brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
configuration-and-cliUse this sub-skill when working with Hugging Face Accelerate configuration files and CLI commands, including accelerate config/default/update/env/launch/test/estimate-memory/merge-weights/to-fsdp2, launch command construction, multi-node and SLURM planning, config validation, and CLI troubleshooting.
Independent GitHub snapshot · Automated classification · Original documentation governs
Use this sub-skill to create, validate, update, and reason about Accelerate config files and command-line invocations.
accelerate launch commands for scripts, modules, non-Python executables, multi-node jobs, or SLURM wrappers.default_config.yaml or custom --config_file YAML for local CPU, single accelerator, multi-GPU, multi-XPU, or multi-node runs.accelerate config, config default, config update, env, test, estimate-memory, merge-weights, or to-fsdp2.Accelerator.prepare, dataloaders, gradient accumulation, trackers, and checkpoint hooks, use ../training-loop-integration/.../distributed-training-backends/.estimate-memory interpretation and big-model device-map loading workflows, use ../big-model-inference/.references/cli-reference.md for command inventory, safe command patterns, and which commands mutate files.references/configuration.md before editing YAML or choosing top-level config keys.references/launching.md before composing accelerate launch, multi-node, module, no-Python, or SLURM commands.references/troubleshooting.md when a config or launch command fails.scripts/validate_accelerate_config.py: validates YAML syntax, known top-level keys, required fields, and common local/multi-node conflicts without importing Accelerate.scripts/print_accelerate_help_summary.py: invokes installed accelerate --help subcommands when available and prints a compact availability summary.Run helpers with python path/to/script.py --help for usage.