From dcec56b478d54da995247bb603ec52f163ae0c0f Mon Sep 17 00:00:00 2001 From: louise Date: Thu, 22 Aug 2024 11:41:17 +0200 Subject: [PATCH] Improvements to manual subsampling notebook. --- .../manual_dataset_subsampling_demo.ipynb | 156 ++++++++++++------ 1 file changed, 105 insertions(+), 51 deletions(-) diff --git a/examples/manual_dataset_subsampling_demo.ipynb b/examples/manual_dataset_subsampling_demo.ipynb index 753c82f2..40bcfc33 100644 --- a/examples/manual_dataset_subsampling_demo.ipynb +++ b/examples/manual_dataset_subsampling_demo.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -93,17 +93,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" - ] - } - ], + "outputs": [], "source": [ "# it can be useful to have experience handy at this level\n", "all_data = vlt.read()\n", @@ -113,18 +105,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "9942\n", - "9942\n" - ] - } - ], + "outputs": [], "source": [ "returns, episode_end_idxes = get_episode_returns_and_term_idxes(offline_data)\n", "sorted_return_start_end = sort_concat(returns,episode_end_idxes)\n", @@ -133,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -193,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -211,7 +194,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -268,12 +251,31 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def uniform_pdf(x_vals,l_lim,r_lim,vol):\n", + " \"\"\"Generate an array indexed by bin number of a uniform pdf in histogram format.\n", + " l_lim: left limit of uniform pdf\n", + " r_lim: right limit of uniform pdf\n", + " vol: number of samples (approximately) of the pdf\n", + " \"\"\"\n", + " \n", + " height = vol/(r_lim-l_lim)\n", + " y_vals = [height if (x>=l_lim and x<=r_lim) else 0 for x in x_vals]\n", + "\n", + " return np.array(y_vals).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -284,19 +286,19 @@ ], "source": [ "# visualise original distribution\n", - "plt.scatter(bar_labels,bar_heights,label='Original dataset distribution')\n", + "plt.scatter(bar_labels,bar_heights,label='\"Poor\" distribution')\n", "tbl_mtn_pdf_vals = tbl_mtn_pdf(bar_labels,4,16,18)\n", "plt.scatter(bar_labels,tbl_mtn_pdf_vals,label='Target distribution')\n", "plt.legend()\n", "plt.ylabel(\"Episode frequency\")\n", "plt.xlabel(\"Bin number\")\n", - "plt.savefig(\"pdf_under_dist.pdf\",bbox_inches='tight',format='pdf')\n", + "plt.savefig(\"tbl_mtn_pdf_under_dist.pdf\",bbox_inches='tight',format='pdf')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -321,6 +323,33 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualise original distribution\n", + "plt.scatter(bar_labels,bar_heights)\n", + "uniform_pdf_vals = uniform_pdf(bar_labels,120,220,4000)\n", + "plt.scatter(bar_labels,uniform_pdf_vals)\n", + "plt.ylabel(\"Episode frequency\")\n", + "plt.xlabel(\"Bin number\")\n", + "plt.savefig(\"pdf_under_dist.pdf\",bbox_inches='tight',format='pdf')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -330,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -343,7 +372,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -355,8 +384,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "6.8534856\n", - "2.1651475\n", + "6.8534966\n", + "2.1651218\n", "3941\n", "3754\n", "3754\n" @@ -364,7 +393,7 @@ }, { "data": { - "image/png": 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", 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s+VwnTrq1r7ktShXBLvjeQSgILgAior0z8B+eUNshfvC9g1AQXABERIYrJaLtED/43kEoCC4AIqIoL1OZaYH/sGSlO1WUlxmlimAXfO8gFAQXABGRmODQ4vklAdssqixmTQ744XsHoSC4AIiYaaXZWr2w3O/sOSvdqdULy1mLA+fF9w6CxQJ0ACJqWmm2Koov1buNR7T3bwc1/iu5mlQ4mrNlDKr/e4eVcxEIwQVAxCUmODQ+N0MJPcdUmJvBHx4ELTHBoZKCrFiXAQvjUhEAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANFqADEDN9HoNVUgGEhOACICbq6lu1cVuD2jp6vNsy01K0eH4Jz6UBcF5cKgLiXJ/HUEPTCdW+e1gNTSfU5zFMP2ZdfavWb97tE1okqa2jR+s371ZdfavpNQCwJ0ZcgDgWi1GPPo+hjdsaArapen6PKoov5bIRAD+MuABxKlajHvua2/yOea4TJ93a19xmyvEB2BvBBYhDwY56mHHZqL0zcGgJtR2A+EJwAeJQLEc9MlwpEW0HIL6EfI/LoUOHVF1drQ8++EAHDhxQXl6etm/f7n29q6tLTzzxhGpra9XS0qLk5GSVlpZqxYoVGjdunLfd4cOHNXv2bL/9T5gwQVu2bAnz0wEQjFiOehTlZSozLSVgcMpKd6ooLzPixwZgfyEHlwMHDqi2tlYTJkyQx+ORYfgOJbe2turZZ5/VjTfeqOXLl+v06dN6/PHH9c1vflNbt25Vfn6+T/u7775bFRUV3o+HDx8e5qcCIFixHPVITHBo8fwSrd+8+7xtFlUWc2MugAGFHFxmzZqlq6++WpK0atUq7dmzx+f1MWPG6JVXXpHT6fRumzJlimbNmqX//u//1v333+/TfuzYsSorKwujdADhivWox7TSbK1eWO43oykr3alFlcWs44IhgQUWzRFycElICHxbTGpqqt+24cOH6/LLL9fx48dDPRwAE1hh1GNaabYqii/lFzuGJBZYNE9U1nHp7OzUgQMHNG3aNL/X1q5dqxUrVig9PV2zZ8/WPffco/T09LCPZRiGuru7L6Dagbndbp9/YQ30S/jKCtJ1982lerJmv9o7T3u3Z6YN08I541RWkH5BP0vB9k1+dqrysz8/4TndQz+ajZ8Z872195h+8Uy93/b+pQbuvrlUFeNH+b0ez31jGIYcjuBOWqISXP7jP/5DDodD3/rWt7zbkpOT9a1vfUszZsyQy+XSBx98oMcee0x79uzRc889p6SkpLCO1dvbq8bGxkiV7qelpcW0fSN89Et4XAnS0rlZOvTpaXW5PbrYmaCxI4cpIaFdjY3tETkGfWNN9Is5PB5Dm/54NGCbTX/cq4vVpoTzjC7Ga98kJycH1c704LJ161Zt2bJFGzZs0Be/+EXv9ksuuURr1671fjx58mR96Utf0pIlS/TKK69o7ty5YR0vKSlJBQUFF1q2H7fbrZaWFuXk5Pjcv4PYol8iY7wJ+6RvrIl+Mdfeg+3q7D4SsE1nd5+U+kUV5mb4bI/nvmlqagq6ranBpba2VmvWrNEPfvADfeMb3xi0/ZVXXqnU1FTt3bs37ODicDgGvM8mUpxOp6n7R3joF+uib6yJfjFH9+ngRiq7Tw98T6gUn30T7GUiycQF6N5//30tW7ZM8+fP17Jly8w6DAAAlsECi+YzJbg0NTVpyZIlmjJlitatWxf0+3bu3Knu7m6VlJSYURYAAKbqX2ogEBZYvDAhXypyu92qra2VJB05ckRdXV3asWOHpM/vUzEMQ9/73vc0bNgwLVy40Gedl4svvth7/8mGDRvkcDhUVlYml8ul+vp6/fa3v1VxcbF3nRgAAOzECksNDHUhB5e2tja/Sz/9Hz/11FOSpKNHP7+j+rvf/a5Pu8mTJ+vpp5+WJOXn5+v3v/+9tmzZop6eHo0aNUo33XST7rrrLl10UVQmOwEAEHEssGiukBPCmDFjtH///oBtBntdkhYsWKAFCxaEengAACyPBRbNw9AGAMB27LCcfmKCQyUFWbEuY8ghuAAAbIXl9OObadOhAQCItLr6Vq3fvNvvAaH9y+nX1bfGqDJEC8EFAGALfR5DG7c1BGxT9fwe9XmMKFWEWCC4AABsYV9zm99Iy7lOnHRrX3NblCpCLBBcAAC20N4ZOLSE2g72RHABANgCy+lDIrgAAGyC5fQhEVwAADbRv5x+ICynP/QRXAAAttG/nP65Iy9Z6U6tXljOOi5xgAXoAAC2wnL68Y3gAgCwHZbTj19cKgIAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALbBAnQAgCGtz2Owyu4QQnABAAxZdfWt2ritQW0dPd5tmWkpWjy/hOca2RSXigAAQ1JdfavWb97tE1okqa2jR+s371ZdfWuMKsOFILgAAIacPo+hjdsaArapen6P+jxGlCpCpBBcAABDzr7mNr+RlnOdOOnWvua2KFWESCG4AACGnPbOwKEl1HawDoILAGDIyXClRLSd2fo8hvYebFdDS7f2HmznElYAzCoCAAw5RXmZykxLCXi5KCvdqaK8zChWNbBzZz5trWtXZtpeZj6dByMuwBDV5zHU0HRCte8eVkPTCc7gEFcSExxaPL8kYJtFlcUxX8+FmU+hY8QFGIJYuwKQppVma/XCcr+fhax0pxZVFsf8ZyHYmU8VxZfGPGBZCcEFGGL6z+DO1X8Gt3phecx/YQPRMq00WxXFl1py5dxQZj6VFGRFqSrrI7gAQwhncIC/xASHJf/wM/MpPNzjAgwhrF0B2IfdZj5ZRcjB5dChQ1qzZo0qKytVVFSkefPmDdjuueee03XXXaeSkhLdcMMN2rlzp1+bU6dO6d5779XkyZM1ceJE3XXXXTp+/HjonwUASZzBAXbSP/MpEKvMfLKSkIPLgQMHVFtbq7Fjxyo/P3/ANi+88ILuv/9+zZkzR1VVVSorK9PSpUv1/vvv+7Rbvny53njjDa1du1Y///nPdfDgQS1atEhnz54N65MB4h1ncIB92GXmk9WEfI/LrFmzdPXVV0uSVq1apT179vi1+dWvfqXrr79ey5cvlyRNmTJFH374oR555BFVVVVJkt577z395S9/UXV1tWbMmCFJys3N1dy5c/Xyyy9r7ty54X5OQNyy09oVAKw/88mKQg4uCQmBB2k++eQTtbS06Ec/+pHP9rlz5+pnP/uZzpw5o+TkZO3atUsul0vTp0/3tsnLy1NhYaF27dpFcAHC0H8GN9Cson6cwQHW0j/z6d3GI9r7t4Ma/5VcTSoczc/peUR8VlFzc7Okz0dP/ll+fr56e3v1ySefKD8/X83NzcrNzZXD4dsxeXl53n2EwzAMdXd3h/3+83G73T7/whroF39lBem6++ZSPVmzX+2dp73bM9OGaeGccSorSDflZ+Rc9I010S/WlfdFpxJ6UpXzRadO98RX/xiG4ZcHzifiwaWjo0OS5HK5fLb3f9z/emdnp0aMGOH3/rS0tAEvPwWrt7dXjY2NYb9/MC0tLabtG+GjX3y5EqSlc7N06NPT6nJ7dLEzQWNHDlNCQrsaG9ujWgt9Y030i3XFa98kJycH1W7IreOSlJSkgoKCiO/X7XarpaVFOTk5cjqdEd8/wkO/BDY+hsemb6yJfrGueO6bpqamoNtGPLikpaVJ+nyq88iRI73bOzs7fV53uVw6evSo3/s7Ojq8bcLhcDiUmpoa9vsH43Q6Td0/wkO/WBd9Y030i3XFY98Ee5lIMmEBury8PEnyu0+lublZSUlJuuyyy7ztDh48KMPwffDbwYMHvfsAACBaeDCpPUR8xOWyyy5TTk6OduzY4Z02LUk1NTWaOnWq9xrWzJkz9Zvf/EZvvvmmpk2bJunz0LJv3z7dfvvtkS4LAIDz4sGk9hFycHG73aqtrZUkHTlyRF1dXdqxY4ckafLkycrIyNCdd96pe+65R5dffrkqKipUU1Oj+vp6/e53v/PuZ+LEiZoxY4buvfderVy5UsOGDdODDz6ocePG6dprr43QpwcAQGA8mNReQg4ubW1tWrZsmc+2/o+feuopVVRUaN68eXK73aqqqtLGjRuVm5urX//615o4caLP+x566CGtX79ea9as0dmzZzVjxgzdd999uuiiIXfPMADAgngwqf2EnBDGjBmj/fv3D9puwYIFWrBgQcA2I0aM0AMPPKAHHngg1DIAALhgoTyY1IpPmI5HPB0aABC3eDCp/RBcAABxiweT2g/BBQAQt/ofTBoIDya1FoILACBu9T+YNBAeTGotBBcAQFybVpqt1QvL/UZestKdlpsKzSJ5Q/BZRQAAhGpaabYqii/VvuY2tXf2KMOVoqK8TEuNtLBI3ucILgAA6PPLRlad8swief/ApSIAACws2EXy4uWyEcEFAAALC2WRvHhAcAEAwMJYJM8XwQUAAAtjkTxfBBcAACyMRfJ8EVwAALAwFsnzRXABAMDi7LRIntlYxwUAABuwwyJ50UBwAQDAJqy8SF60cKkIAADYBsEFAADYBsEFAADYBve4AAAQgj6PEfc3yMYSwQUAgCDV1bdq47YGn2cHZaalaPH8kriakhxLXCoCACAIdfWtWr95t98DD9s6erR+827V1bfGqLL4QnABAGAQfR5DG7c1BGxT9fwe9XmMKFUUvwguAAAMYl9zm99Iy7lOnHRrX3NblCqKXwQXAAAG0d4ZOLSE2g7hI7gAADCIDFfgpzOH2g7hI7gAADCIorxMvwccnisr3amivMwoVRS/CC4AAAwiMcGhxfNLArZZVFnMei5RQHABACAI00qztXphud/IS1a6U6sXlrOOS5SwAB0AAEGaVpqtiuJLWTk3hgguAACEIDHBoZKCrFiXEbe4VAQAAGyD4AIAAGzDlEtFt9xyi95+++0BX/vFL36h66+//rxtampqlJ+fb0ZZAADA5kwJLj/+8Y/V1dXls23z5s16+eWXNXXqVO+2SZMmaeXKlT7txowZY0ZJAABgCDAluBQUFPht+7d/+zdNnz5dGRkZ3m0ul0tlZWVmlAAAAIagqNzj8u677+rw4cP6+te/Ho3DAQCAISoqwWX79u1KTU3V7Nmzfba//fbbKisrU0lJib7zne9o9+7d0SgHAADYlOnruJw9e1YvvviiZs2apdTUVO/28vJyVVZWKicnR8ePH1d1dbVuu+02Pf3005o4cWLYxzMMQ93d3ZEo3Yfb7fb5F9ZAv1gXfWNN9It1xXPfGIYhhyO4RfwchmEYZhZTW1urxYsX67HHHtNVV1113nbd3d2aN2+e8vPzVVVVFdaxGhoadObMmXBLBQAAMZKcnKySksDPg5KiMOKyfft2paena8aMGQHbpaam6sorr9RLL710QcdLSkoa8ObgC+V2u9XS0qKcnBw5nc6I7x/hoV+si76xJvrFuuK5b5qamoJua2pw6enp0Z///GfdcMMNSkpKMvNQXg6Hw+eSVKQ5nU5T94/w0C/WRd9YE/1iXfHYN8FeJpJMvjn3tddeU3d3d1Czibq7u/X6668HNUwEAADik6kjLn/605+UnZ2tr371qz7b33nnHW3atEnXXHONRo8erePHj+uJJ57Qp59+ql/+8pdmlgQAAGzMtODS0dGh//3f/9XChQv9hoBGjhyp3t5ePfjggzp58qScTqcmTpyodevWqbS01KySAACAzZkWXNLS0rRnz54BXxs7dqyqq6vNOjQAABiieDo0AACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDdMesggAAGKjz2NoX3Ob2jt7lOFKUVFephITHLEuKyIILgAADCF19a3auK1BbR093m2ZaSlaPL9E00qzY1hZZHCpCACAIaKuvlXrN+/2CS2S1NbRo/Wbd6uuvjVGlUUOwQUAgCGgz2No47aGgG2qnt+jPo8RpYrMQXABAGAI2Nfc5jfScq4TJ93a19wWpYrMQXABAGAIaO8MHFpCbWdVBBcAAIaADFdKRNtZFcEFAIAhoCgvU5lpgUNJVrpTRXmZUarIHAQXAACGgMQEhxbPLwnYZlFlse3XcyG4AAAwREwrzdbqheV+Iy9Z6U6tXlg+JNZxYQE6AACGkGml2aoovpSVcwEAgD0kJjhUUpAV6zJMwaUiAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgG0yHBmymz2MM2fUZAGAwBBfARurqW7VxW4PPo+sz01K0eH7JkFgREwAGw6UiwCbq6lu1fvNun9AiSW0dPVq/ebfq6ltjVBkARI8pweV//ud/NG7cOL//fv7zn/u0e+6553TdddeppKREN9xwg3bu3GlGOYDt9XkMbdzWELBN1fN71OcxolQRAMSGqZeKNm3apBEjRng/HjVqlPf/X3jhBd1///264447NGXKFNXU1Gjp0qX6r//6L5WVlZlZFmA7+5rb/EZaznXipFv7mtuG7DLfACCZHFzGjx+vjIyMAV/71a9+peuvv17Lly+XJE2ZMkUffvihHnnkEVVVVZlZFmA77Z2BQ0uo7QDArmJyj8snn3yilpYWzZkzx2f73Llz9eabb+rMmTOxKAuwrAxXyuCNQmgHAHZlanCZN2+eCgsLNXv2bP32t79VX1+fJKm5uVmSlJub69M+Pz9fvb29+uSTT8wsC7CdorxMZaYFDiVZ6U4V5WVGqSIAiA1TLhWNHDlSd955pyZMmCCHw6HXXntNDz30kI4dO6Y1a9aoo6NDkuRyuXze1/9x/+vhMAxD3d3d4Rd/Hm632+dfWEM89cvCOV/WL56pP+/rt37tSzrdY52vQzz1jZ3QL9YVz31jGIYcjuDWozIluFxxxRW64oorvB/PmDFDw4YN0+bNm3XHHXeYcUiv3t5eNTY2mrb/lpYW0/aN8MVDv7gSpP93RaZ2/PWkOrv7/rE9NVFf+2q6XAntamxsj2GFA4uHvrEj+sW64rVvkpOTg2oXtQXo5syZo8cff1yNjY1KS0uTJJ06dUojR470tuns7JQk7+vhSEpKUkFBwYUVOwC3262Wlhbl5OTI6XRGfP8IT7z1S2Gh9I2rDTUe+rtOnjqt9BHDVDj2C0qw4Mq58dY3dkG/WFc8901TU1PQbWOycm5eXp6kz+916f///o+TkpJ02WWXhb1vh8Oh1NTUC67xfJxOp6n7R3jirV/Kxw+PdQlBi7e+sQv6xbrisW+CvUwkRXFWUU1NjRITE1VUVKTLLrtMOTk52rFjh1+bqVOnBj1cBAAA4ospIy7f+973VFFRoXHjxkmSXn31VW3ZskW33nqr99LQnXfeqXvuuUeXX365KioqVFNTo/r6ev3ud78zoyQAADAEmBJccnNztXXrVh09elQej0c5OTm69957dcstt3jbzJs3T263W1VVVdq4caNyc3P161//WhMnTjSjJAAAMASYElzuu+++oNotWLBACxYsMKMEAAAwBPF0aAAAYBsxmVUEAABir89jaF9zm9o7e5ThSlFRXqYSLbi8wj8juAAAEIfq6lu1cVuDz5PnM9NStHh+iaaVZsewssC4VAQAQJypq2/V+s27fUKLJLV19Gj95t2qq2+NUWWDI7gAABBH+jyGNm5rCNim6vk96vMYUaooNAQXAADiyL7mNr+RlnOdOOnWvua2KFUUGoILAABxpL0zcGgJtV20EVwAAIgjGa6UiLaLNoILAABxpCgvU5lpgUNJVrpTRXmZUaooNAQXAADiSGKCQ4vnlwRss6iy2LLruRBcAACIM9NKs7V6YbnfyEtWulOrF5Zbeh0XFqADACAOTSvNVkXxpaycCwAA7CExwaGSgqxYlxESLhUBAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADb4CGLgAX0eQzbPaEVAGKB4ALEWF19qzZua1BbR493W2ZaihbPL9G00uwYVgYA1sOlIiCG6upbtX7zbp/QIkltHT1av3m36upbY1QZAFgTwQWIkT6PoY3bGgK2qXp+j/o8RpQqAgDrI7gAMbKvuc1vpOVcJ066ta+5LUoVAYD1EVyAGGnvDBxaQm0HAPGA4ALESIYrJaLtACAeEFyAGCnKy1RmWuBQkpXuVFFeZpQqAgDrI7gAMZKY4NDi+SUB2yyqLGY9FwD4J6as4/Liiy/qj3/8o/bu3avOzk6NHTtWt9xyi2688UY5HJ//Er7lllv09ttv+723pqZG+fn5ZpQFWM600mytXljut45LVrpTiyqLWccFAM5hSnB58sknNXr0aK1atUpf+MIXVFdXp/vvv19Hjx7V0qVLve0mTZqklStX+rx3zJgxZpQEWNa00mxVFF/KyrkAEARTgsujjz6qjIwM78dTp07VyZMn9cQTT+gHP/iBEhI+v0LlcrlUVlZmRgmArSQmOFRSkBXrMgDA8ky5x+WfQ0u/wsJCdXV1qbu724xDAgCAOBC1ZxX99a9/1ahRo3TxxRd7t7399tsqKytTX1+fJkyYoGXLlqm8vPyCjmMYhinhyO12+/wLa6BfrIu+sSb6xbriuW8Mw/DeAzsYh2EYpq8n/s477+iWW27RypUr9d3vfleS9Ktf/UrZ2dnKycnR8ePHVV1drf379+vpp5/WxIkTwzpOQ0ODzpw5E8HKAQBANCQnJ6ukJPBMSykKweXo0aNasGCB8vPz9fjjj3vvbzlXd3e35s2bp/z8fFVVVYV1rIaGBhmGoYKCggspeUBut1stLS3KycmR0+mM+P4RHvrFuugba6JfrCue+6apqUkOhyOo4GLqpaLOzk4tWrRI6enpevjhh88bWiQpNTVVV155pV566aULOqbD4VBqauoF7SMQp9Np6v4RHvrFuugba6JfrMuqfdPnMUyb/RjsZSLJxODS09OjJUuW6NSpU3r22Wc1YsQIsw4FAABMVFff6rfeVGZaihbPL4n6elOmzCo6e/asli9frubmZm3atEmjRo0a9D3d3d16/fXXgxomAuyiz2OooemEat89rIamE+rzmH5LGQBEVF19q9Zv3u33NPu2jh6t37xbdfWtUa3HlBGXdevWaefOnVq1apW6urr0/vvve18rKipSfX29Nm3apGuuuUajR4/W8ePH9cQTT+jTTz/VL3/5SzNKAqLOSmcoABCOPo+hjdsaArapen6PKoovjdqimaYElzfeeEOStGHDBr/XXn31VY0cOVK9vb168MEHdfLkSTmdTk2cOFHr1q1TaWmpGSUBUdV/hnKu/jOU1QvLCS8ALG9fc5vfSMu5Tpx0a19zW9QW0TQluLz22muDtqmurjbj0EDMWfEMBQDC0d4ZOLSE2i4SeDo0EGGhnKEAgJVluFIi2i4SCC5AhFnxDAUAwlGUl6nMtMChJCvdqaK8zChVRHABIs6KZygAEI7EBIcWzw8823dRZXFUL3sTXIAIs+IZCgCEa1pptlYvLPf7vZaV7ozJRIOoPWQRiBf9ZygDzSrqF+0zFAC4ENNKs1VRfKlpK+eGguACmKD/DOXcdVyy0p1aVFnMVGgAtpOY4IjalOdACC6ASax0hgIAQwXBBTCRVc5QAGCo4OZcAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGyz5D4Shz2PwDCIAiAGCCxCiuvpWv6c+Z6alaPH8Ep76DAAm41IREIK6+lat37zbJ7RIUltHj9Zv3q26+tYYVQYA8YHgAgSpz2No47aGgG2qnt+jPo8RpYoAIP4QXIAg7Wtu8xtpOdeJk27ta26LUkUAEH8ILkCQ2jsDh5ZQ2wEAQkdwAYKU4UqJaDsAQOgILkCQivIylZkWOJRkpTtVlJcZpYoAIP4QXIAgJSY4tHh+ScA2iyqLWc8FAExEcAFCMK00W6sXlvuNvGSlO7V6YTnruACAyViADgjRtNJsVRRfysq5ABADBBcgDIkJDpUUZMW6DACIO1wqAgAAtsGIC/BPeHgiAFgbwQX4Pzw8EQCsL6bB5aOPPtJPf/pTvffeexo+fLgqKyu1fPlyJScnx7IsP30eQ3sPtmtvS7c8Ke2aVOgc8Cw82LP1SLeL5bFjXWOk+qX/4Ynn6n94IjOGAMAaYhZcOjo6tHDhQuXk5Ojhhx/WsWPHtGHDBvX09GjNmjWxKsvPuWfhW+valZm21+8sPNiz9Ui3i+WxrVTjhfRLsA9PrCi+lMtGABBjMbs595lnntFnn32mX//617riiit000036Uc/+pGeeeYZHTt2LFZl+eg/Cz/3wXr9Z+F19a0xbUeNkWnHwxMBwD5iFlx27dqlqVOnKj093bttzpw58ng8euONN2JVllewZ+Fnznpi0q7PY1BjhGrk4YkAYB8xu1TU3NysG2+80Weby+XSyJEj1dzcHPZ+DcNQd3f3hZanvQfbgzoLf/71/TFp927jEUmixgjUmDosYDOv1GGKyPdWvHC73T7/whroF+uK574xDEMOR3CX4mMWXDo7O+Vyufy2p6WlqaOjI+z99vb2qrGx8UJKkyTtbQnuD9Tfmo7EpN3evx0Mqp0Zxx5qNY6/3ClXaqI6u/vO286Vmih1H1VjozUuY9pJS0tLrEvAAOgX64rXvgl2Ys6Qmw6dlJSkgoKCC96PJ6VdW+vaB233lYLRevvAh1FvN/4ruZJEjRGocXxuhm5Xpn7xTP15291+w3iNHz9q0P3hH9xut1paWpSTkyOn0xnrcvB/6Bfriue+aWpqCrptzIKLy+XSqVOn/LZ3dHQoLS0t7P06HA6lpqZeSGmSpEmFTmWm7Q14uSEr3anKfxmnF+o+jnq7SYWjJYkaI1BjYoJDV5XnatiwYX4zkLLSnVpUWcxU6AvgdDoj8jOJyKJfrCse+ybYy0RSDG/OzcvL87uX5dSpU/r000+Vl5cXo6r+ITHBocXzSwK2WVRZrOSLEmLSLjHBQY0RqrHftNJsVd93rR74/nTd8+2v6oHvT9emf7+G0AIAFhKz4DJz5kzV1dWps7PTu23Hjh1KSEjQ9OnTY1WWj2ml2Vq9sFyZaSk+27PSnT4LksWqHTVGrsZ+/Q9PvHLSGJUUZLFuCwBYjMMwDCMWB+7o6ND111+v3NxcLVmyxLsA3de//vWwF6BraPh8+mtJSeAz7VD1eQy923jk8xs5v5LrvbwwULuhtCqtHWqMZL8gsrq7u9XY2KjCwsK4G/a2MvrFuuK5b0L5+x2ze1zS0tK0efNm/eQnP9EPf/hDDR8+XDfddJNWrFgRq5LOKzHBofG5GUroOabC3Izz/tHrP1sPZn+RbBfLY8e6xkj2CwDA+mI6qyg/P19PPvlkLEsAAAA2ErN7XAAAAEJFcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALYRsyX/zfDuu+/KMAwlJydHfN+GYai3t1dJSUkhPcUS5qJfrIu+sSb6xbriuW/OnDkjh8OhSZMmDdo2pivnRpqZHe1wOEwJRLgw9It10TfWRL9YVzz3jcPhCPpv+JAacQEAAEMb97gAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbILgM4qOPPtJtt92msrIyTZ8+XT/72c905syZWJcVVw4dOqQ1a9aosrJSRUVFmjdv3oDtnnvuOV133XUqKSnRDTfcoJ07d0a50vjy4osv6vvf/75mzpypsrIyVVZW6g9/+IPOfW4r/RJ9tbW1+s53vqMpU6aouLhYs2fP1vr163Xq1Cmfdq+99ppuuOEGlZSU6LrrrtPWrVtjVHF8+uyzzzRz5kyNGzdODQ0NPq/xc3N+BJcAOjo6tHDhQvX29urhhx/WihUrtGXLFm3YsCHWpcWVAwcOqLa2VmPHjlV+fv6AbV544QXdf//9mjNnjqqqqlRWVqalS5fq/fffj26xceTJJ5+U0+nUqlWr9Oijj2rmzJm6//779cgjj3jb0C+xcfLkSZWWlmrdunWqrq7Wbbfdpm3btmnZsmXeNu+8846WLl2qsrIyVVVVac6cOfr3f/937dixI4aVx5ff/OY36uvr89vOz80gDJzXY489ZpSVlRl///vfvdueeeYZo7Cw0Dh69GjsCoszfX193v9fuXKlcf311/u1ufbaa427777bZ9s3v/lN4/bbbze9vnjV1tbmt+2+++4zJk2a5O0z+sU6nn32WePLX/6y93fXv/7rvxrf/OY3fdrcfffdxpw5c2JRXtxpamoyysrKjN///vfGl7/8ZaO+vt77Gj83gTHiEsCuXbs0depUpaene7fNmTNHHo9Hb7zxRuwKizMJCYG/TT/55BO1tLRozpw5Ptvnzp2rN998k0t7JsnIyPDbVlhYqK6uLnV3d9MvFtP/e6y3t1dnzpzRW2+9pa997Ws+bebOnauPPvpIhw8fjkGF8eWnP/2pbr75ZuXm5vps5+dmcASXAJqbm5WXl+ezzeVyaeTIkWpubo5RVThXf1+c+wsgPz9fvb29+uSTT2JRVlz661//qlGjRuniiy+mXyygr69Pp0+f1t69e/XII49o1qxZGjNmjD7++GP19vb6/X7rvxTL7zdz7dixQx9++KF++MMf+r3Gz83gLop1AVbW2dkpl8vltz0tLU0dHR0xqAgD6e+Lc/uq/2P6Kjreeecd1dTUaOXKlZLoFyu46qqrdOzYMUnSFVdcof/8z/+URN/Ektvt1oYNG7RixQpdfPHFfq/TN4MjuAC4YEePHtWKFStUUVGhW2+9Ndbl4P9s3LhRbrdbTU1NevTRR3XHHXfoiSeeiHVZce3RRx9VZmambrzxxliXYlsElwBcLpff9EHp88SblpYWg4owkP6+OHXqlEaOHOnd3tnZ6fM6zNHZ2alFixYpPT1dDz/8sPeeJPol9r7yla9IkiZOnKiSkhJVVlbqlVdeUUFBgST5/X6jb8x15MgRPf7443rkkUe8X/vu7m7vv5999hk/N0HgHpcA8vLy/K71njp1Sp9++qnftWHETn9fnNtXzc3NSkpK0mWXXRaLsuJCT0+PlixZolOnTmnTpk0aMWKE9zX6xVrGjRunpKQkffzxx7r88suVlJQ0YN9I4vebSQ4fPqze3l4tXrxY5eXlKi8v1x133CFJuvXWW3XbbbfxcxMEgksAM2fOVF1dnTfpSp/fVJWQkKDp06fHsDL8s8suu0w5OTl+60/U1NRo6tSpSk5OjlFlQ9vZs2e1fPlyNTc3a9OmTRo1apTP6/SLtXzwwQfq7e3VmDFjlJycrIqKCr300ks+bWpqapSfn68xY8bEqMqhrbCwUE899ZTPf6tXr5YkrVu3Tj/+8Y/5uQkCl4oCuPnmm/X000/rhz/8oZYsWaJjx47pZz/7mW6++Wa/X9Iwj9vtVm1traTPh1q7urq8P9STJ09WRkaG7rzzTt1zzz26/PLLVVFRoZqaGtXX1+t3v/tdLEsf0tatW6edO3dq1apV6urq8lkcq6ioSMnJyfRLjCxdulTFxcUaN26cUlJS9Le//U3V1dUaN26crr76aknS97//fd16661au3at5syZo7feekvbt2/Xgw8+GOPqhy6Xy6WKiooBXxs/frzGjx8vSfzcDMJhGOeszw0fH330kX7yk5/ovffe0/Dhw1VZWakVK1aQeqPo8OHDmj179oCvPfXUU95fBM8995yqqqrU2tqq3Nxc3X333brqqquiWWpcmTVrlo4cOTLga6+++qr3rJ1+ib6NGzeqpqZGH3/8sQzD0OjRo3XNNdfoe9/7ns9MlldffVUPPfSQDh48qOzsbC1evFg33XRTDCuPP2+99ZZuvfVW/eEPf1BJSYl3Oz8350dwAQAAtsE9LgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDb+f6mapz0UvOhVAAAAAElFTkSuQmCC", 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" ] @@ -376,14 +405,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "6.893283\n", - "1.8081112\n", - "3754\n" + "6.893666\n", + "1.8080631\n", + "3754\n", + "4040\n", + "4040\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.716538\n", + "1.3274857\n", + "4040\n" ] } ], "source": [ - "target_pdfs = [norm_pdf_vals,tbl_mtn_pdf_vals]\n", + "target_pdfs = [norm_pdf_vals,tbl_mtn_pdf_vals, uniform_pdf_vals]\n", "\n", "target_infoblocks = []\n", "for pdf in target_pdfs:\n", @@ -417,30 +467,34 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Loading vault found at /home/louise/workspace/og-marl/examples/vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Normal\n", - "393521\n", - "Loading vault found at /home/louise/workspace/og-marl/examples/vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Table_Mountain\n", - "370774\n", + "vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Normal/\n", + "Vault 'vaults/og_marl/smac_v1/temp_bespoke_subsampling.vlt/' already exists.\n", + "vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Table_Mountain/\n", + "Vault 'vaults/og_marl/smac_v1/temp_bespoke_subsampling.vlt/' already exists.\n", + "vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Uniform/\n", + "Vault 'vaults/og_marl/smac_v1/temp_bespoke_subsampling.vlt/' already exists.\n", + "Loading vault found at /home/louise/workspace/og-marl/examples/vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Uniform\n", "Loading vault found at /home/louise/workspace/og-marl/examples/vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Table_Mountain\n", "Loading vault found at /home/louise/workspace/og-marl/examples/vaults/og_marl/smac_v1/temp_bespoke_subsampling/Poor_Normal\n", "Uid Mean Stddev Min return Max return Transitions Trajectories Joint SACo\n", "------------------- ------- -------- ------------ ------------ ------------- -------------- ------------\n", - "Poor_Table_Mountain 6.89328 1.80811 2.98039 10.8627 741548 7508 0.482876\n", - "Poor_Normal 6.85349 2.16515 0.313726 13.3652 787042 7882 0.480448\n" + "Poor_Uniform 7.71668 1.32739 5.41912 10.0147 394875 4040 0.96155\n", + "Poor_Table_Mountain 6.89324 1.80778 2.98039 10.8627 372253 3754 0.96717\n", + "Poor_Normal 6.8533 2.16518 0.313726 13.3652 788635 7882 0.732647\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -450,10 +504,10 @@ "source": [ "dest_vault_name = 'temp_bespoke_subsampling'\n", "\n", - "new_uids = ['Normal','Table_Mountain']\n", + "new_uids = ['Normal','Table_Mountain','Uniform']\n", "\n", "for new_uid,infoblock in zip(new_uids,target_infoblocks):\n", - " stitch_vault_from_sampled_episodes_(offline_data,infoblock,dest_vault_name,rel_dir=vault_rel_dir,vault_uid=f'{vault_uid}_{new_uid}',n=1000000)\n", + " stitch_vault_from_sampled_episodes_(offline_data,infoblock,dest_vault_name=dest_vault_name,rel_dir=vault_rel_dir,vault_uid=f'{vault_uid}_{new_uid}',n=1000000)\n", "\n", "returns = descriptive_summary(dest_vault_name,rel_dir=vault_rel_dir,save_hist=True)" ]