diff --git a/examples/parameter_types.ipynb b/examples/parameter_types.ipynb index f2333cd3..b89acefc 100644 --- a/examples/parameter_types.ipynb +++ b/examples/parameter_types.ipynb @@ -40,13 +40,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/r0/12hxq7zs2mx5kr76ks1_n9k80000gn/T/ipykernel_63433/3876025054.py:9: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/3876025054.py:9: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", " bo_disc = BayesianOptimization(target_function_1d, d_pbounds, verbose=0)\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -147,7 +147,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/r0/12hxq7zs2mx5kr76ks1_n9k80000gn/T/ipykernel_63433/1961947877.py:12: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/1961947877.py:12: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", " discrete_optimizer = BayesianOptimization(\n" ] } @@ -250,7 +250,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -349,7 +349,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/r0/12hxq7zs2mx5kr76ks1_n9k80000gn/T/ipykernel_63433/2996397825.py:3: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/2996397825.py:3: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", " categorical_optimizer = BayesianOptimization(\n" ] }, @@ -414,12 +414,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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KlfQFYiHoAKC9Ud5C6xcvNEZNYzYxp/dgILPcH6VRLD2jdnLuoZL3KGVfA85+h/36wSTqAogWnRNZ0Iku5kjIyUftQAqewg6Q53BZzApPwk5MWIk5H3GJ8vpMxndPjPi7qIJFpFHcET/IBLt/Rq1+w0rYGQ2Jum/R2twKGCPoSMxdRu3qDWrQYz1d33VI2BEiwFrQAUD3/rmIS0qO2AQbn5CCxPTckL+JVMGKJOCU0tl2Ue6rkqgdS2HnO1/I3xkLu5RqedFqJZCogzxBFy1Kp7egE1nM8RRyeoo3pTbwEHs8mmNZCDvfecKm0XntWIIfPAQdANjsdmSU3o5Tb68Km+bq0beFHCRhtPAws4iLRqi8GXW/lUTt9JhqKdAWo8tgOGJe1JlN0MWSmBNBwCkhlL0shJ5SYQewG9kViWhf0lqEXf01dvT8Sq1lBCt4CTofiXnDkX3nDJzdvBEXW66UxfiEFFw9+jak9hsWlN6oitTKIk4Ogfk34hkYFbUzY3NsTIu6n/Y8D8Ch6Rwk6Njm02xCLhqd86NW5PEQdgD/5lgtX88NAynSZySRnivLKGy/uHxc9eOhaDxzCBcvNCK+eyIS03O7ROj0rkBjXciFwyiBpzRqF6vCLqZFnRyUrBwRCEuhY3UxZzUhFwlWIk8uIgg7gJpjzYZegs5XNm12O5IyB4VPp1PFSUJOGUYIPLlRu1gVdiTqIqC22dXqgo5F/mJJyEVCD5Gnl7DznSdsGhJ2pkBvQRc1nQ4Vpp5izqh3gPfgIz0FnhHCzne+kL8LJOxI1IXBaEFnRTFHQi46vO6RHgMoAL797Aj+iCToeFeSPIWciGU8nE08xJ4egwn0FnZA9AEUIgg7EnUqiDVBR2LOOujRlEDCzpzEiqDjIebMXJ5D2c5sXWfO0TsSdl0hUReCSFG6SAMjtKJFzE3K2hH0Nys7tQg6M4k5tU7MjM6chB3RmVgQdCzFnNXLbuf8MVmSi1P0Tu91qgGxhZ0uJXP58uXIycmBy+VCYWEhtm/fHjbtD37wA9hsti7bhAkT/GlmzJjR5ffS0lImtqoVdFqjWWoE3aSsHf6NNVrWZHUdcppG0GldQ9B3fOBmBlitdxiJaI7NLPcqGmbyb6GwuqCrvzZZc3n2rREqZ61QK8Iy7yyeRyj0Xqc60r0wcsAN90jdhg0bMGfOHKxYsQKFhYV46aWXUFJSgv379yMjI6NL+nfffRcXL170/33u3DmMGDECP/vZz4LSlZaW4s033/T/7XQaJyL0FnQ8RFwgWsSc2eCxekHn84laCVDETjtm929WFnQshBzRlcD7osV38ojc6T0SX8SIHXdR9+KLL6KsrAwzZ84EAKxYsQLvv/8+Vq5ciXnz5nVJn5qaGvT3+vXrkZCQ0MXpOZ1OZGVlMbVVTZROi6AbfvUxnNtzGif+2gxX7x7oPbwPbI7whU2umFPb9BpLYi4QOYMItCCyyNNjSS4rCzsz+bfOhHsmrJ+F3oJOi5gzazk0ChYCj7W4i3Vhx7UEX7x4EZWVlSguLr5yQbsdxcXF2Lp1q6xzvPHGG5g8eTJ69OgRtP/TTz9FRkYGBg8ejPvvvx/nzp0Le462tjZ4PJ6grTN6C7r043/Dlp+twRcPb8Kup7bgi4c3YcvP1uDU3w6GTC+ioDNTM6sc9GpaEa2ZVo9mBCs2xYri3wB5Pi4QKwo6Lc16sdqsyhKtTbQsm2VjuSmWayk+e/YsOjo6kJmZGbQ/MzMTbrc76vHbt29HVVUV7rnnnqD9paWlWLNmDSoqKvCb3/wGf/vb3zB+/Hh0dHSEPM+SJUuQnJzs3/r16yc7DzwGRqQf/xt2PlGO1jPNQftbzzRj5xPlQcJOSZ85Nbaq7TtnJTHXGb3FnQiChoSdckTxb4AyH6dXJaOXoFMrBmK5jxxvRBB3sSrshC7Nb7zxBoYNG4YxY8YE7Z88eTJ+/OMfY9iwYZg4cSI2b96MHTt24NNPPw15nvnz56OhocG/HT9+POh3NatGqI3SDb/6GKpe/t+Iaape+TukDq+QfeesFp2LhJ4OXwRxR8JOX1j5NyC6j/NhpT50WsUcwR8twpmEnTq49qlLS0uDw+FATU1N0P6ampqo/UWam5uxfv16PP3001Gvk5ubi7S0NBw4cADjxo3r8rvT6Qzb0VjPZtcRuSdw9svTXSJ0nWmtbcLwE58AfZNkn1tJlC5W+86phXefu0ACr2FExaNH/xAli3OLjCj+DYjs43xYTdApPkZAIcfTp4iWXzV+lEV/O739jR79lCPB9anHx8dj9OjRqKio8O/zer2oqKhAUVFRxGPfeecdtLW1YerUqVGvc+LECZw7dw59+vTRbLMPloJuRO4J/wjX1nORBZ2P+tpLss9Pgk4f9P7CFyF61xk9Inai5TkcZvJvVhF0aqJzokTm9J7+SNTpltQ8D61+R+8WgnD500Ncch/9OmfOHEyfPh0FBQUYM2YMXnrpJTQ3N/tHi02bNg19+/bFkiVLgo574403MHHiRPTu3Ttof1NTE5566inccccdyMrKwsGDBzF37lwMGjQIJSUlimz7Y1MvJCR23c+yH13n6UpcvXuESRlMSkY3WenMKOh4rG+qp+jUM3IXeB29KiYRFrBO+caLc/25XoIJIvs3H3oJOjloFXSK0gsi5ERCpJH4Sv0o76XHWI/CD+dHeftP7qJu0qRJOHPmDBYsWAC3242RI0eivLzc37n42LFjsNuDb+T+/fvx97//HR999FGX8zkcDuzZswerV69GfX09srOzcdNNN2HRokXc56pTKopCzT/Xe3gfuNJ7hG+CtQGpWfEYUhBCbXZCZEHHQ7ipuR5PsWdlcSfCVCfJB8WqEENhZv+m90hXtRWZmcScaCIuGkZ39/BdV48mWb2nOgGMEXY2SZIkLmcWGI/Hg+TkZLy2azQSEh1Bv7Fqdo00ofCpvx3EzifKu/5gu/zP7GWDcH1JatffAxBF0Okt3ljAS+jp6dD1HMAR9jeGU1GEov1SKyrfeQINDQ1ISpLfv5S44uNG/2wx4rq5uvxOgo4tZhNz0TDLfVRTruSUKb3ej557alFRtZSpj6O1XwNg1ewabYWI7LEDUbC4FId+9zHq3Fdml0/Nise0/68/M0HHY91WM4q4zgTmgaXAUxq5k7xeNJ45hIsXGhHfPRGJ6bmw2eU5E72idjRwwnoYMRedUswg5qwm5ALRu8uHDzVNsjwidnpRn5cEVLE9J4k6GSgRR3KX/HpkUh28Px2Br3c2or72ElIyumFIQSLsDlvE4/QQdIA1xJsceAg8Oc0Jdcf34mjlJlxsueKQ4hOScfXoiUjtN0z2tfRwviTsrIMZJhdWUg5IzPHFqOZZJU2yappj9V7lRs8Rscb3JBUEFs2ucgWdb/45u8OGoYVJuOHW3hhamCSMoItVWnPb/JtWIo3wqju+F9/87+ogQQcAF1sa8M3/rkbd8b2Kr2eFisaIdRIJvlhJ0Ik0gtQI9M6/0lGyrD8K9RoRyxoSdYxQKuh4QYKODSzFXSCS14ujlZsiHnO08k+QvModCk+nK8KkmoQ2RO5Hp2SqEppayFiMEHey0yrwRXpPTAzoI+xI1EF7lE6OoFOy3Fco5ETpSNCxh4W4C6yEGs8c6hKh68zFlno0njmk+npmFnYUreODyP3oRI3OkZiLjKhROyUfCEb4G95lOOZFndbBEXIFnRZI0BkPK3F38UKjrLRy04WDhB3hw5B+ZzKfocjROSI6VojaWW3pwpgXdeFgJZJI0FkLreLu4jXyHE189+jzFEbDzJEGEnZsaBjI3sWzanZVIuj0wszvjJHoed+M6GdnpmbYmBZ179ZeF3I/y2ZXLZCgExe14q57/1zEJUV2NPEJKUhMz1VrWhf0dEjUv87asChLSvvP6QGJOTboKeyUNMdGw0rNsDEt6rSgR7NrNEQVdL61bsNtVkKpsLPZ7cgovT1imqtH3yZ7vjq5mFHYpVR7mJyH0I9olaOI/edIzLFFxKgdC2HHI088Iukk6johRyiJ0I9OJEGnVLTFurBLzBuO7DtndInYxSek4JrvTVc0T50SzNSEQIiH1mZXEfvPkaDjh4jCTusHpxnKC00+rBARBJ3RWE2UscAn7OROYJyYNxw9B+fjwrFDaG/0IC4xCX3acphH6Dqj20oUnBetJvRFa2UmYnMrwR/Wk/iGQ+lkxeF8kxUmQSdRF0C06Jcogs6IKB0JOXm05rbJFnY2ux0JOYP8fzdAv8qGlbPVY7UJQnwiPWcSdLGNnksaBl4vYloNvkkvoaoWcS0zIbz70AH6Czoe/eBEajrmgZbRsTRtAyEaWsoJCTrCh4jNsaEw+4coibpv0RqlYyHoROpHx2tQg9UFnY9YEnY0Gja2CVUJijrClTAWswi7aIhclkjUyUCPpkdRBB3PEaqxIuh8kLAjzI6askEjXIlImEHYmTlaR54YkcWGCP3o9BBDvMVcrAk6FphN2IWDonWxAwk6Qg5mEHbRELVc0UAJjejRj44nvKOQRos5uYMWQqF1WTDfObTYoGRUl1a0dgDWamvHnmo4huepPp6IjNIR2nKeZWBEQzRBJ2qlS1xGtJGxvvKrJEqnJA9K3z+1xLyo0xKlM3s/OisJOh4vSrRzshB9cjCTsAuHnNFmjuF5JOw4oEc5JUGnHRb3xWz5Fk3YAVd8Fa/pTbR+6EdDl/j38uXLkZOTA5fLhcLCQmzfvj1s2lWrVsFmswVtLpcrKI0kSViwYAH69OmD7t27o7i4GN988w1Tm0WYwkOpKJK8XrRWH0Lz1t1orT4EyRu6EPNe2UGP5lbXIWfQZgSdbQi3scAsTbEsBk107KlWfX0jENm/teWoE3RKKkDRBJ3o+CZX7rzxPLfI9120plhA2UeKGvt5fmhxf9IbNmzAnDlzsHDhQuzatQsjRoxASUkJamtrwx6TlJSE06dP+7ejR48G/b506VK88sorWLFiBbZt24YePXqgpKQEra2timyrOpKtKk+APlE6JbTsrMLJOUtR89xrOLtiA2qeew0n5yxFy86qoHRmjs4ZLeKMxgrCTi5mEXYi+zfRiMU+dCKJK1HsCIXZhZ0aeAk77k/2xRdfRFlZGWbOnImhQ4dixYoVSEhIwMqVK8MeY7PZkJWV5d8yMzP9v0mShJdeeglPPPEEbrvtNgwfPhxr1qzBqVOnsGnTJiY2m63ZtWVnFc4sW4eO88HNWx3nG3Bm2Tq07KzSZd1VHoIu1oVcZ0RzxkqJ5ijN1vRqRv8WDR4VbCwJOlGFU2dEE3kiCju5qLVdbSQ9Elyf5MWLF1FZWYni4uIrF7TbUVxcjK1bt4Y9rqmpCVdffTX69euH2267Dfv27fP/dvjwYbjd7qBzJicno7CwMOw529ra4PF4grZwmK3ZVfJ6Ubd2c8Q0jRv+BKmD7wvDWtCRkAuPGSpIJtG6qv2az8ETUfwbIN/HGfFOmaG8akUkcaQWEfIggig3O1yf3tmzZ9HR0RH0JQoAmZmZcLvdIY8ZPHgwVq5ciT/96U9Yu3YtvF4vbrjhBpw4cVls+Y5Tcs4lS5YgOTnZv/Xr1091nkRrdm3bf6RLhK4zrbVNOLfnNLNrBsK6/5wVxZzk9aLlyAF49u5Cy5EDYfs6KkGN41Uz9xKXqI1FpjgRxb8B7Hwc6+dtZUEnggjihZH50uNZWvGZ+RBu9GtRURGKior8f99www3Iy8vDH/7wByxatEjVOefPn485c+b4//Z4PCGdntmaXQGgoz581DGQ1nPNis4rB9Zizoo0Vu9BbflGtHuuCKq4pGRklN6OxLzhms6tZlSsT9gp7QisxgmqHbXrGwVrRXj4N0C+j7Miegs6KwuCzgTm1WpRNNazCkTzk65DTl1GonMtnWlpaXA4HKipqQnaX1NTg6ysLFnn6NatG0aNGoUDBw4AgP84Jed0Op1ISkoK2jpjtmZXH46UrnkJhat3D8XnjgQrQWfFyJyPxuo9OPX2qiBBBwDtngacensVGqv36GpPoJBTGrVjHsGxQLROFP8GyPNx0TBjlE5PoaEkesUjOm80ekbvzNy/zmi45ig+Ph6jR49GRUWFf5/X60VFRUXQ12okOjo6sHfvXvTp0wcAMGDAAGRlZQWd0+PxYNu2bbLPqQbRml19OAfnwNErcgXpyuiJ3sP7MLsmS0FnVSSvF7XlGyOmqS3fpNnZa3FKZl4KRwTM5t/0fN+sVFkqFTON1Xtw6OVFOL76v3D63bU4vvq/cOjlRbp/xPFCL3FnRmEnQjST+5OZM2cOXnvtNaxevRrV1dW4//770dzcjJkzZwIApk2bhvnz5/vTP/300/joo49w6NAh7Nq1C1OnTsXRo0dxzz33ALg8cmz27NlYvHgx/vznP2Pv3r2YNm0asrOzMXHiRFU26tHsGg21QslmtyN16i0R0+Q/fCNsDjaPmoWgs3J0zseFY4e6ROg60+6px4VjhzRfS8swfaWzpytF7bx1ZhkFawb/JgeWlZFVojlqxIto0Xme6CHuRBBJLNGj3uPep27SpEk4c+YMFixYALfbjZEjR6K8vNzfEfjYsWOw268UjPPnz6OsrAxutxu9evXC6NGj8cUXX2Do0KH+NHPnzkVzczPuvfde1NfX48Ybb0R5eXmXSTxFgkeUzkdCQT4KFpei6uX/ReuZK33nXBk9kf/wjcgeO5DJdVgJuligvVFeX0e56aKhpX+IkpnT9ZoB3iyQfwvGCoJObR7kRud7Ds6HzW6dd0jPFW94wTIPRvtImyRJkmFXNwiPx3N5hNiKhRh17dmIaVlF6SKJOq1iyRdplDq8OLfnNFrPNcPVuwd6D+8jXIQuVmg5cgDHV/9X1HT9pj+AhJxBTK6pxCmFitDxXBkgnG2RIoXtHW2oqFqKhoYGVX3EYplAH2fv7or67rGq0Mwu6rTYb8Q7LxoiPhcl6PEeBA6W8F5oxfH7nmLq46zzuaCC/JxTulyHZ5QusOnY5rAjbVRfXFX8HaSN6kuCzkC6989FXFJkkRSXlILu/XOZXVOr4zOij50VBkyYHRJ0bJoS9Y7OiwivJlkz9q8zCvPngCMi96UD9BmxS4JOHTa7HRmlt0dMk1E6kXkzjFynFE5MyRV2Sp2sFZwlER6zCjqWIiQuUV6kRW46MxPr73ukcsq7PoztO68DvJpdzSLoYpnEvOHIvnNGl4hdXFIKsu+coXmeOqNhFuGhaJ1hmL0vlBZYCw8jovMiwzpqR9E6eQg3+bAo6BGlExmatoQNiXnD0XNw/uXRsI0exCUmoXv/XK4dpeV2+q2/NjlkZE7JwAlCfHi/g2aM0vGw2RedP/X2qrBpeETnRceMAynMaLMPEnUcMXOUjhWtuW1dKhUWs2qbSSza7HbTdYyWK+yUjPQys6MkQmO2qAZve33R+a6ryKQgo3Si6aPzamH17hs9slQJkWzluboEiboQiBylM2OzK4/CG+qcRgu9zk7LSOfDwonqGbELFzUk+KG3wA71gScXFrbq9T4aEZ03A0Z/1Cktf0bbq5bYLmUc4THi1YyCTk9ac9uCNqNJ+cbr34xATiXGQrQpyZ9ZvrKJ6Mh9loHvo1Hvpd7lzhedTxp2HRJyBsW8oPPBop+dFn+qtG4wo78yn8WcEXXEKwk65Ygo8MwGr9GwoaB+fOxxHuETvVYi6LSitWyZsWK2OkY/E73qBCN8PpV2AoD1BF1n9BB3chyV3i85i2gdNYsSahDhY8po8UCER9O61Qz8qNzyyasM8eouRCU+AFFXjzDTwAjR4S3u5Ao7M0btoiE3T1TRGo+W8ifn+bF6x3jbSRiL0c9IhA8P1lCpFxxqduWDCC+zSPMuiRKtoyZYggVGiwVCPmqfFSv/KacuMDqqqAQq+YzhucYrD0S0SS94Re2UOACrReyslh8iGDNE6UjQmQ+jnxlvYacn5rBSB0ScxoSaXfVBBGHHWwyxcEgso3VmcZBWhGdZi/YuWWUiZII9ap4dy7IsQusNC+gNEBRqdtUXo4UdYHyUi1XTp+bRitQEKyTRyrPRlSIJOvMj+jNkbR+P0eli30GdEHWABKEvRldKAF9hJ1q0jjAPele2St8D0cUAIR8jR5vyqgP0/GCnN0FAKEpnHKxfaqObFJQiSrSOMBdGfhCRoLMeRvZLjlaWRS9vYltHcIEEXWSsHrHTCqtonejOkbiMyM2uVIYIIpiYfyNEa3qlwRHWw+gh+4HoWQlqmmOM+tVxwciPBbmDJGi+QwIw9vmaOVonrmUEFyhKZwwiO4HOyBFU1LcuNhA1Smem94lQj9znLPdDgPfoaxHQ5c1Yvnw5cnJy4HK5UFhYiO3bt4dN+9prr+F73/seevXqhV69eqG4uLhL+hkzZsBmswVtpaWlvLPBHYrSEZ0xe7QuFiD/RhD8MMpfsY7W6RUl5363NmzYgDlz5mDhwoXYtWsXRowYgZKSEtTW1oZM/+mnn+Kuu+7CJ598gq1bt6Jfv3646aabcPLkyaB0paWlOH36tH/7n//5H8W2/SRjl6o8dcYso15FsiUWEakZlgVyonXRbDe7wBTZv/GGonSEXtAzlw/3O/Xiiy+irKwMM2fOxNChQ7FixQokJCRg5cqVIdOvW7cODzzwAEaOHIkhQ4bg9ddfh9frRUVFRVA6p9OJrKws/9arVy/eWeEKRenEQcQQvd7CToQ+bfV5SUabEBUr+zeWFSmr/nRUuRN6IsKgOaVwfUMuXryIyspKFBcXX7mg3Y7i4mJs3bpV1jlaWlpw6dIlpKamBu3/9NNPkZGRgcGDB+P+++/HuXPnwp6jra0NHo8naBMFyetFa/UhnPjrv3D2y5OQOvhU3hSlC8Z1yBl244kolZIodpgZUfwboL+PM6KyozIb24j4/EW0KY7nyc+ePYuOjg5kZmYG7c/MzMTXX38t6xyPP/44srOzgxxnaWkpfvKTn2DAgAE4ePAgfvWrX2H8+PHYunUrHA5Hl3MsWbIETz31lLbMqCCakGrZWYW6tZvRcb4BNd/uc6X3QP4vvofssQP5GxgDiBh1U0vKN17hnEjKvoaoUT0R7WaBKP4NkOfjlER7rfi8CPNTf41d91aL1tw2U9UjXEWdVp577jmsX78en376KVwul3//5MmT/f8fNmwYhg8fjoEDB+LTTz/FuHHjupxn/vz5mDNnjv9vj8eDfv36MbExUn+6SLTsrMKZZeu67G8904ydT5SjYHEpCTuViP4CanFMVhRIRjhqEWDl3wC+Pq4zZovSdbZXdP9gVQKfg5ZnEM5fyPWNrkNOpmVYNP/FtXZIS0uDw+FATU1N0P6amhpkZWVFPPaFF17Ac889h48++gjDhw+PmDY3NxdpaWk4cOBAyN+dTieSkpKCNiORvF7Urd0cMU3VK39n1hQbC02vejWfWoloDlBuv7pYnd5EFP8GsPVxon00sBR0hDF0fg6tuW2mejZmspXr2xsfH4/Ro0cHdQL2dQouKioKe9zSpUuxaNEilJeXo6CgIOp1Tpw4gXPnzqFPnz5M7OZN2/4j6DgfuSJsrW3CuT2ndbLI3JhRyGmpqET6KpSLGW2OBvk3/pCgszZqn5FZPzz08IPc78ycOXPw2muvYfXq1aiursb999+P5uZmzJw5EwAwbdo0zJ8/35/+N7/5DZ588kmsXLkSOTk5cLvdcLvdaGpqAgA0NTXhsccewz/+8Q8cOXIEFRUVuO222zBo0CCUlJTwzg4TOurldWJuPdfM2RJzQ5E5wmhizb+ZRSiZxU7COsJOFLj3qZs0aRLOnDmDBQsWwO12Y+TIkSgvL/d3Lj527Bjs9isP5/e//z0uXryIn/70p0HnWbhwIX7961/D4XBgz549WL16Nerr65GdnY2bbroJixYtgtOpbwWvdn46R4q8phFX7x6KbVJih5mxgpijvnXmx2r+jUeZUvuuqrWFBJ35UDsYIdCH8vaHZhkwYZMkSTLaCL3xeDxITk7Ga7tGIyEx9GgyOagVdZLXi5NzlkZsgnVl9MT/eftu2BzaCqoVRZ0ZXiy5aFoflZETi2aD3D5zcvrghbM5lA3tl1pR+c4TaGhoMLwfrNnw+bhB856Fw3l5EIacshapTKkVS0rfVy0fLHJstJL/MAtyy47aZ6O0zPAqy0rfsY62Vhx47ldMfRx96huAzW5H6tRbIqbJf/hGzYLOiljNIcda37pwUNSR8EEROkIpevkPM5Qx8qQGkVCQj4LFpXClBzexujJ6MpvOxGpROqsJOoIQCb2FteT1ouXIAXj27kLLkQOQvNb5SCHUoZdosnJdIvQ8dVZmRO4JIHcg+tw4AOf2nEbruWa4evdA7+F9KEJHyEakvnVyJiImzAnryraxeg9qyzei3XOlaT8uKRkZpbcjMS/yFC+hMEMEJZZRMjecWfquhUKEOevEqA1MiNr+dJ2xOexIG9UXVxV/B2mj+pKgC4NZX3I5GC3K9Ly+0Q6PMJ7G6j049faqIEEHAO2eBpx6exUaq/coOh8JOkJPRC9vpCAsitWaXgnjoOib9dFL2EteL2rLN0ZMU1u+iZpiYxzRhZPIkKgjCJND0S+CJywr2AvHDnWJ0HWm3VOPC8cOyTofVf6EaBjd8kKizgBG5J4w2gTTQc6bIMxPe6O8idflpiOsi8g+X2TbSNQRpsFs6wUqweivO1bE6jqwZiZS2ZO8XrRWH0Lz1t1orT6kuVk0LlHeXFxy0lnVFxCEFmj0K2E6zDw6ihcijYKNhplsjWVCjVB19EpG6tRbkFCQr+qc3fvnIi4pOWITbFxSCrr3z1V1fsJamNXXGzkKljwrY0QYoCCCDbyxctTOCEQQWSLYQFwm3AjVjvMNOLNsHVp2Vqk6r81uR0bp7RHTZJROhM0euSzQu29dWEeHYw2K1BGmxufczfg1RxBGE0pIyxmhWrduM7pfNzSq+ApFYt5wZN85I8Q8dSnIKJ2oap46whq07KxC3drNQUtonu2VjMz/o27+Qp6IGkUkUaeCSHPUEcYg6gtmFeqvTab+cjGCnBGqHXUNaNt/BK48dc2kiXnD0XNw/uVrNXoQl5iE7v1zVYlEwhq07KzCmWXruuzvOH95/sLsO2cIJ+wiYVQTLIk6naGRr/wwu7DT6gSorxrBArkjTzvqtY1QtdntSMgZpPg4MzW9drbVSP8U6r6J4i8lrxd1azdHTFNbvgk9B+ebWvjr4Z/Ne3cIgiAI1YSrYOSOUHWkyEsXi4Tr82uUIA13XVH6JrftPxLU5BoKJfMXxjIk6ghLIYKDinWomVZM5EYJfCNUI+FITYZzcA4Dq6xHNB+kt4+Scz2j/abcqK/Z5i80ouWERB1BELpDq2CIi5wRqqlTbjGkGcxo8RENJYvWiwZPm6KdW27UV24UWS9EfI4k6ixGLExnQhCENqJFEBLzhiP9oSlw9AqO2DlSk5H+0BTV89RZGREreKU2GZUH5+CcLmWtM47UZFPPX6hX1I4GShAEQcQISgbjJBTko/t1Qy/3d6r3wJGSBOfgHFN3VOeFGjEk6sAuI+yy2e1InXpLyNGvPoyKDmtF71Gwutyh5cuXIycnBy6XC4WFhdi+fXvE9O+88w6GDBkCl8uFYcOG4YMPPgj6XZIkLFiwAH369EH37t1RXFyMb775hmcWCIIgQmI2/yYnYuATKTa7Ha68XPQoGglXnjWmHGEdjRIxQgeIa1c4EgryLRsd1rNvHfcrbdiwAXPmzMHChQuxa9cujBgxAiUlJaitrQ2Z/osvvsBdd92FWbNm4csvv8TEiRMxceJEVFVdmcF86dKleOWVV7BixQps27YNPXr0QElJCVpbW3lnhyAIwg/5N/0wm0iRg6h5MsquhIJ89H1xLjLnlSHtvknInFeGvr+dy1zQiXrfWcBd1L344osoKyvDzJkzMXToUKxYsQIJCQlYuXJlyPQvv/wySktL8dhjjyEvLw+LFi3Cddddh9/97ncALn/FvvTSS3jiiSdw2223Yfjw4VizZg1OnTqFTZs28c4OQRCEH/JvsQ0LccBDYJhZtFgxOqwnXO/WxYsXUVlZieLi4isXtNtRXFyMrVu3hjxm69atQekBoKSkxJ/+8OHDcLvdQWmSk5NRWFgY9pxtbW3weDxBG2FNROyjoic0qlQ/RPFvAPk4s8NShLE6l2jnYX0uVohmE1dRd/bsWXR0dCAzMzNof2ZmJtxud8hj3G53xPS+f5Wcc8mSJUhOTvZv/fr1U5UfgiAIH6L4N0BsHydapccKPfvm+SYJjjRZsCgTCRPGEhNxzfnz56OhocG/HT9+3GiTCE7EulOjZcJiE/JxyhDVT3QWb5FWppAj9FjYQ5gLrjVAWloaHA4HampqgvbX1NQgKysr5DFZWVkR0/v+VXJOp9OJpKSkoI0gCEILovg3wPo+jsQFQciDq6iLj4/H6NGjUVFR4d/n9XpRUVGBoqKikMcUFRUFpQeALVu2+NMPGDAAWVlZQWk8Hg+2bdsW9pwEQRCsIf8Wu5DIlAfdJ/3hPvnwnDlzMH36dBQUFGDMmDF46aWX0NzcjJkzZwIApk2bhr59+2LJkiUAgF/84hcYO3Ysfvvb32LChAlYv349du7ciVdffRUAYLPZMHv2bCxevBjXXHMNBgwYgCeffBLZ2dmYOHEi7+wQBEH4If9mXkSd/Jfgi9WFJndRN2nSJJw5cwYLFiyA2+3GyJEjUV5e7u8IfOzYMdgDhizfcMMNeOutt/DEE0/gV7/6Fa655hps2rQJ+flX5qmZO3cumpubce+996K+vh433ngjysvL4XK5eGeHIAjCD/k3wuqoFb88+/mRGA+PTZIkyWgj9Mbj8SA5ORmv7RqNhESH4uM3uK8P+1u0tVdH5J5QfD2lxPr6r2Z+4bVOSaJloES0a6fsa5Bvx7WR13EEQtsaaEP7pVZUvvMEGhoaLNdHjDc+Hzdo3rNwOJWLQR4Vspb3kmd0RSTBIiqi3SPRypJaezraWnHguV8x9XE0VI4gCN2hUbriEmuChWAPlSHjIM9KEART5ETpCEIUlAoQEizmJRaeHYk6wlKYuemVIAjC7MSCcBIZEnWEZTC7oDOyPx1B8Ebkyl5k2whCCVQL6EysD2LghdkFnegoGSRBEERsQuLYeEjUqWBS1g6jTSACIEFHEPozIveEf7MCJEjCI+feiH7/lNhn5rJNoo4xIhQCEWzQA9chJwk6Rmht+rWKDQRfrFTxE9bE7PUniTrCdJCY6wr1pyP0pHPFZ/aKMBASdsqheyYOVBMQpsHKYs4qUSq1kw4T5oeEXWxihnsl18ZQZZhnuW7LYX/vyLsaAA2WIAgiVjGDCABC22kW2/WC7od4kKgjTIFVI3QEIRpa3jUrResAEi2BBN6L1tw209wbLVE6MxJntAEEH0bknuAeEZS8XrTtP4KOeg8cKUlwDs6BzU7fCXrDuzmTpjMhWGOmRdnNIl70gO6F+JCoU8mkrB3Y4L7eaDMMo2VnFerWbkbH+SsVvqNXMlKn3oKEgnzm1zNTJaAUo/vT6Xl96k9HEIQWeNQDRkTpWnPbgAvsz0selgNyCoiZ+9W17KzCmWXrggQdAHScb8CZZevQsrPKIMtiD5FEEq35Kh48OmJHwyrNWIT5icXIojg1AmEKJK8XdWs3R0xTt24zJC/76E8svqAEYVXofSZEwGofISTqLAyPwtq2/0iXCF1nOuoa0Lb/CPNrA9arCLQ0fYoUpdOK0U3QBFusVlES5kPkuoKnbdapFUyIGZtgO+o9TNOpQeSX1WxEE1MsB0lYSYSaCZHfF7m2WbU/LWEsVvz4IC+rgVhcA9aRksQ0nVpErqjkYqUoHfWnIzpjxQqTMAdWqB/UwrVmqKurw5QpU5CUlISUlBTMmjULTU1NEdM/9NBDGDx4MLp3747+/fvj4YcfRkNDcLTAZrN12davX88zK4oRxaGxtsM5OAeOXpErcEdqMpyDc5heNxSx/OISxhPL/o0l9B4TRsCqblQaReZd3rmKuilTpmDfvn3YsmULNm/ejM8++wz33ntv2PSnTp3CqVOn8MILL6CqqgqrVq1CeXk5Zs2a1SXtm2++idOnT/u3iRMncswJP8zWBGuz25E69ZaIaVKn3KLbfHVmmgSTFaJF6WIVM/k3o94RuRVnrL3DBD9ivSxxm6euuroa5eXl2LFjBwoKCgAAy5Ytw80334wXXngB2dnZXY7Jz8/H//t//8//98CBA/HMM89g6tSpaG9vR1zcFXNTUlKQlZXFy3xLwXoi4oSCfKQ/NKXrPHWpyUidwmeeumj4XmSz9L0RYWAAq/50sbjeK/k3gtCfaP491laPCAU3T7t161akpKT4HR4AFBcXw263Y9u2bbLP09DQgKSkpCCHBwD/+Z//ibS0NIwZMwYrV66EJElhz9HW1gaPxxO0sSIW+9UBl4Vd3xfnInNeGdLum4TMeWXo+9u5hgi6QHyRO6t+rVlNHAFiCFyliOTfAPY+juXHEUXrCDPDMiCiRxnnFqlzu93IyMgIvlhcHFJTU+F2u2Wd4+zZs1i0aFGXJo2nn34aP/rRj5CQkICPPvoIDzzwAJqamvDwww+HPM+SJUvw1FNPqcuIBuRGyP556CpTfjnY7Ha48nKNNiMs4V4go6N5ZhQxRDAi+TdAno8zw6osZrCREBOK0l1G8Wf/vHnzQnbkDdy+/vprzYZ5PB5MmDABQ4cOxa9//eug35588kl897vfxahRo/D4449j7ty5eP7558Oea/78+WhoaPBvx48f12yf2bB6QVZCYDQv1CYqLKN0rISl1ZpezejfAPF9HAv/w0Lsjcg9Qb5QZ/S45yL7bb1RHKl79NFHMWPGjIhpcnNzkZWVhdra2qD97e3tqKuri9pXpLGxEaWlpUhMTMTGjRvRrVu3iOkLCwuxaNEitLW1wens+uI7nc6Q+0XCrNE6K8IzWqBWTOkhjCSvF41nDuHihUak1tgh9egPm804QZZSzW+uw3CY0b8B+vs4Nf5KbsuFHtE6n+1mG6hmJjqXD9Z9u9VgZB2rl/BULOrS09ORnp4eNV1RURHq6+tRWVmJ0aNHAwA+/vhjeL1eFBYWhj3O4/GgpKQETqcTf/7zn+FyuaJea/fu3ejVq5dip/Zu7XWYmvhPRceEYlLWDmxwXx/yNxEKsg+RbIlFRBZ0dcf34mjlJlxsuTw44iAAZ7dE5GWXIDMlL7RdDKJ0ojVFW8m/hcIszZs87AxVoZO444Oe4snIZlcR3yVutUVeXh5KS0tRVlaG7du34/PPP8eDDz6IyZMn+0eGnTx5EkOGDMH27dsBXHZ4N910E5qbm/HGG2/A4/HA7XbD7Xajo6MDAPDee+/h9ddfR1VVFQ4cOIDf//73ePbZZ/HQQw/xyopukGMhApG8XnhqDsCzdxdajhxgtp5uZyFVd3wvvvnf1X5B56PtUiN2H/0jauqrmVzXSpB/U4eSilXPJjVqJWGD3s3bZml21dNObgMlAGDdunV48MEHMW7cONjtdtxxxx145ZVX/L9funQJ+/fvR0tLCwBg165d/pFjgwYNCjrX4cOHkZOTg27dumH58uV45JFHIEkSBg0ahBdffBFlZWU8s2IZKFpnDEojUp0jZwAQl5SMjNLbkZg3nJldkteLo5WbIqb5+tRHyEgeHNQUSytImNe/yY2CuQ45Da80WUbsojUZU9ROG7zFXOdyoKRsqrWNd1nIzzkF1r1fbVK0sfIWxOPxIDk5GePLy9CtRzyzaUnCNcECygoH75eDnFZ0WIfVlYg6X+QsHNl3ztAk7AJt8dQcQHXFiqjHXD/wbqT2zPH/zWqARLj7krKvAe0dbaioWuqf9oOQj8/H9VuxEPbuXZt45ZbvSBWnFj+l1Af57NUqMuXaTD5SPkrKgZb7GlhmlZYDXqJOznsUydahmYfwl9LXmPo48wxLI5hBTQ2RMVLQyYmc1ZZvUt0U29mWixcaZR3Xdin88ldqEa0/XSzBIgKnpYJW6oP0HplOo2TloZegA9TPQSrqc+RlF4k6AaGvROMwUtABuDz6tCXySg7tnnpcOHZIi1l+4rsnykrn7NbT/3+rTWNiZfJzThltgqkRVRAYjVlEL08btUbpeEGeF5GbTZUQqRlXtBdANHtEQISRTPXJ8iJi7Y3Kp/sIJTAT03MRnxBZpLm6JaFXj/6Kr0eIjdH95YzwQWo+mM0iYPQiVu6FWYMrJOoERY8CFSsvpxx4CDqlUbr6a+yIS5TXr0JuumjY7HZcPXpixDRDsm/yD5LQI0ond81Zgj96zRdnBmJd3GnJvxECyehnxas/ajRI1H0Lq2gdS8z6pWA2RBF0ANC9fy7ikiILp7ikFHTvr2x5tkj2pPYbhmu+Nx3ObsFNsa5uSRh59U/989SxHPFK/en0I1IFojVaZ0YfpdVmo8WC3phRzJrNXpZwndIkFjHLRMQ+RLRJL4Robu0U1bLZ7cgovR2n3l4V9piM0omw2dl+j6X2G4YBDVfhfPMxtF1qgrNbT/RSsaIE9aUjlGJGHxQL05+wEkZWvEfR6g6jonQAReqEh5ph+cBT0MmNQoUTQIl5w5F954wuEbu4pBRV05nIsSdlXwNsNjtSe+agT698pPbMMWReOmp65QPPaB0L9PZBrPyqL4plJR9q9vywsN3MQpQidQFscF/PZM461tE6WheWHbyjc1oFnY/EvOHoOTgfF44dQnujB3GJSejeP5d5hI4lcqN01PRqLqJNQszKP+kdsWPtV80eveNRx+h9L0SoJ42M0gEk6ohvMWMTiBJEaGoFlDVP2ux2JOQMip4wAnKjdJGg1SOsQaR33CxrwpoBM4k7niIjFgWdCIj72W8QIg6YAKgZVg2uQ07/pgeRBFT9NXZT9jeTK+hY5I2aXo2FmmHZImrTrKh2aYFlXrSsImF0lA4gUccNHnPWkbCLjt5CLhpGijkRmzlFtCmW4PV+s/RNVhJ2PgKFlN75M+LaZohSskaEjyKAml9DwqpvHQ+of90VRBFuPswYiYsUHdMzSkeIQbhm2Gj96lhj9v510Qh1LRb5FaFuMHOzKy/b9XwuJOo4YrbpTXywtE004RUraI2I6S3oqOlVP6K932r71/EYeCCqj+SBCIJMK2YWdFoQJUoHUPNrWETtWwdQMywRGbmCTm8hRU2v4mCW91tPO2NJQPIgFgRdqI+daIJObztJ1HGG13qwZhF2In3BEPKgKB0h0ntLwk58rCDo1ORBNEEHkKiLiMjROoCEHdEVrVE6XoKOonTiEe3d7vzeymmStYIoskIe9MQKgs5KxLSoqzqSrct1eEXrABJ2xBX06kfHEorSiY0o760VR8RaAasIOqtE6YAYF3Vy0CNaR8KO0JNQQkqJoNMrStdRtV/VcYR85LzXSt9bK4wgBC7ng8RdeKwi6NTAoi6blLUDP8nYxcCaYGJe1OlVMHlPkULCLrbREqXjKegIY5FTafAQdrwwomInYdcVKwk6JXlpzW2T9S4YKUC5eui6ujpMmTIFSUlJSElJwaxZs9DU1BTxmB/84Aew2WxB23333ReU5tixY5gwYQISEhKQkZGBxx57DO3t7artjPZQzRCtA0jYxSpKBF3nKJ2RS4BFanrt2FOtoyXqMIt/Y/VBqeS91WOlBj0hYXcFKwk6Hsixl2eQh6uomzJlCvbt24ctW7Zg8+bN+Oyzz3DvvfdGPa6srAynT5/2b0uXLvX/1tHRgQkTJuDixYv44osvsHr1aqxatQoLFizgmRUmwk6PCY3NJOxI3GlHrwgdoC5KZ+UBEmbyb9F8j9kqToD62emNEc3RvJ+xEc+Utw7gJuqqq6tRXl6O119/HYWFhbjxxhuxbNkyrF+/HqdOnYp4bEJCArKysvxbUlKS/7ePPvoIX331FdauXYuRI0di/PjxWLRoEZYvX46LFy+qtleEF5ZVATaLsANI3OlJYGRMD0En1xYzYjb/ZgRm8kNyidV+dkbk2YofGnoEdriJuq1btyIlJQUFBQX+fcXFxbDb7di2bVvEY9etW4e0tDTk5+dj/vz5aGlpCTrvsGHDkJmZ6d9XUlICj8eDffv2hTxfW1sbPB5P0BYKPZph9fpi1sP5sHzpSNgpR20UTC9Bp3qAhAmaXkXyb4A8H2fFaB1A/ex4YpSI1eOZss6XCIIO4Cjq3G43MjIygvbFxcUhNTUVbrc77HE///nPsXbtWnzyySeYP38+/vu//xtTp04NOm+gwwPg/zvceZcsWYLk5GT/1q9fP7XZYoKe68qaTdiRuJOHGsFUf22y4RE6wPxROkAs/wbI93F6Czu9BIFRws6q4s5IMWfWjwtRUOyx582b16Wjb+ft66+/Vm3Qvffei5KSEgwbNgxTpkzBmjVrsHHjRhw8eFD1OefPn4+Ghgb/dvz48bBprTJoIhA9hB0PcUcCLzRm6KfGwkZH/mAGlijDjP4NUObj9PyoBPQVdiTutGNUXsy8cogoUToAiFN6wKOPPooZM2ZETJObm4usrCzU1tYG7W9vb0ddXR2ysrJkX6+wsBAAcODAAQwcOBBZWVnYvn17UJqamhoACHtep9MJp5PdwvIb3NdrfkiTsnboumIF68W2Q8FjAW6fsFOzwLgV0VPQGRGlM7rp1Yz+DVDu4yL5Hx7vsZ4YZb/vmmaMNBn9vEnQsUOxqEtPT0d6enrUdEVFRaivr0dlZSVGjx4NAPj444/h9Xr9jkwOu3fvBgD06dPHf95nnnkGtbW1/uaPLVu2ICkpCUOHDlWUl/ycU/iqJrfLfj0EUDR4OCY9nI4WuyWvF237j6Cj3gNHShKcg3Ngs18WFoFRu1gVeGYRdEyidMPz0N6hf6TWSv5NC6z9j94+1UhhGnhdo+uRaMSSmDMCvQUdANgkSZJ4nXz8+PGoqanBihUrcOnSJcycORMFBQV46623AAAnT57EuHHjsGbNGowZMwYHDx7EW2+9hZtvvhm9e/fGnj178Mgjj+Cqq67C3/72NwCXh/yPHDkS2dnZWLp0KdxuN+6++27cc889ePbZZ2XZ5fF4kJycjPHlZSFFnQ89FHi0aJ2ZZ2dXYnvLzirUrd2MjvNXIjmOXslInXoLEgryIx5rpMiT00TMwj6zCDogvK1y+tJ17KmGY3geAKC9ow0VVUvR0NAQNEJUFET1b8AVH/fartFISHSETaen/zGqAjdauABiiRcR7gdgjQEukfIgRx+0NHag7LpKpj6O6zx169atw5AhQzBu3DjcfPPNuPHGG/Hqq6/6f7906RL279/vH/0VHx+Pv/71r7jpppswZMgQPProo7jjjjvw3nvv+Y9xOBzYvHkzHA4HioqKMHXqVEybNg1PP/20KhsjPRQrjYbtjEijY1t2VuHMsnVBgg4AOs434MyydWjZWRXx+MA+eDz644U7v159/qwg6OQQKOjMgBn8WzSsNGgrHCIIKp+/Nar/nZHX7oxVBkOwyMO7tdcxsCQYrpE6UQmM1HXrER+xoOsxO7RR0bpAjFqGRfJ6cXLO0i6CLhBHajL6/nauvynWbGiJ1FlF0KkZ8Sp6pE5k5EbqfETyQXr3QeKJCKImFCzviah5BKzz7Fm14q09OAJ/KX2NqY9T3KfOikTqf6FHX5Bogyb06B/CM5++84bKQ9v+IxEFHQB01DWgbf8RuPLCN5WLSqwIukhYYQqTWMbsAycCETUvItrEEqMjc3reXyP60QViztCHzli5GTYQ3uH5UHnoqA89EbTadCIRS4LODNOsEOHR0/8YLWCs0vxnBkS416L1o/PBa/YLEnXfEq3gWXH+unDw7H/ROQ+OFHkhZ7npRCGWBF0kKEpnLEr67MSSsAPEEBxWxor3lpWg4wmJOoZoFXZyCoUV1joMzINzcA4cvSKvcuBITYZzcA5TG3gSa4KOonTWIRYGTnSGxB1bRLqfoo7e5hkEIlEXgNZoHaCPsDMCXtE7m92O1Km3REyTOuUW0wySIEEX8BtF6YRAqU+K5INEqax5IJIYMSOi3T8RB0bogTlqSoEQQdgZ/eKwFngJBflIf2hKl4idIzUZ6Q9NiTpPnSjEmqCLBAk6c6OXsNPqQyZl7QjaWCCaOBEZ371idb8mZe3Az9K3Y9jRCvTbUY6zX56E1KHcN4os6Hh31aLRr52QMzrKqitOqKGzDXLuSyi7Ewry0f26oWFXlBAZrZML6yXoWIs5anY1D2qWNtRrKTGW/tSXRxYVZ6BNIvhakWBZ/wWWyx0f1mHN4mOoc1/8ds9BuNJ7IP8X30P22IHMrikXM0XofJCoU0k0R6R1fVg5a8OKIuwC0WKPzW433bQlsRqd06PZtT4vCYg87zRhIKIKO4CtuAMiT8sUK7AOZHSuH3d8WIeXHjoAdJo5t/VMM3Y+UY6CxaWyhJ1ez0hN/a7HgErxwyAc+UnGrpD7WRVeKw6cIC7jOuSMWUEXCWp2FRc1/kj0EbHR8sSyWRZg39xoBljnN9Qz8XZIWLP4WBdBF0jVK3+P2hSrV7OriBE6HzEt6iKhthmxMyTsrIVWMQeYX9DpYX/9tZFHRBP6IXofXzmwFneAdQVeYL54izkfX+9sDGhyDU1rbRPO7Tkd9nfRBZ0eUTqARJ3mF52EXWzASszp2X9Ob0HHrNmVBB031PoivYQdj2hdIKwHVfjgJYT0gqftcu53fe0lWedqPdcccr/ogk5PYl7URUJuASdhZ11YiDnA/NE5gARdrGMVYeeDh7jz0VnkieSb9bJNyf1NyegmK52rd48u+8wg6PSK0gE0UAKAvEEJ0ZDT0Vfr4Ak5iDh4woywEHKANcQcYS20+CG91qlWM3BCbb5YD6oIR7j88PLXRghJteVqSEEiUrPiIzbBujJ6ovfwPkH7zCDoIlF1JJv5OUnUfUs4Z6XESckVdr7rsbKxMyTs1MFKyPmwkqCjKB3hw4rCDgj2yXpGVkSK4qlFq+ixO2zIffBHqHuiPGya/IdvhM1xxc+ZRdDpWZYAan6VhZKXTm5B49W3xYdWR+FrdgzcrAiP/Fmh71wgJOjMS7hIgFkmSNerKbYzPJtmrQKr/okb3Ndjg/t6ZI8diILFpXClBzexujJ6dpnOhJWgi9b8zLMM8Aq82CRJijCI2Jp4PB4kJyfjtV2jkZDoCPotnENQ+gDkOjXeI2m0FBw5Qqc1t031+Y2Cl0DVezJeXVaGMFDQtV9qReU7T6ChoQFJSUlMrhUr+HxcvxULMeras2HT8Y5CsKx8lcK6QtY74iIietxTqcOLc3tOo/VcM1y9e6D38D5cInR6TCwcTU94L7Ti+H1PMfVxFKnrRLgHqdSpiBSx4xneN0NEj7d9ekbmAH2icwBNXWIVeHbFED1ix1KI8Ro5Kzq88h3u2dgcdqSN6ourir+DtFF9LSfoeEOiTgFmFXaAOueqNgoXSujpIfb0vq5VxRwQXdDpMclww0ByT7xh1VQZCVYflmordB6VK481Z0WCd97UPBMzCbpI8O7vztVr1tXVYcqUKUhKSkJKSgpmzZqFpqamsOmPHDkCm80WcnvnnXf86UL9vn79esX2/bTn+ZD7WT5UJcKOx4zvgagVdqyaWMOJLlabXlhZzMmB+tFdRnT/FkgkP6SHsAPYRO3+eegqw/rZRcLMIq+z7TztV1vPmU3QGdlUz7VP3fjx43H69Gn84Q9/wKVLlzBz5kxcf/31eOutt0Km7+jowJkzZ4L2vfrqq3j++edx+vRp9OzZ87LRNhvefPNNlJaW+tOlpKTA5XLJssvX3+T8v3LxgS0tbDpW/esAZQ6N95pyal8QEZtW9cSKfeZCIcLAiPpr7Ohoa8WB534lbJ86Uf0bENynzt79ynHh/JCelZmR/ewA4yaQFaFPnpGCU23+rSToOueFR586blOaVFdXo7y8HDt27EBBQQEAYNmyZbj55pvxwgsvIDu766gsh8OBrKysoH0bN27EnXfe6Xd4PlJSUrqkVcPknuexvqmXomPUDNn3pZfjiHjPZ6d2cerW3LaYFHaxIuYAcQSd6JjFv8mFlc+RM+ebkVOeAPrMFxoKOdfUY5J6IzBS0MkpI3rcN72mGeMWqVu5ciUeffRRnD9/pYmzvb0dLpcL77zzDm6//fao56isrERBQQE+//xz3HDDDVeMttmQnZ2NtrY25Obm4r777sPMmTNhs9lCnqetrQ1tbVeaED0eD/r164fz/8pF0rejX8MJOyWqWy68onZ6hrVjQdxZaZ45OYgm6ESO1Ink34DwPq5zpA7Qb5JVvaJ2Wpp1RRVBVkH06BygX5kPlSdTjX51u93IyMgI2hcXF4fU1FS43W5Z53jjjTeQl5cX5PAA4Omnn8bbb7+NLVu24I477sADDzyAZcuWhT3PkiVLkJyc7N/69esnOx88XnolBVbpuoZKUesQzTiViVysNs+cHEQTdKIjkn8DlPk4vSIGevazU4sITaJWRMvI41gRdLxQ7EXnzZsXtrOvb/v66681G3bhwgW89dZbmDVrVpffnnzySXz3u9/FqFGj8Pjjj2Pu3Ll4/vnnw55r/vz5aGho8G/Hjx/vkmZymEETALtpTgJRKuzkviBqhZ3RgyhEQC8x5xNyoogYEaYuEeVemNG/AfJ8nBxYixzRB1AA7Kc+iWW03ktWkVs5/ef0itLqvbqT4j51jz76KGbMmBExTW5uLrKyslBbWxu0v729HXV1dbL6ivzxj39ES0sLpk2bFjVtYWEhFi1ahLa2NjidXZsFnU5nyP2d0at/nQ+lfULkLjGmdi1btXmxQl873sJGFNHSGT2mLjGLoAPM6d8A+T7ORyTfw7rPmRx/pLafb2fU9rMDtC3hSGj7IDBrdM6HSB8FikVdeno60tPTo6YrKipCfX09KisrMXr0aADAxx9/DK/Xi8LCwqjHv/HGG/jxj38s61q7d+9Gr169FDk1pURyTFqFne8ccuHpfLQMogDM19eOl5gTSaiEgwRdV2LJv+kt7HznjQSLQRRqfGogJO6UoVXQ6NmvUm9BZ8Qa7NxGv+bl5aG0tBRlZWVYsWIFLl26hAcffBCTJ0/2jww7efIkxo0bhzVr1mDMmDH+Yw8cOIDPPvsMH3zwQZfzvvfee6ipqcG//du/weVyYcuWLXj22Wfxy1/+kondkaJ1aiNgclC7eDXAT9ypjdoB5hF3PlGhRdyJJkzkQIJOG2b1b53x+Z1QSzPxwCxRO4DEXSRY1IN6T20TC4IO4CjqAGDdunV48MEHMW7cONjtdtxxxx145ZVX/L9funQJ+/fvR0tLS9BxK1euxFVXXYWbbrqpyzm7deuG5cuX45FHHoEkSRg0aBBefPFFlJWVMbNbjbBj9YWpdog+D7Q4V7OKu1iABB0bzOrfOnPqbwdR9fL/ovVMs3+fK70HTv/ie3hkUh3z68n9OBYhagcE+9dYF3is6hqzR+cAMQUdwHnyYVEJnHzYN6VJZ6L1rWM5MXEoeK7XqhateTOLwLMyZhJ0Ik9pIjrhJh/uTMvOKpxZti7s7wWLS7kIOx9yRYLRU590JpbEHcuggRWicz5YiDpTTT5sdqINmuAZsQO0Nx3wQGuziNmid0YRbkSx1vtmJkFH8EfyelG3dnPENFWv/B3rb7wbk/tWcrFBSdQO0CYKWETtfFg9esej9ccK0TkfokbpABJ1EVEzGhZgK+x85xMJVuIOIIEH8J/zT05/QRJ0sUfb/iPoOB/5ubfWNuHcntPY4OC3CoPcQRSAeOIOsI7A49lfXCu8l9lUgsiCDiBRpwleI2I7I2LUDmDjYGNR4Ok5t58egi6amANI0IlIR71HVrrWc5f72vFeXkvJQDRR+tt1prP9Ios83tNwWE3MAeILOiDGRd0fm3rh3xMjOza1zbAAe2HnO6dosBqt1lnsWEXksRBxau6F2QVd8kF919yNNRwp8vrwuHr34GzJFfSO2vmO5+VXw+VDb7Gn5zxqRvR/NKugy885BXXThIcnpkUdcHlARKTVJABxhB0QG+LOhxlFHo8onFkFHUXnxMY5OAeOXskRm2BdGT2DpjfhHa3zoTRqB7Bpkg08H0/k5E3ufRZl4lurijmAzz0ekXsCl5qjp1NKTI9+fW3XaCR8O/o1mrAD1I+IBfiFZkUUdz70CkcbIfb0akJVmjer9J9L+caL9kutqHznCRr9qgKfjxtfXoavanLDppMz+jV77MAu+/WMNCmtUK08A4GIGDUyWRRBpyb/vvxear6Iv5S+RqNfeSAnYhcNPSN2PkTtbwcEv6g8BZ4agRUolkRdv1ZEQadH/zk91qKNJSL5noSCfKQ/NAV1azcHRewcqclInXILssemhDxOr4gdoKxJFmDnd0RuFREBq4s5gK+g4wVF6jrNUxdN2MkZDWtUZ0ozOB9ROpOKjFmbWwG2go4ideoJjNR16xEPIPK7J3m9l0fD1nvgSEmCc3AObPbLzzKSXzFL3zCK3rHByPsoWlljIegoUqcDPtGmJWpnRMQOMMeXpV7Ru0AiVViiwSM6B5hP0BHsieR7bHY7XHmhm2n1XCM2Gkqjdj4oeqceowWxESOIzRih80GiLgzhmmPlzl1nlLADzON49BB4LTurujYt9UpG6tRbkFCQz+WaahFR0NF0JdaCh+/RW9gB6sUdYM6BFXpjtJADjJsOxsyCDqDm1y7Nr50JF7GTOymxKPPamMnxsLov0TqBpz80RQhhx0vMAeYRdKHyRM2v6gnV/BoIj4rJyDnZtI5OZOmLzeRrAxFByAFilyPW782tPf6Bsusqmfq4mBZ148vLMHXgP2Ud01ncKVlpQhRhB5jP4ai9P5LXi5NzlkacrsGRmoy+v51rWFMsr75zAH8xB/AVdADQc08tKqqWkqhTQeCH63vN/xY2ndL3S2RhB7CZeoK1TxbV54omZEUvO6wF3aSsHWhp7CBRx4LOX7FmnbhQK6I6m3AouU+t1YdQ89xrUdNlzisL25eIJxSdu0y4fKXsa0B7RxuJOpV0bo1g6X9EF3aAmIvQB6K37xU5D2YoLzwEHQAuoo761EGfPiFG9rELh1n63vlQ0gdP7hJIctOxgmd0DlAv6PSOzgGRBR3BFpb+J9o0Sr7rGFlZB15bq8DrnFeW63orvbba82iFRx0hgpgDjBN0vCBR9y2xKuwAc3b6jdbZWe4SSHLTaYW3mAPUiSG5Yg7QR9AR/NBT2AHGDKAIhZZBFaEIlW/eMxroDa96QITyEIjVBB1Aoi4IEYQdYOxcbp2vbRaR1xk5SyA5UpPhHJzD1Q4Sc8qgKB1fYlXYAWyjd50Jdx9EnpdTT98uShkIhLWgM1rM+aA+dSFGhhndxw4Q1xmIJvIi3ScjR7/qIeYA5SJIiZgD+Ag6uc2u1KdOPdFG+OvZxw7Q5lO1DFKLhpXWTfUhio9mWY+yLgOiCLqbpbPo9Z1DNFBCK9FEHWBeYaf38ldGOhA59yfkPHXfLoHEWtCpXYNWbVOkEkEngpgDlPWjI1GnHjnTNrH0PzyFXaSJ4K0o8MwMTyEXiNrnLucZ6yXoJvc8D09jh3lE3TPPPIP3338fu3fvRnx8POrr66MeI0kSFi5ciNdeew319fX47ne/i9///ve45ppr/Gnq6urw0EMP4b333oPdbscdd9yBl19+GT179pRtm8/h9VuxEKOuPRsxrdHiTmkBiyQs9FzjlIfY0zK9Cc8VJUjMyUPpwIi2f+7Bp/iTsKLODD7u/L9ykZToiFgJsvI/ct95NT5Vzgo/JPCMgXUdyetZiyboAJhL1C1cuBApKSk4ceIE3njjDVkO7ze/+Q2WLFmC1atXY8CAAXjyySexd+9efPXVV3C5XACA8ePH4/Tp0/jDH/6AS5cuYebMmbj++uvx1ltvybYtUNTZu7uEGKLP8qtZjsgQdRF7s6BWyAHaBgnIFXRKxRwglqDr2FONdumS0KLODD7OJ+qAyBWhGZpjlSzdyFLgASTyOmOEkAPEidBp0QyBeTWVqPOxatUqzJ49O6rDkyQJ2dnZePTRR/HLX/4SANDQ0IDMzEysWrUKkydPRnV1NYYOHYodO3agoKAAAFBeXo6bb74ZJ06cQHZ2tiybOos6QIy5l1g3xyoRHiTyoqNFyAHaR3zKEXSiiTlAnaADILyo8yGyjwsUdYB6YQeI0RyrZk1u1gIPiD2Rx6P+U/oseUXnAGMEHcBH1Akz+vXw4cNwu90oLi7270tOTkZhYSG2bt2KyZMnY+vWrUhJSfE7OwAoLi6G3W7Htm3bcPvtt4c8d1tbG9raroiWhobLlYn3wpV9X+5LAwDk55wKeY61B0fgJxm71GdQBrf2+Aferb0u7O9DMw+h6og8pw4ALX1a4TwiT4h0qw7+uy2HRB6AoPvXgVZV50g+eFnUtGuwI6XaE/b4+rwAZ3BJvo0NA78VcxwfdfJBb0i7w+Wno2q////tuATgshiyAkb4OE9TsKC+GWfxxzCVI0v/8+W+tLC+1MfagyMAQJFfXdl4uaz/VIEguBmXu9iEy7cabu3xjy77It07MxHqebQ0sjn3T4OiVPKPu/zsOhRd6/LzuBg13eUyHd1v+srzpebQv/vuW6h79VN/c2vwft/7ydLHCSPq3G43ACAzMzNof2Zmpv83t9uNjIyMoN/j4uKQmprqTxOKJUuW4Kmnnuqy/+Qjz3XZdzyCjX+J8Bs7KnW5CmEhqow2gC/nzp1DcrLyCKRoGOHjrr7uiEIr2fmfSL40EDV+tUzFMfyxhu/mWc/p+9zYPo9o5TnSfYuWb5Y+TpGomzdvHn7zm99ETFNdXY0hQ4ZoMoo18+fPx5w5c/x/19fX4+qrr8axY8csUVlEwuPxoF+/fjh+/LjQTVhaiZV8ArGT14aGBvTv3x+pqam6XZN8nLmIlXcBiJ28xko+AT4+TpGoe/TRRzFjxoyIaXJz1a2jmZWVBQCoqalBnz59/PtramowcuRIf5ra2tqg49rb21FXV+c/PhROpxNOZ9dmyOTkZMsXGh9JSUkxkddYyScQO3m1MxypHA3yceYkVt4FIHbyGiv5BNj6OEWiLj09Henp6cwuHsiAAQOQlZWFiooKv4PzeDzYtm0b7r//fgBAUVER6uvrUVlZidGjRwMAPv74Y3i9XhQWFnKxiyCI2IF8HEEQZobbJ/CxY8ewe/duHDt2DB0dHdi9ezd2796NpqYmf5ohQ4Zg48aNAACbzYbZs2dj8eLF+POf/4y9e/di2rRpyM7OxsSJEwEAeXl5KC0tRVlZGbZv347PP/8cDz74ICZPnix7VBhBEAQLyMcRBCEcEiemT58uAeiyffLJJ/40AKQ333zT/7fX65WefPJJKTMzU3I6ndK4ceOk/fv3B5333Llz0l133SX17NlTSkpKkmbOnCk1NjYqsq21tVVauHCh1NraqiWLpiBW8hor+ZSk2Mmr6PkkH2c8sZJPSYqdvMZKPiWJT15jcpkwgiAIgiAIq6FfD2SCIAiCIAiCGyTqCIIgCIIgLACJOoIgCIIgCAtAoo4gCIIgCMICxIyoe+aZZ3DDDTcgISEBKSkpso6RJAkLFixAnz590L17dxQXF+Obb77ha6hG6urqMGXKFCQlJSElJQWzZs0KmmIhFD/4wQ9gs9mCtvvuu08ni+WzfPly5OTkwOVyobCwENu3b4+Y/p133sGQIUPgcrkwbNgwfPDBBzpZqh0leV21alWX5+dyuXS0Vh2fffYZbr31VmRnZ8Nms2HTpk1Rj/n0009x3XXXwel0YtCgQVi1ahV3O81ArPg3gHxcIGb1cbHg3wBjfFzMiLqLFy/iZz/7mX+STzksXboUr7zyClasWIFt27ahR48eKCkpQWuruoXd9WDKlCnYt28ftmzZgs2bN+Ozzz7DvffeG/W4srIynD592r8tXbpUB2vls2HDBsyZMwcLFy7Erl27MGLECJSUlHSZfd/HF198gbvuuguzZs3Cl19+iYkTJ2LixImoqhJ/oVSleQUuz74e+PyOHj2qo8XqaG5uxogRI7B8+XJZ6Q8fPowJEybghz/8IXbv3o3Zs2fjnnvuwYcffsjZUvGJFf8GkI/zYVYfFyv+DTDIxzGbHMUkvPnmm1JycnLUdF6vV8rKypKef/55/776+nrJ6XRK//M//8PRQvV89dVXEgBpx44d/n1/+ctfJJvNJp08eTLscWPHjpV+8Ytf6GChesaMGSP953/+p//vjo4OKTs7W1qyZEnI9Hfeeac0YcKEoH2FhYXSf/zHf3C1kwVK8yq3TIsMAGnjxo0R08ydO1e69tprg/ZNmjRJKikp4WiZubCyf5Mk8nGBmNXHxaJ/kyT9fFzMROqUcvjwYbjdbhQXF/v3JScno7CwEFu3bjXQsvBs3boVKSkpKCgo8O8rLi6G3W7Htm3bIh67bt06pKWlIT8/H/Pnz0dLSwtvc2Vz8eJFVFZWBj0Lu92O4uLisM9i69atQekBoKSkRNhn50NNXgGgqakJV199Nfr164fbbrsN+/bt08NcXTHrMxURM/o3gHxcIGZ8H8i/RYbFM1W09mss4Xa7AQCZmZlB+zMzM/2/iYbb7UZGRkbQvri4OKSmpka0+ec//zmuvvpqZGdnY8+ePXj88cexf/9+vPvuu7xNlsXZs2fR0dER8ll8/fXXIY9xu92menY+1OR18ODBWLlyJYYPH46Ghga88MILuOGGG7Bv3z5cddVVepitC+GeqcfjwYULF9C9e3eDLDMfZvRvAPm4QMzo48i/RYaFjzN1pG7evHldOlB23sIVFDPBO5/33nsvSkpKMGzYMEyZMgVr1qzBxo0bcfDgQYa5IHhRVFSEadOmYeTIkRg7dizeffddpKen4w9/+IPRphEaiBX/BpCPI8JD/k0Zpo7UPfroo5gxY0bENLm5uarOnZWVBQCoqalBnz59/PtramowcuRIVedUi9x8ZmVldels2t7ejrq6On9+5FBYWAgAOHDgAAYOHKjYXtakpaXB4XCgpqYmaH9NTU3YfGVlZSlKLwpq8tqZbt26YdSoUThw4AAPEw0j3DNNSkqyZJQuVvwbQD4uVnwc+bfIsPBxphZ16enpSE9P53LuAQMGICsrCxUVFX4n5/F4sG3bNkUjzFggN59FRUWor69HZWUlRo8eDQD4+OOP4fV6/U5MDrt37waAIGdvJPHx8Rg9ejQqKiowceJEAIDX60VFRQUefPDBkMcUFRWhoqICs2fP9u/bsmULioqKdLBYPWry2pmOjg7s3bsXN998M0dL9aeoqKjLlA1meKZqiRX/BpCPixUfR/4tMkx8nJpRHGbk6NGj0pdffik99dRTUs+ePaUvv/xS+vLLL6XGxkZ/msGDB0vvvvuu/+/nnntOSklJkf70pz9Je/bskW677TZpwIAB0oULF4zIgixKS0ulUaNGSdu2bZP+/ve/S9dcc4101113+X8/ceKENHjwYGnbtm2SJEnSgQMHpKefflrauXOndPjwYelPf/qTlJubK33/+983KgshWb9+veR0OqVVq1ZJX331lXTvvfdKKSkpktvtliRJku6++25p3rx5/vSff/65FBcXJ73wwgtSdXW1tHDhQqlbt27S3r17jcqCbJTm9amnnpI+/PBD6eDBg1JlZaU0efJkyeVySfv27TMqC7JobGz0v4cApBdffFH68ssvpaNHj0qSJEnz5s2T7r77bn/6Q4cOSQkJCdJjjz0mVVdXS8uXL5ccDodUXl5uVBaEIVb8mySRj/NhVh8XK/5NkozxcTEj6qZPny4B6LJ98skn/jQApDfffNP/t9frlZ588kkpMzNTcjqd0rhx46T9+/frb7wCzp07J911111Sz549paSkJGnmzJlBjv3w4cNB+T527Jj0/e9/X0pNTZWcTqc0aNAg6bHHHpMaGhoMykF4li1bJvXv31+Kj4+XxowZI/3jH//w/zZ27Fhp+vTpQenffvtt6Tvf+Y4UHx8vXXvttdL777+vs8XqUZLX2bNn+9NmZmZKN998s7Rr1y4DrFbGJ598EvKd9OVt+vTp0tixY7scM3LkSCk+Pl7Kzc0Nel9jmVjxb5JEPi4Qs/q4WPBvkmSMj7NJkiSpihMSBEEQBEEQwmDq0a8EQRAEQRDEZUjUEQRBEARBWAASdQRBEAR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" ] @@ -475,7 +475,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/r0/12hxq7zs2mx5kr76ks1_n9k80000gn/T/ipykernel_63433/3228056642.py:37: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/30298674.py:37: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", " optimizer = BayesianOptimization(\n" ] }, @@ -554,28 +554,236 @@ "source": [ "## 5. Defining your own Parameter\n", "\n", - "Maybe you want to optimize over another form of parameters, which does not align with `float`, `int` or categorical. For this purpose, you can create your parameter.\n", + "Maybe you want to optimize over another form of parameters, which does not align with `float`, `int` or categorical. For this purpose, you can create your own, custom parameter. A simple example is a parameter that is discrete, but still admits a distance representation (like an integer) while not being uniformly spaced.\n", + "\n", + "However, you can go further even and encode constraints and even symmetries in your parameter. Let's consider the problem of finding a triangle which maximizes an area given its sides $a, b, c$ with a constraint that the perimeter is fixed, i.e. $a + b + c=s$.\n", + "\n", + "We will create a parameter that encodes such a triangle, and via it's kernel transform ensures that the sides sum to the required length $s$. As you might expect, the solution to this problem is an equilateral triangle, i.e. $a=b=c=s/3$.\n", "\n", - "As an example, consider a parameter that is discrete, but still admits a distance representation (like an integer) while not being uniformly spaced." + "To define the parameter, we need to subclass `BayesParameter` and define a few important functions/properties.\n", + "\n", + "- `is_continuous` is a property which denotes whether a parameter is continuous. When optimizing the acquisition function, non-continuous parameters will not be optimized using gradient-based methods, but only via random sampling.\n", + "- `random_sample` is a function that samples randomly from the space of the parameter.\n", + "- `to_float` transforms the canonical representation of a parameter into float values for the target space to store. There is a one-to-one correspondence between valid float representations produced by this function and canonical representations of the parameter. This function is most important when working with parameters that use a non-numeric canonical representation, such as categorical parameters.\n", + "- `to_param` performs the inverse of `to_float`: Given a float-based representation, it creates a canonical representation. This function should perform binning whenever appropriate, e.g. in the case of the `IntParameter`, this function would round any float values supplied to it.\n", + "- `kernel_transform` is the most important function of the Parameter and defines how to represent a value in the kernel space. In contrast to `to_float`, this function expects both the input, as well as the output to be float-representations of the value.\n", + "- `dim` is a property which defines the dimensionality of the parameter. In most cases, this will be 1, but e.g. for categorical parameters it is equivalent to the cardinality of the category space. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ + "from bayes_opt.logger import ScreenLogger\n", "from bayes_opt.parameter import BayesParameter\n", + "from bayes_opt.event import Events\n", + "from bayes_opt.util import ensure_rng\n", "\n", "\n", - "class MyParameter(BayesParameter):\n", - " def __init__(self, name: str, bounds) -> None:\n", + "class FixedPerimeterTriangleParameter(BayesParameter):\n", + " def __init__(self, name: str, bounds, perimeter) -> None:\n", " super().__init__(name, bounds)\n", + " self.perimeter = perimeter\n", "\n", + " @property\n", " def is_continuous(self):\n", - " return False\n", + " return True\n", + " \n", + " def random_sample(self, n_samples: int, random_state):\n", + " random_state = ensure_rng(random_state)\n", + " samples = []\n", + " while len(samples) < n_samples:\n", + " samples_ = random_state.dirichlet(np.ones(3), n_samples)\n", + " samples_ = samples_ * self.perimeter # scale samples by perimeter\n", + "\n", + " samples_ = samples_[np.all((self.bounds[:, 0] <= samples_) & (samples_ <= self.bounds[:, 1]), axis=-1)]\n", + " samples.extend(np.atleast_2d(samples_))\n", + " samples = np.array(samples[:n_samples])\n", + " return samples\n", " \n", - " " + " def to_float(self, value):\n", + " return value\n", + " \n", + " def to_param(self, value):\n", + " return value * self.perimeter / sum(value)\n", + "\n", + " def kernel_transform(self, value):\n", + " return value * self.perimeter / np.sum(value, axis=-1, keepdims=True)\n", + "\n", + " def to_string(self, value, str_len: int) -> str:\n", + " len_each = (str_len - 2) // 3\n", + " str_ = '|'.join([f\"{float(np.round(value[i], 4))}\"[:len_each] for i in range(3)])\n", + " return str_.ljust(str_len)\n", + "\n", + " @property\n", + " def dim(self):\n", + " return 3 # as we have three float values, each representing the length of one side.\n", + "\n", + "def area_of_triangle(sides):\n", + " a, b, c = sides\n", + " s = np.sum(sides, axis=-1) # perimeter\n", + " A = np.sqrt(s * (s-a) * (s-b) * (s-c))\n", + " return A\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "| iter | target | sides |\n", + "-------------------------------------------------------\n", + "| \u001b[39m1 \u001b[39m | \u001b[39m0.4572 \u001b[39m | \u001b[39m0.29|0.70|0.00 \u001b[39m |\n", + "| \u001b[35m2 \u001b[39m | \u001b[35m0.5096 \u001b[39m | \u001b[35m0.58|0.25|0.15 \u001b[39m |\n", + "| \u001b[39m3 \u001b[39m | \u001b[39m0.5081 \u001b[39m | \u001b[39m0.58|0.25|0.15 \u001b[39m |\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/626783072.py:8: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + " optimizer = BayesianOptimization(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "| \u001b[35m4 \u001b[39m | \u001b[35m0.5386 \u001b[39m | \u001b[35m0.44|0.28|0.26 \u001b[39m |\n", + "| \u001b[39m5 \u001b[39m | \u001b[39m0.5279 \u001b[39m | \u001b[39m0.38|0.14|0.47 \u001b[39m |\n", + "| \u001b[39m6 \u001b[39m | \u001b[39m0.5328 \u001b[39m | \u001b[39m0.18|0.36|0.45 \u001b[39m |\n", + "| \u001b[39m7 \u001b[39m | \u001b[39m0.4366 \u001b[39m | \u001b[39m0.02|0.22|0.74 \u001b[39m |\n", + "| \u001b[39m8 \u001b[39m | \u001b[39m0.4868 \u001b[39m | \u001b[39m0.00|0.61|0.37 \u001b[39m |\n", + "| \u001b[39m9 \u001b[39m | \u001b[39m0.4977 \u001b[39m | \u001b[39m0.56|0.01|0.42 \u001b[39m |\n", + "| \u001b[35m10 \u001b[39m | \u001b[35m0.5418 \u001b[39m | \u001b[35m0.29|0.40|0.30 \u001b[39m |\n", + "| \u001b[39m11 \u001b[39m | \u001b[39m0.3361 \u001b[39m | \u001b[39m0.06|0.87|0.06 \u001b[39m |\n", + "| \u001b[39m12 \u001b[39m | \u001b[39m0.06468 \u001b[39m | \u001b[39m0.99|0.00|0.00 \u001b[39m |\n", + "| \u001b[39m13 \u001b[39m | \u001b[39m0.01589 \u001b[39m | \u001b[39m0.0|0.00|0.99 \u001b[39m |\n", + "| \u001b[39m14 \u001b[39m | \u001b[39m0.4999 \u001b[39m | \u001b[39m0.21|0.16|0.61 \u001b[39m |\n", + "| \u001b[39m15 \u001b[39m | \u001b[39m0.499 \u001b[39m | \u001b[39m0.53|0.46|0.00 \u001b[39m |\n", + "| \u001b[39m16 \u001b[39m | \u001b[39m0.4937 \u001b[39m | \u001b[39m0.00|0.41|0.58 \u001b[39m |\n", + "| \u001b[39m17 \u001b[39m | \u001b[39m0.5233 \u001b[39m | \u001b[39m0.33|0.51|0.14 \u001b[39m |\n", + "| \u001b[39m18 \u001b[39m | \u001b[39m0.5204 \u001b[39m | \u001b[39m0.17|0.54|0.28 \u001b[39m |\n", + "| \u001b[39m19 \u001b[39m | \u001b[39m0.5235 \u001b[39m | \u001b[39m0.51|0.15|0.32 \u001b[39m |\n", + "| \u001b[39m20 \u001b[39m | \u001b[39m0.5412 \u001b[39m | \u001b[39m0.31|0.27|0.41 \u001b[39m |\n", + "| \u001b[39m21 \u001b[39m | \u001b[39m0.4946 \u001b[39m | \u001b[39m0.41|0.00|0.57 \u001b[39m |\n", + "| \u001b[39m22 \u001b[39m | \u001b[39m0.5355 \u001b[39m | \u001b[39m0.41|0.39|0.19 \u001b[39m |\n", + "| \u001b[35m23 \u001b[39m | \u001b[35m0.5442 \u001b[39m | \u001b[35m0.35|0.32|0.32 \u001b[39m |\n", + "| \u001b[39m24 \u001b[39m | \u001b[39m0.5192 \u001b[39m | \u001b[39m0.16|0.28|0.54 \u001b[39m |\n", + "| \u001b[39m25 \u001b[39m | \u001b[39m0.5401 \u001b[39m | \u001b[39m0.39|0.23|0.36 \u001b[39m |\n", + "=======================================================\n" + ] + } + ], + "source": [ + "param = FixedPerimeterTriangleParameter(\n", + " name='sides',\n", + " bounds=np.array([[0., 1.], [0., 1.], [0., 1.]]),\n", + " perimeter=1.\n", + ")\n", + "\n", + "pbounds = {'sides': param}\n", + "optimizer = BayesianOptimization(\n", + " area_of_triangle,\n", + " pbounds,\n", + " random_state=1,\n", + ")\n", + "\n", + "logger = ScreenLogger(verbose=2, is_constrained=False)\n", + "logger._default_cell_size = 15\n", + "\n", + "for e in [Events.OPTIMIZATION_START, Events.OPTIMIZATION_STEP, Events.OPTIMIZATION_END]:\n", + " optimizer.subscribe(e, logger)\n", + "\n", + "optimizer.maximize(init_points=2, n_iter=23)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This seems to work decently well, but we can improve it significantly if we consider the symmetries inherent in the problem: This problem is permutation invariant, i.e. we do not care which side specifically is denoted as $a$, $b$ or $c$. Instead, we can, without loss of generality, decide that the shortest side will always be denoted as $a$, and the longest always as $c$. If we enhance our kernel transform with this symmetry, the performance improves significantly. This can be easily done by sub-classing the previously created triangle parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "| iter | target | sides |\n", + "-------------------------------------------------------\n", + "| \u001b[39m1 \u001b[39m | \u001b[39m0.4572 \u001b[39m | \u001b[39m0.00|0.29|0.70 \u001b[39m |\n", + "| \u001b[35m2 \u001b[39m | \u001b[35m0.5096 \u001b[39m | \u001b[35m0.15|0.25|0.58 \u001b[39m |\n", + "| \u001b[39m3 \u001b[39m | \u001b[39m0.498 \u001b[39m | \u001b[39m0.06|0.33|0.60 \u001b[39m |\n", + "| \u001b[35m4 \u001b[39m | \u001b[35m0.5097 \u001b[39m | \u001b[35m0.13|0.27|0.58 \u001b[39m |\n", + "| \u001b[35m5 \u001b[39m | \u001b[35m0.5358 \u001b[39m | \u001b[35m0.19|0.36|0.43 \u001b[39m |\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lh/5r0ljfq55b72g4z_69q8svb40000gq/T/ipykernel_23039/2335620304.py:20: UserWarning: Non-float parameters are experimental and may not work as expected. Exercise caution when using them and please report any issues you encounter.\n", + " optimizer = BayesianOptimization(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "| \u001b[35m6 \u001b[39m | \u001b[35m0.5443 \u001b[39m | \u001b[35m0.33|0.33|0.33 \u001b[39m |\n", + "| \u001b[39m7 \u001b[39m | \u001b[39m0.5405 \u001b[39m | \u001b[39m0.28|0.28|0.42 \u001b[39m |\n", + "| \u001b[39m8 \u001b[39m | \u001b[39m0.5034 \u001b[39m | \u001b[39m0.01|0.49|0.49 \u001b[39m |\n", + "| \u001b[39m9 \u001b[39m | \u001b[39m0.4977 \u001b[39m | \u001b[39m0.01|0.42|0.56 \u001b[39m |\n", + "| \u001b[39m10 \u001b[39m | \u001b[39m0.5427 \u001b[39m | \u001b[39m0.27|0.36|0.36 \u001b[39m |\n", + "=======================================================\n" + ] + } + ], + "source": [ + "class SortingFixedPerimeterTriangleParameter(FixedPerimeterTriangleParameter):\n", + " def __init__(self, name: str, bounds, perimeter) -> None:\n", + " super().__init__(name, bounds, perimeter)\n", + "\n", + " def to_param(self, value):\n", + " value = np.sort(value, axis=-1)\n", + " return super().to_param(value)\n", + "\n", + " def kernel_transform(self, value):\n", + " value = np.sort(value, axis=-1)\n", + " return super().kernel_transform(value)\n", + "\n", + "param = SortingFixedPerimeterTriangleParameter(\n", + " name='sides',\n", + " bounds=np.array([[0., 1.], [0., 1.], [0., 1.]]),\n", + " perimeter=1.\n", + ")\n", + "\n", + "pbounds = {'sides': param}\n", + "optimizer = BayesianOptimization(\n", + " area_of_triangle,\n", + " pbounds,\n", + " random_state=1,\n", + ")\n", + "\n", + "logger = ScreenLogger(verbose=2, is_constrained=False)\n", + "logger._default_cell_size = 15\n", + "\n", + "for e in [Events.OPTIMIZATION_START, Events.OPTIMIZATION_STEP, Events.OPTIMIZATION_END]:\n", + " optimizer.subscribe(e, logger)\n", + "\n", + "optimizer.maximize(init_points=2, n_iter=8)" ] }, { @@ -595,7 +803,7 @@ ], "metadata": { "kernelspec": { - "display_name": "bayesian-optimization-t6LLJ9me-py3.10", + "display_name": "bayesian-optimization-tb9vsVm6-py3.9", "language": "python", "name": "python3" }, @@ -609,7 +817,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.9.6" } }, "nbformat": 4,