi/knowledge/README.md | 4 +-- .../ascend-aclgraph-capture-replay.json | 4 +-- .../ascend/skills/ascend-device-health.json | 4 +-- .../skills/ascend-distributed-parallel.json | 4 +-- .../ascend/skills/ascend-graph-mode.json | 4 +-- .../skills/ascend-model-adaptation.json | 4 +-- .../skills/ascend-operator-profiling.json | 4 +-- .../ascend/skills/ascend-operator-tuning.json | 4 +-- .../skills/ascend-optimization-casebook.json | 4 +-- .../skills/ascend-performance-analysis.json | 4 +-- .../ascend/skills/ascendc-tiling-design.json | 4 +-- .../skills/cann-attribution-overlap.json | 4 +-- .../torchnpu-device-memory-lifecycle.json | 4 +-- ...torchnpu-pinned-host-memory-lifecycle.json | 4 +-- .../skills/assess-serving-preemption.json | 4 +-- .../assess-split-backward-schedule.json | 4 +-- .../skills/audit-h3-runtime-residency.json | 4 +-- .../skills/audit-llama-runtime-state.json | 4 +-- .../common/skills/audit-sd-cpp-residency.json | 4 +-- .../audit-sglang-diffusion-lifetimes.json | 4 +-- .../skills/audit-vllm-kv-lifetimes.json | 4 +-- .../bound-windowed-attention-replay.json | 4 +-- .../budget-speculative-verification.json | 4 +-- .../skills/calibrate-serving-simulation.json | 4 +-- .../skills/cgroup-resource-controls.json | 4 +-- .../checkpoint-recovery-consistency.json | 4 +-- .../skills/choose-parallel-training-plan.json | 4 +-- .../skills/cite-check-downstream-pr.json | 4 +-- .../common/skills/claim-contract.json | 4 +-- .../knowledge/common/skills/comfy-ui.json | 4 +-- .../common/skills/competitor-scan.json | 4 +-- .../skills/dcp-async-save-performance.json | 4 +-- .../skills/dense-performance-evidence.json | 4 +-- .../diagnose-vllm-admission-pressure.json | 4 +-- .../skills/diffusers-invocation-state.json | 4 +-- .../common/skills/draft-acceptance-issue.json | 4 +-- .../evaluate-elastic-serving-placement.json | 4 +-- .../skills/generation-cache-lifecycle.json | 4 +-- .../common/skills/host-memory-management.json | 4 +-- .../skills/host-overhead-optimization.json | 4 +-- .../skills/inference-benchmark-design.json | 4 +-- .../inference-optimization-casebook.json | 4 +-- .../common/skills/kernel-writing-guide.json | 4 +-- .../common/skills/kv-tier-management.json | 4 +-- .../lazy-evaluation-stream-lifetimes.json | 4 +-- .../common/skills/npu-skill-factory.json | 4 +-- .../skills/optimization-search-policy.json | 29 ++++++++++++++----- .../common/skills/os-process-placement.json | 4 +-- .../skills/performance-ceiling-analysis.json | 4 +-- .../skills/plan-activation-residency.json | 4 +-- .../skills/repository-evolution-analysis.json | 4 +-- .../knowledge/common/skills/rsi-evidence.json | 4 +-- .../skills/skill-evolution-playbook.json | 4 +-- .../common/skills/storage-io-measurement.json | 4 +-- .../skills/training-input-pipeline.json | 4 +-- .../skills/training-resource-budget.json | 4 +-- .../skills/weight-loading-optimization.json | 4 +-- .../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-- .../diagnose-attention-bottlenecks.json | 4 +-- .../cuda/skills/host-overhead-profiling.json | 4 +-- 60 files changed, 140 insertions(+), 125 deletions(-) diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md index 69307e7f9..e8701bbb1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md @@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA procedures use their corresponding backend; shared methods use `common`. -Source snapshot: [2770fd94ecee89574d1adf0568e78a19387bb48e](https://github.com/InferMatrixLab/InferRSI/tree/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library). +Source snapshot: [1d98d9e985035d70665c194c73c67ea686d7107c](https://github.com/InferMatrixLab/InferRSI/tree/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library). ```bash inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50 @@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected). ```bash python tools/build_skill_index.py --source-revision -python tools/build_skill_index.py --source-revision 2770fd94ecee89574d1adf0568e78a19387bb48e --check +python tools/build_skill_index.py --source-revision 1d98d9e985035d70665c194c73c67ea686d7107c --check ``` `--check` detects missing, stale and unexpected generated records without writing. diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json index 118f662d6..7d054d7c1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json index c9fa229d0..d138abafd 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json index 9a248e63c..f1eff8d7f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json index 8145006ec..5c051feba 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json index 97ce68ff6..e01d8201c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json index ec7a0e20f..6e964cdbe 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json index 32831be84..3e36c76be 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json index 561ba1759..bfaae3acc 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json index bf95ce54c..f583f5ec1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json index d183586f9..9eae2251e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json index e113c5ad7..7aa2e8918 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json index af23a8c41..5b489826e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json index dc561325d..ede2483c7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json index ba897b3c8..4ec1cd93c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json index 4d8b6e867..87ab3c59e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json index 3d0737317..c07858bc3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json index 934a58a0c..8187dd313 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE", "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json index 68d27e367..567c19a03 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json index f018dbf96..8024ef8df 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json index dab901cc9..bfecf74e3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json index a142661d2..7ee274d50 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json index 69108b38f..becd12ac3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json index 12959079b..93243c8e8 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json index b0afde181..33adee0a0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json index 35e50193a..aeb019d98 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json index d7766715b..785032a2a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json index 062de0fba..2f65d8409 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json index 66fe3eb0b..abfbdf260 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json index a37b857c0..0443fcc0d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json index 3633c1bfb..d711ca923 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json index 64dd8a67b..6752965ed 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json index d773228cd..c08c9236a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json index db756aa9e..dadd79fbe 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json index 352983e63..382142ef3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json @@ -21,11 +21,12 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md", @@ -34,7 +35,7 @@ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md", "src/inferrsi/data/skill_library/skill-index.json" ], - "content_sha256": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a" + "content_sha256": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669" } ], "index_type": "packaged-skill", @@ -43,8 +44,9 @@ }, "checkout_ref": "checkout:optimization-search-policy", "source_files": { - "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a", - "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "113c761ae488055da7e59c77df2db4247a545fdaf558188f01bde4b0960123c6", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e5250f8526a527147113025caabaacef5c2d3fb3298d031c8d9a1c745abaa560", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md": "57b6b30a5d47859e02ff1c97f29ff3f62d633ac35013c48370ace90d12ab625e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053", @@ -84,7 +86,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -92,7 +95,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" }, diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json index ccc535497..804d816f9 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json index 7065b7007..2e26a6311 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json index b40d02a97..df0add0ac 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json index 4bb526194..1b29ad121 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json index fa91ff31b..711893c9f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json index 7cf39098e..51d8b097a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json index 557d5716b..e31aa13ff 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json index 2b4f60a02..337ad8cd8 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json index 60ddbd569..7a040b518 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json index 6e7d4b43c..52590ae4b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json @@ -26,8 +26,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json index 88c0d5027..d7042ef66 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json index 6f9d71287..f0bb76c8e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json index 306dea38f..f1ca9fc8f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", - "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/1d98d9e985035d70665c194c73c67ea686d7107c/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", + "commit": "1d98d9e985035d70665c194c73c67ea686d7107c", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json", From a19c4043ccd699fb145e6d274a7ba5fe2a2347ba Mon Sep 17 00:00:00 2001 From: Dong1017 <55723162+Dong1017@users.noreply.github.com> Date: Sun, 25 Oct 2026 01:42:34 +0900 Subject: [PATCH 5/7] Regenerate shared knowledge from combined source Preserve canonical source and validation boundaries. Signed-off-by: GUOGUO Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) --- .../repo_packs/inferrsi/knowledge/README.md | 4 +-- .../ascend-aclgraph-capture-replay.json | 4 +-- .../ascend/skills/ascend-device-health.json | 4 +-- .../skills/ascend-distributed-parallel.json | 4 +-- .../ascend/skills/ascend-graph-mode.json | 4 +-- .../skills/ascend-model-adaptation.json | 4 +-- .../skills/ascend-operator-profiling.json | 4 +-- .../ascend/skills/ascend-operator-tuning.json | 4 +-- .../skills/ascend-optimization-casebook.json | 4 +-- .../skills/ascend-performance-analysis.json | 4 +-- .../ascend/skills/ascendc-tiling-design.json | 4 +-- .../skills/cann-attribution-overlap.json | 4 +-- .../torchnpu-device-memory-lifecycle.json | 4 +-- ...torchnpu-pinned-host-memory-lifecycle.json | 4 +-- .../skills/assess-serving-preemption.json | 4 +-- .../assess-split-backward-schedule.json | 4 +-- .../skills/audit-h3-runtime-residency.json | 4 +-- .../skills/audit-llama-runtime-state.json | 4 +-- .../common/skills/audit-sd-cpp-residency.json | 4 +-- .../audit-sglang-diffusion-lifetimes.json | 4 +-- .../skills/audit-vllm-kv-lifetimes.json | 4 +-- .../bound-windowed-attention-replay.json | 4 +-- .../budget-speculative-verification.json | 4 +-- .../skills/calibrate-serving-simulation.json | 4 +-- .../skills/cgroup-resource-controls.json | 4 +-- .../checkpoint-recovery-consistency.json | 4 +-- .../skills/choose-parallel-training-plan.json | 4 +-- .../skills/cite-check-downstream-pr.json | 4 +-- .../common/skills/claim-contract.json | 4 +-- .../knowledge/common/skills/comfy-ui.json | 4 +-- .../common/skills/competitor-scan.json | 4 +-- .../skills/dcp-async-save-performance.json | 4 +-- .../skills/dense-performance-evidence.json | 4 +-- .../diagnose-vllm-admission-pressure.json | 4 +-- .../skills/diffusers-invocation-state.json | 4 +-- .../common/skills/draft-acceptance-issue.json | 4 +-- .../evaluate-elastic-serving-placement.json | 4 +-- .../skills/generation-cache-lifecycle.json | 4 +-- .../common/skills/host-memory-management.json | 4 +-- .../skills/host-overhead-optimization.json | 4 +-- .../skills/inference-benchmark-design.json | 4 +-- .../inference-optimization-casebook.json | 4 +-- .../common/skills/kernel-writing-guide.json | 4 +-- .../common/skills/kv-tier-management.json | 4 +-- .../lazy-evaluation-stream-lifetimes.json | 4 +-- .../common/skills/npu-skill-factory.json | 4 +-- .../skills/optimization-search-policy.json | 29 ++++++++++++++----- .../common/skills/os-process-placement.json | 4 +-- .../skills/performance-ceiling-analysis.json | 4 +-- .../skills/plan-activation-residency.json | 4 +-- .../skills/repository-evolution-analysis.json | 4 +-- .../knowledge/common/skills/rsi-evidence.json | 4 +-- .../skills/skill-evolution-playbook.json | 4 +-- .../common/skills/storage-io-measurement.json | 4 +-- .../skills/training-input-pipeline.json | 4 +-- .../skills/training-resource-budget.json | 4 +-- .../skills/weight-loading-optimization.json | 4 +-- .../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-- .../diagnose-attention-bottlenecks.json | 4 +-- .../cuda/skills/host-overhead-profiling.json | 4 +-- 60 files changed, 140 insertions(+), 125 deletions(-) diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md index 84b1e6fc4..4024b20a7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md @@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA procedures use their corresponding backend; shared methods use `common`. -Source snapshot: [05fae2814158a9b59416b3f1e99371d0d171ff84](https://github.com/InferMatrixLab/InferRSI/tree/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library). +Source snapshot: [e2d3a597038ae5a3dca35858b72276545eafdad1](https://github.com/InferMatrixLab/InferRSI/tree/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library). ```bash inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50 @@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected). ```bash python tools/build_skill_index.py --source-revision -python tools/build_skill_index.py --source-revision 05fae2814158a9b59416b3f1e99371d0d171ff84 --check +python tools/build_skill_index.py --source-revision e2d3a597038ae5a3dca35858b72276545eafdad1 --check ``` `--check` detects missing, stale and unexpected generated records without writing. diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json index 1346d4123..a109fecfb 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json index 8eeb92951..53925e614 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json index 9ffa5f317..04b360257 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json index a2e667858..7626faa48 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json index b9a5caab2..6e9c870f4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json index 9ecbf4b75..5ea04f528 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE", "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json index edb2041b1..5ce171db3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE", "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json index 2b0a84c9e..f2bc97129 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json index fa30bf6ec..4d6278c9f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json index d5e2a732c..606698c20 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json index 4af4538f3..11b5ebbe0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json index 290409f2e..440d6848d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json index 4bc1767e9..0cc16c5fa 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json index 9c3c89169..5eaf0f567 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json index 8bc49af15..755ad8a05 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json index ebd5af830..7e90d1ad3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json index 21524124f..f610f57f3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE", "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json index a125dea10..61532dc83 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json index a20dbe87b..f6be38976 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json index a6f497262..aab6272e4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json index d26197c81..9ff61c4dd 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json index b0fd10b14..0d0f0ced0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json index 642401f5d..dcc80984e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json index 54f78c482..e729c3356 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json index 7283d1276..9de1e27a3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json index ab5e37b22..a300deb66 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json index edd6c33c4..6b505b32e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json index 84a36b3a0..3f1d01ec4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json index 90cb6dd24..8325567b3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json index 8709983b5..62107591d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json index f47752a6c..fa7833e4b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json index f3da5aded..883ed3bc6 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json index fa5a96088..26c55ff7f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json index 5482aca12..2257637a9 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json @@ -21,11 +21,12 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md", @@ -34,7 +35,7 @@ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md", "src/inferrsi/data/skill_library/skill-index.json" ], - "content_sha256": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a" + "content_sha256": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669" } ], "index_type": "packaged-skill", @@ -43,8 +44,9 @@ }, "checkout_ref": "checkout:optimization-search-policy", "source_files": { - "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a", - "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "113c761ae488055da7e59c77df2db4247a545fdaf558188f01bde4b0960123c6", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e5250f8526a527147113025caabaacef5c2d3fb3298d031c8d9a1c745abaa560", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md": "57b6b30a5d47859e02ff1c97f29ff3f62d633ac35013c48370ace90d12ab625e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053", @@ -84,7 +86,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -92,7 +95,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" }, diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json index 408cfc9eb..58e78b4c0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json index e7bb1c69d..20d51b9a7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json index c307d8280..d3af1b85d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json index 097955fc1..05c883bca 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json index e76483330..d42e62cd3 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json index 806fc5caa..fea36b9a7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json index 6a9739191..e2582ed8a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json index 690b72deb..19e7499fb 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json index 3d44e100f..d68c68b57 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json index d42d38bf0..1df6c9fb5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json @@ -26,8 +26,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json index de6d17013..944db91f5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json index 4a7e589f9..1aa86cfb1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json index 097f46e89..57965fc84 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", - "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/e2d3a597038ae5a3dca35858b72276545eafdad1/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", + "commit": "e2d3a597038ae5a3dca35858b72276545eafdad1", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json", From fad2e952ac7c8f2edbe991240fd0cd760c6578c7 Mon Sep 17 00:00:00 2001 From: GUOGUO Date: Mon, 26 Oct 2026 04:17:29 +0000 Subject: [PATCH 6/7] Regenerate knowledge projection from combined sources Refresh discovery records from the actual combined source revision. Verify committed source hashes and actual package resource and context reads. Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author) Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author) Signed-off-by: GUOGUO --- .../repo_packs/inferrsi/knowledge/README.md | 4 +-- .../ascend-aclgraph-capture-replay.json | 4 +-- .../ascend/skills/ascend-device-health.json | 4 +-- .../skills/ascend-distributed-parallel.json | 4 +-- .../ascend/skills/ascend-graph-mode.json | 4 +-- .../skills/ascend-model-adaptation.json | 4 +-- .../skills/ascend-operator-profiling.json | 4 +-- .../ascend/skills/ascend-operator-tuning.json | 4 +-- .../skills/ascend-optimization-casebook.json | 4 +-- .../skills/ascend-performance-analysis.json | 4 +-- .../ascend/skills/ascendc-tiling-design.json | 4 +-- .../skills/cann-attribution-overlap.json | 4 +-- .../torchnpu-device-memory-lifecycle.json | 4 +-- ...torchnpu-pinned-host-memory-lifecycle.json | 4 +-- .../skills/assess-serving-preemption.json | 4 +-- .../assess-split-backward-schedule.json | 4 +-- .../skills/audit-h3-runtime-residency.json | 4 +-- .../skills/audit-llama-runtime-state.json | 4 +-- .../common/skills/audit-sd-cpp-residency.json | 4 +-- .../audit-sglang-diffusion-lifetimes.json | 4 +-- .../skills/audit-vllm-kv-lifetimes.json | 4 +-- .../bound-windowed-attention-replay.json | 4 +-- .../budget-speculative-verification.json | 4 +-- .../skills/calibrate-serving-simulation.json | 4 +-- .../skills/cgroup-resource-controls.json | 4 +-- .../checkpoint-recovery-consistency.json | 4 +-- .../skills/choose-parallel-training-plan.json | 4 +-- .../skills/cite-check-downstream-pr.json | 4 +-- .../common/skills/claim-contract.json | 4 +-- .../knowledge/common/skills/comfy-ui.json | 4 +-- .../common/skills/competitor-scan.json | 4 +-- .../skills/dcp-async-save-performance.json | 4 +-- .../skills/dense-performance-evidence.json | 4 +-- .../diagnose-vllm-admission-pressure.json | 4 +-- .../skills/diffusers-invocation-state.json | 4 +-- .../common/skills/draft-acceptance-issue.json | 4 +-- .../evaluate-elastic-serving-placement.json | 4 +-- .../skills/generation-cache-lifecycle.json | 4 +-- .../common/skills/host-memory-management.json | 4 +-- .../skills/host-overhead-optimization.json | 4 +-- .../skills/inference-benchmark-design.json | 4 +-- .../inference-optimization-casebook.json | 4 +-- .../common/skills/kernel-writing-guide.json | 4 +-- .../common/skills/kv-tier-management.json | 4 +-- .../lazy-evaluation-stream-lifetimes.json | 4 +-- .../common/skills/npu-skill-factory.json | 4 +-- .../skills/optimization-search-policy.json | 29 ++++++++++++++----- .../common/skills/os-process-placement.json | 4 +-- .../skills/performance-ceiling-analysis.json | 4 +-- .../skills/plan-activation-residency.json | 4 +-- .../skills/repository-evolution-analysis.json | 4 +-- .../knowledge/common/skills/rsi-evidence.json | 4 +-- .../skills/skill-evolution-playbook.json | 4 +-- .../common/skills/storage-io-measurement.json | 4 +-- .../skills/training-input-pipeline.json | 4 +-- .../skills/training-resource-budget.json | 4 +-- .../skills/weight-loading-optimization.json | 4 +-- .../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-- .../diagnose-attention-bottlenecks.json | 4 +-- .../cuda/skills/host-overhead-profiling.json | 4 +-- .../cuda/skills/reason-hopper-kernels.json | 4 +-- 61 files changed, 142 insertions(+), 127 deletions(-) diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md index b3518d21f..77763e026 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md @@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA procedures use their corresponding backend; shared methods use `common`. -Source snapshot: [5506c6b88d441860f1467146ede263ca41514713](https://github.com/InferMatrixLab/InferRSI/tree/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library). +Source snapshot: [136c648d0a799f837bb8015ea89ae5e532584b8d](https://github.com/InferMatrixLab/InferRSI/tree/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library). ```bash inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50 @@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected). ```bash python tools/build_skill_index.py --source-revision -python tools/build_skill_index.py --source-revision 5506c6b88d441860f1467146ede263ca41514713 --check +python tools/build_skill_index.py --source-revision 136c648d0a799f837bb8015ea89ae5e532584b8d --check ``` `--check` detects missing, stale and unexpected generated records without writing. diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json index 2c36894b6..e4e16439a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json index f45edba72..d699fcd95 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json index 8db6f051f..069bca089 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json index 10f839546..d2a14fbc1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json index a3ff5ce72..07d80613e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json index a0c661de0..8ce5e497b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json index 62a03456d..6572d8466 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json index a902b3cab..953a30def 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json index cc1a7ef7e..073ed5a7f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json index 56ef6a50d..996857860 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json index af1497baa..952853ca1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json index f06d09655..e3bd98490 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json index 76853ca2f..a87686833 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json index 52f8dee70..aad178a22 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json index 507c9423b..5498d6f5b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json index 937e04837..d3b9edd2f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json index d6d651122..ecccda729 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json index 19f9d07d9..636a55dde 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json index b739dc4a9..6701b51e4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json index 4a5d255de..0232a12c4 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE", "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json index 1de20da02..a3dd82a86 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json index 396b59719..331037759 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json index bd4f8dfd3..a1fa77a0a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json index 6d34de25b..c66cab8bb 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json index 7d9e409fd..4930aa244 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json index 06dd39b9b..3e8f891cf 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json index 7e0d48498..0d4ef5e0c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json index 5f64ff2de..39c02e602 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json index 4e0df264a..c7916e4a7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json index 72fcb2477..8c55df91a 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json index 9eb35554f..13b9bb49f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json index 96794c689..34ce791bc 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json index e4b77c685..1c43bedb9 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json index ca7803d61..683cf0e30 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json index f223501b0..476ced974 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json index 17a5631f3..5d8de8277 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json index c026fb29f..3fb8feb0d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json @@ -21,11 +21,12 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md", @@ -34,7 +35,7 @@ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md", "src/inferrsi/data/skill_library/skill-index.json" ], - "content_sha256": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a" + "content_sha256": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669" } ], "index_type": "packaged-skill", @@ -43,8 +44,9 @@ }, "checkout_ref": "checkout:optimization-search-policy", "source_files": { - "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a", - "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "113c761ae488055da7e59c77df2db4247a545fdaf558188f01bde4b0960123c6", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e5250f8526a527147113025caabaacef5c2d3fb3298d031c8d9a1c745abaa560", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md": "57b6b30a5d47859e02ff1c97f29ff3f62d633ac35013c48370ace90d12ab625e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053", @@ -84,7 +86,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -92,7 +95,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" }, diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json index 56327bbb0..c181ffcdc 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json index bc537f515..f120c0bdd 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json index 56d84895b..4796d423f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json index 20bf43f6e..2900b3c34 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md", "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json index 4ce0e0baf..b5dc0ecf1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json index de5be39ef..a6ace5837 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md", "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json index a84f3a7a7..43b675c15 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json index 1265d8bb6..e060af887 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md", "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json index bd9307125..f8c417ce8 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md", "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json index 3735818ae..e5c04b7c0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json @@ -26,8 +26,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md", "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json index d074b3737..37e56f81d 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json index 8d4f3f52c..4ddaa60cb 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json index 5324d3feb..5c6ab45ee 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json index b1e8f0f57..d9f198dc5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json @@ -36,8 +36,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md", - "commit": "5506c6b88d441860f1467146ede263ca41514713", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/136c648d0a799f837bb8015ea89ae5e532584b8d/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md", + "commit": "136c648d0a799f837bb8015ea89ae5e532584b8d", "paths": [ "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md", "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json", From 7b3e2e499975e24afabc0f8193bcf5c786477262 Mon Sep 17 00:00:00 2001 From: GUOGUO Date: Mon, 26 Oct 2026 16:41:09 +0800 Subject: [PATCH 7/7] Regenerate PR #133 knowledge from combined source Build the native projection from canonical source 732769fd2611551b23e92e22f5564c09069453e5. Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author) Signed-off-by: GUOGUO --- .../repo_packs/inferrsi/knowledge/README.md | 4 +-- .../ascend-aclgraph-capture-replay.json | 4 +-- .../ascend/skills/ascend-device-health.json | 4 +-- .../skills/ascend-distributed-parallel.json | 4 +-- .../ascend/skills/ascend-graph-mode.json | 4 +-- .../skills/ascend-model-adaptation.json | 4 +-- .../skills/ascend-operator-profiling.json | 4 +-- .../ascend/skills/ascend-operator-tuning.json | 4 +-- .../skills/ascend-optimization-casebook.json | 4 +-- .../skills/ascend-performance-analysis.json | 4 +-- .../ascend/skills/ascendc-tiling-design.json | 4 +-- .../skills/cann-attribution-overlap.json | 4 +-- .../torchnpu-device-memory-lifecycle.json | 4 +-- ...torchnpu-pinned-host-memory-lifecycle.json | 4 +-- .../skills/assess-serving-preemption.json | 4 +-- .../assess-split-backward-schedule.json | 4 +-- .../skills/audit-h3-runtime-residency.json | 4 +-- .../skills/audit-llama-runtime-state.json | 4 +-- .../common/skills/audit-sd-cpp-residency.json | 4 +-- .../audit-sglang-diffusion-lifetimes.json | 4 +-- .../skills/audit-vllm-kv-lifetimes.json | 4 +-- .../bound-windowed-attention-replay.json | 4 +-- .../budget-speculative-verification.json | 4 +-- .../skills/calibrate-serving-simulation.json | 4 +-- .../skills/cgroup-resource-controls.json | 4 +-- .../checkpoint-recovery-consistency.json | 4 +-- .../skills/choose-parallel-training-plan.json | 4 +-- .../skills/cite-check-downstream-pr.json | 4 +-- .../common/skills/claim-contract.json | 4 +-- .../knowledge/common/skills/comfy-ui.json | 4 +-- .../common/skills/competitor-scan.json | 4 +-- .../skills/dcp-async-save-performance.json | 4 +-- .../skills/dense-performance-evidence.json | 4 +-- .../diagnose-vllm-admission-pressure.json | 4 +-- .../skills/diffusers-invocation-state.json | 4 +-- .../common/skills/draft-acceptance-issue.json | 4 +-- .../evaluate-elastic-serving-placement.json | 4 +-- .../skills/generation-cache-lifecycle.json | 4 +-- .../common/skills/host-memory-management.json | 4 +-- .../skills/host-overhead-optimization.json | 4 +-- .../skills/inference-benchmark-design.json | 4 +-- .../inference-optimization-casebook.json | 4 +-- .../common/skills/kernel-writing-guide.json | 4 +-- .../common/skills/kv-tier-management.json | 4 +-- .../lazy-evaluation-stream-lifetimes.json | 4 +-- .../common/skills/npu-skill-factory.json | 4 +-- .../skills/optimization-search-policy.json | 29 ++++++++++++++----- .../common/skills/os-process-placement.json | 4 +-- .../skills/performance-ceiling-analysis.json | 4 +-- .../skills/plan-activation-residency.json | 4 +-- .../skills/repository-evolution-analysis.json | 4 +-- .../knowledge/common/skills/rsi-evidence.json | 4 +-- .../skills/skill-evolution-playbook.json | 4 +-- .../common/skills/storage-io-measurement.json | 4 +-- .../skills/training-input-pipeline.json | 4 +-- .../skills/training-resource-budget.json | 4 +-- .../skills/weight-loading-optimization.json | 4 +-- .../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-- .../diagnose-attention-bottlenecks.json | 4 +-- .../cuda/skills/host-overhead-profiling.json | 4 +-- .../cuda/skills/reason-hopper-kernels.json | 4 +-- 61 files changed, 142 insertions(+), 127 deletions(-) diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md index 5113cc5ef..3044d4704 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md @@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA procedures use their corresponding backend; shared methods use `common`. -Source snapshot: [933c3e31f2b6f4f7957216ac641bf5dbb63ba002](https://github.com/InferMatrixLab/InferRSI/tree/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library). +Source snapshot: [732769fd2611551b23e92e22f5564c09069453e5](https://github.com/InferMatrixLab/InferRSI/tree/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library). ```bash inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50 @@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected). ```bash python tools/build_skill_index.py --source-revision -python tools/build_skill_index.py --source-revision 933c3e31f2b6f4f7957216ac641bf5dbb63ba002 --check +python tools/build_skill_index.py --source-revision 732769fd2611551b23e92e22f5564c09069453e5 --check ``` `--check` detects missing, stale and unexpected generated records without writing. diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json index fdf27223c..f5f48471b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json index 292d29e39..9f30558fe 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json index be1d1b4ad..dcfefee54 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json index 9ecd66261..6ede871e0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json index af178ea55..36b5c416e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json index 6152dc20e..b599ef8a2 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json index ba419caa9..134ff8ae2 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json index 427d486de..19a72ffac 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json index 35c107b4b..093e6e7c1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md", "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json index af11704ed..d7f8697f9 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md", "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json index 8d4460ad1..5cda21274 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE", "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json index c621b7ebe..7fd514721 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md", "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json index 5d4b38de6..c9385c2dd 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE", "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json index 5a8b7ae5e..c4eadfef6 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE", "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json index 5a956fd03..d4d252ad5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json index 23e310573..9c73f9a48 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md", "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json index 8034267e1..cb0450855 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md", "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json index 15c3ae19e..12b376f8e 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md", "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json index b23283958..a9c4a1c0f 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json @@ -25,8 +25,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json index fbfccf495..5b88de6c0 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md", "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json index 31c24c748..1f0ab8022 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md", "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json index e3b2b4b58..c709a7132 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json index 32a2fe350..deb5a9f9b 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json index 2da293c23..6f9f91ebc 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE", "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json index 1c68c49bb..e3fff2a74 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json index 2a6c75aff..3b5043848 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json @@ -23,8 +23,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md", "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json index 373400d34..7c9ba1d69 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md", "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json index a0035678b..6940fb3f6 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json index 8c916db43..df1828412 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md", "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json index af60e849f..45f99d437 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md" diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json index 1ea2334f6..96abec650 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json @@ -16,8 +16,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md", "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json index 4fcc16143..2c523c26c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md", "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json index cfe27f97e..574083285 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json index 82f9d6505..a3279aad7 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json index d61c7273a..a7ccb4f0c 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json @@ -30,8 +30,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json index be87c217e..98ef3f348 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md", "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json index acb88527c..620b405fb 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json @@ -27,8 +27,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md", "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json index c505d7399..76b211638 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md", "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json index f71db613e..82297b392 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md", "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json index 1247e3db6..9671f3d64 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/skill-index.json", "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json index f44900721..87ba7a2f9 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json @@ -21,11 +21,12 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md", @@ -34,7 +35,7 @@ "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md", "src/inferrsi/data/skill_library/skill-index.json" ], - "content_sha256": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a" + "content_sha256": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669" } ], "index_type": "packaged-skill", @@ -43,8 +44,9 @@ }, "checkout_ref": "checkout:optimization-search-policy", "source_files": { - "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "882e7850b9b49ad692a2d11618701afe0f4e83727ea78df114be2029923c725a", - "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "113c761ae488055da7e59c77df2db4247a545fdaf558188f01bde4b0960123c6", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "cd0171fc1b4c2ae1802c8e71ff4a0c5d6364eb970edbea3a7f827137f9220669", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "e5250f8526a527147113025caabaacef5c2d3fb3298d031c8d9a1c745abaa560", + "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md": "57b6b30a5d47859e02ff1c97f29ff3f62d633ac35013c48370ace90d12ab625e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/MECHANISMS.md": "18bb2f5d7e52773c516420a142edfb531d0b9c822a2934d60f3234ac1cb9d40e", "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/NEXT_GATE_LEADS.md": "16a264c7159f9c2c700ce8ba46e63f3e636b277c987da4970f6d2fa085fcb053", @@ -84,7 +86,8 @@ "references/papers-20261015/MECHANISMS.md", "references/papers-20261015/NEXT_GATE_LEADS.md", "references/papers-20261015/references/source-notes.md", - "references/papers-20261015/updates/optimization-search-policy.md" + "references/papers-20261015/updates/optimization-search-policy.md", + "references/foundational-mechanism-decisions.md" ], "references": [ "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md", @@ -92,7 +95,19 @@ "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.md", "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json", "../inference-optimization-casebook/cases/drama3-rejected-directions.md", - "../inference-optimization-casebook/cases/drama3-rejected-directions.json" + "../inference-optimization-casebook/cases/drama3-rejected-directions.json", + "../performance-ceiling-analysis/SKILL.md", + "../assess-serving-preemption/SKILL.md", + "../assess-serving-preemption/references/source-notes.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md", + "../../repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md", + "../../repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md", + "../../repositories/lmcache/kv-tier-management/SKILL.md", + "../choose-parallel-training-plan/SKILL.md", + "../choose-parallel-training-plan/references/source-notes.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md", + "../../repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md" ], "consumption_mode": "packaged" }, diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json index cb5efe466..368bb29d5 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json @@ -24,8 +24,8 @@ "sources": [ { "type": "git", - "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md", "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json index c7d79b635..7dfa543ef 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json @@ -22,8 +22,8 @@ "sources": [ { "type": "git", - 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"url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", - "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002", + "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", + "commit": "732769fd2611551b23e92e22f5564c09069453e5", "paths": [ "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md", "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json", diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json index 690d1364d..5b8f317f1 100644 --- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json +++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json @@ -21,8 +21,8 @@ "sources": [ { "type": "git", - 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