pytorch-fsdp
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
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Updated 11-03 00:11
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Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations…
Runs a 1:N face search with Didit's standalone Face Search API (POST /v3/face-search/) against every face enrolled in the application: verification sessions,…
Iterative, confirmation-driven workflow for building Factorial Code processes and modules end to end — plan-and-confirm, discovery scripts, incremental…
Use the Factorial Code CLI (fcode) for local development and cloud sync — the pull → add → run → push flow, the local webhook/forms server, workspace versions…
Write Python 3.13 for Factorial Code processes and modules — the main() entry point, fcode.context.parameters, fcode.import_module(), datastore/storage/env…
Design shotgun: generate multiple AI design variants, open a comparison board, collect structured feedback, and iterate. (gstack)
Release documentation audit. (gstack)
Use this skill when asked to review text and user-facing strings within the codebase. It ensures that these strings follow rules on clarity, usefulness,…
User-invoked pause before reporting to check intent vs literal completion, surface adjacent wins, and route knowledge capture.
Use when you need to add or evaluate Maven dependencies that improve code quality or domain modeling — including nullness annotations (JSpecify), static…
Maps every competitor and the gap they leave. Finds the direct competitors, indirect ones and the substitutes a buyer would use instead, from public sources…
Scene and sequence craft (场景/段落/细节/道具/悬念/情趣) — merged from Robert McKee's scene design and five-step scene analysis (value turn, beats, text/subtext, turning…
Structure multi-POV stories through catalyst environments. Use when building interconnected narratives, when perspectives need meaningful intersection, or when…
Generate stories where ordinary people become crucial through their structural position in systems. Use when you want protagonists who aren't chosen ones but…
Invoke review-code and publish one forge-native review of an existing pull request. Use when the caller wants a review posted to the pull request, not just…
Detects tests proving platform behavior instead of local product behavior. Use when auditing product-behavior focus.
Scans codebase for hardcoded secrets with severity classification and remediation guidance. Use when auditing a project for leaked credentials.
Query patent bibliographic information in the PatSnap patent database by patent ID or publication number. When the user mentions patent bibliographic information query, patent bibliographic data, patent applicant lookup, patent inventor lookup, patent classification number, patent abstract retrieval, patent citation analysis, patent priority claim, patent application citation, patent examiner information, patent bibliographic data, inventor lookup,…
Query patent legal status information from the PatSnap database. When users mention patent legal status, patent validity verification, patent status query, patent event history, simple legal status, assignment, license, pledge, opposition, litigation, reexamination and other legal events, patent legal status, patent validity, patent events,…
Build, fix and review character combat animations (melee strikes, bow shots, spell casts, skills, monster attacks, whole move sets) so they read like Diablo…
Score a game's combat skills and spells out of 10 with blind judges, then raise the weakest to a bar, for timing and readability (does a skill read as itself,…
Use when naming or renaming a company, product, or startup, generating or scoring name candidates, or checking domain and trademark availability for a name.…
Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear,…