[ { "name": "avgpool", "category": "Pool" }, { "name": "batchnorm", "category": "Normalization" }, { "name": "connected", "category": "Layer", "attributes": [ { "name": "output", "type": "int32", "visible": false, "default": 1 }, { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" }, { "name": "batch_normalize", "type": "int32", "default": 0 } ] }, { "name": "conv_lstm", "category": "Layer", "attributes": [ { "name": "batch_normalize", "type": "int32", "default": 0 }, { "name": "activation", "type": "string", "default": "linear", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" }, { "name": "size", "type": "int32", "default": 3 }, { "name": "stride", "type": "int32", "default": 1 }, { "name": "dilation", "default": 1 }, { "name": "groups", "type": "int32", "default": 1 }, { "name": "padding", "type": "int32", "default": 0 }, { "name": "pad", "type": "int32", "default": 0 }, { "name": "xnor", "type": "int32", "default": 0 }, { "name": "shortcut", "default": 0 }, { "name": "output", "type": "int32", "default": 1 }, { "name": "state_constrain", "type": "int32", "default": 16 }, { "name": "peephole", "type": "int32", "default": 0 } ] }, { "name": "convolutional", "category": "Layer", "attributes": [ { "name": "filters", "type": "int32", "default": 1 }, { "name": "size", "type": "int32", "default": 1 }, { "name": "stride", "type": "int32", "default": 1 }, { "name": "stride_x", "type": "int32", "default": -1 }, { "name": "stride_y", "type": "int32", "default": -1 }, { "name": "groups", "type": "int32", "default": 1 }, { "name": "padding", "type": "int32", "default": 0 }, { "name": "pad", "type": "int32", "default": 0 }, { "name": "dilation", "default": 1 }, { "name": "share_index", "default": -1000000000 }, { "name": "binary", "type": "int32", "default": 0 }, { "name": "xnor", "type": "int32", "default": 0 }, { "name": "bin_output", "type": "int32", "default": 0 }, { "name": "flipped", "type": "int32", "default": 0 }, { "name": "dot", "type": "float32", "default": 0 }, { "name": "batch_normalize", "type": "int32", "default": 0 }, { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" } ] }, { "name": "cost", "category": "Activation", "attributes": [ { "name": "type", "type": "string", "default": "sse" }, { "name": "scale", "type": "float32", "default": 1 }, { "name": "ratio", "type": "float32", "default": 0 } ] }, { "name": "crnn", "category": "Layer", "attributes": [ { "name": "batch_normalize", "type": "int32", "default": 0 }, { "name": "activation", "type": "string", "default": "logistic" }, { "name": "dilation", "default": 1 }, { "name": "padding", "default": 0 }, { "name": "pad", "type": "int32", "default": 0 }, { "name": "groups", "type": "int32", "default": 1 }, { "name": "xnor", "type": "int32", "default": 0 }, { "name": "shortcut", "type": "int32", "default": 0 }, { "name": "output_filters", "default": 1 }, { "name": "hidden_filters", "default": 1 } ] }, { "name": "crop", "category": "Shape", "attributes": [ { "name": "crop_height", "type": "int32", "default": 1 }, { "name": "crop_width", "type": "int32", "default": 1 }, { "name": "flip", "type": "int32", "default": 0 }, { "name": "exposure", "type": "float32", "default": 1 }, { "name": "saturation", "type": "float32", "default": 1 }, { "name": "angle", "type": "float32", "default": 0 }, { "name": "noadjust", "default": 0 }, { "name": "shift", "type": "float32", "default": 0 } ] }, { "name": "deconvolutional", "category": "Layer", "attributes": [ { "name": "filters", "type": "int32", "visible": false, "default": 1 }, { "name": "size", "type": "int32", "default": 1 }, { "name": "stride", "type": "int32", "default": 1 }, { "name": "padding", "type": "int32", "default": 0 }, { "name": "pad", "type": "int32", "default": 0 }, { "name": "batch_normalize", "type": "int32", "default": 0 }, { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" } ] }, { "name": "detection", "category": "Layer", "attributes": [ { "name": "classes", "type": "int32", "default": 1 }, { "name": "coord", "type": "int32", "default": 1 }, { "name": "num", "type": "int32", "default": 1 }, { "name": "jitter", "type": "float32", "default": 0.2 }, { "name": "coord_scale", "type": "float32", "default": 1 }, { "name": "object_scale", "type": "float32", "default": 1 }, { "name": "noobject_scale", "type": "float32", "default": 1 }, { "name": "class_scale", "type": "float32", "default": 1 }, { "name": "forced", "type": "int32", "default": 0 }, { "name": "side", "type": "int32", "default": 7 }, { "name": "softmax", "type": "int32", "default": 0 }, { "name": "sqrt", "type": "int32", "default": 0 }, { "name": "max", "type": "int32", "default": 30 }, { "name": "rescore", "type": "int32", "default": 0 }, { "name": "random", "type": "int32", "default": 0 }, { "name": "reorg", "type": "int32", "default": 0 } ] }, { "name": "dropout", "category": "Dropout", "attributes": [ { "name": "probability", "type": "float32", "default": 0.5 }, { "name": "dropblock", "type": "int32", "default": 0 }, { "name": "dropblock_size_rel", "type": "float32", "default": 0 }, { "name": "dropblock_size_abs ", "type": "int32", "default": 7 } ] }, { "name": "elu", "category": "Activation" }, { "name": "gaussian_yolo", "category": "Layer", "attributes": [ { "name": "classes", "type": "int32", "default": 20 }, { "name": "num", "type": "int32", "default": 1 }, { "name": "mask", "type": "string", "default": 0 }, { "name": "jitter", "type": "float32", "default": 0.2 }, { "name": "label_smooth_eps", "type": "float32", "default": 0 }, { "name": "scale_x_y", "type": "float32", "default": 1 }, { "name": "uc_normalizer", "type": "float32", "default": 1 }, { "name": "iou_normalizer", "type": "float32", "default": 0.75 }, { "name": "cls_normalizer", "type": "float32", "default": 1 }, { "name": "iou_loss", "type": "string", "default": "mse", "description": "options are: mse, giou, diou, and ciou" }, { "name": "max", "default": 90 }, { "name": "ignore_thresh", "type": "float32", "default": 0.5 }, { "name": "truth_thresh", "default": 1 }, { "name": "iou_thresh", "type": "float32", "default": 1, "description": "recommended to use iou_thresh=0.213" }, { "name": "random", "type": "int32", "default": 0 }, { "name": "map", "type": "string", "default": 0 }, { "name": "beta_nms", "type": "float32", "default": 0.6 }, { "name": "nms_kind", "type": "string", "default": "default", "description": "options are: greedynms, diounms, cornersnms, or defaultnms" }, { "name": "anchors", "type": "string", "default": 0 }, { "name": "yolo_point", "type": "string", "default": "center", "description": "options are: center, left_top, and right_bottom" } ] }, { "name": "gru", "category": "Layer", "attributes": [ { "name": "output", "type": "int32", "visible": false, "default": 1 }, { "name": "batch_normalize", "type": "int32", "default": 0 } ] }, { "name": "h_swish", "category": "Activation" }, { "name": "hardtan", "category": "Activation" }, { "name": "leaky", "category": "Activation" }, { "name": "lhtan", "category": "Activation" }, { "name": "linear", "category": "Activation" }, { "name": "local", "category": "Layer", "attributes": [ { "name": "filters", "type": "int32", "visible": false, "default": 1 }, { "name": "size", "type": "int32", "default": 1 }, { "name": "stride", "type": "int32", "default": 1 }, { "name": "padding", "type": "int32", "default": 0 }, { "name": "pad", "type": "int32", "default": 0 }, { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" } ] }, { "name": "loggy", "category": "Activation" }, { "name": "logistic", "category": "Activation" }, { "name": "lstm", "category": "Layer", "attributes": [ { "name": "output", "type": "int32", "visible": false, "default": 1 }, { "name": "batch_normalize", "type": "int32", "default": 0 } ] }, { "name": "maxpool", "category": "Pool", "attributes": [ { "name": "stride", "type": "int32", "default": 1 }, { "name": "stride_x", "type": "int32", "default": 1 }, { "name": "stride_y", "type": "int32", "default": 1 }, { "name": "size", "type": "int32", "default": 1 }, { "name": "padding", "type": "int32", "default": 0 }, { "name": "maxpool_depth", "type": "int32", "default": 0 }, { "name": "out_channels", "default": 1 }, { "name": "antialiasing", "type": "int32", "default": 0 } ] }, { "name": "mish", "category": "Activation" }, { "name": "net", "attributes": [ { "name": "batch", "type": "int32", "default": 1 }, { "name": "max_batches", "type": "int32", "default": 0, "description": "Limits the maximum number of iterations" }, { "name": "learning_rate", "type": "float32", "default": 0.001 }, { "name": "momentum", "type": "float32", "default": 0.9 }, { "name": "decay", "type": "float32", "default": 0.0001 }, { "name": "subdivisions", "type": "int32", "default": 1, "description": "In concert with batch property, this greatly affect memory usage, minimal working number is recommended" }, { "name": "time_steps", "type": "int32", "default": 1 }, { "name": "notruth", "type": "int32", "default": 0 }, { "name": "random", "type": "int32", "default": 0 }, { "name": "adam", "type": "int32", "default": 0 }, { "name": "B1", "type": "float32", "default": 0.9 }, { "name": "B2", "type": "float32", "default": 0.999 }, { "name": "eps", "type": "float32", "default": 1e-7 }, { "name": "height", "type": "int32", "default": 0 }, { "name": "width", "type": "int32", "default": 0 }, { "name": "channels", "type": "int32", "default": 0 }, { "name": "inputs", "type": "int32" }, { "name": "max_crop", "type": "int32" }, { "name": "min_crop", "type": "int32" }, { "name": "max_ratio", "type": "float32" }, { "name": "min_ratio", "type": "float32" }, { "name": "center", "type": "int32", "default": 0 }, { "name": "clip", "type": "int32", "default": 0 }, { "name": "angle", "type": "float32", "default": 0 }, { "name": "aspect", "type": "float32", "default": 1 }, { "name": "saturation", "type": "float32", "default": 1 }, { "name": "exposure", "type": "float32", "default": 1 }, { "name": "hue", "type": "float32", "default": 0 }, { "name": "power", "type": "float32", "default": 4 }, { "name": "flip", "type": "int32", "default": 1, "description": "Enables augmentation method: horizontal flip" }, { "name": "blur", "type": "int32", "default": 0, "description": "Enables augmentation method: backgound blurring" }, { "name": "mixup", "type": "int32", "default": 0, "description": "Enables augmentation method: images mixup" }, { "name": "cutmix", "type": "int32", "default": 0, "description": "Enables augmentation method: images cutmix" }, { "name": "mosaic", "type": "int32", "default": 0, "description": "Enables augmentation method: images mosaicing" }, { "name": "letter_box", "type": "int32", "default": 0, "description": "Enables letter-box resizing (keeping the aspect ratio)" }, { "name": "policy", "type": "string", "default": "constant" }, { "name": "burn_in", "type": "int32", "default": 0, "description": "Is used for MAP calculation: permit a minimal number of iteration before first MAP check" }, { "name": "letter_box", "type": "int32", "default": 0 }, { "name": "optimized_memory", "type": "int32", "default": 0, "description": "can offload memory from GPU into CPU at the cost of speed, 3 options are possible please look at: https://github.com/AlexeyAB/darknet/issues/4386" }, { "name": "workspace_size_limit_MB", "type": "float32", "default": 1024 } ] }, { "name": "norm_chan", "category": "Activation" }, { "name": "norm_chan_softmax", "category": "Activation" }, { "name": "normalization", "category": "Normalization", "attributes": [ { "name": "alpha", "type": "float32", "default": 0.0001 }, { "name": "beta", "type": "float32", "default": 0.75 }, { "name": "kappa", "type": "float32", "default": 1 }, { "name": "size", "default": 5 } ] }, { "name": "plse", "category": "Activation" }, { "name": "ramp", "category": "Activation" }, { "name": "region", "category": "Layer", "attributes": [ { "name": "classes", "type": "int32", "default": 20 }, { "name": "coord", "default": 4 }, { "name": "num", "default": 1 }, { "name": "mask", "type": "string", "default": 0 }, { "name": "jitter", "type": "float32", "default": 0.2 }, { "name": "classfix", "type": "int32", "default": 0 }, { "name": "coord_scale", "type": "float32", "default": 1 }, { "name": "object_scale", "type": "float32", "default": 1 }, { "name": "noobject_scale", "type": "float32", "default": 1 }, { "name": "mask_scale", "type": "float32", "default": 1 }, { "name": "class_scale", "type": "float32", "default": 1 }, { "name": "bias_match", "type": "int32", "default": 0 }, { "name": "focal_loss", "type": "int32", "default": 0 }, { "name": "max", "type": "int32", "default": 90 }, { "name": "softmax", "type": "int32", "default": 0 }, { "name": "rescore", "type": "int32", "default": 0 }, { "name": "thresh", "type": "float32", "default": 0.5 }, { "name": "random", "type": "int32", "default": 0 }, { "name": "map", "type": "string", "default": 0 }, { "name": "tree", "type": "string", "default": 0 }, { "name": "anchors", "type": "string", "default": 0 }, { "name": "absolute", "default": 0 }, { "name": "log", "default": 0 }, { "name": "sqrt", "default": 0 } ] }, { "name": "relie", "category": "Activation" }, { "name": "relu", "category": "Activation" }, { "name": "relu6", "category": "Activation" }, { "name": "reorg", "category": "Shape", "attributes": [ { "name": "stride", "default": 1 }, { "name": "reverse", "type": "int32", "default": 0 } ] }, { "name": "rnn", "category": "Layer", "attributes": [ { "name": "output", "type": "int32", "visible": false }, { "name": "hidden", "visible": false, "default": 1 }, { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" }, { "name": "groups", "type": "int32", "default": 1 }, { "name": "xnor", "type": "int32", "default": 0 }, { "name": "shortcut", "default": 0 }, { "name": "logistic", "default": 0 }, { "name": "batch_normalize", "type": "int32", "default": 0 } ] }, { "name": "route", "category": "Tensor", "attributes": [ { "name": "groups_id", "type": "int32", "default": 0 }, { "name": "groups", "type": "int32", "default": 1 } ] }, { "name": "sam", "category": "Tensor", "attributes": [ { "name": "activation", "type": "string", "default": "linear", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU" }, { "name": "from", "description": "This params link the layer to another one, the index of the layer is either positive in which case it's a direct address, if negative it's relative to the layer position" } ] }, { "name": "scale_channels", "category": "Tensor", "attributes": [ { "name": "activation", "type": "string", "default": "linear", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU" }, { "name": "scale_wh", "default": 0 }, { "name": "from", "description": "This params link the layer to another one, the index of the layer is either positive in which case it's a direct address, if negative it's relative to the layer position" } ] }, { "name": "selu", "category": "Activation" }, { "name": "silu", "category": "Activation" }, { "name": "shortcut", "category": "Tensor", "attributes": [ { "name": "activation", "type": "string", "default": "logistic", "description": "options are: LOGISTIC, RELU, RELIE, LINEAR, RAMP, TANH, PLSE, LEAKY, ELU, LOGGY, STAIR, HARDTAN, LHTAN, SELU, SWISH, MISH" }, { "name": "assisted_excitation", "default": 0 }, { "name": "from", "description": "This params link the layer to another one, the index of the layer is either positive in which case it's a direct address, if negative it's relative to the layer position" } ] }, { "name": "softmax", "category": "Activation", "attributes": [ { "name": "groups", "type": "int32", "default": 1 }, { "name": "temperature", "type": "float32", "default": 1 }, { "name": "tree", "type": "string", "default": 0 }, { "name": "spatial", "type": "int32", "default": 0 }, { "name": "noloss", "type": "int32", "default": 0 } ] }, { "name": "stair", "category": "Activation" }, { "name": "swish", "category": "Activation" }, { "name": "tanh", "category": "Activation" }, { "name": "upsample", "category": "Data", "attributes": [ { "name": "stride", "type": "int32", "default": 2 }, { "name": "scale", "type": "float32", "default": 1 } ] }, { "name": "yolo", "category": "Layer", "attributes": [ { "name": "classes", "type": "int32", "default": 20 }, { "name": "num", "type": "int32", "default": 1 }, { "name": "mask", "type": "int32[]", "default": 0 }, { "name": "jitter", "type": "float32", "default": 0.2 }, { "name": "label_smooth_eps", "type": "float32", "default": 0 }, { "name": "scale_x_y", "type": "float32", "default": 1 }, { "name": "iou_normalizer", "type": "float32", "default": 0.75 }, { "name": "cls_normalizer", "type": "float32", "default": 1 }, { "name": "iou_loss", "type": "string", "default": "mse", "description": "options are: mse, giou, diou, and ciou" }, { "name": "focal_loss", "type": "int32", "default": 0 }, { "name": "max", "type": "int32", "default": 90 }, { "name": "ignore_thresh", "type": "float32", "default": 0.5 }, { "name": "truth_thresh", "type": "float32", "default": 1 }, { "name": "iou_thresh", "type": "float32", "default": 1, "description": "recommended to use iou_thresh=0.213" }, { "name": "random", "type": "int32", "default": 0 }, { "name": "map", "type": "string", "default": 0 }, { "name": "nms_kind", "type": "string", "default": "default", "description": "options are: greedynms, diounms, cornersnms, or defaultnms" }, { "name": "anchors", "type": "int32[]", "default": 0 } ] } ]