Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
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docker-compose
cuba6112/skillfactory
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numpy-ufuncs
cuba6112/skillfactory
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pytorch-distributed
Distributed training strategies including DistributedDataParallel (DDP) and Fully Sharded Data Parallel (FSDP). Covers multi-node setup, checkpointing, and process management using torchrun. (ddp, fsdp, distributeddataparallel, torchrun, nccl, rank, process-group)
cuba6112/skillfactory
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unsloth-core
cuba6112/skillfactory
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numpy-datetime
cuba6112/skillfactory
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numpy-sorting
cuba6112/skillfactory
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numpy-structured
cuba6112/skillfactory
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unsloth-lora
Configuring and optimizing 16-bit Low-Rank Adaptation (LoRA) and Rank-Stabilized LoRA (rsLoRA) for efficient LLM fine-tuning using triggers like lora, qlora, rslora, rank selection, lora_alpha, lora_dropout, and target_modules.
cuba6112/skillfactory
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pytorch-onnx
Exporting PyTorch models to ONNX format for cross-platform deployment. Includes handling dynamic axes, graph optimization in ONNX Runtime, and INT8 model quantization. (onnx, onnxruntime, torch.onnx.export, dynamic_axes, constant-folding, edge-deployment)
cuba6112/skillfactory
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pytorch-lightning
High-level training framework for PyTorch that abstracts boilerplate while maintaining flexibility. Includes the Trainer, LightningModule, and support for multi-GPU scaling and reproducibility. (lightning, pytorch-lightning, lightningmodule, trainer, callback, ddp, fast_dev_run, seed_everything)
cuba6112/skillfactory
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numpy-memory
cuba6112/skillfactory
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agentic-patterns
cuba6112/skillfactory
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pytorch-geometric
Library for Graph Neural Networks (GNNs). Covers MessagePassing layers, modular aggregation schemes, and handling large graphs via mini-batching with disjoint graph representation. (pyg, messagepassing, gnn, gcn, gat, edge_index, knn_graph, global_mean_pool)
cuba6112/skillfactory
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torchserve
Model serving engine for PyTorch. Focuses on MAR packaging, custom handlers for preprocessing/inference, and management of multi-GPU worker scaling. (torchserve, mar-file, handler, basehandler, model-archiver, inference-api)
cuba6112/skillfactory
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unsloth-vision
cuba6112/skillfactory
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torchaudio
Audio signal processing library for PyTorch. Covers feature extraction (spectrograms, mel-scale), waveform manipulation, and GPU-accelerated data augmentation techniques. (torchaudio, melscale, spectrogram, pitchshift, specaugment, waveform, resample)
cuba6112/skillfactory
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numpy-statistics
cuba6112/skillfactory
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unsloth-inference
cuba6112/skillfactory
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structured-outputs
cuba6112/skillfactory
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unsloth-datasets
cuba6112/skillfactory
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numpy-io
cuba6112/skillfactory
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vector-databases
cuba6112/skillfactory
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eval-frameworks
cuba6112/skillfactory
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numpy-polynomial
cuba6112/skillfactory