diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 92abf79..eccabac 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -6,7 +6,7 @@ repos: - id: check-useless-excludes # - id: identity # Prints all files passed to pre-commits. Debugging. - repo: https://github.com/adrienverge/yamllint.git - rev: v1.37.1 + rev: v1.38.0 hooks: - id: yamllint - repo: https://github.com/lyz-code/yamlfix @@ -42,7 +42,7 @@ repos: - id: python-use-type-annotations - id: text-unicode-replacement-char - repo: https://github.com/pycqa/isort - rev: 7.0.0 + rev: 8.0.1 hooks: - id: isort name: isort @@ -55,13 +55,13 @@ repos: # args: # - --py37-plus - repo: https://github.com/psf/black-pre-commit-mirror - rev: 25.12.0 + rev: 26.1.0 hooks: - id: black language_version: python3.12 exclude: tests/utils/fast_upper_envelope_org.py - repo: https://github.com/astral-sh/ruff-pre-commit - rev: v0.14.10 + rev: v0.15.4 hooks: - id: ruff # exclude: | diff --git a/docs/time_period2_ops.py b/docs/time_period2_ops.py index d36d312..4242d57 100644 --- a/docs/time_period2_ops.py +++ b/docs/time_period2_ops.py @@ -8,7 +8,8 @@ import numpy as np from numba import njit -import upper_envelope as upenv +import upper_envelope.jax as ue_jax +import upper_envelope.numba as ue_numba jax.config.update("jax_enable_x64", True) @@ -60,7 +61,7 @@ def value_func_jax(consumption, choice, params): def fues_jax_partial(endog, pol, val, exp_val_zero): - return upenv.fues_jax( + return ue_jax.fues_jax( endog_grid=jnp.asarray(endog), policy=jnp.asarray(pol), value=jnp.asarray(val), @@ -103,7 +104,7 @@ def fues_jax_partial(endog, pol, val, exp_val_zero): def drued_jorg_jax_partial(endog, pol, val, m_grid, exp_val_zero): - return upenv.drued_jorg_jax( + return ue_jax.drued_jorg_jax( endog_grid=endog, policy=pol, value=val, @@ -168,7 +169,7 @@ def drued_jorg_jax_partial(endog, pol, val, m_grid, exp_val_zero): # Numba FUES start = time.time() jax.block_until_ready( - upenv.fues_numba( + ue_numba.fues_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], @@ -184,7 +185,7 @@ def drued_jorg_jax_partial(endog, pol, val, m_grid, exp_val_zero): for _ in range(n_runs): start = time.time() jax.block_until_ready( - upenv.fues_numba( + ue_numba.fues_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], @@ -201,7 +202,7 @@ def drued_jorg_jax_partial(endog, pol, val, m_grid, exp_val_zero): # Numba DRUED-JORG start = time.time() jax.block_until_ready( - upenv.drued_jorg_numba( + ue_numba.drued_jorg_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], @@ -218,7 +219,7 @@ def drued_jorg_jax_partial(endog, pol, val, m_grid, exp_val_zero): for _ in range(n_runs): start = time.time() jax.block_until_ready( - upenv.drued_jorg_numba( + ue_numba.drued_jorg_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], diff --git a/docs/tutorials/ue_drued_jorg.ipynb b/docs/tutorials/ue_drued_jorg.ipynb index da84ea3..ec162bd 100644 --- a/docs/tutorials/ue_drued_jorg.ipynb +++ b/docs/tutorials/ue_drued_jorg.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "580725313169fe83", "metadata": {}, "source": [ "# Upper envelope comparison (period 2)\n", @@ -16,8 +17,7 @@ "Notes:\n", "- `upper_jorg_drued` interpolates only between adjacent input pairs as given (no sorting, no explicit intersection handling).\n", "- `fues_jax` explicitly handles intersections and can produce duplicated `m` points.\n" - ], - "id": "580725313169fe83" + ] }, { "cell_type": "code", @@ -31,7 +31,7 @@ "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "\n", - "import upper_envelope as upenv\n", + "import upper_envelope.jax as upenv\n", "\n", "jax.config.update(\"jax_enable_x64\", True)\n", "plt.rcParams[\"figure.dpi\"] = 140" @@ -200,13 +200,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 7, "id": "8e0689c4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -236,23 +236,23 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 8, "id": "636d2a94", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "id": "4d412f0d", "metadata": {}, "outputs": [ @@ -306,7 +306,7 @@ }, { "data": { - "image/png": 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VDxmbeNwqWqIdtQO32vPKO27CNoCOb1QzQ33ldwAAoI2lQXFTDf2muPaxN+OHuw6LHt26RqtZoWfEwGHVj4Z6+6fyPI319v/0o0ZfonLBJ9F79ivZo5SFVRXxfvSN+VFZv9dbI4Fb42FaY73bOkbgdkq3Zmw0bTk0pCNa8sUCgOVuUVXxpefi33iq/2NUalnt+weqNb5O7fnV69d53kg76l6ybOg1au+38XYs2V/ddlXUaUvt99dYO5Z+3Opevi3juFU11N7Sx/a9qnua9T0Q6gMAQBt7+q2ZtQbFLceMT+fHM1NnxlZD+ke70aVLRJ81qh9rbVV6nXmzsx79c9+fEmf+6fYYVPF+rFnxQfU0PojVKz6MbhULG3yJrhVVsVrMWH7vAWC5BW6Nh1PFgVvteUsP3OqGXNk2DbSjdOi2tNdoWjvq7b9O4NbQpdOmH7f66yy1vVUNtbe8Y9vYcavfltLvr3AVsObnirqXnrNbRmqtGxVdqrfPBqSvqJ5bUf/ydt3t0vrZ2hXFr714nepbU2rNrx7vfvF+F/9cPbPosXib4nUL+yper9DWNL+4vdXz0oyswHjt16hZt/r9Fs9fMk2TLkX7KbRhyetU77vQxi6L25JmFb+P6iP50acL4rEpHzUc9pb4zqTHmGEDY0DvHktet9C+wiM7RkXTLl1q3m52/IrbWFH0PO2/S/W0omjdimxeYfeF91P9HqqnUW9e4T3XbFd4Xli2eIOKEvsqPK/5CtbdVwOvU6pdhe9KrTYUr1v0WvVep/g1Coc5luwrlduq+zpL2tDIvgqvWeL9NNTmJcehxL7qvE5xG+YtWBR7XvRAzJ67IOp6u2pyNIdQHwAA2ticec0rWTN77rKVumkT3XtHrLph9Fh1w3hhUK/48xu1A/ousShWjY+WBP010/djUMUH2bRvxSfLHLbFUoOY0iHS0nvAlRkKNdKO2q/ZWDtKh2RNakfJ3nYNt6Ppx63xdUq2t2R4smR58X6betxKBW6l2lEIo6or7ywJsGpCnsJf8XWCq+LAbcl2S/64r72fJYFb7dBs8XutSWhqB26F9VLYVgi+io9frVCvZt+l16392oXlRUHd4oCi9r7qhmsV8fG8BfHyux83+BmUDMkiYvjgftF3xW51Arcu9dpcUet4VIde1evWDe7qti9qhWRFqc3i+Us+w+LArfp9F7Yr7K7QrtqBWyGIKxW2RSMhWXEIVtOKOoFbQ2Fb7fUbCMHqhEqF12oouGs0BCvxOnXbUPR1rbPvumFi9UoNhW2121s9b/7CRfG1cY/EnHn1w7CG9O5eGTd+Z9voXtl1qe+/bptLrVvz9amzbPG7qdfmBtct+m7Qvu6Y3PpndzWpg0W/FbvF2d/YuXXvmCTXDt5qrSaV2lwaoT4AALSxXt2bUxsloneP5m3XXoz75oi45rE3491ZcxsMwVKf/TcrIt6q6X0X0W3RvOqa5HV6ty0J9arDuprAL+2rjN5tpQOa0r3balpbRu+2kiFRI73oituwtBAslhbsLQ7Ejrv6ifj4s4bvgKirV/euccVhW0X3bl0b7pHWaJBVus0NbtuEHnmlwrZm9cir95kI21o7ELvhGIEY5TlkZNPCsEO2XjvWX7W3w0tZUjB/4IjBTfqOHbjVWgJ9muSo0evGjU9OjffnfBYtQagPAABtbNPBfbPeqk0NxDYZ1DfybJVe3eM7Y9dv62Z0CoduvXaTwopDt14ntl53leXaJjoOgRjtKQwb2Kt7HLn9UB8KvmO0K6v16RG/P2JkHDb+0RYJ9gv33gEAAG0ciDWFHmI0NRAb0GuFstYViNEcvmO0Rhi2tPNYOn+l9dL64DtGe7Pxmn3j5uNHxzE7rJt10FkWFVVV1VUCaTujRo3KppMmTfIxAAB0UtNnzY29Lnqg7F6I/zh+e6EFTfLstJlL7R1WCMQ2WrOPo0uT+Y7RGv+tvGLia3HtY29mA8YXpHAsXexOPfQF+viOkZfSdc9MnRmH7bdbdO1SEc888ViTthfqtwNCfQAAEoEYy5tADN8xOlIYlgaMT+PLpHJ0BizFd4zOlAsL9dsBoT4AAAVCV1qDQAzfMQBoe0L9HBPqAwBQl9AVAAA6tlHN7KlfuZzaAwAALINURmCrIf0dQwAAoJYutZ8CAAAAAADtlVAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6zXTeeedFRUVF9nj44Ydb9lMBAAAAAIAShPrN8Pzzz8dpp50WPXv2bM7mAAAAAADQLEL9Jlq4cGEcdthh8YUvfCG+/OUvN++oAwAAAABAMwj1m+iXv/xl/Pvf/47x48dH165dm3PMAQAAAACgWSqbt1nnNHny5DjzzDPjlFNOiY033rjJ248aNarB/Q4fPrwFWggAAAAAQEemp36ZFixYEIcffnh8/vOfj5NOOmn5fioAAAAAAFCCnvpl+tnPfpaV3XnkkUeiW7du0RyTJk1qUg9+AAAAAAAopqd+GVKYf84558SJJ54YW2yxRTmbAAAAAABAixPql+Gwww6L9dZbL84444yW/wQAAAAAAKBMyu+U2VM/6dGjR6Plc2688cbYb7/9yj32AAAAAADQJEL9Mhx55JEl599///3x8ssvx5e+9KUYOHBgDBkypGlHHwAAAAAAmkCoX4Zx48aVnH/44Ydnof5PfvKT2GabbZpy3AEAAAAAoMnU1AcAAAAAgJwQ6gMAAAAAQE4I9ZfBhAkToqqqSukdAAAAAABahVAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoX4ZZsyYEccff3yMGjUqVl999ejevXsMGjQodtppp7j++uujqqpq+X9SAAAAAAB0ekL9Mrz//vsxfvz46NmzZ+y3335xwgknxB577BHPPvtsHHDAAfGtb32r03+RAAAAAABY/ipb4TVyb+jQoVlv/crK2odr9uzZsc0228Tvfve7+N73vhcbb7xxm7URAAAAAICOT0/9MnTt2rVeoJ/07t07dt999+znV155peU/HQAAAAAAKCLUXwZz586Nu+++OyoqKmKjjTZall0BAAAAAMBSKb/TBKkEz4UXXhiLFi2Kd999N2655ZZ488034/TTT48NNthgqdungXZLmTx5cgwfPrwpTQEAAAAAoBMS6jcx1D/zzDNrnnfr1i3OP//8bOBcAAAAAABY3oT6TTBkyJCoqqqKhQsXZj30r7nmmvjpT38aDz30UFx77bUl6+4XmzRpUpN68AMAAAAAQDE19Zs5cG4K+E866aQ455xz4sYbb4zf/e53zdkVAAAAAACUTai/jHbbbbdseu+99y7rrgAAAAAAoFFC/WU0bdq0bLq00jsAAAAAALCshPpleOqpp2LmzJn15n/44Ydx8sknZz/vsccey/xhAAAAAABAY3QvL8OECRNi3LhxMXbs2FhnnXWiZ8+eMWXKlLj55ptjzpw58ZWvfCUOPfTQcnYFAAAAAADNJtQvwwEHHJD11H/44Yfj/vvvj08++ST69+8f22+/fXzzm9+Mgw8+OCoqKpr/KQAAAAAAQBmE+mVI4X16AAAAAABAW1JTHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA50WFC/c033zwuvfTSmDVrVls3BQAAAAAAlosOE+o///zzcdxxx8Uaa6wRhx9+eEycOLGtmwQAAAAAAC2qw4T677zzTvz617+O9ddfP/7whz/EmDFj4vOf/3xccMEF8f7777d18wAAAAAAYJl1mFC/X79+cfzxx8e///3vePTRR+Poo4+Ot99+O0488cQYPHhwHHTQQXHHHXe0dTMBAAAAAKDZOkyoX2zEiBFx2WWXZaH++PHjY+TIkXHdddfFHnvsEUOHDo1zzz03WwYAAAAAAHnSIUP9ghVXXDG+9KUvxZe//OVYc801o6qqKqZMmRKnnnpqDBkyJKvB/8knn7R1MwEAAAAAoHOH+nfeeWccfPDBMWjQoKwEz6JFi+Lkk0+OF198Ma655prYfPPN49JLL82CfQAAAAAAyIPK6ECmTZuWldu58sor4/XXX8/m7brrrnHMMcfEvvvuG127ds3mbbDBBnHggQfGPvvsEzfddFMbtxoAAAAAADpZqJ8C+ttuuy0WLlwYq622Wpx00knZYLmpzE5Dtt1227jllltatZ0AAAAAABCdPdRP4fwuu+xS0yu/srKyrAsBqdY+AAAAAADkQYcJ9V955ZUYOnRok7YZPnx49gAAAAAAgDzoMAPlNjXQBwAAAACAvOkwof4FF1wQAwYMyAbLLSXNHzhwYFx00UWt3jYAAAAAAGgJHSbUv+6662LTTTdtsEZ+mr/ZZpvFNddc0+ptAwAAAACAltBhQv2XXnppqfXxN95443j55ZdbrU0AAAAAANCSOkyo/8knn0TPnj0bXadHjx4xZ86cVmsTAAAAAAC0pA4T6q+zzjrx0EMPNbrOpEmTYvDgwa3WJgAAAAAAaEkdJtTfe++9Y+LEiTF+/PiSy8eNG5ct32effVq9bQAAAAAA0BIqqqqqqqIDeO+992LzzTePt99+O8aMGRO77rprDBo0KKZOnRp33HFH3H///dlguU888UQMHDgw2pNRo0bV3EkAAAAAAEDHN6qZuXBldBApqL/nnnvi61//etx7773Zo6KiIgrXLEaOHBlXXXVVuwv0AQAAAACg04X6yQYbbBCPPPJIPP744/Hoo4/GjBkzol+/flmgP2LEiLZuHgAAAAAALJMOFeoXpABfiA8AAAAAQEfTYQbKBQAAAACAji63PfXPOuusrGb+d77znejfv3/2vBxpm1NPPXW5tw8AAAAAAFpaRVVhJNmc6dKlSxbQP//88zFs2LDseTnSNgsXLoyOMMoxAAAAAAD51NxcOLc99e+5555suvbaa9d6DgAAAAAAHVVuQ/0xY8Y0+hwAAAAAADoaA+UCAAAAAEBOCPUBAAAAACAnclt+pzBQblOlbRYsWLBc2gQAAAAAAMtTbkP9HXbYoVmhPgAAAAAA5FVuQ/177723rZsAAAAAAACtSk19AAAAAADIidz21G9Mqpn/0ksvxcyZM6NPnz7xuc99LiorO+RbBQAAAACgE+lQPfU/+uijOOaYY6Jfv36xySabxPbbbx+bbrpp9jzN/+CDD9q6iQAAAAAA0GyVHSnQHzVqVNZDf5VVVonRo0fH6quvHtOnT4/HH388xo0bF/fdd19MmjQp+vfv39bNBQAAAACAzttT/+yzz84C/Z/85CcxZcqUuPXWW+PKK6+MW265JXv+05/+NF5++eU455xz2rqpAAAAAADQLBVVVVVV0QGsu+66MXTo0LjrrrsaXGeXXXaJV199NXu0J+kOgyTdRQAAAAAAQMc3qpm5cIfpqT9t2rTYZpttGl1n6623ztYDAAAAAIA86jChft++fbMyO41Jy9N6AAAAAACQRx0m1N9xxx3juuuuizvvvLPk8lSWJy1P6wEAAAAAQB5VRgdx+umnx8033xy777577LnnnjFmzJhYbbXVYvr06XHvvfdmA+eutNJKcdppp7V1UwEAAAAAoHOH+htttFHccccdcfjhh2fhfnpUVFREYRzg9dZbLyZMmBAbb7xxWzcVAAAAAAA6d6ifbLvttvHiiy/GxIkT46mnnopZs2ZFnz59YvPNN4/tttsuC/kBAAAAACCvOlSon6TgftSoUbHKKqvEzJkzs4Fxhw0bJtAHAAAAACD3OsxAucl7770XRx99dPTr1y822WST2H777bNpen7MMcdkywEAAAAAIK86TKg/derU2GqrreKKK66Inj17ZgPmfvOb38ym6fm4ceNi5MiR2XrN2feFF14Yu+22W6y99tqxwgorxOqrrx5f+cpX4pFHHlku7wcAAAAAADpsqP+jH/0o3njjjTjzzDNjypQpccstt8SVV16ZTdPzM844I5v++Mc/bvK+L7744vjBD34Qr776auy6665xwgknZHcB3HTTTVkd/2uvvXa5vCcAAAAAAChWUVVVVRUdQKqhv/XWW2chfkO++MUvxmOPPRYffPBBk/Z9ww03xMCBA2P06NG15j/wwAOx8847R+/evWPatGnRvXv3ZrU9jQGQTJo0qVnbAwAAAACQL83NhTtMT/3PPvsstthii0bX2XLLLbP1mmr//fevF+gnad7YsWPjww8/jGeeeabJ+wUAAAAAgKaojA4iBfYvvPBCo+uk5Wm9ltStW7dsWllZWfaVl7omT54cw4cPb9F2AQAAAADQ8XSYnvpnn312/OMf/4gJEyaUXD5+/PisNM8555zTYq+Zavjfeeed2aC5m2yySYvtFwAAAAAAOnRP/XvuuScrhXPkkUfGeeedF9ttt12suuqq8e6778aDDz4YL774Yuy2225x9913Z4+CioqKOPXUU5v8evPnz49vfOMbMW/evOz1unbtutRtGqqN1FAPfgAAAAAA6JAD5Xbp0rybDlKov3DhwiZts2jRojjssMPiqquuiqOPPjouv/zyWBYGygUAAAAA6FxGNXOg3A7VU781pGsgKchPgf7Xv/71uOyyy1rldQEAAAAAoMOE+mPGjFnur5F66B911FFx5ZVXxiGHHJLV72/uHQIAAAAAANBUEulmBPoHHXRQ/PGPfyyrjj4AAAAAALSUDtNTf3kH+mkA3tQz/6tf/WpWekegDwAAAABAaxPql+Gss87KAv1evXrFsGHD4pxzzqm3zn777RebbbbZ8viMAAAAAAAgI9Qvw+uvv55N58yZE+eee27JdYYMGSLUBwAAAABguRLqlyH10k8PAAAAAABoSwbKBQAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICcq27oBlG/RokXx0UcfxezZs2PevHlRVVXl8EErq6ioiO7du0fv3r1j5ZVXji5dXBsFAAAAoPUI9XMU6L/11lvx8ccf1woXgdb/t/jpp59mj/TvcfDgwYJ9AAAAAFqNUD8nUg/9FCB269YtVl999ejZs6dQH9pAukMm/Vt85513sumMGTOif//+PgsAAAAAWoW6ETmRSu4kKdDv1auXQB/aSLpDJv0bTP8Wk1mzZvksAAAAAGg1Qv2cSDX0k9RDH2h7hX+LhX+bAAAAANAahPo5KvmRegirow/tQ+HfowGrAQAAAGhNQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9ct01VVXxbe+9a0YMWJEdO/ePSoqKmLChAnREc2dvzAefe3DuPuF6dk0PQcAAAAAoO1VtnUD8uKUU06JKVOmxIABA2KNNdbIfu5o3pk5N66Y+Gpc+/hbMfPT+TXz+67YLQ4cMTiOGr1urNanR5u2EQAAAACgM9NTv0zjxo2L119/Pd5777349re/HR3Ns9Nmxt4XPxC/e+C1WoF+kp6n+Xtd9EC2Xlu59957szskzjjjjJg0aVLsvvvu0a9fv2xeMn78+Nh3331jyJAh0aNHj+jfv3+2zj333FNrPx9++GF07do19ttvv1rzH3vssWxf6fHWW2/VWrb11ltH7969Y8GCBa3wTgEAAAAAShPql2mXXXaJddZZJzqi1EP/sPGPxvtzPmt0vbQ8rTd91txoSw899FCMGTMm+/mYY46Jgw46KPv5O9/5TkyfPj37rH7wgx/E3nvvnYX/6flNN91Us30K+zfddNO47777YtGiRbUuGhQUXwiYPXt2PPHEEzF69OiorHRzCwAAAADQdiSUrWjUqFEl50+ePDmGDx8ebSWV3FlaoF+Q1rti4mtx8p6fj7byz3/+M6644oo44ogjas1/7rnnYujQobXmvf3229k4CP/93/+d9eIvGDt2bPz617+Op556KrbYYouaIH+TTTbJLgykn7/xjW9k8x944IGsh37aBgAAAACgLemp38mlQXBTDf2muPaxN9t08NzNN9+8XqCf1A30kzT+wVe+8pV4+eWXa42DsOOOO2bTu+++O5um0H7ixImx0047ZcsK84t77Re2AQAAAABoK3rqt6JUCqYpPfhbw9NvzaxXQ39pZnw6P56ZOjO2GtI/2sLIkSNLzn/11Vfj5z//eRbIT506NebNm1dr+bRp02pKKO2www7RpUuXLLA/8cQT4/HHH8/K7KTe+Kl3/7XXXhuvvfZadqEgrdOnT5+aHv0AAAAAAG1FqN/JzZnXtEC/YPbc5m3XElZbbbV681555ZUs7J81a1YWzO+zzz5ZEJ+C+1QrP9XPLw750wC7qcd/obROCu7Tuinsf/fdd7N10rxUf//JJ5+MPffcMxtcFwAAAACgLQn1O7le3bs1a7vePZq3XUuoqKioNy/Vx//oo4/iqquuiq997Wu1ln3729/OQv26Uvj/r3/9K3uk4H+zzTaLlVdeOXusueaaWag/cODAbDBd9fQBAAAAgPZATf1ObtPBfaPvik0L6Put2C02GdQ32pP//Oc/2fRLX/pSrfkpkH/wwQdLblOokX/77bdn66R6+gUpxE+hvnr6AAAAAEB7ItTv5Hp06xoHjhjcpG0O3GqtbLv2pFArPw12W+yXv/xlTJ48ueQ2o0ePzkrqXHLJJfHxxx/X6o2ffk51+VPP/1SqJ/XiBwAAAABoa0J94qjR68aAXiuUdSQG9uoeR24/tN0dtVRip1u3brH//vvH4YcfHieccEJst912cdZZZ8Vee+1VcptUc3/LLbeM9957Lwv3U8hfUAj407IxY8Zk9fYBAAAAANqapLJM48aNy8Li9Ljuuuvqzfvb3/4WebVanx7x+yNGLjXYT4F+Wi+t396kQW/vuOOOLKS/4YYbYvz48VkP+1RWZ8SIEQ1uVwjv0zq9e/eumb/uuuvW9P4vlOkBAAAAAGhrFVVVVVVt3Yg8SMH973//+waXn3766XHGGWc0a9+jRo3KppMmTWpwnRdeeCGbbrjhhrG8TJ81N66Y+Fpc+9ibMePT+bVq6KeSO6mHfnsM9KGttMa/SwAAAAA6plFl5MKlVC6n9nQ4EyZMyB4dWQrsT97z8/HDXYfFM1Nnxuy586N3j+pBcdtbDX0AAAAAgM5IqE89KcDfakh/RwYAAAAAoJ1RUx8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUJ1c+++yzOOWUU2K99daLFVZYISoqKuLee++NvEnt3nHHHdu6GQAAAABAzlS2dQOgKX71q1/FueeemwXihxxySFRWVsaQIUMcRAAAAACgUxDqkyu33HJL9OrVK+64447o1q1b5NXzzz8fK620Uls3AwAAAADIGaE+uTJt2rRYZZVVch3oJxtuuGFbNwEAAAAAyCE19cmFM844I6tD/9prr8WUKVOynwt16QvLStXWnzBhQrYsTet6+umn4+CDD4411lgjq8+/zjrrxHe/+9344IMP6q17zz33xB577BFrrrlmdO/ePZum1x43blyL1dR/6aWX4kc/+lFsscUW2YWLHj16xLBhw+Kkk06KOXPm1Fr3vvvui65du8aWW26ZjTNQt61p2ciRI2P+/PnNah8AAAAA0D7pqU8uFALwCy+8MJt+//vfz6apnv7rr7/e5P39/e9/jwMPPDALv7/0pS/FWmutFc8991xccsklcfvtt8cjjzwSK6+8crbuzTffHPvss0/069cv9t133+wiwHvvvRdPPfVU/OlPf4qjjjqqRd7jDTfcEFdccUWMHTs2e7+LFi2Khx9+OH75y19mIf79999fc4fCmDFj4ic/+Uk2vsDJJ5+cjTWQfPjhh/GNb3wjK+1z9dVX5/6OBgAAAACgNqF+B7D1z+6Mj+ctjPauZ/eu8cjJuzRr2xRyp0ehx33qnV9Q/HM5Uk/8FHwPHDgwHnzwwVh77bVrlv35z3+OQw89NE477bS4+OKLs3njx4+Pqqqq7E6ATTfdtN6+Wkpq0w9/+MPsroFiZ511Vpx++ulx7bXXxte+9rVa7/uuu+6KCy64IHbbbbfskS4wTJ06Na688spYf/31W6xtAAAAAED7oPxOB5AC/TnzFrT7R3u58PCHP/whZs2aFT//+c9rBfrJIYcckpW/ueaaa+ptt+KKK9abl8rktJRBgwbVC/ST4447LpveeeedteZXVlZmvfF79+4dhx12WNZr/8Ybb8zuQDj88MNbrF0AAAAAQPuhpz6dTippU5i+8sor9ZbPnTs33n///ewxYMCALCRPpXG23nrrLPTfaaedYvTo0bHqqqu2aLvS3QCph326G2Hy5Mkxc+bMrARP8SDBdQ0dOjQuvfTSrAf/Kaeckl2k+O1vf9ui7QIAAAAA2g+hfgeQytrkQXtpZ6o7n/zmN79pdL2PP/44C/UPOuigrDZ9quefAvP//d//rRnoNpW+2WyzzVqkXccff3xW0z/V9091/lPt/jQob3LmmWfGvHnzSm636667Rq9evbLBdL/+9a9ntf8BAAAAgI5JqN8BNLdOfUfRpUt1FakFCxbUW5Z6u9fVp0+fbPrMM8/E8OHDy3qN/fffP3uksj0PPfRQzaC2u+++e7z44ovLHKS/++672UWGVLN/0qRJ2UC3Be+8804W6jfkv/7rv7JAP5UCShcZDj744Nhkk02WqT0AAAAAQPukpj65t/LKK2fTNEBsXU8++WS9eamMTpLC86ZKFwS++MUvxuWXX57VrU9h/COPPBLL6tVXX83K7+yyyy61Av3kgQceaHC7iy66KG6++easLbfeemssXLgwKxGUSggBAAAAAB2PUJ/cGzFiRM0AuMU16FNo/6c//alkz/Y0uOxPf/rTePbZZ+st/+STT2rq7id33XVXyZA8BfoNDaDbVOuss042TXcBFL+Ht956K0466aSS26Q7DX784x/HeuutFxdffHFstdVWWY/+9J5OPPHEZW4TAAAAAND+KL9D7m2zzTYxatSouPvuu7PpDjvsEFOmTIm///3vsc8++8SNN95Ya/2BAwfGn//85/jqV78aX/jCF7Ke9xtuuGEW3Kft7rvvvth2223jtttuy9Y/4YQT4o033shq6A8ZMiSrpz9x4sR49NFHs/W22267ZX4PqX7+V77ylbj++uuzixQ777xzTJ8+Pf7xj39kA/OmnvzFUlsPPfTQrOTQ1VdfndXUT1LIf/vtt2elfNL72nvvvZe5bQAAAABA+yHUJ/dSyJ4C/B/+8IdZKZrUgz2F9WnetGnT6oX6yV577ZWV5jn//PPjzjvvjH/+85/Rs2fPGDx4cNaTPw04W/CTn/wkq6H/r3/9KwvM06C5Q4cOjfPOOy+OPfbY6Nq1ZQYAnjBhQnbRIAX7qef92muvnb2nFNSvsMIKtdZNPfEnT54c55xzTowcObLW+AJ//OMfs/d/xBFHxNNPPx2rr756i7QPAAAAAGh7FVWpkDdtKvUuX1qN9xdeeCGbph7l5FvqZZ9K9uy2227ZRQLyy79LAAAAAJZnLlyKmvrQyl555ZVsmu4KAAAAAABoCuV3oJWkGvmprE6hHND+++/v2AMAAAAATSLUhxZw4YUXxowZMxpd56mnnopbbrkl1ltvvfjtb3+b1fUHAAAAAGgKoT60UKg/ZcqUpa53zz33xI477uiYAwAAAADNItSHFvD66687jgAAAADAcmegXAAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABATgj1AQAAAAAgJ4T6AAAAAACQE0J9AAAAAADICaE+5Mzrr78eFRUVcfjhh0d7l9qY2pranBdDhgzJHgAAAADQHgn1AQAAAAAgJyrbugFA0wwaNCief/756Nu3r0MHAAAAAJ2MUB9yplu3brHhhhu2dTMAAAAAgDag/A65MWHChKw+e5rWde+992bLzjjjjJp56fmOO+4Yb775Zhx00EGxyiqrRM+ePbN5Dz30UIP13//zn//Ez3/+81h//fWjR48escEGG8T5558fixYtKtmu+++/P/bZZ58YMGBAdO/ePVv/lFNOiU8++aTBNk6aNCl233336NevXzavpWrqv/HGG3HkkUdmvflXWGGFGDx4cPY8HYO60nFI+5k3b16cdtpp2ftNFwyKj2G5nn322dh7772jd+/e2R0Ee+65Z0yePHmpn+PNN98co0ePzrYr1LFv6udc8Nprr8VRRx0Va6+9dvY5rLHGGtkxmjJlSsl23HTTTbHVVlvFiiuuGKuttlocffTR8dFHHzX5vQMAAABAa9JTnw4thbTbbbddFvAec8wxMXXq1PjLX/4SY8eOjdtvvz0Ltuv6/ve/Hw8//HAceOCBWah/ww03xI9+9KN45ZVX4re//W2tdS+77LI49thjY+WVV86C/YEDB8Zjjz0W5557btxzzz3ZI4XrxdIFhZ/97GdZG1KbUhDfEl5++eXYfvvt4913383asvHGG2dh+/jx4+Mf//hHPPjgg1lwX9f+++8f//73v7OLDP3794911123Sa+bwvt0jOfMmZPtK13UePTRR7N5X/jCFxrc7rrrros77rgjuxiQjuHs2bOjuR555JGs/R9//HH23tP7TBc//vSnP8Wtt96aXUQpfl9/+MMf4rDDDos+ffrEN77xjeziSjpGu+yyS3z22Wf1PjMAAAAAaC+E+h3FeetGzP802rVuK0b86NVWfcmnn346C21///vf1/SITz3XU6Ceema/+OKL0aVL7RtWUiifQu4111wze37mmWfGtttuG5dffnl8/etfz3qWJ88991x897vfjc022yzuvPPOLBAv+MUvfhE/+clP4uKLL44TTjih1v7/+c9/xhVXXBFHHHFEi77Xb3/721mgny48pIsFBand3/rWt7LlqZ11TZs2LTtOxe1viuOOOy5mzZoVV111VXzta1+rmX/yySdndzw0JIXtKdRPQfqymD9/fhx88MHZnRSPP/54rQsJEydOzC7cfO9734v/9//+XzYvtTV9bumujfRZDxs2LJufLsSktrz99tuxzjrrLFObAAAAAGB5UX6no0iB/vxP2vmj9S86dO3aNQtri0vcjBkzJisPk3relyrDc/zxx9cE+kmvXr2y8jRJujhQkMLzBQsWxEUXXVQvEE89+1Ov/T//+c/19r/55pu3eKCfyuvcfffdsdFGG2UXK4ql55///OfjrrvuKlmGJ120aG6gn+4yuO+++2LTTTetFegXQv3UA74h++233zIH+knqYZ965adjXvfOgHTnwr777hu33HJLFuYnf/vb37Kf02dQCPSTVHoofVcAAAAAoD3TU7+jSL3g27s2aGPqcb3WWmvVm59626d67k899VQW/NZdVmr9JK1fkEr0JLfddlvJHvApJH7hhRfqzR85cmS0tCeffLLmgkXdGv3p+Q477BDPP/98dgdC3eOxLO1J+0vqHsPCxZB0F0Oqg19KSx2HwueQjnWpWvvvvPNO1ov/pZdeihEjRtS0udTnPGrUqKisdFoEAAAAoP2SXnUUrVzWJi9WXXXVkvPTwKjJzJkzy9omzUtleorX//DDD7NpU3t3F167JRV6oTe079VXX73B97ss7Snsb2nHuanLmqLwOaT6+Y1J9faX1uZ0Z0caUBkAAAAA2ivld8iNQu37VPKmrlJhdZJqzJcyffr0bNq3b9+ytknzUm/v4vXTIKuFQL2qqqrBR111e9K3hEJbCu+rrsL8wnot1Z7C8VjacS6loddt6udceE+pZn5jn0O6i2FpbV64cGF88MEHDbYZAAAAANqaUJ/cWHnllbPp1KlTGyw/U9eUKVNK1pF/4IEHsmkqD9PQsqWtv/XWW9cq/9KWCu26//77611ISM8be7/LolDDPg1IW9ecOXNqlStaXp9z4XOYNGlSk9pc6nNO+yh1MQEAAAAA2guhPrmxxRZbZL27r7nmmpg7d27N/Jdffjn+53/+p+Q2qef1T3/601pBdxrYNQ2cuv7668e2225bb5s08O20adNqhdNnnXVW9vM3v/nNmvnHHntsVn/9u9/9bskLBzNmzGjwYkNLW3vttWPs2LHx7LPPxvjx42stS8/T/J122qnk+ALL+rqpXv/TTz9dr/zNz372s+wYLO/POQ2Em9pxwQUXZBc16po/f36tiw5p/dS7Px2XVGe/eL1TTjmlye0FAAAAgNakpj65MWjQoDjooIOysHfLLbeML37xi1kJlRtvvDH7+frrr6+3zaabbpoN1LrNNttkoXYK69P2aRDb3/3udzWlXopttdVWWW/u9Frdu3ePG264IV5//fU4+uijswC7YPjw4fG///u/8X/+z/+Jz33uc7HnnnvGeuutl5XjefXVV7OLB4cffnhcdtll0RouvfTSbMDa1M5UimajjTaK5557Lv7+97/HwIEDs+XLw29+85vYbrvtsgsef/vb32KDDTaIxx57LB599NFsMNpSPeJb8nNOn9Ff//rX2GOPPbISOzvvvHP22SRvvPFG9vqpTn5h0OJUfidduEmfTfqsDz744GzeP/7xj1hxxRVjjTXWaMGjAwAAAAAtS0/9JkhBZQpuU3mQnj17xsiRI+Pqq69u4Y+ExlxxxRVZz/hU9zyFyamH+OWXXx7HHXdcyfXTZ5V6aa+zzjrx29/+Nq677ros4L/77rtjxx13LLnNhRdeGD/84Q/j1ltvjUsuuSQbPPWXv/xlyVA8BeipZEvq/Z2mv/71r7OA+f33348f/OAH8f3vf7/VPtB0YeHxxx/PwuoUqJ9//vnZND1P391hw4Ytl9dNAfqDDz6YBe633XZbdszSRZM0b911122VzzmF8//+97/je9/7XhbkpwspV155ZRbk77ffftnFl2KHHXZYdpEgXYD4/e9/nz3ShYk777wzVlhhhWa1GQAAAABaQ0VVqZE8qSf19t59992zwK/Qszf14H7ttdfi3HPPjZNPPrnZR23UqFFLrQle6GW84YYb+nTKlEq4pJ7b6bMrRwq/U7ibPtMhQ4a02+Ocvguf//zn45hjjskuVNC2n0Xi3yUAAAAAyyMXLkVP/TKkgTOPOuqoLCRONbtT2ZZf/epXWc/gjTfeOE4//fSs3je0hldeeSWbDh482AEHAAAAgE5GqF+GVKrlP//5Txx66KGx+eab18zv3bt3nHrqqVnon0p9wPKUBnU96aSTsgF601gAqeQPAAAAANC5GCi3DIXyLbvttlu9ZYV5aVBUaK4zzjhjqeukQWhffPHFrDZ+Gug1DQK8vL7v5ZQs2myzzbJ69QAAAABA6xHql6FQWicNqllqINYBAwaUVX6nUCOprsmTJ2eDjdKymjpcxIQJE7JHWzjzzDPLWq816v2nQL+c9qTBZoX6AAAAANC6hPplmDlzZjZNg+OW0qdPn3jrrbda9pOhU2lP41WnuwbKuXMAAAAAAGh9Qv1W1NAoxg314AcAAAAAgGIGyi1DoYd+ocd+XbNmzWqwFz8AAAAAALQUoX4ZCrX0S9XN/+ijj+L9998vWW+/JVVUVGQlWtpTmRbozAr/HtO/TQAAAABoLUL9MowZMyab3nHHHfWWFeYV1lleunfvnk0//vjj5fo6QHkK/xYL/zYBAAAAoDUI9cuw8847x7rrrhtXX311PPXUUzXzZ8+eHWeffXZUVlbG4Ycfvjw/p+jdu3c2feedd2LOnDl67EMbSb3z07/B9G+xMFA2AAAAALQWA+WWc5AqK2PcuHGx++67x+jRo+OQQw7JgrwbbrghXnvttTjnnHNi2LBhy/WDWnnllbOewenx5ptvZvOU/YDWV1wCq2fPntGvXz8fAwAAAACtRqhfprFjx8bEiRPj9NNPj2uvvTY+++yz2HjjjbOe+l/72teW/y0VXbrE4MGDY8aMGdnAvPPmzdNbH9pA+reYSu6kC3sp0E/PAQAAAKC1CPWbYOTIkXHrrbdGW0nhYf/+/bMHAAAAAACdjy6mAAAAAACQE0J9AAAAAADICaE+AAAAAADkhFAfAAAAAAByQqgPAAAAAAA5IdQHAAAAAICcEOoDAAAAAEBOVLZ1A4h49dVX45NPPolRo0Y5HAAAAAAAncDkyZNjpZVWavJ2Qv12YOWVV46O+qVMhg8f3tZNATow5xrAeQboCPxOAzjXQOez0korNSsbrqiqqqpaLi2i0yvceTBp0qROfyyA5ce5BljenGeA1uBcAzjXAOVSUx8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICcqqqqqqtq6EQAAAAAAwNLpqQ8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQnya78cYbY9ddd41VVlklVlxxxRg6dGgccsgh8eabb5a9j9mzZ8fpp58ew4cPj5VWWin69esXW2yxRZx55pk+EWCZzzMzZsyI0047LTbddNPo3bt3DBgwILbaaqu45JJLYu7cuY4wdGITJkyIioqKRh8777xzWftatGhRdl5J55p0rho4cGAceOCB8fLLLy/39wG0by11rpk4cWKccMIJseWWW2a/F/Xo0SM23HDD+PGPf5z9vgN0bi35e02x+fPnx2abbZZtn845QPtT2dYNID+qqqri29/+dlx++eWx3nrrxcEHH5yFZdOmTYv77rsvpkyZEmuttdZS9/PGG2/ETjvtFK+++mrssssusddee8W8efPilVdeieuvvz4L+4HOqSXOM+kP3PSHbzrHbL/99vGtb30rO8fceuut8d3vfje7YPDPf/4zunRxXRs6o/QHakO/a/z1r3+NZ599Nnbfffey9pXOV7/73e9io402ys4v06dPj7/85S9xxx13xEMPPZTNBzqnljrXHHDAAfH+++9nv9N885vfzAK2e++9N84777zsb6d0rll11VWXwzsAOtvvNcXOPvvsLKMB2q+KqpSgQBkuuuii+N73vhff+c534n/+53+ia9eutZYvWLAgKisbv060cOHCGDVqVEyePDluvvnmGDt2bJP3AXRcLXGeSX/kpt5rP/jBD+KCCy6omf/ZZ59lfxA/9thj2QWCHXbYYbm9DyB/0jlizTXXjJkzZ8Zbb70Vq622WqPr33PPPVknhdGjR2cXCrt3757Nv+uuu7I7jdL8dK4BWJZzzS9/+csszF9jjTVq5qU/4dPvSpdeemkce+yx8Zvf/MZBBpbpXFPsiSeeiK233jr7W+r444+Pz33uc/HCCy84wtDO6KZIWT799NOsNM66664bF154Yb2gLSknjE9XilOgduKJJ9YL9MvdB9AxtdR5JvXQT/bcc89a81dYYYUsaEvefffdFms30DGku3g++OCD2Hvvvcv6wzf10E/OOeecmkA/Sbe4px5x999/f7z00kvLtc1Axz/XpI4KxYF+knrrn3rqqdnPLh4CLXGuKb4YcPjhh8c222wTxx13nIML7ZgElbKkHmgffvhhdnJPve3//ve/Z3+oplr4qYTO+uuvX9Z+0i3pyVe/+tWsNnbqrZ9KZaQyG3vssUf06tXLJwKdVEudZzbeeONsetttt2XbFdeFvPPOO7O61+mOIYBiV1xxRTY96qijyjowqfxFz549Y7vttqu3LIX66RyUwrZhw4Y50ECzzzUN6datWzbVKQpoyXPNGWeckY0N9O9//zu7gAi0X0J9yvL4449Xf2EqK+MLX/hCvPjiizXLUl3qVObiV7/6Vdn7SQM+pW1SneuCNLjctddeGzvuuKNPBTqhljrPpF9c//jHP8b//b//N9tnGiA3nWtSwPbRRx/F1VdfHYMGDVqu7wXIlzReRyqbk84NX/ziF5e6/scffxxvv/12DB8+vORdRRtssEE2NWAusCznmsaMHz8+m+62224OMtAi55pUVSGVMv3Zz36mUwLkgPI7lKVQqiKFZH369IlHH300Zs+end1annqgpfmppmO5+0mDyX3/+9/Peuu/9957WR3tVOttv/32y/5IBjqfljrPpJ74qQft17/+9ayXbLoQcPHFF8d//vOfOPTQQ7O6+gDFrrzyyli0aFH813/9V8mQvq70O0vSt2/fksvTOax4PYDmnGsa8tRTT2UlC9MAuT/60Y8cXGCZzzWpE1S6Y3rzzTePE044wRGFHBDqU5b0H4RCTeq//e1vWc/XVConDQKX6uSnXrQpcCt3P6mu2y9+8YsYPHhwDBgwIAv5Uy/c9Mdv4TYxoHNpqfPM+++/n9XOf/jhh2tKfL3zzjtx2WWXZb/gpkGfUo99gMK5J50b0i3mRxxxhIMCtOtzzWuvvZb9LZVKFV5zzTXZ31IAy3quSeN0pDsM011Ay3LREWg9Qn3KUuiJNmLEiGwE9br1q9PAlqkXbArPytnPl770pXrL9tlnn1olOIDOpaXOMz/84Q/joYceiuuvvz4bLDftNw0OdfTRR2e3k6aBdNNAvACF8TzeeOON2GmnnWLo0KFNOl811BN/1qxZtdYDaM65plRJjbFjx2Z3OqcOD+lngGU91zzxxBNxwQUXxE9/+tPYZJNNHFDICaE+Zfnc5z6XTdOAlaUU5n/66afN3k+5+wA6ppY6z6Te+f37949NN9203rL0y23yr3/9qwVaDHTWgeTSALlrrLFG1mM29Zatq1BLv1BbH2BZB8h9/fXXs7HHpk2blo1DlnrrA7TEuebpp5/Ofp9Jg+SmHv7FjySNdZZ+bujvNKBtGCiXshR6gTz//PP1ls2fPz9eeeWV7A/cNNhtY1Kg9uCDD8Zzzz0X+++/f61laV4yZMgQnwp0Qi11nvnss89i7ty52TSV8imWerYl3bt3b9G2A/n0wQcfxE033ZRdCPzyl7/cpG3HjBmTlb5Iv9fssMMOtZbdfvvtNesALMu5pm6g/5e//CX23XdfBxVosXNNGr/syCOPbPAiQbrz8IADDoiVVlrJUYd2RE99yrLeeuvFbrvtloVq48aNq7Us1cZP5TDSfzQqKytralq/8MIL2bRYGqglhWlp0MqpU6fWzE+DYaYR1pMDDzzQpwKdUEudZ7bbbrtYsGBBnH322fUGfyrMc7s6kPzxj3/MLgCmgbUbutjX0LnmmGOOyaannHJKto+Cu+66Kwv1U9Cf/kgGWJZzTSHQT387pQuJzbkoAHQOzT3XbLvtttnfX6Ueyeqrr579fNFFF7XaewGWrqKqqqqqjPUgq2WdTvbvvvtu7LXXXrHhhhvGk08+GXfffXess8462aCU6WSfpNu2zjzzzDj99NOzn4ulQP/444+PVVZZJfulNP3HJpXLSL+wpj+Qf/vb3zra0Em1xHnmqaeeysK0dLFw5MiRWcifeu6nkC3V099yyy1j4sSJ0aNHjzZ8p0B7kOrGTp48ObvtvKEaso39TpPG6kh/5G600UbZOWv69OlZL9p0fklje6T5AMtyrkl3Mada+ttss03svvvuDW4LsKy/15SSyu6kMqnpQgDQvii/Q5N60aZBbE877bS47bbb4o477sjCte985zvZvFVXXbWs/Xz3u9/Nfjk9//zzs94mqUdtGgTz5JNPzv44BjqvljjPbLbZZlnN/J///OdZj9lLLrkk692//vrrZ7/AnnjiiQJ9IB599NHsD9908a+5g8Kljghp/I40Tb3XevXqFfvss0+ce+65eukDLXKuSYF+kjo2pEcpQn2gJX6vAfJFT30AAAAAAMgJNfUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAy9W9994bFRUVccYZZ8RDDz0UY8eOjd69e8fAgQPj2GOPjU8//TRb77bbbovtttsuevbsGauttlr8+Mc/joULF/p0AACgiFAfAABoFY888kjsvPPO0bdv3/jWt74Va6+9dlx66aVx9NFHx3XXXRf7779/rLXWWtmyfv36xXnnnRe/+MUvfDoAAFCkoqqqqqp4BgAAQEv31E+985O//e1vse+++2Y/z58/P0aMGBHPPPNMrLLKKnHLLbfEVlttlS2bPXt2rL/++llP/XfeeScqKyt9KAAAoKc+AADQWnbccceaQD/p1q1bHHDAAZH6Ge2zzz41gX6SyvPsvffe8cEHH8Rbb73lQwIAgMWU3wEAAFrF5ptvXm/eGmuskU0322yzBpdNnTq1FVoHAAD5INQHAABaRZ8+ferNK5TVaWxZKtMDAABUE+oDAAAAAEBOCPUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAORERVVVVVVbNwIAAAAAAFg6PfUBAAAAACAnhPoAAAAAAJATQn0AAAAAAMgJoT4AAAAAAOSEUB8AAAAAAHJCqA8AAAAAADkh1AcAAAAAgJwQ6gMAAAAAQE4I9QEAAAAAICeE+gAAAAAAkBNCfQAAAAAAyAmhPgAAAAAA5IRQHwAAAAAAckKoDwAAAAAAOSHUBwAAAACAnBDqAwAAAABA5MP/B6yAdOnI3qwsAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] diff --git a/pyproject.toml b/pyproject.toml index 237a354..f73be91 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,15 +2,12 @@ # Project metadata # ====================================================================================== [project] -name = "upper_envelope" -description = "Upper envelope scan for dynamic discrete-continuous life cycle models." -version = "0.1.3" -requires-python = ">=3.10" +name = "upper_envelope" +description = "Upper envelope scan for dynamic discrete-continuous life cycle models." +dynamic = ["version"] +requires-python = ">=3.10" dependencies = [ "numpy", - "pandas", - "scipy", - "jax" ] keywords = [ "Dynamic programming", @@ -32,7 +29,7 @@ classifiers = [ "Topic :: Scientific/Engineering", ] authors = [ - { name="Max Blesch", email="maximilian.blesch@hu-berlin.de" }, + { name="Max Blesch", email="maxblesch@gmail.com" }, { name="Sebastian Gsell", email="gsell.sebastian@gmail.com" }, ] maintainers = [ @@ -55,7 +52,7 @@ Github = "https://github.com/OpensourceEconomics/upper-envelope" # ====================================================================================== [build-system] -requires = ["hatchling", "hatch_vcs"] +requires = ["hatchling", "hatch-vcs"] build-backend = "hatchling.build" [tool.hatch.build.hooks.vcs] diff --git a/src/upper_envelope/__init__.py b/src/upper_envelope/__init__.py index f8bcab0..e69de29 100644 --- a/src/upper_envelope/__init__.py +++ b/src/upper_envelope/__init__.py @@ -1,4 +0,0 @@ -from upper_envelope.drued_jorg_jax import drued_jorg_jax -from upper_envelope.drued_jorg_numba import drued_jorg_numba -from upper_envelope.fues_jax.fues_jax import fues_jax, fues_jax_unconstrained -from upper_envelope.fues_numba.fues_numba import fues_numba, fues_numba_unconstrained diff --git a/src/upper_envelope/jax/__init__.py b/src/upper_envelope/jax/__init__.py new file mode 100644 index 0000000..02928a1 --- /dev/null +++ b/src/upper_envelope/jax/__init__.py @@ -0,0 +1,2 @@ +from upper_envelope.jax.drued_jorg_jax import drued_jorg_jax +from upper_envelope.jax.fues_jax.fues_jax import fues_jax, fues_jax_unconstrained diff --git a/src/upper_envelope/drued_jorg_jax.py b/src/upper_envelope/jax/drued_jorg_jax.py similarity index 100% rename from src/upper_envelope/drued_jorg_jax.py rename to src/upper_envelope/jax/drued_jorg_jax.py diff --git a/src/upper_envelope/fues_jax/__init__.py b/src/upper_envelope/jax/fues_jax/__init__.py similarity index 100% rename from src/upper_envelope/fues_jax/__init__.py rename to src/upper_envelope/jax/fues_jax/__init__.py diff --git a/src/upper_envelope/fues_jax/check_and_scan_funcs.py b/src/upper_envelope/jax/fues_jax/check_and_scan_funcs.py similarity index 100% rename from src/upper_envelope/fues_jax/check_and_scan_funcs.py rename to src/upper_envelope/jax/fues_jax/check_and_scan_funcs.py diff --git a/src/upper_envelope/fues_jax/fues_jax.py b/src/upper_envelope/jax/fues_jax/fues_jax.py similarity index 99% rename from src/upper_envelope/fues_jax/fues_jax.py rename to src/upper_envelope/jax/fues_jax/fues_jax.py index 9337dcd..822464b 100644 --- a/src/upper_envelope/fues_jax/fues_jax.py +++ b/src/upper_envelope/jax/fues_jax/fues_jax.py @@ -13,7 +13,7 @@ import jax.numpy as jnp from jax import vmap -from upper_envelope.fues_jax.check_and_scan_funcs import ( +from upper_envelope.jax.fues_jax.check_and_scan_funcs import ( determine_cases_and_conduct_necessary_scans, ) from upper_envelope.math_funcs import calc_intersection_and_extrapolate_policy diff --git a/src/upper_envelope/numba/__init__.py b/src/upper_envelope/numba/__init__.py new file mode 100644 index 0000000..797806d --- /dev/null +++ b/src/upper_envelope/numba/__init__.py @@ -0,0 +1,5 @@ +from upper_envelope.numba.drued_jorg_numba import drued_jorg_numba +from upper_envelope.numba.fues_numba.fues_numba import ( + fues_numba, + fues_numba_unconstrained, +) diff --git a/src/upper_envelope/drued_jorg_numba.py b/src/upper_envelope/numba/drued_jorg_numba.py similarity index 100% rename from src/upper_envelope/drued_jorg_numba.py rename to src/upper_envelope/numba/drued_jorg_numba.py diff --git a/src/upper_envelope/fues_numba/__init__.py b/src/upper_envelope/numba/fues_numba/__init__.py similarity index 100% rename from src/upper_envelope/fues_numba/__init__.py rename to src/upper_envelope/numba/fues_numba/__init__.py diff --git a/src/upper_envelope/fues_numba/fues_numba.py b/src/upper_envelope/numba/fues_numba/fues_numba.py similarity index 100% rename from src/upper_envelope/fues_numba/fues_numba.py rename to src/upper_envelope/numba/fues_numba/fues_numba.py diff --git a/tests/test_drued_jorg_numba.py b/tests/test_drued_jorg_numba.py index 2adef93..4b061e9 100644 --- a/tests/test_drued_jorg_numba.py +++ b/tests/test_drued_jorg_numba.py @@ -17,7 +17,8 @@ from numba import njit from numpy.testing import assert_allclose -import upper_envelope as upenv +import upper_envelope.jax as upenv_jax +import upper_envelope.numba as upenv_numba from tests.utils.comparison_interp import interpolate_on_safe_reference_segments TEST_DIR = Path(__file__).parent @@ -69,7 +70,7 @@ def value_func_jax(consumption, choice, params): utility_crra(consumption, choice, params) + params["beta"] * value_egm[1, 0] ) - ref_m, ref_c, ref_v = upenv.fues_jax( + ref_m, ref_c, ref_v = upenv_jax.fues_jax( endog_grid=jnp.asarray(policy_egm[0, 1:]), policy=jnp.asarray(policy_egm[1, 1:]), value=jnp.asarray(value_egm[1, 1:]), @@ -91,7 +92,7 @@ def value_func_jax(consumption, choice, params): m_max = float(np.max(policy_egm[0, 1:])) m_grid = np.linspace(m_min, m_max, 500) - endog_out, policy_out, value_out = upenv.drued_jorg_numba( + endog_out, policy_out, value_out = upenv_numba.drued_jorg_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], diff --git a/tests/test_fues_jax.py b/tests/test_fues_jax.py index a04cb3b..03f9108 100644 --- a/tests/test_fues_jax.py +++ b/tests/test_fues_jax.py @@ -10,13 +10,16 @@ import pytest from numpy.testing import assert_array_almost_equal as aaae -import upper_envelope as upenv +import upper_envelope.jax as upenv_jax +import upper_envelope.numba as upenv_numba from tests.utils.interpolation import ( interpolate_policy_and_value_on_wealth_grid, linear_interpolation_with_extrapolation, ) from tests.utils.upper_envelope_fedor import upper_envelope -from upper_envelope.fues_jax.check_and_scan_funcs import back_and_forward_scan_wrapper +from upper_envelope.jax.fues_jax.check_and_scan_funcs import ( + back_and_forward_scan_wrapper, +) jax.config.update("jax_enable_x64", True) @@ -134,7 +137,7 @@ def value_func(consumption, choice, params): endog_grid_refined, policy_refined, value_refined, - ) = upenv.fues_jax( + ) = upenv_jax.fues_jax( endog_grid=jnp.asarray(policy_egm[0, 1:]), policy=jnp.asarray(policy_egm[1, 1:]), value=jnp.asarray(value_egm[1, 1:]), @@ -180,7 +183,7 @@ def test_fast_upper_envelope_against_numba(setup_model): ) _params, exog_savings_grid, state_choice_vars = setup_model - endog_grid_org, value_org, policy_org = upenv.fues_numba_unconstrained( + endog_grid_org, value_org, policy_org = upenv_numba.fues_numba_unconstrained( endog_grid=policy_egm[0], value=value_egm[1], policy=policy_egm[1], @@ -190,7 +193,7 @@ def test_fast_upper_envelope_against_numba(setup_model): endog_grid_refined, value_refined, policy_refined, - ) = jax.jit(upenv.fues_jax_unconstrained)( + ) = jax.jit(upenv_jax.fues_jax_unconstrained)( endog_grid=policy_egm[0, 1:], value=value_egm[1, 1:], policy=policy_egm[1, 1:], @@ -262,7 +265,7 @@ def value_func(consumption, choice, params): endog_grid_fues, policy_fues, value_fues, - ) = upenv.fues_jax( + ) = upenv_jax.fues_jax( endog_grid=jnp.asarray(policy_egm[0, 1:]), policy=jnp.asarray(policy_egm[1, 1:]), value=jnp.asarray(value_egm[1, 1:]), diff --git a/tests/test_fues_numba.py b/tests/test_fues_numba.py index f35584f..7a1e672 100644 --- a/tests/test_fues_numba.py +++ b/tests/test_fues_numba.py @@ -9,7 +9,8 @@ from numba import njit from numpy.testing import assert_array_almost_equal as aaae -import upper_envelope as upenv +import upper_envelope.jax as upenv_jax +import upper_envelope.numba as upenv_numba from tests.utils.fast_upper_envelope_org import fast_upper_envelope_wrapper_org from tests.utils.interpolation import ( interpolate_single_policy_and_value_on_wealth_grid, @@ -103,7 +104,7 @@ def test_fast_upper_envelope_wrapper(period, setup_model): params, state_choice_vec, _exog_savings_grid = setup_model - endog_grid_refined, policy_refined, value_refined = upenv.fues_numba( + endog_grid_refined, policy_refined, value_refined = upenv_numba.fues_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], @@ -155,10 +156,12 @@ def test_fast_upper_envelope_against_org_fues(setup_model): _params, state_choice_vec, exog_savings_grid = setup_model - endog_grid_refined, value_refined, policy_refined = upenv.fues_numba_unconstrained( - endog_grid=policy_egm[0], - value=value_egm[1], - policy=policy_egm[1], + endog_grid_refined, value_refined, policy_refined = ( + upenv_numba.fues_numba_unconstrained( + endog_grid=policy_egm[0], + value=value_egm[1], + policy=policy_egm[1], + ) ) endog_grid_org, policy_org, value_org = fast_upper_envelope_wrapper_org( endog_grid=policy_egm[0], @@ -205,7 +208,7 @@ def test_fast_upper_envelope_against_fedor(period, setup_model): ~np.isnan(_value_fedor).any(axis=0), ] - endog_grid_fues, policy_fues, value_fues = upenv.fues_numba( + endog_grid_fues, policy_fues, value_fues = upenv_numba.fues_numba( endog_grid=policy_egm[0, 1:], policy=policy_egm[1, 1:], value=value_egm[1, 1:], diff --git a/tests/test_jorg_drued_jax.py b/tests/test_jorg_drued_jax.py index 68cf5ea..0f88c60 100644 --- a/tests/test_jorg_drued_jax.py +++ b/tests/test_jorg_drued_jax.py @@ -26,7 +26,7 @@ from comparison_interp import interpolate_on_safe_reference_segments from numpy.testing import assert_allclose -import upper_envelope as upenv +import upper_envelope.jax as upenv_jax TEST_DIR = Path(__file__).parent TEST_RESOURCES_DIR = TEST_DIR / "resources" @@ -68,7 +68,7 @@ def value_func(consumption, choice, params): utility_crra(consumption, choice, params) + params["beta"] * value_egm[1, 0] ) - ref_m, ref_c, ref_v = upenv.fues_jax( + ref_m, ref_c, ref_v = upenv_jax.fues_jax( endog_grid=jnp.asarray(policy_egm[0, 1:]), policy=jnp.asarray(policy_egm[1, 1:]), value=jnp.asarray(value_egm[1, 1:]), @@ -93,7 +93,7 @@ def value_func(consumption, choice, params): m_max = float(np.max(policy_egm[0, 1:])) m_grid = np.linspace(m_min, m_max, 500) - endog_out, policy_out, value_out = upenv.drued_jorg_jax( + endog_out, policy_out, value_out = upenv_jax.drued_jorg_jax( endog_grid=jnp.asarray(policy_egm[0, 1:]), policy=jnp.asarray(policy_egm[1, 1:]), value=jnp.asarray(value_egm[1, 1:]),