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dynamo-clone-hotpath-audit

Audit Dynamo Rust hot-path `.clone()` calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.

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Repository
ai-dynamo/dynamo
Letzte Quellaktivität
21. August 2026 um 04:54
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Englisch
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SKILL.md
Quellanweisungen · Schreibgeschützte Vorschau
name
dynamo-clone-hotpath-audit
description
Audit Dynamo Rust hot-path `.clone()` calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
license
Apache-2.0
metadata
{"author":"NVIDIA","tags":["dynamo","rust","performance","code-review","allocation"],"permissions":["file_read","file_write"]}
# Dynamo Clone Hotpath Audit <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: CC-BY-4.0 --> ## Purpose Find `.clone()` calls in Dynamo Rust request, scheduling, KV, block-manager, and runtime hot paths that can be removed without changing ownership semantics. This is an audit-first workflow, not a blanket clone-removal tool. Default behavior is read-only audit. Do not edit files, commit, or open a PR unless the user explicitly asks to fix, patch, apply, implement, or create an MR/PR. A skill invocation such as `$dynamo-clone-hotpath-audit`, "audit", "check", or "scan" is not patch permission. ## Prerequisites - Rust source checkout of `ai-dynamo/dynamo`. - Python 3.10+ for the inventory script. - Ability to run targeted Rust validation commands for touched crates. - Subagent tooling if available. If subagents are unavailable, run the same roles as separate, explicit review passes and say they were not independent. ## Instructions ### 1. Build The Inventory Run the read-only scanner from the repository root: ```bash python3 .agents/skills/dynamo-clone-hotpath-audit/scripts/clone_inventory.py \ --only-actionable \ --limit 80 ``` Use narrower paths when the user names a subsystem: ```bash python3 .agents/skills/dynamo-clone-hotpath-audit/scripts/clone_inventory.py \ --paths lib/kv-router/src/scheduling lib/llm/src/backend.rs \ --only-actionable ``` Treat the scanner as a triage aid. It ranks likely expensive clones but does not prove removability. ### 2. Split The Audit By Hot Path Prioritize in this order: 1. per-request LLM paths: `lib/llm/src/backend.rs`, preprocessor, HTTP/gRPC services, protocol conversion, migration 2. KV routing and scheduling: `lib/kv-router/src/scheduling`, `lib/kv-router/src/sequences`, `lib/kv-router/src/indexer` 3. KV/block manager event paths: `lib/llm/src/block_manager`, `lib/bindings/kvbm/src/block_manager`, `lib/kvbm-engine/src/offload` 4. runtime request/transport paths: `lib/runtime/src/component`, `lib/runtime/src/pipeline`, `lib/runtime/src/transports` 5. tests, examples, debug paths, and benchmark setup only after hot paths ### 3. Use Independent Review Roles For non-trivial audits, use subagents. Give each subagent only the inventory slice and relevant source files, not your intended answer. Required roles: - candidate finder: identify high-value clones and classify cheap/required ones - ownership refactorer: propose concrete borrow, move, `Arc`, or `mem::take` changes - correctness adversary: reject changes that alter sharing, extend lock lifetimes, borrow across `.await`, break spawned task ownership, or make APIs less clear - validation planner: choose the smallest tests, clippy commands, or benchmarks that prove the touched behavior If two roles disagree, keep the clone unless you can write down a precise ownership proof and validation plan. ### 4. Classify Every Candidate Use these buckets: - cheap required: `Arc`, sender, cancellation token, runtime handle, watch receiver, metrics handle, or tracing span clone needed to share ownership - semantic required: the original value must stay available for a later use, retry, fan-out, or async task - cold/test-only: outside production hot paths - removable move: value is cloned immediately before its final ownership use - removable borrow: callee does not need ownership and can accept `&T`, `&str`, slice, or iterator - structural refactor: requires changing data layout, e.g. `Vec<T>` to `Arc<[T]>`, or changing an API family Do not patch candidates in the first three buckets. ### 5. Patch In Small Batches Only run this section when the user explicitly asks for fixes or a patch. If the user only asked for an audit, stop after the report and list recommended patch batches as follow-up work. Keep each patch batch narrow: one subsystem or one repeated pattern. Avoid a single repository-wide clone cleanup PR unless the user explicitly asks for it. Preferred fixes: - move a value when the clone is immediately consumed and not used afterward - pass `&T`, `&str`, `&[T]`, or an iterator when the callee only reads - consume batches with `into_iter()` instead of indexing and cloning - extract small `Copy` fields before moving a large event - use `std::mem::take` only when leaving the source value empty is part of the intended semantics - use `Arc` only when shared ownership is semantically right, not just to avoid borrow-checker work Do not: - remove clones that cross `tokio::spawn`, channel send, callback storage, or task lifetime boundaries without proving ownership - extend mutex/RwLock guard lifetimes to avoid a clone - borrow across `.await` unless the borrow is local and compiler-verified - trade a clear cheap clone for a confusing lifetime-heavy API - make public APIs borrow data whose ownership was intentionally independent ### 6. Required Finding Format For every proposed change, report: - `file:line` - hot-path rationale - cloned value and likely clone cost - bucket and recommended change - removal rationale: why this clone is unnecessary, not only why it is expensive - required-clone check: why it is not cheap required or semantic required - correctness proof: why the old and new ownership semantics match - validation command Example: ```text lib/llm/src/preprocessor.rs:123 Hot path: every embeddings request. Cost: clones Vec<String> before moving into spawn_blocking. Bucket: removable move. Change: move input_strs into the closure. Removal rationale: the clone feeds the only owned consumer and the original is not read after closure construction. Required-clone check: no fan-out, retry, async task sharing, or later logging uses the original value. Proof: the closure receives the same owned Vec<String>; all later behavior reads from that moved value. Validation: cargo test -p dynamo-llm preprocessor ``` ### 7. Validate Before Finishing If patches were made, always run formatting and the narrowest relevant Rust tests. For broad API changes, also run clippy or crate-level tests for each touched crate. If no patches were made, do not run tests just to make the audit look validated; report the inventory command and any read-only review checks. Return: - clone candidates reviewed - candidates intentionally left alone and why - patches made, or `none: audit-only` - tests run and results, or `not run: no files changed` - residual high-value candidates that should be separate PRs ## Available Scripts | Script | Purpose | Arguments | |---|---|---| | `scripts/clone_inventory.py` | Rank Rust `.clone()` call sites by hot-path likelihood and removal potential | `--paths`, `--limit`, `--format`, `--only-actionable`, `--include-tests` | Invoke via the agentskills.io `run_script()` protocol: ```python run_script("scripts/clone_inventory.py", args=["--only-actionable", "--limit", "80"]) ``` ## Output Contract Return a concise audit report or PR summary with: - scope and inventory command - top findings with buckets - per finding: removal rationale, required-clone check, correctness proof, and validation command - exact refactors made, or `none: audit-only` - independent review role outcomes - validation commands and status - follow-up candidates excluded from the current audit or patch ## Limitations - The scanner is heuristic and line-based. It can miss macro-expanded clones, multi-line ownership patterns, or clones hidden behind helper methods. - Some expensive-looking clones are required for async task ownership, fan-out, retries, or API clarity. - Performance impact is inferred unless backed by benchmarks or allocation profiles.
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