From 376d8152ef62b09e7e31a90c9255e00798f8ba05 Mon Sep 17 00:00:00 2001 From: sronilsson Date: Tue, 19 Nov 2024 12:56:02 -0500 Subject: [PATCH] gibbs --- docs/_static/img/YOLOVisualizer_2.webm | Bin 0 -> 307256 bytes docs/nb/yolo_ex_2.ipynb | 7299 ++++++++++++++++++++- docs/notebooks.rst | 1 + simba/data_processors/gibbs_sampler.py | 304 +- simba/mixins/circular_statistics.py | 89 +- simba/mixins/timeseries_features_mixin.py | 18 + simba/model/regression/__init__.py | 0 simba/model/regression/metrics.py | 139 + simba/model/regression/model.py | 155 + 9 files changed, 7808 insertions(+), 197 deletions(-) create mode 100644 docs/_static/img/YOLOVisualizer_2.webm create mode 100644 simba/model/regression/__init__.py create mode 100644 simba/model/regression/metrics.py create mode 100644 simba/model/regression/model.py diff --git a/docs/_static/img/YOLOVisualizer_2.webm b/docs/_static/img/YOLOVisualizer_2.webm new file mode 100644 index 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"execution_count": null, + "execution_count": 7, "id": "71ff3b83-d631-45f4-b400-9cec5bcca469", "metadata": { "scrolled": true @@ -1098,7 +1098,112 @@ "name": "stderr", "output_type": "stream", "text": [ - " 23/25 2.14G 0.8963 0.8309 1.226 16 640: 48%|████▊ | 58/122 [00:04<00:04, 14.08it/s]" + " 23/25 2.14G 0.8959 0.8062 1.218 14 640: 100%|██████████| 122/122 [00:08<00:00, 14.03it/s]\n", + " Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:00<00:00, 10.68it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " all 278 278 0.845 0.863 0.891 0.699\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 24/25 2.06G 0.8613 0.7794 1.2 14 640: 100%|██████████| 122/122 [00:08<00:00, 13.87it/s]\n", + " Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:00<00:00, 10.37it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " all 278 278 0.786 0.883 0.883 0.698\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 25/25 2.14G 0.8329 0.7644 1.189 14 640: 100%|██████████| 122/122 [00:08<00:00, 14.38it/s]\n", + " Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:00<00:00, 9.79it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " all 278 278 0.834 0.885 0.894 0.711\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "25 epochs completed in 0.069 hours.\n", + "Optimizer stripped from /mnt/c/troubleshooting/yolo_mdl/train/weights/last.pt, 6.2MB\n", + "Optimizer stripped from /mnt/c/troubleshooting/yolo_mdl/train/weights/best.pt, 6.2MB\n", + "\n", + "Validating /mnt/c/troubleshooting/yolo_mdl/train/weights/best.pt...\n", + "Ultralytics 8.3.19 🚀 Python-3.10.15 torch-2.5.0+cu124 CUDA:0 (NVIDIA GeForce RTX 4070, 12282MiB)\n", + "Model summary (fused): 168 layers, 3,005,843 parameters, 0 gradients, 8.1 GFLOPs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 9/9 [00:01<00:00, 7.17it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " all 278 278 0.834 0.885 0.894 0.71\n", + "Speed: 0.2ms preprocess, 0.9ms inference, 0.0ms loss, 0.6ms postprocess per image\n", + "Results saved to \u001b[1m/mnt/c/troubleshooting/yolo_mdl/train\u001b[0m\n" ] } ], @@ -1114,10 +1219,7064 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "182f0071-2cd5-4c21-9087-b606aa909804", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING ⚠️ TensorRT requires GPU export, automatically assigning device=0\n", + "Ultralytics 8.3.19 🚀 Python-3.10.15 torch-2.5.0+cu124 CUDA:0 (NVIDIA GeForce RTX 4070, 12282MiB)\n", + "Model summary (fused): 168 layers, 3,005,843 parameters, 0 gradients, 8.1 GFLOPs\n", + "\n", + "\u001b[34m\u001b[1mPyTorch:\u001b[0m starting from '/mnt/c/troubleshooting/yolo_mdl/train/weights/best.pt' with input shape (1, 3, 640, 640) BCHW and output shape(s) (1, 5, 8400) (6.0 MB)\n", + "\n", + "\u001b[34m\u001b[1mONNX:\u001b[0m starting export with onnx 1.17.0 opset 19...\n", + "\u001b[34m\u001b[1mONNX:\u001b[0m slimming with onnxslim 0.1.35...\n", + "\u001b[34m\u001b[1mONNX:\u001b[0m export success ✅ 0.7s, saved as '/mnt/c/troubleshooting/yolo_mdl/train/weights/best.onnx' (11.7 MB)\n", + "\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m starting export with TensorRT 10.5.0...\n", + "[11/16/2024-12:37:05] [TRT] [I] [MemUsageChange] Init CUDA: CPU +1, GPU +0, now: CPU 2100, GPU 1583 (MiB)\n", + "[11/16/2024-12:37:14] [TRT] [I] [MemUsageChange] Init builder kernel library: CPU +2238, GPU +426, now: CPU 4494, GPU 2009 (MiB)\n", + "[11/16/2024-12:37:14] [TRT] [I] ----------------------------------------------------------------\n", + "[11/16/2024-12:37:14] [TRT] [I] Input filename: /mnt/c/troubleshooting/yolo_mdl/train/weights/best.onnx\n", + "[11/16/2024-12:37:14] [TRT] [I] ONNX IR version: 0.0.10\n", + "[11/16/2024-12:37:14] [TRT] [I] Opset version: 19\n", + "[11/16/2024-12:37:14] [TRT] [I] Producer name: pytorch\n", + "[11/16/2024-12:37:14] [TRT] [I] Producer version: 2.5.0\n", + "[11/16/2024-12:37:14] [TRT] [I] Domain: \n", + "[11/16/2024-12:37:14] [TRT] [I] Model version: 0\n", + "[11/16/2024-12:37:14] [TRT] [I] Doc string: \n", + "[11/16/2024-12:37:14] [TRT] [I] ----------------------------------------------------------------\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m input \"images\" with shape(1, 3, 640, 640) DataType.FLOAT\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m output \"output0\" with shape(1, 5, 8400) DataType.FLOAT\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m building FP32 engine as /mnt/c/troubleshooting/yolo_mdl/train/weights/best.engine\n", + "[11/16/2024-12:39:12] [TRT] [I] Local timing cache in use. Profiling results in this builder pass will not be stored.\n", + "[11/16/2024-12:40:09] [TRT] [I] Detected 1 inputs and 3 output network tensors.\n", + "[11/16/2024-12:40:10] [TRT] [I] Total Host Persistent Memory: 331408 bytes\n", + "[11/16/2024-12:40:10] [TRT] [I] Total Device Persistent Memory: 819200 bytes\n", + "[11/16/2024-12:40:10] [TRT] [I] Max Scratch Memory: 4608 bytes\n", + "[11/16/2024-12:40:10] [TRT] [I] [BlockAssignment] Started assigning block shifts. This will take 178 steps to complete.\n", + "[11/16/2024-12:40:10] [TRT] [I] [BlockAssignment] Algorithm ShiftNTopDown took 4.03146ms to assign 8 blocks to 178 nodes requiring 17204224 bytes.\n", + "[11/16/2024-12:40:10] [TRT] [I] Total Activation Memory: 17203200 bytes\n", + "[11/16/2024-12:40:10] [TRT] [I] Total Weights Memory: 14263360 bytes\n", + "[11/16/2024-12:40:10] [TRT] [I] Engine generation completed in 57.8062 seconds.\n", + "[11/16/2024-12:40:10] [TRT] [I] [MemUsageStats] Peak memory usage of TRT CPU/GPU memory allocators: CPU 1 MiB, GPU 133 MiB\n", + "[11/16/2024-12:40:10] [TRT] [I] [MemUsageStats] Peak memory usage during Engine building and serialization: CPU: 8904 MiB\n", + "\u001b[34m\u001b[1mTensorRT:\u001b[0m export success ✅ 186.3s, saved as '/mnt/c/troubleshooting/yolo_mdl/train/weights/best.engine' (17.1 MB)\n", + "\n", + "Export complete (186.4s)\n", + "Results saved to \u001b[1m/mnt/c/troubleshooting/yolo_mdl/train/weights\u001b[0m\n", + "Predict: yolo predict task=detect model=/mnt/c/troubleshooting/yolo_mdl/train/weights/best.engine imgsz=640 \n", + "Validate: yolo val task=detect model=/mnt/c/troubleshooting/yolo_mdl/train/weights/best.engine imgsz=640 data=/mnt/c/troubleshooting/yolo_data_split_animal/map.yaml \n", + "Visualize: https://netron.app\n", + "\n", + "video 1/1 (frame 1/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 2/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 3/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 4/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 5/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 6/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 7/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 8/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 9/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 10/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 11/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 12/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 13/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 14/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 2.7ms\n", + "video 1/1 (frame 15/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 2.7ms\n", + "video 1/1 (frame 16/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 2.7ms\n", + "video 1/1 (frame 17/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 18/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 19/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 20/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 21/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 22/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 23/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 24/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 25/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 26/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 27/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 28/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.7ms\n", + "video 1/1 (frame 29/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 30/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 31/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 32/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.7ms\n", + "video 1/1 (frame 33/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 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576x640 2 Animal_1s, 0.9ms\n", + "video 1/1 (frame 6965/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.9ms\n", + "video 1/1 (frame 6966/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.9ms\n", + "video 1/1 (frame 6967/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.9ms\n", + "video 1/1 (frame 6968/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6969/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6970/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6971/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6972/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6973/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6974/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6975/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6976/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6977/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6978/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6979/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6980/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6981/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6982/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6983/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 2 Animal_1s, 0.9ms\n", + "video 1/1 (frame 6984/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6985/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6986/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6987/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6988/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6989/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6990/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6991/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6992/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 0.9ms\n", + "video 1/1 (frame 6993/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6994/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6995/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6996/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6997/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6998/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 6999/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "video 1/1 (frame 7000/7000) /mnt/c/troubleshooting/mitra/project_folder/videos/clipped/FRR_gq_Saline_0626.mp4: 576x640 1 Animal_1, 4.4ms\n", + "Speed: 1.1ms preprocess, 0.7ms inference, 0.7ms postprocess per image at shape (16, 3, 576, 640)\n" + ] + } + ], "source": [ "#NEXT, WE USE THE TRAINED MODEL TO FIND THE ROIS IN A NEW VIDEO\n", "INFERENCE_RESULTS = \"/mnt/c/troubleshooting/yolo_results\" #DIRECTORY WHERE TO STORE THE RESULTS IN CSV FORMAT\n", @@ -1127,10 +8286,115 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "a32acdbc-574c-4328-a7d3-ad5e5795c897", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Section 0/32 complete...\n", + "Section 1/32 complete...\n", + "Section 2/32 complete...\n", + "Section 3/32 complete...\n", + "Section 4/32 complete...\n", + "Section 5/32 complete...\n", + "Section 6/32 complete...\n", + "Section 7/32 complete...\n", + "Section 8/32 complete...\n", + "Section 9/32 complete...\n", + "Section 10/32 complete...\n", + "Section 11/32 complete...\n", + "Section 12/32 complete...\n", + "Section 13/32 complete...\n", + "Section 14/32 complete...\n", + "Section 15/32 complete...\n", + "Section 16/32 complete...\n", + "Section 17/32 complete...\n", + "Section 18/32 complete...\n", + "Section 19/32 complete...\n", + "Section 20/32 complete...\n", + "Section 21/32 complete...\n", + "Section 22/32 complete...\n", + "Section 23/32 complete...\n", + "Section 24/32 complete...\n", + "Section 25/32 complete...\n", + "Section 26/32 complete...\n", + "Section 27/32 complete...\n", + "Section 28/32 complete...\n", + "Section 29/32 complete...\n", + "Section 30/32 complete...\n", + "Section 31/32 complete...\n", + "Joining FRR_gq_Saline_0626 geometry video...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Trailing option(s) found in the command: may be ignored.\n", + "Input #0, concat, from '/mnt/c/troubleshooting/yolo_videos/FRR_gq_Saline_0626/temp/files.txt':\n", + " Duration: N/A, start: 0.000000, bitrate: 978 kb/s\n", + " Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 628x538 [SAR 1:1 DAR 314:269], 978 kb/s, 30 fps, 30 tbr, 15360 tbn\n", + " Metadata:\n", + " handler_name : VideoHandler\n", + " vendor_id : [0][0][0][0]\n", + "Stream mapping:\n", + " Stream #0:0 -> #0:0 (mpeg4 (native) -> h264 (libx264))\n", + "Press [q] to stop, [?] for help\n", + "[libx264 @ 0x5627ab992240] using SAR=1/1\n", + "[libx264 @ 0x5627ab992240] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n", + "[libx264 @ 0x5627ab992240] profile High, level 3.1, 4:2:0, 8-bit\n", + "[libx264 @ 0x5627ab992240] 264 - core 164 r3108 31e19f9 - H.264/MPEG-4 AVC codec - Copyleft 2003-2023 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=17 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=25 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\n", + "Output #0, mp4, to '/mnt/c/troubleshooting/yolo_videos/FRR_gq_Saline_0626.mp4':\n", + " Metadata:\n", + " encoder : Lavf60.16.100\n", + " Stream #0:0(und): Video: h264 (avc1 / 0x31637661), yuv420p(progressive), 628x538 [SAR 1:1 DAR 314:269], q=2-31, 30 fps, 15360 tbn\n", + " Metadata:\n", + " handler_name : VideoHandler\n", + " vendor_id : [0][0][0][0]\n", + " encoder : Lavc60.31.102 libx264\n", + " Side data:\n", + " cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A\n", + "frame= 6411 fps=912 q=29.0 size= 10496kB time=00:03:33.63 bitrate= 402.5kbits/s speed=30.4x \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SIMBA COMPLETE: Video concatenated (elapsed time: 8.0335s) \tcomplete\n", + "SIMBA COMPLETE: Geometry video /mnt/c/troubleshooting/yolo_videos/FRR_gq_Saline_0626.mp4 complete! (elapsed time: 74.6498s) \tcomplete\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[out#0/mp4 @ 0x5627ab984e00] video:11665kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.643653%\n", + "frame= 7000 fps=917 q=-1.0 Lsize= 11740kB time=00:03:53.23 bitrate= 412.3kbits/s speed=30.5x \n", + "[libx264 @ 0x5627ab992240] frame I:28 Avg QP:18.69 size: 11674\n", + "[libx264 @ 0x5627ab992240] frame P:2849 Avg QP:20.90 size: 2929\n", + "[libx264 @ 0x5627ab992240] frame B:4123 Avg QP:22.75 size: 794\n", + "[libx264 @ 0x5627ab992240] consecutive B-frames: 14.8% 11.5% 25.1% 48.6%\n", + "[libx264 @ 0x5627ab992240] mb I I16..4: 30.8% 60.2% 9.0%\n", + "[libx264 @ 0x5627ab992240] mb P I16..4: 5.3% 14.0% 0.2% P16..4: 40.6% 4.6% 2.2% 0.0% 0.0% skip:33.1%\n", + "[libx264 @ 0x5627ab992240] mb B I16..4: 0.5% 1.0% 0.0% B16..8: 32.8% 1.2% 0.0% direct: 0.6% skip:63.9% L0:56.6% L1:42.7% BI: 0.7%\n", + "[libx264 @ 0x5627ab992240] 8x8 transform intra:71.0% inter:93.1%\n", + "[libx264 @ 0x5627ab992240] coded y,uvDC,uvAC intra: 35.6% 43.0% 2.8% inter: 3.4% 8.1% 0.2%\n", + "[libx264 @ 0x5627ab992240] i16 v,h,dc,p: 40% 26% 19% 15%\n", + "[libx264 @ 0x5627ab992240] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 22% 43% 2% 1% 0% 0% 1% 1%\n", + "[libx264 @ 0x5627ab992240] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 42% 25% 22% 2% 2% 2% 2% 2% 1%\n", + "[libx264 @ 0x5627ab992240] i8c dc,h,v,p: 46% 25% 27% 2%\n", + "[libx264 @ 0x5627ab992240] Weighted P-Frames: Y:0.0% UV:0.0%\n", + "[libx264 @ 0x5627ab992240] ref P L0: 69.4% 3.9% 18.6% 8.1% 0.0%\n", + "[libx264 @ 0x5627ab992240] ref B L0: 79.4% 17.4% 3.2%\n", + "[libx264 @ 0x5627ab992240] ref B L1: 94.9% 5.1%\n", + "[libx264 @ 0x5627ab992240] kb/s:409.51\n" + ] + } + ], "source": [ "#FINALLY, WE VISUALIZE THE RESULTS TO CHECK THAT THE PREDICTIONS ARE ACCURATE\n", "DATA_PATH = r\"/mnt/c/troubleshooting/yolo_results/FRR_gq_Saline_0626.csv\" #PATH TO ONE OF THE CSV FILES CREATED IN THE PRIOR STEP.\n", @@ -1143,14 +8407,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "14f805bd-8e07-4801-8b52-6f046a853d78", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + " \n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#EXPECTED RESULTS\n", - "\n", - "video_url = 'https://raw.githubusercontent.com/sgoldenlab/simba/master/docs/_static/img/YOLOVisualizer.webm'\n", + "from ipywidgets import Video\n", + "from IPython.display import HTML\n", + "video_url = 'https://raw.githubusercontent.com/sgoldenlab/simba/master/docs/_static/img/YOLOVisualizer_2.webm'\n", "HTML(f''' \n", "''')" ] diff --git a/docs/notebooks.rst b/docs/notebooks.rst index 3c3f57267..4bac90ca4 100644 --- a/docs/notebooks.rst +++ b/docs/notebooks.rst @@ -48,6 +48,7 @@ Some example operations pertaining to working with animals and environments as g nb/geometry_example_6 nb/geometry_example_7 nb/yolo_ex_1 + nb/yolo_ex_2 Miscellaneous ------------------- diff --git a/simba/data_processors/gibbs_sampler.py b/simba/data_processors/gibbs_sampler.py index 4ffe1ccb1..f04e79b62 100644 --- a/simba/data_processors/gibbs_sampler.py +++ b/simba/data_processors/gibbs_sampler.py @@ -1,194 +1,130 @@ -__author__ = "Simon Nilsson" -__email__ = "sronilsson@gmail.com" - import os -import random -from typing import Union - +from typing import Union, Tuple import numpy as np import pandas as pd -from simba.mixins.config_reader import ConfigReader -from simba.utils.printing import stdout_success - - -class GibbsSampler(ConfigReader): - """ - Gibbs sampling for finding "motifs" in categorical sequences. - - :parameter str config_path: path to SimBA project config file in Configparser format - :parameter pd.DataFrame data: Dataframe where each row represents videos and each column represents behavior sequence. - :parameter float pseudo_number: Small error value for fuzzy search. Default: 0.001. - :parameter int sequence_length: The length of the motif sequence searched for. - :parameter int iterations: Number of iterations per epoch. Default: 1000. - :parameter int epochs: Number of epochs of iterations. Default: 5. - :parameter int plateau_val: Terminate epoch when error rate has remained unchanged for ``plateau_val`` count of interations. - - :example: - >>> df = pd.read_csv('/tests/data/gibbs_sample_data/gibbs_sample_ver_7.csv', index_col=0) - >>> gibbs_sampler = GibbsSampler(data=df) - >>> gibbs_sampler.run() - - - :References: - .. [1] Lawrence et.al, Detecting Subtle Sequence Signals: a Gibbs Sampling Strategy for Multiple Alignment, - Science, vol. 262, pp. 208-214, 1993. - .. [2] `Great YouTube course by Xiaole Shirley Liu `_. - """ - - def __init__( - self, - config_path: Union[str, os.PathLike], - data: pd.DataFrame, - pseudo_number: int = 0.001, - sequence_length: int = 4, - iterations: int = 1500, - epochs: int = 2, - stop_val: float = 0.001, - plateau_val: int = 50, - ): - ConfigReader.__init__(self, config_path=config_path, read_video_info=False) - self.unique_vals = sorted(list(pd.unique(data.values.ravel("K")))) - self.target_probability = 1 * sequence_length + ( - pseudo_number * (sequence_length + 1) - ) - - self.holdout_cols = ["H_{}".format(i) for i in range(0, sequence_length)] - self.non_holdout_cols = ["C_{}".format(i) for i in range(sequence_length)] - self.output_cols = ["Behavior_{}".format(i + 1) for i in range(sequence_length)] - - self.data, self.pseudo_num, self.sequence_len = ( - data, - pseudo_number, - sequence_length, - ) - self.iterations, self.stop_val = [iterations] * epochs, stop_val - self.plateau_val = plateau_val - self.summary_df = pd.DataFrame(columns=self.output_cols) - self.data.columns = ["F_{}".format(x) for x in range(len(self.data.columns))] - self.save_path = os.path.join( - self.logs_path, f"gibbs_sampling_results_{self.datetime}.csv" - ) - - def __get_start_positions(self): - start_positions = [] - for val in range(len(self.data)): - start_positions.append( - random.randint(0, len(self.data.columns) - self.sequence_len) - ) - return start_positions - - def __make_probability_table(self, df: pd.DataFrame, unique_vals: np.ndarray): - prob_df = pd.DataFrame(columns=unique_vals) - for column in df: - occurance_lst = [] - for value in unique_vals: - occurance_lst.append( - (len(df[df[column] == value]) + self.pseudo_num) / len(df[column]) - + self.pseudo_num - ) - prob_df.loc[len(prob_df)] = occurance_lst +from simba.utils.printing import SimbaTimer, stdout_success +from simba.utils.checks import check_valid_array, check_float, check_int, check_if_dir_exists + +class GibbSampler(): + def __init__(self, + data: np.ndarray, + save_path: Union[str, os.PathLike], + sequence_length: int = 4, + iterations: int = 1500, + epochs: int = 2, + stop_val: float = 0.001, + pseudo_number: float = 10e-6, + plateau_val: int = 50): + + """ + Gibbs sampling for finding "motifs" in categorical sequences. + + :param np.ndarray data: 2-dimensional array where observations are organised by row and each sequential sample in the observation is organized by column. + :param Union[str, os.PathLike] save_path: The path location where to save the CSV results. + :param int sequence_length: The length of the motif sequence searched for. + :param int iterations: Number of iterations per epoch. Default: 1500. + :param int epochs: Number of epochs of iterations. Default: 4. + :param float stop_val: Terminate once the error value reaches below this threshold. Default 0.001. + :param int plateau_val: Terminate epoch when error rate has remained unchanged for ``plateau_val`` count of iterations. Default 50. + :param float pseudo_number: Small error value for fuzzy search and avoid division by zero errors. Default: 10e-6. + + :example: + >>> data = pd.read_csv(r"/Users/simon/Desktop/envs/simba/simba/tests/data/sample_data/gibbs_sample_cardinal.csv", index_col=0).values + >>> sampler = GibbSampler(data=data, save_path=r'/Users/simon/Desktop/gibbs.csv', epochs=5, iterations=600) + >>> sampler.run() + + :references: + .. [1] Lawrence et.al, Detecting Subtle Sequence Signals: a Gibbs Sampling Strategy for Multiple Alignment, Science, vol. 262, pp. 208-214, 1993. + .. [2] Great YouTube tutorial / explanation by Xiaole Shirley Liu - `https://www.youtube.com/watch?v=NRjhfyXWHuQ `_. + .. [3] Weinreb et al. Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics, Nature Methods, 21, 1329–1339 (2024). + """ + + + check_valid_array(data=data, source=f'{self.__class__.__name__} data', accepted_ndims=(2,)) + check_float(name=f'{self.__class__.__name__} stop_val', value=stop_val, min_value=0.0) + check_float(name=f'{self.__class__.__name__} pseudo_number', value=pseudo_number, min_value=10e-16) + check_int(name=f'{self.__class__.__name__} epochs', value=epochs, min_value=1) + check_int(name=f'{self.__class__.__name__} iterations', value=iterations, min_value=1) + check_int(name=f'{self.__class__.__name__} sequence_length', value=sequence_length, min_value=2) + check_if_dir_exists(in_dir=os.path.dirname(save_path), source=f'{self.__class__.__name__} save_path') + self.unique_vals = np.sort(np.unique(data.flatten())) + self.target_probability = 1 * sequence_length + (pseudo_number * (sequence_length + 1)) + self.holdout_fields = [f"H_{i}" for i in range(sequence_length)] + self.non_holdout_cols = [f"C_{i}" for i in range(sequence_length)] + self.out_cols = [f"Behavior_{i+1}" for i in range(sequence_length)] + self.summary_df = pd.DataFrame(columns=self.out_cols) + self.data, self.pseudo_num, self.sequence_len, self.plateau_val = (data, pseudo_number, sequence_length, plateau_val) + self.iterations, self.stop_val, self.epochs = [iterations] * epochs, stop_val, epochs + self.save_path = save_path + + def __make_probability_table(self, data: np.ndarray) -> pd.DataFrame: + prob_df = pd.DataFrame(columns=self.unique_vals) + for field_idx in range(data.shape[1]): + idx_data = data[:, field_idx].flatten() + for unique_val in self.unique_vals: + val_idx = np.argwhere(idx_data == unique_val).flatten() + pct = (val_idx.shape[0] + self.pseudo_num) / (idx_data.shape[0] + self.pseudo_num) + prob_df.loc[field_idx, unique_val] = pct return prob_df - def __iterate_through_possible_seq_in_hold_out( - self, - hoObs: pd.DataFrame, - bgDf: pd.DataFrame, - probDf: pd.DataFrame, - start_hold_no: int, - ): - df_holdout_seqs = pd.DataFrame(columns=self.holdout_cols + ["Prob_weight"]) - for startv in range(0, len(hoObs.columns) - self.sequence_len + 1): - cols = [ - "F_{}".format(ind) for ind in range(startv, startv + self.sequence_len) - ] - seq = hoObs.loc[:, cols] - ptot = 1 - for ind in range(self.sequence_len): - prob_table_cols = seq.loc[start_hold_no][ind] - ptot *= probDf.loc[ind][prob_table_cols] / bgDf.loc[prob_table_cols] - seq["Prob_weight"] = ptot - seq.columns = self.holdout_cols + ["Prob_weight"] - df_holdout_seqs = df_holdout_seqs.append(seq, ignore_index=True) - return df_holdout_seqs - - def __sum_results(self, full_sequence_set, summary_df): - for i in range(self.sequence_len): - full_sequence_set = full_sequence_set.rename( - columns={f"C_{i}": self.output_cols[i]} - ) - - summary_df = pd.concat([summary_df, full_sequence_set], axis=0).reset_index( - drop=True - ) - output = ( - summary_df.groupby(summary_df.columns.tolist()) - .size() - .reset_index() - .rename(columns={0: "records"}) - .sort_values(by=["records"], ascending=False) - ) + def __iterate_through_possible_seq_in_hold_out(self, + holdout_obs: np.ndarray, + bg_dict: dict, + probability_df: pd.DataFrame) -> pd.DataFrame: + + out_df = pd.DataFrame(columns=self.holdout_fields + ["weight"]) + for r in range(self.sequence_len, holdout_obs.shape[0]+1): + sequence = holdout_obs[r - self.sequence_len:r] + prob_tot = 1 + for i in range(self.sequence_len): + val = sequence[i] + prob_tot *= probability_df.loc[i][val] / bg_dict[val] + out_df.loc[len(out_df)] = np.append(sequence, prob_tot) + return out_df + + def __sum_results(self, full_sequence_set, summary_df) -> Tuple[pd.DataFrame, pd.DataFrame]: + full_sequence_set = pd.DataFrame(full_sequence_set, columns=self.out_cols) + summary_df = pd.concat([summary_df, full_sequence_set], axis=0).reset_index(drop=True) + output = (summary_df.groupby(summary_df.columns.tolist()).size().reset_index().rename(columns={0: "records"}).sort_values(by=["records"], ascending=False)) output["percent"] = output["records"] / output["records"].sum() - return summary_df, output.reset_index(drop=True) def run(self): - # calculate background constants - bg_df = self.data.stack().value_counts() - bg_df = bg_df / bg_df.sum() - bg_df = bg_df.sort_index() - full_sequence_set, output = None, None - prior_error, stable_error_cnt = np.inf, 0 - - for iteration_counter, iterations in enumerate(self.iterations): - holdout_idx = np.random.randint(0, len(self.data) - 2) - start_positions = self.__get_start_positions() + timer = SimbaTimer(start=True) + unique_elements, counts = np.unique(self.data, return_counts=True) + counts_dict = dict(zip(unique_elements, counts)) + bg_dict = {k: (v / np.sum(counts)) for k, v in counts_dict.items()} + prior_error, stable_error_cnt, full_sequence, output = np.inf, 0, None, None + + for epoch_cnt, iterations in enumerate(self.iterations): + holdout_idx = np.random.randint(0, self.data.shape[0]-1) for iteration in range(0, iterations): - hold_out_observation_df = self.data.iloc[[holdout_idx]] + hold_out_obs = self.data[holdout_idx] if iteration == 0: - df_it = self.data.drop(hold_out_observation_df.index) - idx_lst, seq_lst = [], [] - for index, row in df_it.iterrows(): - seq_lst.append( - list( - row[ - start_positions[index] : start_positions[index] - + self.sequence_len - ] - ) - ) - idx_lst.append(index) - non_holdout_df = pd.DataFrame( - seq_lst, columns=self.non_holdout_cols, index=idx_lst - ) + start_pos = np.random.randint(low=0, high=self.data.shape[1] - self.sequence_len, size=(self.data.shape[0])) + end_pos = np.array([x + self.sequence_len for x in start_pos]) + slices = np.array([[x, y] for x, y in zip(start_pos, end_pos)]) + epoch_sample = np.delete(self.data, [holdout_idx], axis=0) + sequences = np.full(shape=(epoch_sample.shape[0], self.sequence_len), fill_value='-1.0') + for idx in range(epoch_sample.shape[0]): + i = slices[idx] + sequences[idx] = epoch_sample[idx][i[0]: i[1]] else: - non_holdout_df = full_sequence_set.loc[ - full_sequence_set.index != holdout_idx - ] - - probability_df = self.__make_probability_table( - non_holdout_df, self.unique_vals - ) - df_holdout_seqs = self.__iterate_through_possible_seq_in_hold_out( - hold_out_observation_df, bg_df, probability_df, holdout_idx - ) - new_seq = df_holdout_seqs.sample(1, weights="Prob_weight") - new_seq = new_seq[self.holdout_cols] - new_seq.columns = self.non_holdout_cols - new_seq.index = [holdout_idx] - full_sequence_set = pd.concat([new_seq, non_holdout_df]) - error = self.target_probability - probability_df.max(axis=1).sum() - # self.summary_df, output = self.__sum_results(full_sequence_set, self.summary_df, iteration_counter) - print( - f"Current error: {error}, iteration: {iteration}, epoch: {iteration_counter}" - ) + sequences = np.delete(full_sequence, [holdout_idx], axis=0) + probability_df = self.__make_probability_table(sequences) + df_holdout_seqs = self.__iterate_through_possible_seq_in_hold_out(hold_out_obs, bg_dict, probability_df) + new_sequence = df_holdout_seqs.sample(1, weights="weight")[self.holdout_fields].values[0] + full_sequence = np.insert(sequences, 0, new_sequence, axis=0) + error = round(self.target_probability - probability_df.max(axis=1).sum(), 4) + print(f"Current error: {error}, iteration: {iteration+1}/{iterations}, epoch: {epoch_cnt+1}/{self.epochs}") if error <= self.stop_val: - print(f"Convergence reached in {iteration} iterations") + print(f"Convergence reached. Error: {error}, Stop value: {self.stop_val}") break if error == prior_error: stable_error_cnt += 1 if stable_error_cnt >= self.plateau_val - 1: - print(f"Platea reached {self.plateau_val}") + print(f"Plateau reached. Stable error count: {stable_error_cnt}. Plateau value: {self.plateau_val}") break else: stable_error_cnt = 0 @@ -197,18 +133,18 @@ def run(self): holdout_idx += 1 else: holdout_idx = 0 - self.summary_df, output = self.__sum_results( - full_sequence_set, self.summary_df - ) + self.summary_df, output = self.__sum_results(full_sequence, self.summary_df) output.to_csv(self.save_path) - self.timer.stop_timer() - stdout_success( - msg=f"Gibbs sampling results saved @{self.save_path}", - elapsed_time=self.timer.elapsed_time_str, - ) + timer.stop_timer() + stdout_success(msg=f"Gibbs sampling results saved @{self.save_path}", elapsed_time=timer.elapsed_time_str) + + +# data = pd.read_csv(r"C:\projects\simba\simba\tests\data\sample_data\gibbs_sample_cardinal.csv", index_col=0).values +# sampler = GibbSampler(data=data, save_path=r'C:\Users\sroni\OneDrive\Desktop\gibbs.csv', iterations=5) +# sampler.run() -# df = pd.read_csv('/Users/simon/Desktop/envs/simba_dev/tests/data/gibbs_sample_data/gibbs_sample_7.csv', index_col=0) -# test = GibbsSampler(config_path='/Users/simon/Desktop/envs/troubleshooting/two_black_animals_14bp/project_folder/project_config.ini', data=df) -# test.run() +# data = pd.read_csv(r"/Users/simon/Desktop/envs/simba/simba/tests/data/sample_data/gibbs_sample_cardinal.csv", index_col=0).values +# sampler = GibbSampler(data=data, save_path=r'/Users/simon/Desktop/gibbs.csv', epochs=5, iterations=600) +# sampler.run() \ No newline at end of file diff --git a/simba/mixins/circular_statistics.py b/simba/mixins/circular_statistics.py index b275e56be..0d19df532 100644 --- a/simba/mixins/circular_statistics.py +++ b/simba/mixins/circular_statistics.py @@ -4,6 +4,10 @@ import numpy as np from numba import float32, float64, int64, jit, njit, prange, typed, types +from simba.utils.checks import check_valid_array, check_float +from simba.utils.enums import Formats +from simba.utils.errors import InvalidInputError +from simba.utils.data import get_mode class CircularStatisticsMixin(object): @@ -1202,9 +1206,10 @@ def rotational_direction(data: np.ndarray, stride: int = 1) -> np.ndarray: :align: center The result array contains values: - - `0` where there is no change between points. - - `1` where the angle has increased in the positive direction. - - `2` where the angle has decreased in the negative direction. + - `-1`: Indicates no rotation is possible for the first frame. This serves as a placeholder since there is no prior frame to compare to. + - `0`: Represents no change in the angular value between consecutive frames + - `1`: Indicates an increase in the angular value (rotation in the positive direction, counterclockwise) + - `2`: Indicates a decrease in the angular value (rotation in the negative direction, clockwise) :param np.ndarray data: 1D array of size len(frames) representing degrees. :return: An array of directional indicators. @@ -1330,6 +1335,84 @@ def fit_circle(data: np.ndarray, max_iterations: Optional[int] = 400) -> np.ndar return results + @staticmethod + def preferred_turning_direction(x: np.ndarray) -> int: + """ + Determines the preferred turning direction from a 1D array of circular directional data. + + .. note:: + The input ``x`` can be created using any of the following methods: + - :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.direction_two_bps` + - :func:`simba.data_processors.cuda.circular_statistics.direction_from_two_bps` + - :func:`simba.data_processors.cuda.circular_statistics.direction_from_three_bps` + - :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.direction_three_bps` + + .. seealso:: + :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.rotational_direction`, :func:`~simba.data_processors.cuda.circular_statistics.rotational_direction`, + :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.sliding_preferred_turning_direction` + + :param np.ndarray x: 1D array of circular directional data (values between 0 and 360, inclusive). The array represents angular directions measured in degrees. + :return: + The most frequent turning direction from the input data: + - `0`: No change in the angular value between consecutive frames. + - `1`: An increase in the angular value (rotation in the positive direction, counterclockwise). + - `2`: A decrease in the angular value (rotation in the negative direction, clockwise). + :rtype: int + + :example: + >>> x = np.random.randint(0, 361, (200,)) + >>> CircularStatisticsMixin.preferred_turning_direction(x=x) + """ + + check_valid_array(data=x, source=CircularStatisticsMixin.preferred_turning_direction.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + if np.max(x) > 360 or np.min(x) < 0: + raise InvalidInputError(msg='x has to be values between 0 and 360 inclusive', source=CircularStatisticsMixin.preferred_turning_direction.__name__) + rotational_direction = CircularStatisticsMixin.rotational_direction(data=x.astype(np.float32)) + return get_mode(x=rotational_direction) + + @staticmethod + def sliding_preferred_turning_direction(x: np.ndarray, + time_window: float, + sample_rate: float) -> np.ndarray: + """ + Computes the sliding preferred turning direction over a given time window from a 1D array of circular directional data. + + Calculates the most frequent turning direction (mode) within a sliding window of a specified duration. + + .. seealso:: + :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.rotational_direction`, :func:`~simba.data_processors.cuda.circular_statistics.rotational_direction`, + :func:`simba.mixins.circular_statistics.CircularStatisticsMixin.preferred_turning_direction` + + + :param np.ndarray x: A 1D array of circular directional data (values between 0 and 360, inclusive). Each value represents an angular direction in degrees. + :param float time_window: The duration of the sliding window in seconds. + :param float sample_rate: The sampling rate of the data in Hz (samples per second) or FPS (frames per seconds) + :return: + A 1D array of integers indicating the preferred turning direction for each window: + - `0`: No change in angular values within the window. + - `1`: An increase in angular values (counterclockwise rotation). + - `2`: A decrease in angular values (clockwise rotation). + For indices before the first full window, the value is `-1`. + :rtype: np.ndarray + + :example: + >>> x = np.random.randint(0, 361, (213,)) + >>> CircularStatisticsMixin.sliding_preferred_turning_direction(x=x, time_window=1, sample_rate=10) + """ + check_valid_array(data=x, source=CircularStatisticsMixin.sliding_preferred_turning_direction.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + if np.max(x) > 360 or np.min(x) < 0: + raise InvalidInputError(msg='x has to be values between 0 and 360 inclusive', source=CircularStatisticsMixin.sliding_preferred_turning_direction.__name__) + check_float(name=f'{CircularStatisticsMixin.sliding_preferred_turning_direction.__name__} time_window', value=time_window) + check_float(name=f'{CircularStatisticsMixin.sliding_preferred_turning_direction.__name__} sample_rate', value=sample_rate) + rotational_directions = CircularStatisticsMixin.rotational_direction(data=x.astype(np.float32)) + window_size = np.int64(np.max((1.0, (time_window * sample_rate)))) + results = np.full(shape=(x.shape[0]), fill_value=-1, dtype=np.int32) + for r in range(window_size, x.shape[0] + 1): + l = r - window_size + sample = rotational_directions[l:r] + results[r - 1] = get_mode(x=sample) + return results.astype(np.int32) + # data = np.array([260, 280, 300, 340, 360, 0, 10, 350, 0, 15]).astype(np.float32) diff --git a/simba/mixins/timeseries_features_mixin.py b/simba/mixins/timeseries_features_mixin.py index caf409427..71f2f7af6 100644 --- a/simba/mixins/timeseries_features_mixin.py +++ b/simba/mixins/timeseries_features_mixin.py @@ -2409,4 +2409,22 @@ def radial_dispersion_index(x: np.ndarray, reference_point: np.ndarray) -> float radial_distances = np.linalg.norm(x - reference_point, axis=1) return np.std(radial_distances) / np.mean(radial_distances) + @staticmethod + def avg_kinetic_energy(x: np.ndarray, mass: float, sample_rate: float) -> float: + """ + Calculate the average kinetic energy of an object based on its velocity. + + :param np.ndarray x: A 2D NumPy array of shape (n, 2), where each row contains the x and y position coordinates of the object at each time step. + :param float mass: The mass of the object. + :param float sample_rate: The sampling rate (Hz), i.e., the number of data points per second. + :return: The average kinetic energy of the object. + :rtype: float: The mean kinetic energy calculated from the velocity data. + """ + delta_t = np.round(1 / sample_rate, 2) + vx, vy = np.gradient(x[:, 0], delta_t), np.gradient(x[:, 1], delta_t) + speed = np.sqrt(vx ** 2 + vy ** 2) + kinetic_energy = 0.5 * mass * speed ** 2 + + return np.mean(kinetic_energy).astype(np.float32) + diff --git a/simba/model/regression/__init__.py b/simba/model/regression/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/simba/model/regression/metrics.py b/simba/model/regression/metrics.py new file mode 100644 index 000000000..d54b02907 --- /dev/null +++ b/simba/model/regression/metrics.py @@ -0,0 +1,139 @@ +from typing import Optional +import numpy as np +from simba.utils.checks import check_valid_array, check_float +from simba.utils.enums import Formats + +def mean_absolute_percentage_error(y_true: np.ndarray, + y_pred: np.ndarray, + epsilon=1e-10, + weights: Optional[np.ndarray] = None) -> float: + """ + Compute the Mean Absolute Percentage Error (MAPE) + + :param np.ndarray y_true: The array containing the true values (dependent variable) of the dataset. Should be a 1D numeric array of shape (n,). + :param np.ndarray y_pred: The array containing the predicted values for the dataset. Should be a 1D numeric array of shape (n,) and of the same length as `y_true`. + :param float epsilon: A small pseudovalue to replace zeros in `y_true` to avoid division by zero errors. + :param Optional[np.ndarray] weights: An optional 1D array of weights to apply to each error. If provided, the weighted mean absolute percentage error is computed. + :return: The Mean Absolute Percentage Error (MAPE) as a float, in percentage format. A lower value indicates better prediction accuracy. + :rtype: float + + :example: + >>> x, y = np.random.random(size=(100000,)), np.random.random(size=(100000,)) + >>> mean_absolute_percentage_error(y_true=x, y_pred=y) + """ + + check_valid_array(data=y_true, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0],accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_float(name=mean_absolute_percentage_error.__name__, value=epsilon) + y_true = np.where(y_true == 0, epsilon, y_true) + se = np.abs((y_true - y_pred) / y_true) + if weights is not None: + check_valid_array(data=weights, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + se = se * weights + return (np.sum(se) / np.sum(weights)) * 100 + else: + return np.mean(se * 100) + + +def mean_squared_error(y_true: np.ndarray, + y_pred: np.ndarray, + weights: Optional[np.ndarray] = None) -> float: + + """ + Compute the Mean Squared Error (MSE) between the true and predicted values. + + :param np.ndarray y_true: The array containing the true values (dependent variable) of the dataset. Should be a 1D numeric array of shape (n,). + :param np.ndarray y_pred: The array containing the predicted values for the dataset. Should be a 1D numeric array of shape (n,) and of the same length as `y_true`. + :param Optional[np.ndarray] weights: An optional 1D array of weights to apply to each squared error. If provided, the weighted mean squared error is computed. + :return: The Mean Squared Error (MSE) as a float. A lower value indicates better model accuracy. + :rtype: float + """ + + check_valid_array(data=y_true, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0],accepted_dtypes=Formats.NUMERIC_DTYPES.value) + se = (y_true - y_pred) ** 2 + if weights is not None: + check_valid_array(data=weights, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + se = se * weights + return np.sum(se) / np.sum(weights) + else: + return np.mean(se) + +def mean_absolute_error(y_true: np.ndarray, + y_pred: np.ndarray, + weights: Optional[np.ndarray] = None) -> float: + """ + Compute the Mean Absolute Error (MAE) between the true and predicted values. + + :param np.ndarray y_true: A 1D array of true values (ground truth). + :param np.ndarray y_pred: A 1D array of predicted values. + :param np.ndarray weights: An optional 1D array of weights for each observation. If provided, the weighted MAE is computed. + :return: The Mean Absolute Error (MAE) as a float. A lower value indicates a better fit. + :rtype: float + """ + + check_valid_array(data=y_true, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + absolute_error = np.abs(y_true - y_pred) + if weights is not None: + check_valid_array(data=weights, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + absolute_error = absolute_error * weights + return np.sum(absolute_error) / np.sum(weights) + else: + return np.mean(absolute_error) + + +def r2_score(y_true: np.ndarray, y_pred: np.ndarray, weights: Optional[np.ndarray] = None) -> float: + """ + Compute the R^2 (coefficient of determination) score. + + :param np.ndarray y_true: 1D array of true values (dependent variable). + :param np.ndarray y_pred: 1D array of predicted values, same length as `y_true`. + :param np.ndarray weights: Optional 1D array of weights for each observation. + :return: The R^2 score as a float. A value closer to 1 indicates better fit. + :rtype: float + + """ + + check_valid_array(data=y_true, source=r2_score.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=r2_score.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + + if weights is not None: + check_valid_array(data=weights, source=r2_score.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0]) + + y_mean = np.average(y_true, weights=weights) if weights is not None else np.mean(y_true) + residuals, total = (y_true - y_pred) ** 2, (y_true - y_mean) ** 2 + + if weights is not None: + ss_residual = np.sum(residuals * weights) + ss_total = np.sum(total * weights) + else: + ss_residual = np.sum(residuals) + ss_total = np.sum(total) + + return 1 - (ss_residual / ss_total) + + +def root_mean_squared_error(y_true: np.ndarray, + y_pred: np.ndarray, + weights: Optional[np.ndarray] = None) -> float: + + """ + Compute the Root Mean Squared Error (RMSE) between the true and predicted values. + + :param np.ndarray y_true: The array containing the true values (dependent variable) of the dataset. Should be a 1D numeric array of shape (n,). + :param np.ndarray y_pred: The array containing the predicted values for the dataset. Should be a 1D numeric array of shape (n,) and of the same length as `y_true`. + :param Optional[np.ndarray] weights: An optional 1D array of weights to apply to each squared error. If provided, the weighted mean squared error is computed. + :return: The Root Mean Squared Error (MSE) as a float. A lower value indicates better model accuracy. + :rtype: float + """ + + check_valid_array(data=y_true, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0],accepted_dtypes=Formats.NUMERIC_DTYPES.value) + se = (y_true - y_pred) ** 2 + if weights is not None: + check_valid_array(data=weights, source=mean_absolute_percentage_error.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + weighted_mse = np.sum(se * weights) / np.sum(weights) + return np.sqrt(weighted_mse) + else: + return np.sqrt(np.mean(se)) \ No newline at end of file diff --git a/simba/model/regression/model.py b/simba/model/regression/model.py new file mode 100644 index 000000000..08ea664cf --- /dev/null +++ b/simba/model/regression/model.py @@ -0,0 +1,155 @@ +from typing import Optional, Dict, List +import numpy as np +import pandas as pd +import xgboost as xgb +from sklearn.model_selection import StratifiedKFold +from simba.utils.checks import check_valid_array, check_int, check_valid_lst, check_str, check_float, check_instance, check_valid_dataframe +from simba.utils.enums import Formats +from simba.utils.errors import DataHeaderError +from simba.model.regression.metrics import (mean_absolute_percentage_error, + mean_squared_error, + mean_absolute_error, + r2_score, + root_mean_squared_error) + +def fit_xgb(x: pd.DataFrame, + y: np.ndarray, + objective: Optional[str] = 'reg:squarederror', + n_estimators: Optional[int] = 100, + max_depth: Optional[int] = 6, + verbosity: Optional[int] = 1, + learning_rate: Optional[float] = 0.3, + tree_method: Optional[str] = 'auto'): + """ + :example: + >>> x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) + >>> y = np.random.randint(1, 6, (100,)) + >>> mdl = fit_xgb(x=x, y=y) + """ + OBJECTIVES = ('reg:squarederror', 'reg:squaredlogerror', 'reg:logistic', 'reg:pseudohubererror') + TREE_METHODS = ('auto', 'exact', 'approx', 'hist', 'gpu_hist') + + check_valid_dataframe(df=x, source=f'{fit_xgb.__name__} x', valid_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y, source=f'{fit_xgb.__name__} y', accepted_ndims=(1,), accepted_axis_0_shape=[x.shape[0]], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_str(name=f'{fit_xgb.__name__} objective', value=objective, options=OBJECTIVES) + check_str(name=f'{fit_xgb.__name__} tree_method', value=tree_method, options=TREE_METHODS) + check_int(name=f'{fit_xgb.__name__} n_estimators', value=n_estimators, min_value=1) + check_int(name=f'{fit_xgb.__name__} max_depth', value=max_depth, min_value=1) + check_int(name=f'{fit_xgb.__name__} verbosity', value=verbosity, min_value=0, max_value=3) + check_float(name=f'{fit_xgb.__name__} learning_rate', value=learning_rate, min_value=0.1, max_value=1.0) + xgb_reg = xgb.XGBRegressor(objective=objective, max_depth=max_depth, n_estimators=n_estimators, verbosity=verbosity) + return xgb_reg.fit(X=x, y=y) + +def transform_xgb(x: pd.DataFrame, model: xgb.XGBRegressor): + + """ + :example: + >>> x, y = pd.DataFrame(np.random.randint(0, 500, (100, 20))), np.random.randint(1, 6, (100,)) + >>> mdl = fit_xgb(x=x, y=y) + >>> new_x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) + >>> results = transform_xgb(x=new_x, model=mdl) + """ + + check_instance(source=transform_xgb.__name__, instance=model, accepted_types=(xgb.XGBRegressor,)) + check_valid_dataframe(df=x, source=f'{transform_xgb.__name__} x', valid_dtypes=Formats.NUMERIC_DTYPES.value) + expected_x_names = model.get_booster().feature_names + new_x_names = [str(i) for i in list(x.columns)] + missing_x_names = set([i for i in expected_x_names if i not in new_x_names]) + additional_x_names = set([i for i in new_x_names if i not in expected_x_names]) + if len(additional_x_names) > 0: + raise DataHeaderError(msg=f'The new data has {len(additional_x_names)} features not expected by the model: {additional_x_names}', source=transform_xgb.__name__) + if len(missing_x_names) > 0: + raise DataHeaderError(msg=f'The new data are missing {len(missing_x_names)} features expected by the model: {missing_x_names}', source=transform_xgb.__name__) + if expected_x_names != new_x_names: + raise DataHeaderError(msg=f'The new data contains features in the wrong order from the expected features', source=transform_xgb.__name__) + return np.round(model.predict(x), 2) + + +def evaluate_xgb(y_pred: np.ndarray, + y_true: np.ndarray, + metrics: List[str], + stratified: Optional[bool] = False) -> dict: + """ + Evaluates the performance of a regression model (e.g., XGBoost) by calculating selected metrics. Optionally, the evaluation can be stratified by unique + values in the true target variable (`y_true`), where performance is computed separately for each class/level. + + :param np.ndarray y_pred: Predicted values generated by the model, must have the same shape as `y_true`. + :param np.ndarray y_true: True target values to compare the predictions against. + :param List[str] metrics: List of metrics to compute. + :param stratified: If True, computes the metric for each unique class/level in `y_true`. If False (default), computes the metric for the entire dataset. + :return: A dictionary containing the computed metrics. + :rtype: dict + + :example: + >>> x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) + >>> y = np.random.randint(1, 6, (100,)) + >>> mdl = fit_xgb(x=x, y=y) + >>> new_x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) + >>> y_pred = transform_xgb(x=new_x, model=mdl) + >>> evaluate_xgb(y_pred=y_pred, y_true=y, metrics=['MAE', 'MAPE', 'RMSE', 'MSE']) + """ + METRICS = {'MAPE': mean_absolute_percentage_error, 'MSE': mean_squared_error, 'MAE': mean_absolute_error, 'R2': r2_score, 'RMSE': root_mean_squared_error} + check_valid_array(data=y_true, source=evaluate_xgb.__name__, accepted_ndims=(1,), accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_array(data=y_pred, source=evaluate_xgb.__name__, accepted_ndims=(1,), min_axis_0=y_true.shape[0],accepted_dtypes=Formats.NUMERIC_DTYPES.value) + check_valid_lst(data=metrics, source=f'{evaluate_xgb.__name__} metrics', valid_values=list(METRICS.keys())) + results = {} + for metric in metrics: + if not stratified: + results[metric] = METRICS[metric](y_true=y_true, y_pred=y_pred) + else: + results[metric] = {} + for unique_true in (np.unique(y_true)): + sample_idx = np.argwhere(y_true == unique_true) + sample_y_true, sample_y_pred = y_true[sample_idx].flatten(), y_pred[sample_idx].flatten() + results[metric][unique_true] = METRICS[metric](y_true=sample_y_true, y_pred=sample_y_pred) + + return results + + +def kfold_fit_xgb(x: pd.DataFrame, + y: np.ndarray, + objective: Optional[str] = 'reg:squarederror', + n_estimators: Optional[int] = 100, + max_depth: Optional[int] = 6, + verbosity: Optional[int] = 1, + learning_rate: Optional[float] = 0.3, + tree_method: Optional[str] = 'auto', + k: Optional[int] = 5): + + # USE xgb.cv + # + # OBJECTIVES = ('reg:squarederror', 'reg:squaredlogerror', 'reg:logistic', 'reg:pseudohubererror') + # TREE_METHODS = ('auto', 'exact', 'approx', 'hist', 'gpu_hist') + # + # check_valid_dataframe(df=x, source=f'{fit_xgb.__name__} x', valid_dtypes=Formats.NUMERIC_DTYPES.value) + # check_valid_array(data=y, source=f'{fit_xgb.__name__} y', accepted_ndims=(1,), accepted_axis_0_shape=[x.shape[0]], accepted_dtypes=Formats.NUMERIC_DTYPES.value) + # check_str(name=f'{fit_xgb.__name__} objective', value=objective, options=OBJECTIVES) + # check_str(name=f'{fit_xgb.__name__} tree_method', value=tree_method, options=TREE_METHODS) + # check_int(name=f'{fit_xgb.__name__} n_estimators', value=n_estimators, min_value=1) + # check_int(name=f'{fit_xgb.__name__} max_depth', value=max_depth, min_value=1) + # check_int(name=f'{fit_xgb.__name__} verbosity', value=verbosity, min_value=0, max_value=3) + # check_float(name=f'{fit_xgb.__name__} learning_rate', value=learning_rate, min_value=0.1, max_value=1.0) + # check_int(name=f'{fit_xgb.__name__} k', value=k, min_value=2) + # k_fold = StratifiedKFold(n_splits=k, shuffle=True) + # for fold_cnt, (train_index, test_index) in enumerate(k_fold.split(x, y)): + # x_fold, y_fold = x.loc[train_index], y[test_index] + + pass + + +# x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) +# y = np.random.randint(1, 6, (100,)) +# mdl = fit_xgb(x=x, y=y) +# new_x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) +# y_pred = transform_xgb(x=new_x, model=mdl) +# evaluate_xgb(y_pred=y_pred, y_true=y, metrics=['MAE', 'MAPE', 'RMSE', 'MSE'], stratified=True) +# + + +# x = pd.DataFrame(np.random.randint(0, 500, (100, 20))) +# y = np.random.randint(1, 6, (100,)) +# #mdl = fit_xgb(x=x, y=y) +# +# kfold_fit_xgb(x=x, y=y) + + #for fold_cnt, (train_index, test_index) in enumerate(k_fold.split(x_data, y_data)): \ No newline at end of file