diff --git a/docs/examples/How_To_Select_A_Multivariate_Distribution.ipynb b/docs/examples/How_To_Select_A_Multivariate_Distribution.ipynb index 3043e332..ea6caac1 100644 --- a/docs/examples/How_To_Select_A_Multivariate_Distribution.ipynb +++ b/docs/examples/How_To_Select_A_Multivariate_Distribution.ipynb @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "tags": [] }, @@ -94,29 +94,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Fitting of candidate distributions completed: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:01<00:00, 1.74it/s]\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 800, - "width": 1400 - } - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" + "Fitting of candidate distributions completed: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:03<00:00, 1.02s/it]\n" ] }, { @@ -177,15 +155,25 @@ "3 3272.673684 MVN" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "candidate_distributions = [MVN(D=3), MVT(D=3), MVN_LoRa(D=3, rank=2)] \n", "\n", - "dist_nll = Multivariate_DistributionClass().dist_select(target=y_train, candidate_distributions=candidate_distributions, max_iter=50, n_samples=100, plot=True, ncol=1, figure_size=(14, 8))\n", + "dist_nll = Multivariate_DistributionClass().dist_select(target=y_train, candidate_distributions=candidate_distributions, max_iter=50, plot=True, ncol=3, height=6, sharey=True)\n", "dist_nll" ] } diff --git a/docs/examples/How_To_Select_A_Univariate_Distribution.ipynb b/docs/examples/How_To_Select_A_Univariate_Distribution.ipynb index fd7d6598..ebf4e486 100644 --- a/docs/examples/How_To_Select_A_Univariate_Distribution.ipynb +++ b/docs/examples/How_To_Select_A_Univariate_Distribution.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-05-23T07:25:31.083598700Z", @@ -98,31 +98,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "Fitting of candidate distributions completed: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 8/8 [00:08<00:00, 1.09s/it]\n" + "Fitting of candidate distributions completed: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 8/8 [00:15<00:00, 1.94s/it]\n" ] }, { "data": { - "image/png": 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iiy/q3//+9yHFm5CQoDvuuEO///3vJUkPPPCArrjiihqFr4fq5Zdf1q233qqioqIaz+fl5SkvL0+rV6/WE088oRtvvFEzZsyQ0+ls0nkrKyv1u9/9Tv/85z8PKp5HH31Ud911lwKBQI3nly9fruXLl+vDDz/Uf/7zH0VHRysQCOjGG2+skU+UJI/Ho6ysLGVlZemjjz7SzJkz643b5/OpT58+NUZfV7d3717t3btX8+fP18MPP6znn38+olro25pAb4+J2+pV501t9VB9X3P8UNZn7969euCBB6wkf+/evfWb3/ymxd4Pkc00zQMV6Mk1E+i5lT5rTQU60LrOTE/RiuIyeSWtOv5kTfj8I5WtXEoCHQAAAAAAAIds5cqV2r59u/X4+OOPr3dvIBDQRRddpNmzZ1vPdevWTWPHjlVmZqZKS0u1bNkybdu2TX6/Xw899JBycnL0wgsv1DpXSUmJTj75ZO3atUuS5HA4NGrUKA0ePFgJCQnyeDzas2eP1qxZU2cV6uDBg/Xb3/5WJSUlev311yVJiYmJuvzyyw/5e2GXbt266be//a0k6ZlnnrGeDz/3U0lJSTUeZ2VlafLkydbj+fPn16pyt9OCBQt0xhlnyOPxSApVQI8dO1ZDhgxRZWWlli5daiXWP/vsM02cOFGLFi2yKsB/yuv16vTTT9fSpUut54444ggdf/zxSkhI0LZt27Ro0SItXrzY6mxwKH7zm9/o//7v/7Rnzx7t2rVLzz//vG666aZDOlfYjBkz9Ic//MF6HB0drRNPPFE9e/ZUQUGB5s+fr/z8fAUCAf3973/X999/r3//+99N6qJwyy23WMnz4cOHa8SIEXK73dqyZYscjrobj//zn//UH//4R0nSUUcdpZEjR8rpdGrZsmVWFfwnn3xiJeZ/85vf6IUXXpDD4dCYMWM0ePBgq5p8x44dkqS33npLI0aM0B133FHnewYCASt5npCQoKFDh6pv375KSkqSz+fT7t27tXTpUhUXF6usrEyXXXaZ3G63LrrooiZ+l1sWmbFmFhMTY62rV6M3pHrVefXjm1N+fr7uvvtuFRQUSArdXXbvvfcqLi6uRd5PkuLj4xUbG1vrbpZIVj3WthT3oQiUlkpVn9FISKzxefd5Q792nZKSHEa7/15Emurf7/p+w0P71T/arT4xUdpRUaklQ0dr3Lw5qvhuq7w5++VKS2+VGDrStRCRi2sh7Ma1EJGAayHsxrUQkYBrIewWKdfC2NhYlZSU2Pb+aNtWrFihX/ziF9bj8847T/379693/3333Wclz7t06aJnnnlG5513Xq3k3rvvvqtf/epXKioq0osvvqiTTz65xvtIoSrccPJ8yJAheu+99zRw4MBa72maplauXKlXXnmlRqHhuHHjNG7cOGVnZ1sJ9LS0NP3jH/84yO+C/fr372/FXT2B3hY/y08VFBRo+vTpVvK8f//+evPNN3X00UfX2PfGG2/oV7/6lcrLy7VlyxZdffXV+vDDD+s85wMPPGAlzx0Ohx599FHdcsstNf48sH37dk2bNk1LlizRN998c0ixx8TE6E9/+pNVcPrwww/rV7/61SHnz7766qsaSeUzzjhDr7zyijp37mw95/V69Ze//EWPPfaYJOm9997TE088oVtvvbXBc+/evVvPPvusevTooTfeeKPWjTD1dbm+6aab1KVLF7355pu1brp4/PHHrVnwL7/8sgYNGqQXXnhBgwcP1ptvvqkRI0ZYewOBgG677Tb9/e9/lyQ9+OCDuvHGGxUfH1/rPR0Oh375y1/q8ssv18SJE+scJe31evXUU0/prrvukt/v169//WudddZZSkhIaPD70BpIoDezxMREa11YWNikY6rva4lfFMXFxbr77rut9ixpaWm6//77lZaWdkjnmzlzpmbNmtXgnpKSEk2bNk3nnnuu9u3bd0jvY7dInLnQnIL7D/x/KTFNlVf7/7SrNHSRTXYYyt3P7GWgtU1wSjskFbijtGHAEA3fvF57v/xC7gkntHos7f1aCABNwbUQALgWAoBk77Xw3HPPrbO6F5CkOXPm1Pr1GQwGVVRUpLVr12r9+vXW8+edd55mzpxZ77mys7P10EMPSQrlEhYtWqQjjzyyzr0XXnihMjIyNGXKFEnSvffeqwsvvLBGon3hwoXW+sknn6wzeS6FqpXHjBmjMWPGNPJpW8+TTz7ZaGvwuLg4Pfroo60UUeT6+9//blUbp6amat68eerRo0etfZdcconi4uJ0/vnnS5L++9//asGCBTrhhJr/7llQUKAZM2ZYjx988EGrzXp1ffv21SeffKKRI0dq586dhxz/Nddco8cee0w7duzQvn379NRTT9VbWd2YO++807rhasKECfrggw9qdK+WQhXpjz76qJVAlkI3rvzqV7+qkWf8qUAgoLi4OH3++ecaMGBArdfr63JtGIY+//xzDR06tNZrv//97/Xxxx/r888/l9/v16233qpOnTopKytLnTp1qrHX6XRqxowZmjt3rjZv3qzS0lL973//q3XjjBTq2N3YTPno6Gj94Q9/UDAY1B133KHCwkL961//0vXXX9/gca2BBHoz69atm7Xe38TEY05OjrXu3r17s8bj8Xh077336vvvv5cUavlx//33NzrfpCFlZWVN+mzhO40QmczSA3esGvE1b9zID5qSpDRH4+1CADS/EVFO/ddjqNg0tfjYSRq2eb0C69fakkAHAAAAAABAZFuxYoVWrFjR4J6uXbvq2Wef1bnnntvgvieffNJK/t199931Js/DJk+erNNOO02ffPKJNm7cqFWrVmn06NHW68XFxda6vlbdkeqDDz5odE9ycnKHT6CbplnjBp+//OUvdSbPw8477zydccYZmjt3riTpueeeq5VAnzVrlioqKiRJvXr1siqk65KSkqL7779fV1xxxSF/BrfbrXvuuUdXXnmlpNC88Ouvv17JPxl/25iNGzdqwYIF1uN//OMftZLn1T300EOaNWuWcnNzVVxcrFmzZum6665r8D1uuOGGOpPnDbnuuuvqTJ6HTZs2TZ9//rn1+K677qqVPA9zOp36xS9+ob/+9a+SQjPU60qgH4xf/vKX1g0Ln3/+OQn09qj6RWHnzp0KBAJyOp0NHhOe+fDT4w9XRUWF7rvvPn333XeSQi3V7733XvXs2fOwzhsfH1/vD05YSUmJNm3apA8++KDRH/ZIEggErDv1MjIyGv1/15aVfr9D4Vs3Mnv3kbvTgfYhRSW7JAXVLT5OnTu3rT/UtAc+34EZ9HW1NUHHcLqrUO/kFGh3ZhftOqKHeu7coYy4WDkTkxo/+DB1pGshIhfXQtiNayEiAddC2I1rISIB10LYLVKuheF5t8Ch+vHHHzV16lRNnz5dTz31lFJTU+vcN2fOHGs9ffr0Jp17ypQp+uSTTyRJixYtqpFAr57zeP755/Xcc88dSviQNGnSJJmmaXcYtWzcuNHqgOx0Ops0n/6aa66xEuhZWVm1Xq/+3EUXXSSXq+F05gUXXKDrrrvOSrofiksvvVSPPPKINm3apIKCAj3++OO6//77D+oc8+fPt9YjR47UqFGjGtwfHx+vadOm6emnn7aObyyndvHFFx9UTFLo+9OQ4cOHH9T+YcOGWevwTPSGBINBff3111q9erV2796t4uLiGn/Gq2716tWNnq81RFwCPTznYuHChdq4caPy8/NVVFSkYDCoxx9/vNFfbHYbNGiQ3G63fD6fKioqtHXrVg0aNKje/T6fT5s3b7Ye//QX6aGqrKzUAw88oI0bN0oKtUH4y1/+on79+h32uS+99FJdeumlDe55/PHHVVJSovLy8jb7F2yn09lmY28Ks9rMpKjUNDmqPmvANJXn80uSOkVHtevvQaQKBoPWmu9/x3Vqeor+k1sor2lq8dET1fO/b6li3RolHT+pVeNo79dCRC6uhYgkXAthF66FiCRcC2EXroWIJHZeC8vLy215X7QN99xzj+69995az5eVlSk7O1tz587Vo48+qpycHM2cOVOrVq3SwoULayXR8/LytGXLFkmh9sv33Xdfk95/w4YN1jo87zzsF7/4hdXG+fnnn9fXX3+tK664Qqeddlqz5Cta0vz582vNi0Ztq1atstYDBw5Uenp6o8dMnDjRWu/du1c//PCDjjjiCOu56knUcePGNXq+uLg4DRs2TCtXrmxi1LU5nU7dd999uuiiiySF2tLfdNNNTfo8YdW/FxMmTGjSMRMnTrQS6I3NcXe73YeUR6ye8K5L9WtBcnJyjW7bdak+Irp6l4mf8vv9euqpp/TEE09o9+7dTYo1UkZHRUwC3efz6dlnn9WTTz5Za06BaZoyDEMFBQV1Hnvdddfps88+kxRq5VD9Do/WFhsbqxEjRlg/pF988UWDCfSvvvrK+sNPYmJio7+Im8Lv9+uRRx7R2rVrJYV+oP70pz9pyJAhh31utB+B4iJJkhEVJaPaXIx8n1/hv5pmuiPmEgF0OAkup05ITdRn+cXa0H+ICpJSFL/661ZPoAMAAAAAAKBtio+P19ChQzV06FBNmzZN48aN0549e/Ttt9/q1ltv1SuvvFJj/48//mitKysr9cwzzxz0e/40j3PaaafpxhtvtBKE1dvNd+7cWccdd5wmTZqkc889t1lH3M6cOVNLly5tcM/9999fIxGIQ1N9THGvXr2adEznzp0VExNjVYzn5ubWSKBXP2dTOzd37979sBLoknThhRfqoYce0po1a1RSUqJHHnlEjz32WJOPP5TvRe/eva11Y8nj1NTURqvx69JYK/rq52xK2/rq++urJPd6vTrnnHP06aefNjHKkJJqxZ92ctgdgCR99913OvbYY3XrrbcqOzu7RguKprSjuOiii5Sdna3s7GwtWLBAy5Yta8lwG3XGGWdY63nz5lnzx3/K6/Vq1qxZ1uNTTz31sO9gDAQCmjFjhnWRcDqduv322zVy5MjDOi/an3AC3ZmULMM4MOs8p6r6XJIyo2iNBtj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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "image/png": { - "height": 500, - "width": 1000 - } - }, + "metadata": {}, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, { "data": { "text/html": [ @@ -156,7 +144,7 @@ " \n", " \n", " 1\n", - " 23596.794922\n", + " 23596.791908\n", " LogNormal\n", " \n", " \n", @@ -166,32 +154,32 @@ " \n", " \n", " 3\n", - " 23899.039062\n", + " 23899.039920\n", " Gumbel\n", " \n", " \n", " 4\n", - " 24083.658203\n", + " 24083.658916\n", " Weibull\n", " \n", " \n", " 5\n", - " 25690.871094\n", + " 25690.867630\n", " StudentT\n", " \n", " \n", " 6\n", - " 25796.220703\n", + " 25796.219456\n", " Gaussian\n", " \n", " \n", " 7\n", - " 25925.136719\n", + " 25925.138312\n", " Laplace\n", " \n", " \n", " 8\n", - " 27559.623047\n", + " 27559.623077\n", " Cauchy\n", " \n", " \n", @@ -201,17 +189,17 @@ "text/plain": [ " nll distribution\n", "rank \n", - "1 23596.794922 LogNormal\n", + "1 23596.791908 LogNormal\n", "2 23632.597656 Gamma\n", - "3 23899.039062 Gumbel\n", - "4 24083.658203 Weibull\n", - "5 25690.871094 StudentT\n", - "6 25796.220703 Gaussian\n", - "7 25925.136719 Laplace\n", - "8 27559.623047 Cauchy" + "3 23899.039920 Gumbel\n", + "4 24083.658916 Weibull\n", + "5 25690.867630 StudentT\n", + "6 25796.219456 Gaussian\n", + "7 25925.138312 Laplace\n", + "8 27559.623077 Cauchy" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -220,7 +208,7 @@ "xgblss_dist_class = DistributionClass()\n", "candidate_distributions = [Gaussian, StudentT, Gamma, Cauchy, LogNormal, Weibull, Gumbel, Laplace]\n", "\n", - "dist_nll = xgblss_dist_class.dist_select(target=y_train, candidate_distributions=candidate_distributions, max_iter=50, plot=True, figure_size=(10, 5))\n", + "dist_nll = xgblss_dist_class.dist_select(target=y_train, candidate_distributions=candidate_distributions, max_iter=50, plot=True, figure_size=(8, 5))\n", "dist_nll" ] } diff --git a/xgboostlss/distributions/distribution_utils.py b/xgboostlss/distributions/distribution_utils.py index 45d7b710..739e1ab0 100644 --- a/xgboostlss/distributions/distribution_utils.py +++ b/xgboostlss/distributions/distribution_utils.py @@ -9,7 +9,8 @@ from tqdm import tqdm from typing import Any, Dict, Optional, List, Tuple -from plotnine import * +import matplotlib.pyplot as plt +import seaborn as sns import warnings @@ -566,7 +567,6 @@ def dist_select(self, target: np.ndarray, candidate_distributions: List, max_iter: int = 100, - n_samples: int = 1000, plot: bool = False, figure_size: tuple = (10, 5), ) -> pd.DataFrame: @@ -582,8 +582,6 @@ def dist_select(self, List of candidate distributions. max_iter: int Maximum number of iterations for the optimization. - n_samples: int - Number of samples to draw from the fitted distribution. plot: bool If True, a density plot of the actual and fitted distribution is created. figure_size: tuple @@ -643,29 +641,19 @@ def dist_select(self, axis=1, ) fitted_params = pd.DataFrame(fitted_params, columns=best_dist_sel.param_dict.keys()) - fitted_params.columns = best_dist_sel.param_dict.keys() + n_samples = np.max([10000, target.shape[0]]) + n_samples = np.where(n_samples > 500000, 100000, n_samples) dist_samples = best_dist_sel.draw_samples(fitted_params, n_samples=n_samples, seed=123).values # Plot actual and fitted distribution - plot_df_actual = pd.DataFrame({"y": target.reshape(-1,), "type": "Actual"}) - plot_df_fitted = pd.DataFrame({"y": dist_samples.reshape(-1,), - "type": f"Best-Fit: {best_dist['distribution'].values[0]}"}) - plot_df = pd.concat([plot_df_actual, plot_df_fitted]) - - print( - ggplot(plot_df, - aes(x="y", - color="type")) + - geom_density(alpha=0.5) + - theme_bw(base_size=15) + - theme(figure_size=figure_size, - legend_position="right", - legend_title=element_blank(), - plot_title=element_text(hjust=0.5)) + - labs(title=f"Actual vs. Fitted Density") - ) + plt.figure(figsize=figure_size) + sns.kdeplot(target.reshape(-1, ), label="Actual") + sns.kdeplot(dist_samples.reshape(-1, ), label=f"Best-Fit: {best_dist['distribution'].values[0]}") + plt.legend() + plt.title("Actual vs. Best-Fit Density") + plt.show() fit_df.drop(columns=["rank", "params"], inplace=True) diff --git a/xgboostlss/distributions/multivariate_distribution_utils.py b/xgboostlss/distributions/multivariate_distribution_utils.py index 873dd2a5..65708f83 100644 --- a/xgboostlss/distributions/multivariate_distribution_utils.py +++ b/xgboostlss/distributions/multivariate_distribution_utils.py @@ -9,7 +9,7 @@ from tqdm import tqdm from typing import Any, Dict, Optional, List, Tuple, Callable -from plotnine import * +import seaborn as sns import warnings @@ -506,10 +506,11 @@ def dist_select(self, target: np.ndarray, candidate_distributions: List, max_iter: int = 100, - n_samples: int = 1000, plot: bool = False, ncol: int = 3, - figure_size: tuple = (10, 5), + height: float = 4, + sharex: bool = True, + sharey: bool = True, ) -> pd.DataFrame: """ Function that selects the most suitable distribution among the candidate_distributions for the target variable, @@ -523,14 +524,16 @@ def dist_select(self, List of candidate distributions. max_iter: int Maximum number of iterations for the optimization. - n_samples: int - Number of samples drawn from the fitted distribution. plot: bool If True, a density plot of the actual and fitted distribution is created. ncol: int Number of columns for the facetting of the density plots. - figure_size: tuple - Figure size of the density plot. + height: Float + Height (in inches) of each facet. + sharex: bool + Whether to share the x-axis across the facets. + sharey: bool + Whether to share the y-axis across the facets. Returns ------- @@ -572,6 +575,7 @@ def dist_select(self, pbar.set_description(f"Fitting of candidate distributions completed") if plot: + warnings.simplefilter(action='ignore', category=UserWarning) # Select distribution best_dist = fit_df[fit_df["rank"] == 1].reset_index(drop=True) for dist in candidate_distributions: @@ -597,6 +601,8 @@ def dist_select(self, else: dist_kwargs = dict(zip(best_dist_sel.distribution_arg_names, dist_params)) dist_fit = best_dist_sel.distribution(**dist_kwargs) + n_samples = np.max([1000, target.shape[0]]) + n_samples = np.where(n_samples > 10000, 1000, n_samples) df_samples = best_dist_sel.draw_samples(dist_fit, n_samples=n_samples, seed=123) # Plot actual and fitted distribution @@ -610,21 +616,35 @@ def dist_select(self, plot_df = pd.concat([df_actual, df_samples]) - print( - ggplot(plot_df, - aes(x="value", - color="type")) + - geom_density(alpha=0.5) + - facet_wrap("target", - scales="free", - ncol=ncol) + - theme_bw(base_size=15) + - theme(figure_size=figure_size, - legend_position="right", - legend_title=element_blank(), - plot_title=element_text(hjust=0.5)) + - labs(title=f"Actual vs. Fitted Density") - ) + g = sns.FacetGrid(plot_df, + col="target", + hue="type", + col_wrap=ncol, + height=height, + sharex=sharex, + sharey=sharey, + ) + g.map(sns.kdeplot, "value", lw=2.5) + handles, labels = g.axes[0].get_legend_handles_labels() + g.fig.legend(handles, labels, loc='upper center', ncol=len(labels), title="", bbox_to_anchor=(0.5, 0.92)) + g.fig.suptitle("Actual vs. Best-Fit Density", weight="bold", fontsize=16) + g.fig.tight_layout(rect=[0, 0, 1, 0.9]) + + # print( + # ggplot(plot_df, + # aes(x="value", + # color="type")) + + # geom_density(alpha=0.5) + + # facet_wrap("target", + # scales="free", + # ncol=ncol) + + # theme_bw(base_size=15) + + # theme(figure_size=figure_size, + # legend_position="right", + # legend_title=element_blank(), + # plot_title=element_text(hjust=0.5)) + + # labs(title=f"Actual vs. Fitted Density") + # ) fit_df.drop(columns=["rank", "params"], inplace=True)