PyTorch

Multi-GPU and distributed training patterns with PyTorch DDP.

aiming-lab/AutoResearchClaw

Best practices for building robust PyTorch training loops. An agent skill from aiming-lab/AutoResearchClaw.

aiming-lab/AutoResearchClaw

Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13).

wshobson/agents

A skill your agent uses when creating, migrating, or debugging pixi environments, especially for scientific Python, bioinformatics, single-cell analysis, CUDA/PyTorch, Jupyter/VS Code kernels…

xuzhougeng/wisp-science

Write, review, and run high-level xTBloom Python GFN2-xTB inference with Calculator, Structure, and BatchCalculator, including single systems, repeated geometry updates, heterogeneous ragged…

jinzhezenggroup/computational-chemistry-agent-skills

Root-cause a vLLM torch-nightly CI regression report. An agent skill from pytorch/test-infra.

pytorch/test-infra

Sub-skill técnica de Yann LeCun. An agent skill from sickn33/agentic-awesome-skills.

sickn33/agentic-awesome-skills

Pick Jetson-compatible containers, vLLM runtime images, and Jetson AI Lab PyPI indexes; maps Orin SM 8.7 vs Thor SM 11.0 and JetPack-specific package choices.

NVIDIA/skills

A skill your agent uses when writing or debugging nvMolKit Python code for GPU-accelerated RDKit fingerprints, similarity, conformers, clustering, and molecular searches.

NVIDIA/skills

A skill your agent uses when you need a runnable PyTorch training repo for a medical-imaging task (segmentation, classification, detection, synthesis, self-supervised, or fine-tuning a pretrained…

Aperivue/medsci-skills

How the on-device narration engine (VieNeu-TTS) and voice cloning work in this system - install tiers, the worker protocol, and the verified traps around torchaudio, voice metadata parsing and…

notivn/AIEV

Universal Runtime best practices for PyTorch inference, Transformers models, and FastAPI serving.

llama-farm/llamafarm

Review vLLM-routed torch-nightly root causes against existing upstream vLLM issues using read-only search results, and emit a validated upstream-checks artifact for the filer.

pytorch/test-infra

Build and debug masked one-dimensional elementwise kernels for Triton-Ascend, including launch wrappers and PyTorch/NPU correctness checks.

Krusty84/triton-ascend-agent-dev-kit

Run PyTorch training across GPUs with minimal changes. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent

Speed up long-sequence transformer training and inference. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent

Fully sharded data-parallel training for large models. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent

Pretrain LLMs at scale with PyTorch 4D parallelism. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent

Convert existing Hugging Face Transformers Trainer or TRL SFTTrainer training code into an NVFLARE federated job using flare.patch(trainer), local validation, and job export; use when the user names…

NVIDIA/skills

Fallback loader for the canonical PyTorch ci-metrics skill. An agent skill from pytorch/test-infra.

pytorch/test-infra

Train ML models on Databricks. An agent skill from databricks/databricks-agent-skills.

databricks/databricks-agent-skills

Official NVIDIA-authored guidance for navigating PhysicsNeMo — pick the model, datapipe, or example for a SciML/AI4Science task (surrogates, forecasting, downscaling, physics-informed, inverse…

NVIDIA/skills

Official NVIDIA-authored guidance for PhysicsNeMo ShardTensor domain parallelism — integrate domain parallelism into training/inference scripts (new or existing) with DDP or FSDP2, write and…

NVIDIA/skills

CLIP vision-language model for image-text retrieval, zero-shot classification, embedding extraction, ONNX export, and TensorRT deployment.

NVIDIA/skills

Fine-tune any HuggingFace CV / VLM / LLM model on local NVIDIA GPUs inside an NGC PyTorch container when no dedicated TAO model skill matches.

NVIDIA/skills

InternVideo2-CLIP L14 (TAO videoclip) for video-text retrieval, zero-shot classification, embedding extraction, LoRA fine-tuning, ONNX export, and TensorRT deployment.

NVIDIA/skills

PyTorch-based TAO image classification. An agent skill from NVIDIA/skills.

NVIDIA/skills

Apply existing ShapeShifter graph passes to an .onnx model via the quark-cli shapeshifter CLI or a ShapeShifter YAML.

amd/Quark

Diagnose failed Quark installation, PTQ execution, script generation, or export attempts.

amd/Quark

Install or verify the correct PyTorch build for a user's accelerator backend before Quark installation.

amd/Quark

L3 recipe that runs a Torch LLM PTQ end-to-end for AMD Quark — for PyTorch / HuggingFace transformers models (safetensors input): quantize → validate → evaluate.

amd/Quark

Route Quark user goals to the correct atomic skill or workflow.

amd/Quark

Route Quark user goals to the correct atomic skill or workflow.

amd/Quark

Guides through installation, configuration, and first-time setup of the Claude Patent Creator system.

RobThePCGuy/Claude-Patent-Creator

Generate C/C++ or CUDA code from an AI model (PyTorch, LiteRT) using MATLAB Coder or GPU Coder.

matlab/matlab-agentic-toolkit

Creates MATLAB interfaces to Python image processing and computer vision models from GitHub repositories or pip-installable packages using MPyReq.

matlab/matlab-agentic-toolkit

Deploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder).

matlab/matlab-agentic-toolkit

Validate Triton-Ascend kernel outputs against PyTorch references with dtype-aware tolerances, exact integer checks, bfloat16 promotion, and boolean handling.

Krusty84/triton-ascend-agent-dev-kit

This skill provides guidance for implementing PyTorch pipeline parallelism for distributed training of large language models.

lazyFrogLOL/Harness_Engineering

This skill provides guidance for implementing tensor parallelism in PyTorch, specifically column-parallel and row-parallel linear layers.

lazyFrogLOL/Harness_Engineering

Convert existing PyTorch Lightning training code into an NVFLARE federated job using the Lightning Client API patch, local validation, and job export; use only when the request names…

NVIDIA/skills

Convert existing plain or manual PyTorch training code into an NVFLARE federated job using Client API model exchange, local validation, and job export; use when the user names plain PyTorch or…

NVIDIA/skills

Extract Intel GPU ISA (assembly) from any XPU kernel. An agent skill from intel/torch-xpu-ops.

intel/torch-xpu-ops

A skill your agent uses when asked to implement a fix for a root-caused failure, apply a proposed patch, or produce a staged code change from triage output.

intel/torch-xpu-ops

A skill your agent uses when asked to verify a fix works, confirm a staged patch resolves a failure, or produce a before/after summary of a fix.

intel/torch-xpu-ops

A skill your agent uses when asked to fix a GitHub issue end-to-end, run the agent pipeline on an issue, or process an agent:active / batch tracking issue.

intel/torch-xpu-ops

A skill your agent uses when setting up a new torch-xpu-ops release branch corresponding to a PyTorch release.

intel/torch-xpu-ops

Build PyTorch from source with Intel XPU (GPU) support. An agent skill from intel/torch-xpu-ops.

intel/torch-xpu-ops