diff --git a/examples/Time-Grad2-Electricity.ipynb b/examples/Time-Grad2-Electricity.ipynb index 59b353e..335d65b 100644 --- a/examples/Time-Grad2-Electricity.ipynb +++ b/examples/Time-Grad2-Electricity.ipynb @@ -240,10 +240,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "ExecuteTime": { - "start_time": "2022-12-23T09:43:54.691Z" + "end_time": "2022-12-23T11:56:39.121839Z", + "start_time": "2022-12-23T09:43:59.971197Z" }, "scrolled": true }, @@ -429,6 +430,104 @@ }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a69f54b65b6a453d9987637f45f96a3f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/99 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "def plot(target, forecast, prediction_length, prediction_intervals=(50.0, 90.0), color='g', fname=None):\n", " label_prefix = \"\"\n", @@ -580,10 +710,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "ExecuteTime": { - "start_time": "2022-12-23T09:43:54.699Z" + "end_time": "2022-12-23T13:52:10.714194Z", + "start_time": "2022-12-23T13:52:10.699899Z" } }, "outputs": [], @@ -594,27 +725,441 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": { "ExecuteTime": { - "start_time": "2022-12-23T09:43:54.700Z" + "end_time": "2022-12-23T13:52:28.912219Z", + "start_time": "2022-12-23T13:52:10.715121Z" }, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Running evaluation: 7it [00:00, 151.21it/s]\n", + "Running evaluation: 7it [00:00, 156.67it/s]\n", + "Running evaluation: 7it [00:00, 192.62it/s]\n", + "Running evaluation: 7it [00:00, 192.32it/s]\n", + "Running evaluation: 7it [00:00, 188.02it/s]\n", + "Running evaluation: 7it [00:00, 193.28it/s]\n", + 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totals[\"abs_target_sum\"]\n", + "/home/wassname/miniforge3/envs/glounts/lib/python3.9/site-packages/gluonts/evaluation/_base.py:469: RuntimeWarning: divide by zero encountered in double_scalars\n", + " totals[quantile.loss_name] / totals[\"abs_target_sum\"]\n", + "Running evaluation: 7it [00:00, 193.96it/s]\n", + "Running evaluation: 7it [00:00, 191.91it/s]\n", + "Running evaluation: 7it [00:00, 191.63it/s]\n", + "Running evaluation: 7it [00:00, 192.20it/s]\n", + "Running evaluation: 7it [00:00, 192.59it/s]\n", + "Running evaluation: 7it [00:00, 190.47it/s]\n", + "Running evaluation: 7it [00:00, 193.37it/s]\n", + "Running evaluation: 7it [00:00, 190.39it/s]\n", + "Running evaluation: 7it [00:00, 192.48it/s]\n", + "Running evaluation: 7it [00:00, 193.35it/s]\n", + "Running evaluation: 7it [00:00, 190.82it/s]\n", + "Running evaluation: 7it [00:00, 192.13it/s]\n", + "Running evaluation: 7it [00:00, 190.25it/s]\n", + "Running evaluation: 7it [00:00, 191.69it/s]\n", + "Running evaluation: 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"ExecuteTime": { - "start_time": "2022-12-23T09:43:54.701Z" + "end_time": "2022-12-23T13:52:28.925023Z", + "start_time": "2022-12-23T13:52:28.913362Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CRPS: 1.1069321160944334\n", + "ND: 1.003746678968134\n", + "NRMSE: 7.097175779249079\n", + "\n", + "CRPS-Sum: 0.6612398866066339\n", + "ND-Sum: 0.98568530431658\n", + "NRMSE-Sum: 1.075262764787951\n" + ] + } + ], "source": [ "print(\"CRPS:\", agg_metric[\"mean_wQuantileLoss\"])\n", "print(\"ND:\", agg_metric[\"ND\"])\n", @@ -632,6 +1177,13 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/pts/model/time_grad2/time_grad_network.py b/pts/model/time_grad2/time_grad_network.py index 77ec43d..9f52719 100644 --- a/pts/model/time_grad2/time_grad_network.py +++ b/pts/model/time_grad2/time_grad_network.py @@ -482,7 +482,7 @@ class TimeGradPredictionNetwork2(TimeGradTrainingNetwork2): repeated_scale = repeat(scale) if self.scaling: - self.diffusion.scale = repeated_scale + self.diffusion.scale = repeated_scale.permute(0, 2, 1)[:1] future_samples = [] for _ in range(self.num_parallel_samples):