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Tools & Automation
CLI tools, utilities, converters, workflow automation, and productivity helpers
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- Gradient CheckpointingTrades compute for memory by recomputing intermediate activations during backprop instead of storing them, reducing memory from O(n) to O(sqrt(n)).Votes: 0GitHub stars: 61
- Fill Mask Entity ClassificationUses a fine-tuned masked language model to classify candidate entity spans by comparing fill-mask probabilities for positive vs negative marker tokens.Votes: 0GitHub stars: 61
- Encoder Decoder Lr SplitUse separate learning rates for pretrained backbone (low) and randomly initialized classification head (high)Votes: 0GitHub stars: 61
- Char Prob Weighted BlendBlend character-level probability arrays from multiple models with OOF-tuned weights before thresholdingVotes: 0GitHub stars: 61
- 8bit Optimizer Embedding OverrideUses bitsandbytes 8-bit AdamW to halve optimizer memory, with a 32-bit override for embedding weights to prevent instability.Votes: 0GitHub stars: 61
- Stopword Priority SortingInitialize text ordering by placing stopwords first then content words, producing low-perplexity starting points for combinatorial search over word permutationsVotes: 0GitHub stars: 61
- Sliding Window Permutation SearchLocal search that slides a window of size p across a word sequence, brute-forcing all permutations within each window to minimize an objective like LLM perplexityVotes: 0GitHub stars: 61
- Exhaustive Permutation Early StoppingEnumerate all factorial permutations in batches with LLM scoring, tracking the running best and early-stopping when score crosses a known optimality thresholdVotes: 0GitHub stars: 61
- Boxed Answer ExtractionExtract final numeric answers from LaTeX \boxed{} notation in LLM math reasoning output, scanning matches in reverse for robustnessVotes: 0GitHub stars: 61
- 4bit Nf4 Double QuantizationLoad large LLMs with 4-bit NF4 quantization and optional double quantization via BitsAndBytes to reduce GPU memory by 4x while preserving inference qualityVotes: 0GitHub stars: 61
- Yolo Bbox Format ConversionConvert bounding boxes between YOLO (normalized center), VOC (absolute corners), and COCO (absolute xywh) formats with image dimension scalingVotes: 0GitHub stars: 61
- Warmup Cosine Lr ScheduleCombines gradual learning rate warmup with cosine annealing decay for stable fine-tuning of pretrained models.Votes: 0GitHub stars: 61
- Test Time AugmentationApplies geometric and color augmentations at inference time and averages predictions to reduce variance.Votes: 0GitHub stars: 61
- Tensor Core Aligned PaddingPad batch sequence lengths to multiples of 8 for efficient tensor core utilization on GPUs, with -100 masking for label paddingVotes: 0GitHub stars: 61
- Temporal Frame Jitter AugmentationAdd random temporal offset to the center frame during training to augment temporal diversity in video-based modelsVotes: 0GitHub stars: 61
- Stochastic Weight AveragingKeras callback implementing Stochastic Weight Averaging (SWA) — running mean of model weights over final training epochsVotes: 0GitHub stars: 61
- Snapshot Cosine EnsembleCyclic cosine annealing LR that produces M diverse snapshots from a single training run for free ensemblingVotes: 0GitHub stars: 61
- Slice Padding Augmented DuplicatesPad 3D volumes with fewer slices than required by duplicating existing slices with slight brightness variation via convertScaleAbsVotes: 0GitHub stars: 61
- Slice Location Weighted PriorEncode the empirical per-position event rate as a soft prior over slice index by binning normalized slice location and looking up a precomputed weight vector — adds class-aware spatial context to a per-slice classifier without changing the modelVotes: 0GitHub stars: 61
- Slice As Channel 2d CnnResample a 3D medical volume to a fixed depth N (e.g. 32) and feed the N slices as input *channels* to a 2D CNN with `in_chans=N` instead of using a 3D conv backbone — gets the volumetric context for a fraction of the memory and lets you use any timm 2D pretrained modelVotes: 0GitHub stars: 61
- Sigmoid Normalized RmseSigmoid-transformed normalized RMSE that maps error from [0,inf) to a bounded (0,1] similarity score using R2-score ratioVotes: 0GitHub stars: 61
- Rotation Search Point RegistrationBrute-force a 2D rotation angle over a coarse grid to align field-coordinate points with image-plane detections when the camera angle is unknownVotes: 0GitHub stars: 61
- Rle Mask EncodingEncodes binary segmentation masks into compressed RLE format for efficient storage and submission.Votes: 0GitHub stars: 61
- Raster To Svg Polygon ConversionConverts a raster image to a size-bounded SVG via K-means color quantization, contour extraction, importance-ranked polygon assembly, and progressive simplification.Votes: 0GitHub stars: 61