diff --git a/doc/gallery/optimize/root.ipynb b/doc/gallery/optimize/root.ipynb index dc63107c9a..63fc4bff97 100644 --- a/doc/gallery/optimize/root.ipynb +++ b/doc/gallery/optimize/root.ipynb @@ -29,17 +29,22 @@ }, { "cell_type": "code", - "execution_count": 1, "id": "d746079b", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:39.521039Z", + "start_time": "2025-07-28T14:29:38.748257Z" + } + }, "source": [ "import pytensor\n", "import pytensor.tensor as pt\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "markdown", @@ -109,21 +114,13 @@ }, { "cell_type": "code", - "execution_count": 2, "id": "e9b609af", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:39.995863Z", + "start_time": "2025-07-28T14:29:39.669229Z" } - ], + }, "source": [ "fig, ax = plt.subplots(subplot_kw={'aspect':'equal'}, dpi=77, figsize=(14, 6))\n", "\n", @@ -145,7 +142,20 @@ "\n", "ax.legend()\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 2 }, { "cell_type": "markdown", @@ -161,16 +171,21 @@ }, { "cell_type": "code", - "execution_count": 3, "id": "4ad8a428", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:40.025838Z", + "start_time": "2025-07-28T14:29:40.017110Z" + } + }, "source": [ "x, y = variables = pt.tensor('variables', shape=(2, ))\n", "\n", "eq_1 = x ** 2 - y - 1\n", "eq_2 = x - y ** 2 + 1" - ] + ], + "outputs": [], + "execution_count": 3 }, { "cell_type": "markdown", @@ -186,16 +201,21 @@ }, { "cell_type": "code", - "execution_count": 4, "id": "c992e50d", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:40.113631Z", + "start_time": "2025-07-28T14:29:40.065336Z" + } + }, "source": [ "solution, success = pt.optimize.root(equations=pt.stack([eq_1, eq_2]), \n", " variables=variables,\n", " method='hybr',\n", " optimizer_kwargs={'tol':1e-8})" - ] + ], + "outputs": [], + "execution_count": 4 }, { "cell_type": "markdown", @@ -219,9 +239,16 @@ }, { "cell_type": "code", - "execution_count": 5, "id": "61498784", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:40.163920Z", + "start_time": "2025-07-28T14:29:40.154022Z" + } + }, + "source": [ + "solution.dprint()" + ], "outputs": [ { "name": "stdout", @@ -254,101 +281,78 @@ " │ │ └─ ···\n", " │ └─ 2 [id Q]\n", " └─ 1 [id R]\n", - " ← Scan{scan_fn, while_loop=False, inplace=none} [id S]\n", - " ├─ Subtensor{i} [id T]\n", - " │ ├─ Shape [id U]\n", - " │ │ └─ Subtensor{start:} [id V]\n", - " │ │ ├─ ARange{dtype='int64'} [id W]\n", - " │ │ │ ├─ 0 [id X]\n", - " │ │ │ ├─ Subtensor{i} [id Y]\n", - " │ │ │ │ ├─ Shape [id Z]\n", - " │ │ │ │ │ └─ MakeVector{dtype='float64'} [id C]\n", - " │ │ │ │ │ └─ ···\n", - " │ │ │ │ └─ 0 [id BA]\n", - " │ │ │ └─ 1 [id BB]\n", - " │ │ └─ 0 [id BC]\n", - " │ └─ 0 [id BD]\n", - " ├─ Subtensor{:stop} [id BE]\n", - " │ ├─ Subtensor{start:} [id V]\n", - " │ │ └─ ···\n", - " │ └─ ScalarFromTensor [id BF]\n", - " │ └─ Subtensor{i} [id T]\n", - " │ └─ ···\n", - " ├─ Subtensor{i} [id T]\n", - " │ └─ ···\n", - " ├─ MakeVector{dtype='float64'} [id C]\n", - " │ └─ ···\n", - " └─ variables [id H]\n", - "\n", - "Scan{scan_fn, while_loop=False, inplace=none} [id S]\n", - " ← Add [id BG]\n", - " ├─ IncSubtensor{i} [id BH]\n", - " │ ├─ Second [id BI]\n", - " │ │ ├─ *2- [id BJ] -> [id H]\n", - " │ │ └─ ExpandDims{axis=0} [id BK]\n", - " │ │ └─ 0.0 [id BL]\n", - " │ ├─ Add [id BM]\n", - " │ │ ├─ Mul [id BN]\n", - " │ │ │ ├─ Mul [id BO]\n", - " │ │ │ │ ├─ Subtensor{i} [id BP]\n", - " │ │ │ │ │ ├─ IncSubtensor{i} [id BQ]\n", - " │ │ │ │ │ │ ├─ Second [id BR]\n", - " │ │ │ │ │ │ │ ├─ *1- [id BS] -> [id C]\n", - " │ │ │ │ │ │ │ └─ ExpandDims{axis=0} [id BT]\n", - " │ │ │ │ │ │ │ └─ 0.0 [id BU]\n", - " │ │ │ │ │ │ ├─ Second [id BV]\n", - " │ │ │ │ │ │ │ ├─ Subtensor{i} [id BW]\n", - " │ │ │ │ │ │ │ │ ├─ *1- [id BS] -> [id C]\n", - " │ │ │ │ │ │ │ │ └─ ScalarFromTensor [id BX]\n", - " │ │ │ │ │ │ │ │ └─ *0- [id BY] -> [id BE]\n", - " │ │ │ │ │ │ │ └─ 1.0 [id BZ]\n", - " │ │ │ │ │ │ └─ ScalarFromTensor [id BX]\n", - " │ │ │ │ │ │ └─ ···\n", - " │ │ │ │ │ └─ 0 [id CA]\n", - " │ │ │ │ └─ 2 [id J]\n", - " │ │ │ └─ Pow [id CB]\n", - " │ │ │ ├─ Subtensor{i} [id CC]\n", - " │ │ │ │ ├─ *2- [id BJ] -> [id H]\n", - " │ │ │ │ └─ 0 [id I]\n", - " │ │ │ └─ Sub [id CD]\n", - " │ │ │ ├─ 2 [id J]\n", - " │ │ │ └─ DimShuffle{order=[]} [id CE]\n", - " │ │ │ └─ 1 [id CF]\n", - " │ │ └─ Subtensor{i} [id CG]\n", - " │ │ ├─ IncSubtensor{i} [id BQ]\n", + " ← Add [id S]\n", + " ├─ Blockwise{IncSubtensor{i}, (i00),(),()->(o00)} [id T]\n", + " │ ├─ ExpandDims{axis=0} [id U]\n", + " │ │ └─ Second [id V]\n", + " │ │ ├─ variables [id H]\n", + " │ │ └─ ExpandDims{axis=0} [id W]\n", + " │ │ └─ 0.0 [id X]\n", + " │ ├─ Add [id Y]\n", + " │ │ ├─ Mul [id Z]\n", + " │ │ │ ├─ Mul [id BA]\n", + " │ │ │ │ ├─ Subtensor{:, i} [id BB]\n", + " │ │ │ │ │ ├─ Eye{dtype='float64'} [id BC]\n", + " │ │ │ │ │ │ ├─ Subtensor{i} [id BD]\n", + " │ │ │ │ │ │ │ ├─ Shape [id BE]\n", + " │ │ │ │ │ │ │ │ └─ MakeVector{dtype='float64'} [id C]\n", + " │ │ │ │ │ │ │ │ └─ ···\n", + " │ │ │ │ │ │ │ └─ 0 [id BF]\n", + " │ │ │ │ │ │ ├─ Subtensor{i} [id BD]\n", + " │ │ │ │ │ │ │ └─ ···\n", + " │ │ │ │ │ │ └─ 0 [id BG]\n", + " │ │ │ │ │ └─ 0 [id BH]\n", + " │ │ │ │ └─ ExpandDims{axis=0} [id BI]\n", + " │ │ │ │ └─ 2 [id J]\n", + " │ │ │ └─ ExpandDims{axis=0} [id BJ]\n", + " │ │ │ └─ Pow [id BK]\n", + " │ │ │ ├─ Subtensor{i} [id BL]\n", + " │ │ │ │ ├─ variables [id H]\n", + " │ │ │ │ └─ 0 [id I]\n", + " │ │ │ └─ Sub [id BM]\n", + " │ │ │ ├─ 2 [id J]\n", + " │ │ │ └─ 1 [id BN]\n", + " │ │ └─ Subtensor{:, i} [id BO]\n", + " │ │ ├─ Eye{dtype='float64'} [id BC]\n", " │ │ │ └─ ···\n", - " │ │ └─ 1 [id CH]\n", - " │ └─ 0 [id I]\n", - " └─ IncSubtensor{i} [id CI]\n", - " ├─ Second [id CJ]\n", - " │ ├─ *2- [id BJ] -> [id H]\n", - " │ └─ ExpandDims{axis=0} [id CK]\n", - " │ └─ 0.0 [id CL]\n", - " ├─ Add [id CM]\n", - " │ ├─ Neg [id CN]\n", - " │ │ └─ Subtensor{i} [id BP]\n", + " │ │ └─ 1 [id BP]\n", + " │ └─ ExpandDims{axis=0} [id BQ]\n", + " │ └─ TensorFromScalar [id BR]\n", + " │ └─ 0 [id I]\n", + " └─ Blockwise{IncSubtensor{i}, (i00),(),()->(o00)} [id BS]\n", + " ├─ ExpandDims{axis=0} [id BT]\n", + " │ └─ Second [id BU]\n", + " │ ├─ variables [id H]\n", + " │ └─ ExpandDims{axis=0} [id BV]\n", + " │ └─ 0.0 [id BW]\n", + " ├─ Add [id BX]\n", + " │ ├─ Neg [id BY]\n", + " │ │ └─ Subtensor{:, i} [id BB]\n", " │ │ └─ ···\n", - " │ └─ Mul [id CO]\n", - " │ ├─ Mul [id CP]\n", - " │ │ ├─ Neg [id CQ]\n", - " │ │ │ └─ Subtensor{i} [id CG]\n", + " │ └─ Mul [id BZ]\n", + " │ ├─ Mul [id CA]\n", + " │ │ ├─ Neg [id CB]\n", + " │ │ │ └─ Subtensor{:, i} [id BO]\n", " │ │ │ └─ ···\n", - " │ │ └─ 2 [id Q]\n", - " │ └─ Pow [id CR]\n", - " │ ├─ Subtensor{i} [id CS]\n", - " │ │ ├─ *2- [id BJ] -> [id H]\n", - " │ │ └─ 1 [id L]\n", - " │ └─ Sub [id CT]\n", - " │ ├─ 2 [id Q]\n", - " │ └─ DimShuffle{order=[]} [id CU]\n", - " │ └─ 1 [id CV]\n", - " └─ 1 [id L]\n" + " │ │ └─ ExpandDims{axis=0} [id CC]\n", + " │ │ └─ 2 [id Q]\n", + " │ └─ ExpandDims{axis=0} [id CD]\n", + " │ └─ Pow [id CE]\n", + " │ ├─ Subtensor{i} [id CF]\n", + " │ │ ├─ variables [id H]\n", + " │ │ └─ 1 [id L]\n", + " │ └─ Sub [id CG]\n", + " │ ├─ 2 [id Q]\n", + " │ └─ 1 [id CH]\n", + " └─ ExpandDims{axis=0} [id CI]\n", + " └─ TensorFromScalar [id CJ]\n", + " └─ 1 [id L]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -356,9 +360,7 @@ "output_type": "execute_result" } ], - "source": [ - "solution.dprint()" - ] + "execution_count": 5 }, { "cell_type": "markdown", @@ -370,14 +372,19 @@ }, { "cell_type": "code", - "execution_count": 6, "id": "7d770466", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.266325Z", + "start_time": "2025-07-28T14:29:40.232897Z" + } + }, "source": [ "fn = pytensor.function([variables],\n", " [solution, success])" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "markdown", @@ -389,111 +396,97 @@ }, { "cell_type": "code", - "execution_count": 7, "id": "3adc6558", "metadata": { - "scrolled": true + "scrolled": true, + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.291421Z", + "start_time": "2025-07-28T14:29:41.283661Z" + } }, + "source": "fn.dprint(print_shape=True)", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RootOp(method=hybr, jac=True).0 [id A] 0\n", - " └─ variables [id B]\n", - "RootOp(method=hybr, jac=True).1 [id A] 'success' 0\n", + "RootOp(method=hybr, jac=True).0 [id A] shape=(2,) 0\n", + " └─ variables [id B] shape=(2,)\n", + "RootOp(method=hybr, jac=True).1 [id A] shape=() 'success' 0\n", " └─ ···\n", "\n", "Inner graphs:\n", "\n", "RootOp(method=hybr, jac=True) [id A]\n", - " ← MakeVector{dtype='float64'} [id C]\n", - " ├─ Composite{((-1.0 + sqr(i0)) - i1)} [id D]\n", - " │ ├─ Subtensor{i} [id E]\n", - " │ │ ├─ variables [id F]\n", - " │ │ └─ 0 [id G]\n", - " │ └─ Subtensor{i} [id H]\n", - " │ ├─ variables [id F]\n", - " │ └─ 1 [id I]\n", - " └─ Composite{((1.0 + i1) - sqr(i0))} [id J]\n", - " ├─ Subtensor{i} [id H]\n", + " ← MakeVector{dtype='float64'} [id C] shape=(2,)\n", + " ├─ Composite{((-1.0 + sqr(i0)) - i1)} [id D] shape=()\n", + " │ ├─ Subtensor{i} [id E] shape=()\n", + " │ │ ├─ variables [id F] shape=(2,)\n", + " │ │ └─ 0 [id G] shape=()\n", + " │ └─ Subtensor{i} [id H] shape=()\n", + " │ ├─ variables [id F] shape=(2,)\n", + " │ └─ 1 [id I] shape=()\n", + " └─ Composite{((1.0 + i1) - sqr(i0))} [id J] shape=()\n", + " ├─ Subtensor{i} [id H] shape=()\n", " │ └─ ···\n", - " └─ Subtensor{i} [id E]\n", + " └─ Subtensor{i} [id E] shape=()\n", " └─ ···\n", - " ← Scan{scan_fn, while_loop=False, inplace=none} [id K]\n", - " ├─ 2 [id L]\n", - " ├─ [0 1] [id M]\n", - " ├─ 2 [id L]\n", - " ├─ MakeVector{dtype='float64'} [id C]\n", - " │ └─ ···\n", - " ├─ Subtensor{i} [id H]\n", - " │ └─ ···\n", - " └─ Subtensor{i} [id E]\n", - " └─ ···\n", + " ← IncSubtensor{:, i} [id K] shape=(2, 2)\n", + " ├─ IncSubtensor{:, i} [id L] shape=(2, 2)\n", + " │ ├─ Alloc [id M] shape=(2, 2)\n", + " │ │ ├─ [[0.]] [id N] shape=(1, 1)\n", + " │ │ ├─ 2 [id O] shape=()\n", + " │ │ └─ 2 [id P] shape=()\n", + " │ ├─ Composite{((i0 * i1) + i2)} [id Q] shape=(2,)\n", + " │ │ ├─ [2. 0.] [id R] shape=(2,)\n", + " │ │ ├─ ExpandDims{axis=0} [id S] shape=(1,)\n", + " │ │ │ └─ Subtensor{i} [id E] shape=()\n", + " │ │ │ └─ ···\n", + " │ │ └─ [0. 1.] [id T] shape=(2,)\n", + " │ └─ 0 [id G] shape=()\n", + " ├─ Composite{(i2 + (i0 * i1))} [id U] shape=(2,)\n", + " │ ├─ [-0. -2.] [id V] shape=(2,)\n", + " │ ├─ ExpandDims{axis=0} [id W] shape=(1,)\n", + " │ │ └─ Subtensor{i} [id H] shape=()\n", + " │ │ └─ ···\n", + " │ └─ [-1. -0.] [id X] shape=(2,)\n", + " └─ 1 [id I] shape=()\n", "\n", "Composite{((-1.0 + sqr(i0)) - i1)} [id D]\n", - " ← sub [id N] 'o0'\n", - " ├─ add [id O]\n", - " │ ├─ -1.0 [id P]\n", - " │ └─ sqr [id Q]\n", - " │ └─ i0 [id R]\n", - " └─ i1 [id S]\n", + " ← sub [id Y] shape=() 'o0'\n", + " ├─ add [id Z] shape=()\n", + " │ ├─ -1.0 [id BA] shape=()\n", + " │ └─ sqr [id BB] shape=()\n", + " │ └─ i0 [id BC] shape=()\n", + " └─ i1 [id BD] shape=()\n", "\n", "Composite{((1.0 + i1) - sqr(i0))} [id J]\n", - " ← sub [id T] 'o0'\n", - " ├─ add [id U]\n", - " │ ├─ 1.0 [id V]\n", - " │ └─ i1 [id W]\n", - " └─ sqr [id X]\n", - " └─ i0 [id Y]\n", + " ← sub [id BE] shape=() 'o0'\n", + " ├─ add [id BF] shape=()\n", + " │ ├─ 1.0 [id BG] shape=()\n", + " │ └─ i1 [id BH] shape=()\n", + " └─ sqr [id BI] shape=()\n", + " └─ i0 [id BJ] shape=()\n", "\n", - "Scan{scan_fn, while_loop=False, inplace=none} [id K]\n", - " ← IncSubtensor{i} [id Z]\n", - " ├─ SetSubtensor{i} [id BA]\n", - " │ ├─ [0. 0.] [id BB]\n", - " │ ├─ Composite{((2.0 * i0 * i1) + i2)} [id BC]\n", - " │ │ ├─ Subtensor{i} [id BD]\n", - " │ │ │ ├─ SetSubtensor{i} [id BE]\n", - " │ │ │ │ ├─ [0. 0.] [id BB]\n", - " │ │ │ │ ├─ 1.0 [id BF]\n", - " │ │ │ │ └─ ScalarFromTensor [id BG]\n", - " │ │ │ │ └─ *0- [id BH] -> [id M]\n", - " │ │ │ └─ 0 [id BI]\n", - " │ │ ├─ *3- [id BJ] -> [id E]\n", - " │ │ └─ Subtensor{i} [id BK]\n", - " │ │ ├─ SetSubtensor{i} [id BE]\n", - " │ │ │ └─ ···\n", - " │ │ └─ 1 [id BL]\n", - " │ └─ 0 [id BI]\n", - " ├─ Composite{((-2.0 * i0 * i1) - i2)} [id BM]\n", - " │ ├─ Subtensor{i} [id BK]\n", - " │ │ └─ ···\n", - " │ ├─ *2- [id BN] -> [id H]\n", - " │ └─ Subtensor{i} [id BD]\n", - " │ └─ ···\n", - " └─ 1 [id BL]\n", - "\n", - "Composite{((2.0 * i0 * i1) + i2)} [id BC]\n", - " ← add [id BO] 'o0'\n", - " ├─ mul [id BP]\n", - " │ ├─ 2.0 [id BQ]\n", - " │ ├─ i0 [id BR]\n", - " │ └─ i1 [id BS]\n", - " └─ i2 [id BT]\n", + "Composite{((i0 * i1) + i2)} [id Q]\n", + " ← add [id BK] shape=() 'o0'\n", + " ├─ mul [id BL] shape=()\n", + " │ ├─ i0 [id BM] shape=()\n", + " │ └─ i1 [id BN] shape=()\n", + " └─ i2 [id BO] shape=()\n", "\n", - "Composite{((-2.0 * i0 * i1) - i2)} [id BM]\n", - " ← sub [id BU] 'o0'\n", - " ├─ mul [id BV]\n", - " │ ├─ -2.0 [id BW]\n", - " │ ├─ i0 [id BX]\n", - " │ └─ i1 [id BY]\n", - " └─ i2 [id BZ]\n" + "Composite{(i2 + (i0 * i1))} [id U]\n", + " ← add [id BP] shape=() 'o0'\n", + " ├─ i2 [id BQ] shape=()\n", + " └─ mul [id BR] shape=()\n", + " ├─ i0 [id BS] shape=()\n", + " └─ i1 [id BT] shape=()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -501,9 +494,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn.dprint()" - ] + "execution_count": 7 }, { "cell_type": "markdown", @@ -515,9 +506,16 @@ }, { "cell_type": "code", - "execution_count": 8, "id": "1b4b47e0", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.485954Z", + "start_time": "2025-07-28T14:29:41.372073Z" + } + }, + "source": [ + "fn([0., 0.])" + ], "outputs": [ { "data": { @@ -530,9 +528,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn([0., 0.])" - ] + "execution_count": 8 }, { "cell_type": "markdown", @@ -544,9 +540,16 @@ }, { "cell_type": "code", - "execution_count": 9, "id": "aff1d6e4", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.522901Z", + "start_time": "2025-07-28T14:29:41.517783Z" + } + }, + "source": [ + "fn([1., 1.])" + ], "outputs": [ { "data": { @@ -559,9 +562,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn([1., 1.])" - ] + "execution_count": 9 }, { "cell_type": "markdown", @@ -573,14 +574,21 @@ }, { "cell_type": "code", - "execution_count": 10, "id": "f50a5ff0", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.628965Z", + "start_time": "2025-07-28T14:29:41.622223Z" + } + }, + "source": [ + "fn([-1, 1])" + ], "outputs": [ { "data": { "text/plain": [ - "[array([-1.00000000e+00, -1.26919661e-12]), np.True_]" + "[array([-1.00000000e+00, -1.26918883e-12]), np.True_]" ] }, "execution_count": 10, @@ -588,9 +596,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn([-1, 1])" - ] + "execution_count": 10 }, { "cell_type": "markdown", @@ -602,16 +608,22 @@ }, { "cell_type": "code", - "execution_count": 11, "id": "48b0142d", "metadata": { - "scrolled": true + "scrolled": true, + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.697969Z", + "start_time": "2025-07-28T14:29:41.691275Z" + } }, + "source": [ + "fn([1, -1])" + ], "outputs": [ { "data": { "text/plain": [ - "[array([-1.2693654e-12, -1.0000000e+00]), np.True_]" + "[array([-1.2693032e-12, -1.0000000e+00]), np.True_]" ] }, "execution_count": 11, @@ -619,9 +631,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn([1, -1])" - ] + "execution_count": 11 }, { "cell_type": "markdown", @@ -637,17 +647,22 @@ }, { "cell_type": "code", - "execution_count": 12, "id": "1cfebb4a", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:41.831905Z", + "start_time": "2025-07-28T14:29:41.824311Z" + } + }, "source": [ "from pytensor.graph.replace import vectorize_graph\n", "\n", "variables_grid = pt.tensor('x', shape=(None, 2))\n", "grid_of_solutions = vectorize_graph([solution, success], \n", " {variables:variables_grid})\n" - ] + ], + "outputs": [], + "execution_count": 12 }, { "cell_type": "markdown", @@ -659,14 +674,19 @@ }, { "cell_type": "code", - "execution_count": 13, "id": "bdc1182f", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:42.474359Z", + "start_time": "2025-07-28T14:29:41.939432Z" + } + }, "source": [ "fn_vec = pytensor.function([variables_grid],\n", " grid_of_solutions)" - ] + ], + "outputs": [], + "execution_count": 13 }, { "cell_type": "markdown", @@ -680,28 +700,38 @@ }, { "cell_type": "code", - "execution_count": 14, "id": "51f7145c", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:42.499151Z", + "start_time": "2025-07-28T14:29:42.494827Z" + } + }, "source": [ "x_values = np.linspace(-2, 2, 30)\n", "xx, yy = np.meshgrid(x_values, x_values)\n", "grid_values = np.c_[xx.ravel(), yy.ravel()]" - ] + ], + "outputs": [], + "execution_count": 14 }, { "cell_type": "code", - "execution_count": 15, "id": "3eac6e42", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:42.904056Z", + "start_time": "2025-07-28T14:29:42.570142Z" + } + }, "source": [ "solution_grid, success_grid = fn_vec(grid_values)\n", "\n", "unique_solutions = np.unique(np.round(solution_grid, 3), axis=0)\n", "solution_ids = {tuple(v.tolist()): k for k, v in enumerate(unique_solutions)}" - ] + ], + "outputs": [], + "execution_count": 15 }, { "cell_type": "markdown", @@ -713,9 +743,16 @@ }, { "cell_type": "code", - "execution_count": 16, "id": "d6434b1d", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:42.946383Z", + "start_time": "2025-07-28T14:29:42.941239Z" + } + }, + "source": [ + "unique_solutions" + ], "outputs": [ { "data": { @@ -731,9 +768,7 @@ "output_type": "execute_result" } ], - "source": [ - "unique_solutions" - ] + "execution_count": 16 }, { "cell_type": "markdown", @@ -745,21 +780,13 @@ }, { "cell_type": "code", - "execution_count": 17, "id": "4d2e5d20", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:47.983463Z", + "start_time": "2025-07-28T14:29:43.317791Z" } - ], + }, "source": [ "fig, ax = plt.subplots(subplot_kw={'aspect':'equal'}, figsize=(14, 6))\n", "\n", @@ -787,7 +814,20 @@ "\n", "fig.legend(ncol=1, bbox_to_anchor=(0.65, 0.5), loc='center left')\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 17 }, { "cell_type": "markdown", @@ -815,17 +855,22 @@ }, { "cell_type": "code", - "execution_count": 18, "id": "fe60c766", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.084061Z", + "start_time": "2025-07-28T14:29:48.075515Z" + } + }, "source": [ "x, y = variables = pt.tensor('variables', shape=(2, ))\n", "a, b, c, d, e, f = pt.scalars('a b c d e f'.split())\n", "\n", "eq_1 = a * x ** 2 + b * y + c\n", "eq_2 = d * x + e * y ** 2 + f" - ] + ], + "outputs": [], + "execution_count": 18 }, { "cell_type": "markdown", @@ -837,16 +882,21 @@ }, { "cell_type": "code", - "execution_count": 19, "id": "48e9291e", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.291352Z", + "start_time": "2025-07-28T14:29:48.246028Z" + } + }, "source": [ "solution, success = pt.optimize.root(equations=pt.stack([eq_1, eq_2]), \n", " variables=variables,\n", " method='hybr',\n", " optimizer_kwargs={'tol':1e-8})" - ] + ], + "outputs": [], + "execution_count": 19 }, { "cell_type": "markdown", @@ -860,9 +910,16 @@ }, { "cell_type": "code", - "execution_count": 20, "id": "5a900fdc", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.386955Z", + "start_time": "2025-07-28T14:29:48.379153Z" + } + }, + "source": [ + "solution.dprint()" + ], "outputs": [ { "name": "stdout", @@ -909,111 +966,88 @@ " │ │ └─ ···\n", " │ └─ 2 [id BE]\n", " └─ f [id BF]\n", - " ← Scan{scan_fn, while_loop=False, inplace=none} [id BG]\n", - " ├─ Subtensor{i} [id BH]\n", - " │ ├─ Shape [id BI]\n", - " │ │ └─ Subtensor{start:} [id BJ]\n", - " │ │ ├─ ARange{dtype='int64'} [id BK]\n", - " │ │ │ ├─ 0 [id BL]\n", - " │ │ │ ├─ Subtensor{i} [id BM]\n", - " │ │ │ │ ├─ Shape [id BN]\n", - " │ │ │ │ │ └─ MakeVector{dtype='float64'} [id I]\n", - " │ │ │ │ │ └─ ···\n", - " │ │ │ │ └─ 0 [id BO]\n", - " │ │ │ └─ 1 [id BP]\n", - " │ │ └─ 0 [id BQ]\n", - " │ └─ 0 [id BR]\n", - " ├─ Subtensor{:stop} [id BS]\n", - " │ ├─ Subtensor{start:} [id BJ]\n", - " │ │ └─ ···\n", - " │ └─ ScalarFromTensor [id BT]\n", - " │ └─ Subtensor{i} [id BH]\n", - " │ └─ ···\n", - " ├─ Subtensor{i} [id BH]\n", - " │ └─ ···\n", - " ├─ MakeVector{dtype='float64'} [id I]\n", - " │ └─ ···\n", - " ├─ variables [id P]\n", - " ├─ a [id M]\n", - " ├─ d [id BA]\n", - " ├─ b [id T]\n", - " └─ e [id BC]\n", - "\n", - "Scan{scan_fn, while_loop=False, inplace=none} [id BG]\n", - " ← Add [id BU]\n", - " ├─ IncSubtensor{i} [id BV]\n", - " │ ├─ Second [id BW]\n", - " │ │ ├─ *2- [id BX] -> [id P]\n", - " │ │ └─ ExpandDims{axis=0} [id BY]\n", - " │ │ └─ 0.0 [id BZ]\n", - " │ ├─ Add [id CA]\n", - " │ │ ├─ Mul [id CB]\n", - " │ │ │ ├─ Mul [id CC]\n", - " │ │ │ │ ├─ Mul [id CD]\n", - " │ │ │ │ │ ├─ Subtensor{i} [id CE]\n", - " │ │ │ │ │ │ ├─ IncSubtensor{i} [id CF]\n", - " │ │ │ │ │ │ │ ├─ Second [id CG]\n", - " │ │ │ │ │ │ │ │ ├─ *1- [id CH] -> [id I]\n", - " │ │ │ │ │ │ │ │ └─ ExpandDims{axis=0} [id CI]\n", - " │ │ │ │ │ │ │ │ └─ 0.0 [id CJ]\n", - " │ │ │ │ │ │ │ ├─ Second [id CK]\n", - " │ │ │ │ │ │ │ │ ├─ Subtensor{i} [id CL]\n", - " │ │ │ │ │ │ │ │ │ ├─ *1- [id CH] -> [id I]\n", - " │ │ │ │ │ │ │ │ │ └─ ScalarFromTensor [id CM]\n", - " │ │ │ │ │ │ │ │ │ └─ *0- [id CN] -> [id BS]\n", - " │ │ │ │ │ │ │ │ └─ 1.0 [id CO]\n", - " │ │ │ │ │ │ │ └─ ScalarFromTensor [id CM]\n", - " │ │ │ │ │ │ │ └─ ···\n", - " │ │ │ │ │ │ └─ 0 [id CP]\n", - " │ │ │ │ │ └─ *3- [id CQ] -> [id M]\n", - " │ │ │ │ └─ 2 [id R]\n", - " │ │ │ └─ Pow [id CR]\n", - " │ │ │ ├─ Subtensor{i} [id CS]\n", - " │ │ │ │ ├─ *2- [id BX] -> [id P]\n", - " │ │ │ │ └─ 0 [id Q]\n", - " │ │ │ └─ Sub [id CT]\n", - " │ │ │ ├─ 2 [id R]\n", - " │ │ │ └─ DimShuffle{order=[]} [id CU]\n", - " │ │ │ └─ 1 [id CV]\n", - " │ │ └─ Mul [id CW]\n", - " │ │ ├─ Subtensor{i} [id CX]\n", - " │ │ │ ├─ IncSubtensor{i} [id CF]\n", + " ← Add [id BG]\n", + " ├─ Blockwise{IncSubtensor{i}, (i00),(),()->(o00)} [id BH]\n", + " │ ├─ ExpandDims{axis=0} [id BI]\n", + " │ │ └─ Second [id BJ]\n", + " │ │ ├─ variables [id P]\n", + " │ │ └─ ExpandDims{axis=0} [id BK]\n", + " │ │ └─ 0.0 [id BL]\n", + " │ ├─ Add [id BM]\n", + " │ │ ├─ Mul [id BN]\n", + " │ │ │ ├─ Mul [id BO]\n", + " │ │ │ │ ├─ Mul [id BP]\n", + " │ │ │ │ │ ├─ Subtensor{:, i} [id BQ]\n", + " │ │ │ │ │ │ ├─ Eye{dtype='float64'} [id BR]\n", + " │ │ │ │ │ │ │ ├─ Subtensor{i} [id BS]\n", + " │ │ │ │ │ │ │ │ ├─ Shape [id BT]\n", + " │ │ │ │ │ │ │ │ │ └─ MakeVector{dtype='float64'} [id I]\n", + " │ │ │ │ │ │ │ │ │ └─ ···\n", + " │ │ │ │ │ │ │ │ └─ 0 [id BU]\n", + " │ │ │ │ │ │ │ ├─ Subtensor{i} [id BS]\n", + " │ │ │ │ │ │ │ │ └─ ···\n", + " │ │ │ │ │ │ │ └─ 0 [id BV]\n", + " │ │ │ │ │ │ └─ 0 [id BW]\n", + " │ │ │ │ │ └─ ExpandDims{axis=0} [id BX]\n", + " │ │ │ │ │ └─ a [id M]\n", + " │ │ │ │ └─ ExpandDims{axis=0} [id BY]\n", + " │ │ │ │ └─ 2 [id R]\n", + " │ │ │ └─ ExpandDims{axis=0} [id BZ]\n", + " │ │ │ └─ Pow [id CA]\n", + " │ │ │ ├─ Subtensor{i} [id CB]\n", + " │ │ │ │ ├─ variables [id P]\n", + " │ │ │ │ └─ 0 [id Q]\n", + " │ │ │ └─ Sub [id CC]\n", + " │ │ │ ├─ 2 [id R]\n", + " │ │ │ └─ 1 [id CD]\n", + " │ │ └─ Mul [id CE]\n", + " │ │ ├─ Subtensor{:, i} [id CF]\n", + " │ │ │ ├─ Eye{dtype='float64'} [id BR]\n", " │ │ │ │ └─ ···\n", - " │ │ │ └─ 1 [id CY]\n", - " │ │ └─ *4- [id CZ] -> [id BA]\n", - " │ └─ 0 [id Q]\n", - " └─ IncSubtensor{i} [id DA]\n", - " ├─ Second [id DB]\n", - " │ ├─ *2- [id BX] -> [id P]\n", - " │ └─ ExpandDims{axis=0} [id DC]\n", - " │ └─ 0.0 [id DD]\n", - " ├─ Add [id DE]\n", - " │ ├─ Mul [id DF]\n", - " │ │ ├─ Subtensor{i} [id CE]\n", + " │ │ │ └─ 1 [id CG]\n", + " │ │ └─ ExpandDims{axis=0} [id CH]\n", + " │ │ └─ d [id BA]\n", + " │ └─ ExpandDims{axis=0} [id CI]\n", + " │ └─ TensorFromScalar [id CJ]\n", + " │ └─ 0 [id Q]\n", + " └─ Blockwise{IncSubtensor{i}, (i00),(),()->(o00)} [id CK]\n", + " ├─ ExpandDims{axis=0} [id CL]\n", + " │ └─ Second [id CM]\n", + " │ ├─ variables [id P]\n", + " │ └─ ExpandDims{axis=0} [id CN]\n", + " │ └─ 0.0 [id CO]\n", + " ├─ Add [id CP]\n", + " │ ├─ Mul [id CQ]\n", + " │ │ ├─ Subtensor{:, i} [id BQ]\n", " │ │ │ └─ ···\n", - " │ │ └─ *5- [id DG] -> [id T]\n", - " │ └─ Mul [id DH]\n", - " │ ├─ Mul [id DI]\n", - " │ │ ├─ Mul [id DJ]\n", - " │ │ │ ├─ Subtensor{i} [id CX]\n", + " │ │ └─ ExpandDims{axis=0} [id CR]\n", + " │ │ └─ b [id T]\n", + " │ └─ Mul [id CS]\n", + " │ ├─ Mul [id CT]\n", + " │ │ ├─ Mul [id CU]\n", + " │ │ │ ├─ Subtensor{:, i} [id CF]\n", " │ │ │ │ └─ ···\n", - " │ │ │ └─ *6- [id DK] -> [id BC]\n", - " │ │ └─ 2 [id BE]\n", - " │ └─ Pow [id DL]\n", - " │ ├─ Subtensor{i} [id DM]\n", - " │ │ ├─ *2- [id BX] -> [id P]\n", - " │ │ └─ 1 [id V]\n", - " │ └─ Sub [id DN]\n", - " │ ├─ 2 [id BE]\n", - " │ └─ DimShuffle{order=[]} [id DO]\n", - " │ └─ 1 [id DP]\n", - " └─ 1 [id V]\n" + " │ │ │ └─ ExpandDims{axis=0} [id CV]\n", + " │ │ │ └─ e [id BC]\n", + " │ │ └─ ExpandDims{axis=0} [id CW]\n", + " │ │ └─ 2 [id BE]\n", + " │ └─ ExpandDims{axis=0} [id CX]\n", + " │ └─ Pow [id CY]\n", + " │ ├─ Subtensor{i} [id CZ]\n", + " │ │ ├─ variables [id P]\n", + " │ │ └─ 1 [id V]\n", + " │ └─ Sub [id DA]\n", + " │ ├─ 2 [id BE]\n", + " │ └─ 1 [id DB]\n", + " └─ ExpandDims{axis=0} [id DC]\n", + " └─ TensorFromScalar [id DD]\n", + " └─ 1 [id V]\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1021,30 +1055,38 @@ "output_type": "execute_result" } ], - "source": [ - "solution.dprint()" - ] + "execution_count": 20 }, { "cell_type": "code", - "execution_count": 21, "id": "877783c0", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.689077Z", + "start_time": "2025-07-28T14:29:48.491298Z" + } + }, "source": [ "fn = pytensor.function([variables, a, b, c, d, e, f],\n", " [solution, success])" - ] + ], + "outputs": [], + "execution_count": 21 }, { "cell_type": "code", - "execution_count": 22, "id": "aa07dee7", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.730932Z", + "start_time": "2025-07-28T14:29:48.727619Z" + } + }, "source": [ "arg_inputs = {'a': 1, 'b': -1, 'c': -1, 'd': 1, 'e': -1, 'f': 1}" - ] + ], + "outputs": [], + "execution_count": 22 }, { "cell_type": "markdown", @@ -1056,9 +1098,16 @@ }, { "cell_type": "code", - "execution_count": 23, "id": "5a653a4a", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.826491Z", + "start_time": "2025-07-28T14:29:48.821123Z" + } + }, + "source": [ + "fn([0., 0.], **arg_inputs)" + ], "outputs": [ { "data": { @@ -1071,15 +1120,20 @@ "output_type": "execute_result" } ], - "source": [ - "fn([0., 0.], **arg_inputs)" - ] + "execution_count": 23 }, { "cell_type": "code", - "execution_count": 24, "id": "7a345308", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:48.920120Z", + "start_time": "2025-07-28T14:29:48.915206Z" + } + }, + "source": [ + "fn([1., 1.], **arg_inputs)" + ], "outputs": [ { "data": { @@ -1092,9 +1146,7 @@ "output_type": "execute_result" } ], - "source": [ - "fn([1., 1.], **arg_inputs)" - ] + "execution_count": 24 }, { "cell_type": "markdown", @@ -1126,18 +1178,23 @@ }, { "cell_type": "code", - "execution_count": 25, "id": "90a3a4f2", - "metadata": {}, - "outputs": [], - "source": [ - "dx_dtheta = pt.grad(solution[0], [a, b, c, d, e, f])\n", + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:50.611554Z", + "start_time": "2025-07-28T14:29:49.018275Z" + } + }, + "source": [ + "dx_dtheta = pt.grad(solution[0], [a, b, c, d, e, f])\n", "dy_dtheta = pt.grad(solution[1], [a, b, c, d, e, f])\n", "\n", "d_theta_vec = pt.stack([dx_dtheta, dy_dtheta], axis=-1)\n", "\n", "f_d_theta = pytensor.function([variables, a, b, c, d, e, f], d_theta_vec)" - ] + ], + "outputs": [], + "execution_count": 25 }, { "cell_type": "markdown", @@ -1149,9 +1206,16 @@ }, { "cell_type": "code", - "execution_count": 26, "id": "725c23f9", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:50.690469Z", + "start_time": "2025-07-28T14:29:50.677027Z" + } + }, + "source": [ + "f_d_theta([0., 0.], **arg_inputs)" + ], "outputs": [ { "data": { @@ -1169,9 +1233,7 @@ "output_type": "execute_result" } ], - "source": [ - "f_d_theta([0., 0.], **arg_inputs)" - ] + "execution_count": 26 }, { "cell_type": "markdown", @@ -1183,9 +1245,16 @@ }, { "cell_type": "code", - "execution_count": 27, "id": "4f35bcbe", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:50.842414Z", + "start_time": "2025-07-28T14:29:50.819363Z" + } + }, + "source": [ + "f_d_theta([-1.0, -1.0], **arg_inputs)" + ], "outputs": [ { "data": { @@ -1203,9 +1272,7 @@ "output_type": "execute_result" } ], - "source": [ - "f_d_theta([-1.0, -1.0], **arg_inputs)" - ] + "execution_count": 27 }, { "cell_type": "markdown", @@ -1217,9 +1284,16 @@ }, { "cell_type": "code", - "execution_count": 28, "id": "9737f793", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:51.123385Z", + "start_time": "2025-07-28T14:29:51.114228Z" + } + }, + "source": [ + "f_d_theta([0.8, 0.8], **arg_inputs)" + ], "outputs": [ { "data": { @@ -1237,9 +1311,7 @@ "output_type": "execute_result" } ], - "source": [ - "f_d_theta([0.8, 0.8], **arg_inputs)" - ] + "execution_count": 28 }, { "cell_type": "markdown", @@ -1332,10 +1404,13 @@ }, { "cell_type": "code", - "execution_count": 29, "id": "f065a891", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:51.461035Z", + "start_time": "2025-07-28T14:29:51.432526Z" + } + }, "source": [ "from pytensor.tensor.special import betaln\n", "\n", @@ -1347,36 +1422,35 @@ "k = pt.floor(w_support)\n", "ln_n_choose_k = -pt.log(n + 1) - betaln(n - k + 1, k + 1)\n", "q_probs = pt.exp(ln_n_choose_k + betaln(k + a, n - k + b) - betaln(a, b))" - ] + ], + "outputs": [], + "execution_count": 29 }, { "cell_type": "code", - "execution_count": 30, "id": "543052e6", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:51.995551Z", + "start_time": "2025-07-28T14:29:51.741018Z" + } + }, "source": [ "dist_args = [n, a, b, w_min, w_max]\n", "f = pytensor.function(dist_args, [w_support, q_probs])" - ] + ], + "outputs": [], + "execution_count": 30 }, { "cell_type": "code", - "execution_count": 31, "id": "b90d037a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:52.284051Z", + "start_time": "2025-07-28T14:29:52.058204Z" } - ], + }, "source": [ "dist_params = {'n':50, 'a':200, 'b':100, 'w_min':10, 'w_max':60}\n", "\n", @@ -1386,7 +1460,20 @@ "ax.grid(ls='--', lw=0.5)\n", "[spine.set_visible(False) for spine in ax.spines.values()]\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 31 }, { "cell_type": "markdown", @@ -1398,10 +1485,13 @@ }, { "cell_type": "code", - "execution_count": 32, "id": "ed92df70", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:52.381751Z", + "start_time": "2025-07-28T14:29:52.341604Z" + } + }, "source": [ "c = pt.dscalar('c') # Unemployment benefit\n", "β = pt.dscalar('β') # Discount rate\n", @@ -1415,18 +1505,25 @@ "v_star, success = pt.optimize.root(equations=T - v0,\n", " variables=v0,\n", " method='hybr')" - ] + ], + "outputs": [], + "execution_count": 32 }, { "cell_type": "code", - "execution_count": 33, "id": "fdc49be0", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:52.907099Z", + "start_time": "2025-07-28T14:29:52.448626Z" + } + }, "source": [ "fn = pytensor.function([v0, c, β, *dist_args],\n", " [w_support, v_star, success])" - ] + ], + "outputs": [], + "execution_count": 33 }, { "cell_type": "markdown", @@ -1438,17 +1535,22 @@ }, { "cell_type": "code", - "execution_count": 34, "id": "e70e2bae", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:52.969094Z", + "start_time": "2025-07-28T14:29:52.962622Z" + } + }, "source": [ "c_value = 25\n", "beta_value = 0.99\n", "v0_value = np.zeros(dist_params['n'] + 1)\n", "\n", "w_values, v_star_val, success_flag = fn(v0_value, c_value, beta_value, **dist_params)" - ] + ], + "outputs": [], + "execution_count": 34 }, { "cell_type": "markdown", @@ -1460,29 +1562,34 @@ }, { "cell_type": "code", - "execution_count": 35, "id": "29760ad2", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:53.271982Z", + "start_time": "2025-07-28T14:29:53.063939Z" + } + }, + "source": [ + "fig, ax = plt.subplots(figsize=(14, 4), dpi=144)\n", + "ax.plot(w_values, v_star_val)\n", + "ax.set(title='Lifetime Value of Wages', xlabel='Wage', ylabel='Value Function')\n", + "ax.grid(ls='--', lw=0.5)\n", + "[spine.set_visible(False) for spine in ax.spines.values()]\n", + "plt.show()" + ], "outputs": [ { "data": { - "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], - "source": [ - "fig, ax = plt.subplots(figsize=(14, 4), dpi=144)\n", - "ax.plot(w_values, v_star_val)\n", - "ax.set(title='Lifetime Value of Wages', xlabel='Wage', ylabel='Value Function')\n", - "ax.grid(ls='--', lw=0.5)\n", - "[spine.set_visible(False) for spine in ax.spines.values()]\n", - "plt.show()" - ] + "execution_count": 35 }, { "cell_type": "markdown", @@ -1508,51 +1615,102 @@ }, { "cell_type": "code", - "execution_count": 36, "id": "b318e23c", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.025778Z", + "start_time": "2025-07-28T14:29:53.334235Z" + } + }, "source": [ "w_bar = (1 - β) * (c + β * pt.dot(v_star, q_probs))\n", "\n", "# We want to study the impact of change in unemployment and patience on the reserve wage \n", "w_grads = pt.grad(w_bar, [c, β])" - ] + ], + "outputs": [ + { + "ename": "TypeError", + "evalue": "Only tensors with the same number of dimensions can be joined. Input ndims were: [3, 2, 2, 2]", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mTypeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[36], line 4\u001B[0m\n\u001B[1;32m 1\u001B[0m w_bar \u001B[38;5;241m=\u001B[39m (\u001B[38;5;241m1\u001B[39m \u001B[38;5;241m-\u001B[39m β) \u001B[38;5;241m*\u001B[39m (c \u001B[38;5;241m+\u001B[39m β \u001B[38;5;241m*\u001B[39m pt\u001B[38;5;241m.\u001B[39mdot(v_star, q_probs))\n\u001B[1;32m 3\u001B[0m \u001B[38;5;66;03m# We want to study the impact of change in unemployment and patience on the reserve wage \u001B[39;00m\n\u001B[0;32m----> 4\u001B[0m w_grads \u001B[38;5;241m=\u001B[39m \u001B[43mpt\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgrad\u001B[49m\u001B[43m(\u001B[49m\u001B[43mw_bar\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m[\u001B[49m\u001B[43mc\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mβ\u001B[49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:747\u001B[0m, in \u001B[0;36mgrad\u001B[0;34m(cost, wrt, consider_constant, disconnected_inputs, add_names, known_grads, return_disconnected, null_gradients)\u001B[0m\n\u001B[1;32m 744\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mhasattr\u001B[39m(g\u001B[38;5;241m.\u001B[39mtype, \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mdtype\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[1;32m 745\u001B[0m \u001B[38;5;28;01massert\u001B[39;00m g\u001B[38;5;241m.\u001B[39mtype\u001B[38;5;241m.\u001B[39mdtype \u001B[38;5;129;01min\u001B[39;00m pytensor\u001B[38;5;241m.\u001B[39mtensor\u001B[38;5;241m.\u001B[39mtype\u001B[38;5;241m.\u001B[39mfloat_dtypes\n\u001B[0;32m--> 747\u001B[0m _rval: Sequence[Variable] \u001B[38;5;241m=\u001B[39m \u001B[43m_populate_grad_dict\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 748\u001B[0m \u001B[43m \u001B[49m\u001B[43mvar_to_app_to_idx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgrad_dict\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m_wrt\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mcost_name\u001B[49m\n\u001B[1;32m 749\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 751\u001B[0m rval: MutableSequence[Variable \u001B[38;5;241m|\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m] \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mlist\u001B[39m(_rval)\n\u001B[1;32m 753\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m i \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(\u001B[38;5;28mlen\u001B[39m(_rval)):\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1541\u001B[0m, in \u001B[0;36m_populate_grad_dict\u001B[0;34m(var_to_app_to_idx, grad_dict, wrt, cost_name)\u001B[0m\n\u001B[1;32m 1538\u001B[0m \u001B[38;5;66;03m# end if cache miss\u001B[39;00m\n\u001B[1;32m 1539\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m grad_dict[var]\n\u001B[0;32m-> 1541\u001B[0m rval \u001B[38;5;241m=\u001B[39m [\u001B[43maccess_grad_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43melem\u001B[49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m elem \u001B[38;5;129;01min\u001B[39;00m wrt]\n\u001B[1;32m 1543\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m rval\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1496\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_grad_cache\u001B[0;34m(var)\u001B[0m\n\u001B[1;32m 1494\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m node \u001B[38;5;129;01min\u001B[39;00m node_to_idx:\n\u001B[1;32m 1495\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx \u001B[38;5;129;01min\u001B[39;00m node_to_idx[node]:\n\u001B[0;32m-> 1496\u001B[0m term \u001B[38;5;241m=\u001B[39m \u001B[43maccess_term_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnode\u001B[49m\u001B[43m)\u001B[49m[idx]\n\u001B[1;32m 1498\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(term, Variable):\n\u001B[1;32m 1499\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1500\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mtype\u001B[39m(term)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m, expected\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1501\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m Variable instance.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1502\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1326\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_term_cache\u001B[0;34m(node)\u001B[0m\n\u001B[1;32m 1318\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m o_shape \u001B[38;5;241m!=\u001B[39m g_shape:\n\u001B[1;32m 1319\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[1;32m 1320\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mGot a gradient of shape \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1321\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;28mstr\u001B[39m(o_shape)\n\u001B[1;32m 1322\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m on an output of shape \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1323\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;28mstr\u001B[39m(g_shape)\n\u001B[1;32m 1324\u001B[0m )\n\u001B[0;32m-> 1326\u001B[0m input_grads \u001B[38;5;241m=\u001B[39m \u001B[43mnode\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mop\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mL_op\u001B[49m\u001B[43m(\u001B[49m\u001B[43minputs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnode\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43moutputs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnew_output_grads\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 1328\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m input_grads \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m 1329\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1330\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned NoneType, expected iterable.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1331\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/optimize.py:915\u001B[0m, in \u001B[0;36mRootOp.L_op\u001B[0;34m(self, inputs, outputs, output_grads)\u001B[0m\n\u001B[1;32m 906\u001B[0m df_dx \u001B[38;5;241m=\u001B[39m (\n\u001B[1;32m 907\u001B[0m jacobian(inner_fx, inner_x, vectorize\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[1;32m 908\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mjac\n\u001B[1;32m 909\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mfgraph\u001B[38;5;241m.\u001B[39moutputs[\u001B[38;5;241m1\u001B[39m]\n\u001B[1;32m 910\u001B[0m )\n\u001B[1;32m 911\u001B[0m df_dtheta_columns \u001B[38;5;241m=\u001B[39m jacobian(\n\u001B[1;32m 912\u001B[0m inner_fx, inner_args, disconnected_inputs\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mignore\u001B[39m\u001B[38;5;124m\"\u001B[39m, vectorize\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m\n\u001B[1;32m 913\u001B[0m )\n\u001B[0;32m--> 915\u001B[0m grad_wrt_args \u001B[38;5;241m=\u001B[39m \u001B[43mimplict_optimization_grads\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 916\u001B[0m \u001B[43m \u001B[49m\u001B[43mdf_dx\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdf_dx\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 917\u001B[0m \u001B[43m \u001B[49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 918\u001B[0m \u001B[43m \u001B[49m\u001B[43margs\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 919\u001B[0m \u001B[43m \u001B[49m\u001B[43mx_star\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mx_star\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 920\u001B[0m \u001B[43m \u001B[49m\u001B[43moutput_grad\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43moutput_grad\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 921\u001B[0m \u001B[43m \u001B[49m\u001B[43mfgraph\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mfgraph\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 922\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 924\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m [zeros_like(x), \u001B[38;5;241m*\u001B[39mgrad_wrt_args]\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/optimize.py:333\u001B[0m, in \u001B[0;36mimplict_optimization_grads\u001B[0;34m(df_dx, df_dtheta_columns, args, x_star, output_grad, fgraph)\u001B[0m\n\u001B[1;32m 290\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 291\u001B[0m \u001B[38;5;124;03mCompute gradients of an optimization problem with respect to its parameters.\u001B[39;00m\n\u001B[1;32m 292\u001B[0m \n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 329\u001B[0m \u001B[38;5;124;03m The function graph that contains the inputs and outputs of the optimization problem.\u001B[39;00m\n\u001B[1;32m 330\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 331\u001B[0m df_dx \u001B[38;5;241m=\u001B[39m cast(TensorVariable, df_dx)\n\u001B[0;32m--> 333\u001B[0m df_dtheta \u001B[38;5;241m=\u001B[39m \u001B[43mconcatenate\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 334\u001B[0m \u001B[43m \u001B[49m\u001B[43m[\u001B[49m\n\u001B[1;32m 335\u001B[0m \u001B[43m \u001B[49m\u001B[43matleast_2d\u001B[49m\u001B[43m(\u001B[49m\u001B[43mjac_col\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mleft\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m)\u001B[49m\n\u001B[1;32m 336\u001B[0m \u001B[43m \u001B[49m\u001B[38;5;28;43;01mfor\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mjac_col\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;129;43;01min\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mcast\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mlist\u001B[39;49m\u001B[43m[\u001B[49m\u001B[43mTensorVariable\u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 337\u001B[0m \u001B[43m \u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 338\u001B[0m \u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[1;32m 339\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 341\u001B[0m replace \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mdict\u001B[39m(\u001B[38;5;28mzip\u001B[39m(fgraph\u001B[38;5;241m.\u001B[39minputs, (x_star, \u001B[38;5;241m*\u001B[39margs), strict\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m))\n\u001B[1;32m 343\u001B[0m df_dx_star, df_dtheta_star \u001B[38;5;241m=\u001B[39m cast(\n\u001B[1;32m 344\u001B[0m \u001B[38;5;28mlist\u001B[39m[TensorVariable],\n\u001B[1;32m 345\u001B[0m graph_replace([atleast_2d(df_dx), df_dtheta], replace\u001B[38;5;241m=\u001B[39mreplace),\n\u001B[1;32m 346\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/basic.py:2991\u001B[0m, in \u001B[0;36mconcatenate\u001B[0;34m(tensor_list, axis)\u001B[0m\n\u001B[1;32m 2984\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(tensor_list, \u001B[38;5;28mtuple\u001B[39m \u001B[38;5;241m|\u001B[39m \u001B[38;5;28mlist\u001B[39m):\n\u001B[1;32m 2985\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 2986\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mThe 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\u001B[38;5;28;01mreturn\u001B[39;00m tensors_list[\u001B[38;5;241m0\u001B[39m]\n\u001B[1;32m 2804\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[0;32m-> 2805\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43m_join\u001B[49m\u001B[43m(\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mtensors_list\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/graph/op.py:293\u001B[0m, in \u001B[0;36mOp.__call__\u001B[0;34m(self, name, return_list, *inputs, **kwargs)\u001B[0m\n\u001B[1;32m 249\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21m__call__\u001B[39m(\n\u001B[1;32m 250\u001B[0m \u001B[38;5;28mself\u001B[39m, \u001B[38;5;241m*\u001B[39minputs: Any, name\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m, return_list\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mFalse\u001B[39;00m, 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\u001B[38;5;241m=\u001B[39m \u001B[38;5;28mint\u001B[39m(get_scalar_constant_value(axis))\n", + "\u001B[0;31mTypeError\u001B[0m: Only tensors with the same number of dimensions can be joined. Input ndims were: [3, 2, 2, 2]" + ] + } + ], + "execution_count": 36 }, { "cell_type": "code", - "execution_count": 37, "id": "a77aa3d8", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.038374074Z", + "start_time": "2025-07-28T14:28:22.016693Z" + } + }, "source": [ "fn_2 = pytensor.function([v0, c, β, *dist_args],\n", " [success, w_bar, *w_grads],\n", " on_unused_input='ignore')" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "fa568587", - "metadata": {}, + ], "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reservation wage at c=25, β=0.99: 38.13336026307221\n", - "Change in reservation wage given unit change in c: 0.12353985797683031\n", - "Change in reservation wage given 1% change in β: 1.638882284503543\n" + "ename": "NameError", + "evalue": "name 'w_grads' is not defined", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mNameError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[38], line 2\u001B[0m\n\u001B[1;32m 1\u001B[0m fn_2 \u001B[38;5;241m=\u001B[39m pytensor\u001B[38;5;241m.\u001B[39mfunction([v0, c, β, \u001B[38;5;241m*\u001B[39mdist_args],\n\u001B[0;32m----> 2\u001B[0m [success, w_bar, \u001B[38;5;241m*\u001B[39m\u001B[43mw_grads\u001B[49m],\n\u001B[1;32m 3\u001B[0m on_unused_input\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mignore\u001B[39m\u001B[38;5;124m'\u001B[39m)\n", + "\u001B[0;31mNameError\u001B[0m: name 'w_grads' is not defined" ] } ], + "execution_count": 38 + }, + { + "cell_type": "code", + "id": "fa568587", + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.039512358Z", + "start_time": "2025-07-28T14:28:22.929234Z" + } + }, "source": [ "success_flag, reservation_wage, dw_dc, dw_dβ = fn_2(v0_value, c_value, beta_value, **dist_params)\n", "print(f'Reservation wage at c={c_value}, β={beta_value}: {reservation_wage.item()}')\n", "print(f'Change in reservation wage given unit change in c: {dw_dc}')\n", "print(f'Change in reservation wage given 1% change in β: {dw_dβ / 100}')" - ] + ], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'fn_2' is not defined", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mNameError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[39], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m success_flag, reservation_wage, dw_dc, dw_dβ \u001B[38;5;241m=\u001B[39m \u001B[43mfn_2\u001B[49m(v0_value, c_value, beta_value, \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mdist_params)\n\u001B[1;32m 2\u001B[0m \u001B[38;5;28mprint\u001B[39m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mReservation wage at c=\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mc_value\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m, β=\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mbeta_value\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m: \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mreservation_wage\u001B[38;5;241m.\u001B[39mitem()\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m 3\u001B[0m \u001B[38;5;28mprint\u001B[39m(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mChange in reservation wage given unit change in c: \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mdw_dc\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m'\u001B[39m)\n", + "\u001B[0;31mNameError\u001B[0m: name 'fn_2' is not defined" + ] + } + ], + "execution_count": 39 }, { "cell_type": "markdown", @@ -1564,10 +1722,13 @@ }, { "cell_type": "code", - "execution_count": 39, "id": "798abcb6", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.053678627Z", + "start_time": "2025-07-28T14:28:24.075241Z" + } + }, "source": [ "c_grid = pt.dmatrix('c_grid')\n", "β_grid = pt.dmatrix('β_grid')\n", @@ -1577,33 +1738,57 @@ "fn_grid = pytensor.function([v0, c_grid, β_grid, *dist_args],\n", " [w_bar_grid, *w_grad_grid],\n", " on_unused_input='ignore')" - ] + ], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'w_grads' is not defined", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mNameError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[40], line 4\u001B[0m\n\u001B[1;32m 1\u001B[0m c_grid \u001B[38;5;241m=\u001B[39m pt\u001B[38;5;241m.\u001B[39mdmatrix(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mc_grid\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m 2\u001B[0m β_grid \u001B[38;5;241m=\u001B[39m pt\u001B[38;5;241m.\u001B[39mdmatrix(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mβ_grid\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m----> 4\u001B[0m w_bar_grid, \u001B[38;5;241m*\u001B[39mw_grad_grid \u001B[38;5;241m=\u001B[39m vectorize_graph([w_bar, \u001B[38;5;241m*\u001B[39m\u001B[43mw_grads\u001B[49m], {β:β_grid, c:c_grid})\n\u001B[1;32m 6\u001B[0m fn_grid \u001B[38;5;241m=\u001B[39m pytensor\u001B[38;5;241m.\u001B[39mfunction([v0, c_grid, β_grid, \u001B[38;5;241m*\u001B[39mdist_args],\n\u001B[1;32m 7\u001B[0m [w_bar_grid, \u001B[38;5;241m*\u001B[39mw_grad_grid],\n\u001B[1;32m 8\u001B[0m on_unused_input\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mignore\u001B[39m\u001B[38;5;124m'\u001B[39m)\n", + "\u001B[0;31mNameError\u001B[0m: name 'w_grads' is not defined" + ] + } + ], + "execution_count": 40 }, { "cell_type": "code", - "execution_count": 40, "id": "c9dc5bb7", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.055374337Z", + "start_time": "2025-07-28T13:48:15.524167Z" + } + }, "source": [ "c_values = np.linspace(10, 50, 30)\n", "β_values = np.linspace(0.1, 0.99, 30)\n", "\n", "cc, bb = np.meshgrid(c_values, β_values)" - ] + ], + "outputs": [], + "execution_count": 40 }, { "cell_type": "code", - "execution_count": 41, "id": "46c5a937", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.063046781Z", + "start_time": "2025-07-28T13:48:15.644965Z" + } + }, "source": [ "# Use the answer we already found as starting value to try to speed up convergence\n", "\n", "w_bar_grid_vals, *w_grad_grid_vals = fn_grid(v_star_val, cc, bb,\n", " **dist_params)" - ] + ], + "outputs": [], + "execution_count": 41 }, { "cell_type": "markdown", @@ -1615,21 +1800,13 @@ }, { "cell_type": "code", - "execution_count": 42, "id": "a5434ef6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.064048539Z", + "start_time": "2025-07-28T13:48:16.909317Z" } - ], + }, "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "cs1 = ax.contourf(cc, bb, w_bar_grid_vals, alpha=0.75)\n", @@ -1645,7 +1822,20 @@ "ax.ticklabel_format(useOffset=False)\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 42 }, { "cell_type": "markdown", @@ -1659,21 +1849,13 @@ }, { "cell_type": "code", - "execution_count": 43, "id": "1d2d756c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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fkrSh3gR69jcdchg0xPWseV9fN04/y8tlnbPOiR3wur/nsDQfXzd8T4CR7MHPz6+PkRwI3t7eDB06lOLiYs455xygO7RAr9f3rlNfX9+vSjkQxM02AoFAIPjNaLOO7fMo7qiiuKPq926WQHBKYzabKSwsRK/Xk5CQQEREBEuXLu39u8ViYdWqVYwbN062tqhICgQCgeB3o806FoDijg29y0SVUiBwjb/97W+cddZZxMbGUl9fz+OPP057ezt/+ctfUKlU3HXXXTz55JOkpKSQkpLCk08+iZeXF5dddpns1xJGUgYNByqJHpbikoal0yTGWf4KSA4Hqt/hjjyBQHBi6DGU/m4beiuUwlAKBMqorKzk0ksvpbGxkdDQUMaMGcPGjRuJi4sDYPbs2RiNRm699VZaWloYPXo0S5YsUTSWVPzyymD9y1+7rLHhle9c1ji0cqfLGh11LbiajilJEg67w+W2nAj2fLXeZY326iaXNUTiqEDgGj1d3oDo9hYIFLJgwQKqq6uxWCxUVVXx+eefM2TIkN6/q1Qq5syZQ01NDSaTiVWrVpGRkaHotYSRlEF9YblLRqFhfwUFn6zEYbMr1rBbbax67jOsJtfmpdr0+vcYWw3HX/EYlKzeTXuNa+bL1N5Fa0W9SxoVW/ez7xvXjKTNbGXVs5+6pAGw96t1Lmu4uk97+KOY2payut+7CYKTEGEoBYKTA2EkZWC32Ohqale8/aY3FuGwOzA0tCrW2PfNBjpqmjHUtijWaCmvZ9+3G+hsaFOs4bA7WP/y13Q1Kt8fAFveWkRbZePxVzxGO1Y/9xnmDqNL7dj+/jIaDlS6pNFSVsfGVxe6pCFJEsufkJ8s8EuKl+/A1NbpkobVaKarRX5c1pEYGlpZ9ZzrBr1w4SaXjbHdasNutbnclhOBw2bHbHDtnP2zIAylQPDHRhhJmewqLGZfc53sx6atBRxasROA3fsP9S6Xg81iZfNbi4DurmmlbHptIZLdgaG+VbFG0febaDpcQ1ezciPZVtXIro9XuVQZ3fv1ehqLq1z6UW6vbWbLWz9gNZoVa0iSxI//WuCyOdj79XrKNxa6pNHZ2MaPT36IWqtsfrYeVv77E6ydyveJzWLl+/teR3K4ZgAPry5gx4c/ujR9h91mZ/njH7g8jra9usllg95R18K3f3sVjYvHx9TWSWej8otB6D5vyzcVUfjdRpd0fguEoRQI/piIm21k4BUWjLrag6DBabK3PfDxMjQ6HXazGXWtB0EZ3Rr7mvcPWKPim80Y6loB2H+4FENK4IC2GxL087xQjQer2L94KwCdCiujNrO1d6xnV7PyitX6l7/BbrUpNpJmg5ENr3zb/f8dXYrbseaFz7GZrS4Znv2LNlO5ZT9qjXKjYqhvZc0LnwPKJ4aVJIll/3wfU1snGjflH++i7zex75sNTLjjXMUaq/79KTUFJQw6fZRijdq9pSx64C3ixg5WrOGw2Vn80NsY6ttcOj71ReUsfex9Lnv/74o1StbuYckj75A4KROth7siDYfdwb5v1rP78zVc9Pa9ijQsnSYKF25i1ycrMbYYuOKThxTpSA4HjYeqqdxyAI27lqHnT5R13jrsDgx1LXQ1d9DV0oGxuQNjiwG/yCBSpg93qtVjJuHnO71P5E05DrvDpfNEIPizIYykDIb/33UEpSYq2nbEndfRfOAwCTMm4xn0swEMcgzclBqDOwhIKsTNyxO3dt8Bb3ukWT30/To8wvyxtBgoKa9CLbMqClD22QYM9d0V0bLKarTNdX3M6kCo3VPKgSXdhtbUqqzCI9kd5P3jchbd/yapM0ZgM1vR6uRN+tpR24y7V/dd9Go3DXabXXalyNTWydr/fQV0/wgpuYNckiR+fOpDLJ2mngWgwEju+XIdpev2AiiuSLaU1fHjUwsAcPNSNnnx7i/WsufLtQB4B8ubOLeHtqpGvvnrPGwmC/7RoYo0HHYHS+a8S/HS7WRdPEWRBkDZhn0svO91EidlKqpq2m12Nrz8NdveWwag2FzX7C5h5TMfU19YzpT7LlZ0sVC6fi+LHngLy0/V89OeuFb2MTLUt7LmxS+o2FKEscVAREY85827U/bFj0oFW+YvZs8Xa3uXpc8aR/alUwek1WYdi592PS/c+xlNhe14+Xvg7eeBT4AnyTmRTLwgU3b6yqpPC1j89lZiB4cRNyS891+/YPkTaP/44Q4O7qgmfXwc6ePiCQjzka3Rw/dvbEKlUpE9NZmIhEBFF5q7thoo3FJI7nQ96Rn+ijSqKrt49+1D5OXrGTYiGI1GvobBYOXFZwuZPDW8O91GJ/+7ymZz8O+n9jJyVDDjJ4bh6SXszO+F2PMy8I2OwCNA2Y+iSqOlq6GR8JyhBKUkKNKIGjuC7fPeJePK89GPyBrwdkcazqDL0li+dQ6x588ieHAqQQ75bdFNCMa4v7tL2983gSBHmqzKKkDd4VKCRyTTVdVETUPjMbv5j2ZSPfy9aa9uIiIjnryHrpD1+j34RgSRMDGDqu3FnPXCLUh2B8g0YBp3Lac/dT1f3fESKbnDsFtssqtNxlYD0SPSKFu/D48An24fKUuhuzqkcdOg9XDH3dtDcVWltaIBD39vtB5uaN2VpTFEj0hFn5lIZ2MbXsHKkjAsnSbCBsVSveMgAQqNpLGlA7WbBrVWQ9igGEUaDruDqh0HsZksxI4epEhDBeizkuD95fiE+hOlcBoxrYcbjcVVeIf4k362/ImDAWJHDcIzwAeLwUjS1CxS84fL1vAJC8Dc0YWxxUBAbBhnv3grbgoSU7a9u4zCb7u71TVuWqbMvoiMcyfI01jsyeEt7bSWd9+05xPgwbl3TmD8uRkDNpEHd1Tx7bwNtNQaaKppp72pi6riRjZ8s4+IhCDyrhzGlIuz0Hke/fNQV9rCVy+tw2KyYTFZsZpsGFqNlO2rZ83nuwGITA5m8kWZ5P9lBFq3/t8zHS1GPnlmJQ6HhOSQkKTufx0OiYaKVg7uqObDJ34kLC6A7KlJZE9NJmNCfB9D6HBIvP2PH7qf/NTJ0jO+2MvWyKIvWnj+6X1E6D3JnR5B7nQ94yeG4eHZtz1PPFqAocP5mOKvv6jglZcOEBjkztTcCPLy9UycEo6fX9/989/nC6mpdj7cZ9mSGl6fV4yPj5aJU8LJy9czNTeC4JC+59E7bx2iaJ/zIRzr19bzyksH0HmomTAxjLx8Pbn5esIjRALdb4kwkjLQ+SnP6tS4aTnvizdB5VqXyRlvvwCShFqr/NBNe/ZhHDY7GoUmwTsshLF/vx27xYpW122Y5FRWAYLGpTFo7CzsZgs2kxkPx9EN+rFMqnv+EFInJlPYUi+7KtpD8rQc4sYOUfRDCODmqSMyO4nrf3hKsYZXoC/DLs8l45zxmNo6lRQjUanVDDlrLMm5ORhblI87TZiQQfRnD7t0Y1lgbBjnvXIndovyoQuhqdGc/fzNdDa2KR6/6h3iz/SHrmDUdTNRybbm3ag1asbechZpp43Ew09ZrJtaqyFpShbXfP0Y5ZsKFZv80JRorvzsYap3HJRdfT+yLTOfuo7t7y1j0t3nKx57Ou62WZg7upj55HV4BiirtEWPSOW87DvZ/v4yRlydT0SG/Atbv8hghp4/kXX/+4qRl6Rw9d0z8AmQZyQ8vN2JHRxG1pQkdF7uvHbvd2RPSybvimGkj48fkCFVa1V4+uoICPXBzUOLu4eWtoZOyvbVExjhy6iZaYw5czBJ2ZFH3ecqFWi0arRqFSq1CrWq+1+VWkVnW3dvhZtOS1RyCDFpYcQOCnOqpT6iat77Z5UK9yOW63RqPDw1eHpp0Gj7a6hUquN+D6lVKjQaFWqNCmeF+oFoqFSgUR9do897OKqGqvch+O1RSX+UOUL+wLS3t+Pv7895n7+Bm7fr+aCCX4dm9fGrokrNpkBwqmE1mhVf+PRgbDUoNpEnsi2GhlasXWbikw+7PF6yqbodSZIIiXI9U3r/5gpQQcrwaNld7L9k9acFePnpyJiYgIeXsvG15h1fcGinO7n5epJTfBUZr+qqLt6ff5jcfD3Zw4IUd23/9/kiJk3p7tp2d5d/YWWzOXjuX/sYMTqY8RP6V1R76OiwkpH8DW1tbbLzqV2lxzvsOXj2Ccna/j3fy7EQRnIACCN5aiCMpkBw6uPvtkEk4hyFNPViwj2VjfM/WRFG8tdHdG0L/jQMpPv9eGM9hdEUCAQCgeBnhJEUCI7geGZTGE2BQCAQCH5GGEmBQAauGE1hMgWC34bijirRvS0Q/EYIIykQnECOZTRFNVMg+PVps47F323D790MgeBPgzCSAsFvxLFMZrN6/1Hn0hQGUyAQCAR/VISRlEFnfRMBCa7dtW0zmdB6eLikYWpto7OugeC0ZMUakiTRWVOPT6RrJsVmtvTOJelKW/4I839JkoTDakXj7tr7UYLSSqYwmQKBc0T3tkDw2yACRWWw640PXdYoePtjl7aXJImt/3kDq0F5tjTAoe+X07jvgEsa7RVVlCxZ5ZKG3WqjYpXr3VAth8tc1ij65FtMrcon4YbufdJ6uNwlDYfdQWddQ+/zIEfaUR/7muuO+rDb7C6140QhSRJWk+X3bobgT8SRedwCgeDXRRhJGRhqal3avnLdFspXumaaSpasomrDNpeSbdpKK9n56ntoPZRPAGwzmVn/xH8VJ3T0sPPV9+iolp/3fSRVG7dx+IcVLmmULl/L3g8+xyskSLFGZ20DK+9/Co8g5RMZO+wONj//CqZW55Fgv+RoBrNxy0HWfL/GqcEcKGaDkfLNRUrfSrdGRxdLHn5HcTJND1U7DtJcUuOShsPuoLNxYPv1aEiSRMWW/TSXuvZdAGAT5logEJwCiK5tGbgyd7u5rZ2t/3tTfoDyERhq6tjxyrsAqN2UHTq7xcKGf/0Pu8WKxgUjuX3uO7SVVuDm461Yo2TJKg5+t5Tht1+nWKO1pJyNT7/M4ItnKdao27GHLS+8ik9kBKqjZXQdB2NTCyvvfxKHzYZHgDIj6bDb2fTveVSu28zIO29QpAFQumwNO19YwFnv/hdPR2Cfvw10LGZLaR3f3vMKeQ8ryzAHqN51iB/+8TZhaTF4BSqLFzW1d7H2v19SvfMgV37ykCINSZI4vKqALW/9wBn/vlGRhqXTROH3myj4ZBVewX6cN/cORe1oPFjF4ZUFVGwpYtr9lxKUoJetY7fZaT5UTV1hOcFJkeiHyosVtHSZqNtbRldTO13NHXQ2teOnD2LoeRNknf/GVgPr/vcVAGo3DRo3LWqthsTJmURlD2zYjc1sZfv7y/AK9sM3Igi/iCB8IwJlZ9UD2CxWNs77loDYMMIGx+IzyK64e9vQamTFRzsZPCaWhKF6NFrlF8xbfthPeFwgMYNCXRrCs39zBT6BnkQmByvWKT1oosrcRFaOskQagLpaIweLOxg1JgQ3N2X7xWCwsmlD4zETaY6Hzebgx6W1jJsYio+P65N9C5QjjKQcHMqNZOmyNdiMJty8lI+xrFi7GbWm+0On1EhWb9yOxdAJoLgi2VxcQsPe7kqVu8KkH1NrO8XfLgXAI0DZDP0Om42973+OzWhSXEm0mS0cXrISh82OT2SEIg1Jkjj8wwoMNXWEZ6cr0gCoWreFyrWbCEiKV5yD3nK4jO2vvINPZDiewYH9/n60sZhHGkxLexdb734ba4dRtknpoaulg5XPfEJHTTNT/naRIg2Hzc7yJz7g4PIdTHvgMsUmf9s7S1n30leMvGYGvuH998lAKFq0mZVPf4ybp46zX7xVUVtqCg7z2Y0vIDkkznruJkUmsqulgw8ueYKupnYyzh1P+tnyu3DdPNxZ//LX1O4pBWDI2WMZc+MZst9T9c6DVO86REtp93njFezH5L9dSGRW0oA16ovKObx6N3V7S3uXBcSGMflvFxI/bmCfpabDNVRuO0BXUzsla/fQXNJdLda4adGnB3LV7DwGj4k7tkZ1O0WbK7CYrJi7rFiMVpa9v51P/r0KDx93Bo2MYcjYOIblpRAe7/wc6mgxsm9DGQ6746eHhMPuYPeaEjYtLCIwwpfMSQlkTU4kfXw8Xn79x8qbjVYKVh5CkqD310aSkCQo2VPL969tIjTGn+xpyeRMS2bQqBjcdH1/CyRJYusPzsdV+3V28sR9KwkK0jFtegS5+XomTQnH27v/78nypTVYLI5+yx12idl/3YZarWLy1HCm5euZOi2cwKD+vyfr1tTT3m512pbHHymgsdHMxElh5E7XMy0/gvDw/hnpW7c00VBvcqrxvxeKuO3GTYwZF8K06Xry8vXExCovbgiUIYykDLJvulLxtmnnn4F/QiySo/8Hc6AMvvAsQoakYjOacPdVlm8bM2kMPtF6jA3NeAQFKNIISklg0mP30l5RjVdYiCINjwA/JjxyNy3Fh/HRKzNwaq2WEXfdQHzeRLzDwxRpaHXujLjjeuKmju812HJRqVQMuuhsAlMSFGsARE8czQQvT8xtHYo1AhPjGP+Pv2JsapG1XR+D6QNj7vLGUF1HYWtDn/UGenOPV6AveQ9dzt6v1xM3Xpm5Vms1jP+/WXj4eTH49FGKNAAGnzWGlvI6hv8lX7HGoNNHUbPrMBGZCfhHKTvnI9LjGTRzFAExoSROylSk4RXoS9KULACm3nexIkOrUquJGzuE+qIKJv/tQoaeP1FRhau5tI7A2HBayuoZev4Ext82C52vvAvLhv2VSPbusbz+MaGMvm4maaeNRK0deJWq4UAlhd9twjvYD61ndyXTLyqYoedOZMx5WgbHH9tEAlQfauLbeRtw99Di7umGztMNR0/hQAJvfw/0iUEERx79orepuo1P/r0StVqNWqPq/ddo6B7W0VLbwdbFB7DbHLjptGRNTeq337vaTXz0r+5hOiqVqrcHS4UKm7V7PzVUtLHsve2U7alj7NlDmHppdp+KqeSQejV+iRvG7rY2mfl0QRlbNjVSsKOFm29Pxd+/bxX4P88W0tzsfEiKxeLAYnHw7deVbNrYyLYtTfzfnWnoI/se/zdeKab4gPNx542NZkxGO0sX17BlcxObNzXyf3cNIim5b+/FJx+Wsm5NvVON1hYLFouD1Svr2b61mc0bG7nl/9LIzFZ2wShQhsjaHgAia1sg6J9VPhBTeSLuyP+jaJgNRty9dIoro70a3h4utcXc0YW7j6dLGl0tHbSW1ROZPfDqoTNq95QgOST0mcrzm/cv3ordamOQTAPpjJ0LVhAYH07sqEGo1GrFuds2i513H13K0AnxZE1Nwt1Dedfpl/9di6HVyPDpqaSNjFHcTf7jhzvYs7aUnNxksqYk4Rcs/7fIvvsL5v2rmdx8PbnTI0hK9pV9HtXWGLn1hk1MnNxdSczIDECtlqfR2WnjmsvXkTM8iNzpeoaNCEIrc7/Y7RLXXrmOhAQfcvP1jB4birt7fw2Rtf3rI4zkABBGUiDoz5HGUkxDJPgjotRI/hE5ERdDKfyA3tu1iweHQ5JtHH8tDZWK4+4TYSR/fUTXtkAgUMSR3eG/nOtSGEuB4MRyIubaddW8nWoaghODMJICgcBljjSVv7wzXJhKwe9Fm3UsxR2nTlVSIPgjIoykQCA4oRzNVApDKRAIBKcewkgKBIJfjaN1fwtTKRAIBKcGwkgKBILfBGEqBQKB4NRDGEmBQPCbI0ylQCAQnBqclFnbc+fOJSEhAQ8PD4YPH86aNWuOuf7LL7/M4MGD8fT0JC0tjXfffVfR61oMnVg6uxRt24MkSViNzmfpl0N7eZXLGq5Mnt2Dw658gnWBAH7OCwcUZYILBAKB4PfjpDOSH3/8MXfddRcPPvggO3bsYOLEicycOZPy8nKn68+bN4/777+fOXPmsHfvXh599FFuu+02vv32W9mvvem5V1BrXSvi7vvoK0wtrS5p7P9yEbXbd7uk0XzgMMVfL3ZJw9LZxYEvFrqkIUkSFas3uqQB0Hq43KUsdOjO7W4sLHZJw26x0lpa4ZIGnBiTfyKmiJUcDqwuXjwNlB5DKUylQCAQnDycdEby+eef57rrruP6669n8ODBvPjii8TExDBv3jyn67/33nvcdNNNXHzxxSQmJnLJJZdw3XXX8fTTT8t+7daScrQ69+OveBRKf1zL3vc/wytUWcQaQNmK9ex89T38YiIVa7SWVrDqwX/hFa68HZbOLlY9+C+XKpKSw8GOV96lrmCfYg2AyrWb2fvhFy7Ns1a5bgsr7v0nfrHKpwkxVNex/J45LmWy2y0Wdr3xIXUuXijUbN1FyeKVireXJImarbtY9Y+nXTKkptZ29rz/Oe0V8iroR5pKSZLYsH47m7YWKG6Hw+6gpuAwm974HkNDq2Idu81Ow4FK2muaFG0vORx0NrZRu6eU4mXbaThQqbgtPSj5DDYUV9JQXElbVSPGVgM2i/M85GPRVtVIV3PHCblgqdx6gLaqRpe1HHYHlVsPYDVZepd1TwEkvwensaqNrnbXe4/aGjuxmm0nRMfV/dPWasNmc60XyWCwYjLZXdIwGe10drq2T2w2B22tluOvKPjVOanGSFosFrZt28bf//73Psvz8/NZv369023MZjMeHh59lnl6erJ582asVitubv1nmzebzZjNP2eMtrd3Z4V6BQcpbnv97kK2vPAaniHBaNyU7faGvfvZ+p/XAfCN1ivS6KxvZM3D/8bSYSAgIVaRhs1kYs1Dz9BcdJChV12oSENyONjynzcoWbySMff9nyINgOJvlrB93jvkuJCDfuj75Wz975tEDBuKu8Lkovrdhayd8xxeYSEEJCrbr4aaOtY88iyWDgMZf7lIkYa1s4stL75O9abtnPnOfxVp2EwmNj4zl6r1W8m+6Urcfbxla0gOB3ve/5z9n31HXO4E/GKUGfTyVRvY8/7nuHl7kfP8JYqmEipevoMfn/wQU1sneQ9fiU9ogOx2NByoZMW/FlC/v4LEiUM57fFrZGu0lNfz2Q3P09XU/X2SfcmU3tzsgWLpNPHt3fNoOlSDzWLFO8Sf/DlXyY4orNtTyvInPux9rtaoGX7VdEZdfzpa3cASOJoOVvPtPa+g9XDHLzIYP30QYYNiGXZlHjofz4G9ny4ThvpWDizdxu7P16Dz9SQ0LYawQTHoMxNJmpJ13EhKm8WKub0LS6cJS5eZja8tpKbgMOFDYokalkLUsBQGjbCC7zE0rHbMXVZsVjt2qx2bzUHlgQb+c/MXJGdHMXRSAkMnJZCQEYFa47w9DrsDc5cVSZKQpO7kFSSJurIW/n3NJ6SPiyN7ajJZUxIJDHfeGIdDwtx1hDk6wjfuXVfKgn+tIHtaMtnTkkgfF4/Os/+xkiQJc5fzC4P6GisX5y5kwqRw8vL1TJkWjn+A8+JIV6cNZ7a102DjrBk/kp0TRG6+nml5EYSGeThZE4xdNqfX1Tabg3NPX0F0rDe50/Xk5euJinb+3Wsy2rE7EZEkiWuuWI+bm5q8GRHkTteTmHSMgyz41TipjGRjYyN2u53w8L4/IuHh4dTW1jrdZsaMGbzxxhucc845DBs2jG3btvHWW29htVppbGxEr+9vyJ566ikeffTRfssjRmQqbntoehoZV16A1aC8mzA0PY3M6y6jbnsBXqHBijS8w0LIvvEKShavUPzjrvXwYOjVF1P48dcEpSrL2FWp1aSdezrGphZCM9KOv8FRiB4/ktptu4gYPlSxRuzksdTvLiQ0Y5BijdD0NGImjcY3SpnBB/DRhxM1djgqjUbxxYabtxfBg5LxCA7EI9BfkYbWw4OIYUMxNjaTfEaeIg2VWk1gYhw+kRFkXXupIg0Ar9BgJLudsX//P3zUYfBTMUXODTrBiRGoNGpGXDOD9LPHKmqHT1gA7dVNvSZSSSa0b3ggao0alUbNlHsvIvOCSbI13L09MLV3YWw1MPjMMUz+24UDNm1HUrRoC6hUIEnEjhnM5L9dSFB8hCyNA0u3AWAzWehqaifttJFkXTRZVns2v7GIbe8u7TWv5g4jHTXNxI9PJ2pYyoByzfd8sZZVz37a/USlQqPV4LDZqSkoobWiAWuXmZBgLzjG29uxrJj/3vaV8/e5rZID2ypZ/PYWJl2UxTm3jcPTV9dvvUO7anjsgveO+hrblhSzbUkxKrWKvCuHcf5fJ+Lt19eANde089eJznvXeljx0U5WfLQTnZcbZ986jpnXjcRN9/P3heSQuGHo88fU+ObLCr75sgKNRsWlVyZw79/TCQjsaygnjf6BhgbzURRg8aJqFi+qRqWC08+K4qFHM9FH9jWD55+9ir27W4+qceiggVU/1vHw/TuZNCWMOU9kk5Tc1wzeesNGli91/vvew8b1DTz+yG5yhgfx2JPZZGYHHnN9wYnlpMrarq6uJioqivXr1zN27M8/CE888QTvvfceRUVF/bYxGo3cdtttvPfee0iSRHh4OFdccQXPPPMMdXV1hIWF9dvGWUUyJiaGcz97XVF15khORF6qw+446lXxn1VDpVa5vF/tFgsad+VDF041DXNbOzp/1/JcT4SGqbUdjwDnGj1538czk/VFFYSmRg3ImBxdo5yQ5ChFJrKHyq0HcNgdxI5WftFStb2YzsY2UvNHKNawmix8fcdL5FyWS+LkTEWfHXNHF59c+yyDzxxD5gWTcPd2XpU6pobBiEqtonTtHvb/sJWhF0wkbsxgWcfJbDBiM1lw89Lh5qlj+RMfYjNZSDttJLFjBqPRao6buW3qtNDR0oVGq0GjVaN111BX2sILN37O8OkpjJiRxqDRMWjdjn7sLWYbLTUd3d9F6u5IQ5VKRVN1O/++5hOGjItjeF4KWVOT8A9x/jtis9ppqmrvu/CnQ1O4sZwPHl9OxoR4cnKTyZriXEeSJOpKW5zq+zb8yJ1/OczwkcHk5evJzdcTn+DjdN3yUoPTSqDJ6OCic1eRlORLbn53NXHQED+n51BVZRcWS/9ucIcDrrpkLX5+buTm68mdricrJ9Bp7GFdrZGuLufd4HfcsoVOg7VXY8SoYLTavueOyNr+9TmpjKTFYsHLy4tPP/2Uc889t3f5nXfeyc6dO1m1atVRt7VardTV1aHX63nttde47777aG1tRT2AL6yek+G8z9/ATWHXp0Ag+PUYqKEUdCM5HNit9gF3YzvDZrEi2R24efavzsnFbrUprsL/EpvZ2u99Hc9IOqOzzYSnj7vLF7ptDZ14+Lg77YaWQ0NlKwGhPn2qj3IJbvyOmMBE/PyUt6Wl2YzNJh21O3sgdHbaaG2xHLU7eyDYbA4qyjtJSDx2d7Ywkr8+J9XNNu7u7gwfPpylS5f2Wb506VLGjRt3zG3d3NyIjo5Go9GwYMECzjzzzAGZSIFA8Mfnl3d6C46NSq12yUQCaN3dToiJBE6YiQRcfl89ePt7uGwiAfxDvV02kQCh0QEumUiAkDA3l0wkQGCQziUTCeDtrXXJRAJoterjmkjBb8NJNUYS4O677+bKK69kxIgRjB07ltdee43y8nJuvvlmAO6//36qqqp654o8cOAAmzdvZvTo0bS0tPD888+zZ88e3nnnnd/zbQgEghNMj5nsyfcW1UmBQCD49TnpSnIXX3wxL774Io899hjZ2dmsXr2a77//nri4OABqamr6zClpt9t57rnnyMrKYvr06ZhMJtavX098fPzv9A4EAsGvSc+0QaI6KRAIBN089dRTqFQq7rrrrt5lV199de9Y3p7HmDFjZGufdBVJgFtvvZVbb73V6d/mz5/f5/ngwYPZsWPHb9AqgUDwRyLIkdZbnQQxflIgEPw52bJlC6+99hqZmf1nnjnttNN4++23e5+7K7hJ86SrSAoEAsFA+WVSjkAgEPyZMBgMXH755bz++usEBvafFkmn0xEREdH7CAqSP1+2MJICgeCUR9yMIxAIThXa29v7PI6crvCX3HbbbZxxxhnk5TmfE3jlypWEhYWRmprKDTfcQH19vez2nJRd2wKBQCAXcTPOn5fumET5UwAJBCeC9Z1JeKpdn+HA2NltGGNiYvosf+SRR5gzZ06/9RcsWMD27dvZsmWLU72ZM2dy4YUXEhcXR0lJCQ899BDTpk1j27Zt6HQDb68wkjIwtbXTUV1LUIqyNBfonjzbUFXjUqazJEk0FBQSljVEsQZ0R/L56F37MbUaTWh17i5N9Azd89q5qmEzW1zKQhf8OThy7KQwkwKB4GSjoqKizzySzkxfRUUFd955J0uWLOkXE93DxRdf3Pv/GRkZjBgxgri4OBYuXMh555034PaIrm0ZrH7oGdy85MeR9WC32tj4zEt0NTYr1nDYHWyf9w51u/Yq1oDuDOPCj79xSaO9vIod895xyQBau4zseuNDHHaHYg27xcKuNz+i+cAhxRoA1Zt3ULVxm0saxqYWarcVuKQhORy0HCp1TUOSqNu1F2OT84SLgWI1mjA2t7qkAbh0fHuwW23YzJbjrzgAxJ3dJwaHrX9qiRIkScJmdp4PLZcT2SaB4I+In59fn4czI7lt2zbq6+sZPnw4Wq0WrVbLqlWr+O9//4tWq8Vu7/850ev1xMXFUVxcLKs9oiIpA3NbBz6R8vJoe7CZTKx77AXqdu1j1F9vVKhhZuPTL1G1YRvTnn1YkYbkcLDn/c/Z9+GXjH3gDkUaAOWrN7Ll+VfJuOpCxRrNBw6z4V//I3L0MMUTEjcWFrP5+VdRqdVkXnuJIo3O+kZ2vPIuDXuKOOvd/yrSsHZ2UfTZdxR/s4T8l55QpOGw2ylfuYHCj78m+8YrFGnYzBZKl66i+Jsl+MfHME7BMZYcDmq27KJsxToMNXVMffofitrScqiU6k07aNx3gJwbr1BUha/ftY+qjdtoKjqIjz6cUffcJFujvbyK2u276aiswW61knXdpej8uicyHmh1srmkhh0frcDYYsDUZiAgNpyJd50nK1fa1NbJjg9/xG6zg8OBxt2NrEum4BU48EmVbSYLix9+B1ObAXdvT9x9PND5epFx7gRCkiMHpCFJEmv/+yUdtc34RQThqw/GVx9EUEIEAdGhA24LwL5vN7D9/eWEpET1efhGBMmKXVSpVCx55B0M9S3oMxPRZyWhz0zEO1h+ekd7TRPf/e01ooalEDMqjZgRqeh85U9+bbc5ePGmL4hICCRrShKDRsUomhC8o7mLV+75jvTxceRMSyYiQd6+6WHz90XsWHGQnKnJDJ2Y4DTv+3js39PFI69sJC9fz9TcCIJD5GvU1hh5cPYOpuSGkztdT2SU/H1rMFi5+/+2MmpMCLn5EYomFrfZHPz1ti0MGuJPXr6e1EHOYxr/rOTm5rJ79+4+y6655hoGDRrEfffdh0bTP+6zqamJiooK9Hq9rNcSRlIGoelpik9Ua6cRlUZNWNYQtEcpMx8Pu9WK1ssTr9BgggclK9OwWLGbLbj7+qAf3n8qgIEgORx01TeCSkXMJPlzTvXQUVWLsamVhPzJijUkhwNjUwtZ112q+Ng4bDYa9hSROus0F46NjbIV64ibOl7xcAG7xUrxt0vwjdajH5GlSEPjpqVu517M7R0Mv+1qRRoqtZra7QVUb9xG3n/+idZD2die+p172fvBF0x89G+Kh3LYTCYOfLmIyDHDGXX3jaidfPkdD4fdzo5X3sU/PobJT/y910T28PONOEePWfQM9KXwu43YLTayLp7CxLvOk33x4+7twZ6v1tHV1E7E0ATyH7lKlokE0Hq401bVSMP+CgDC0+OZ/LcLB2wiodu0tVU2cmjFTgDcPHVkXjiJiIx4WW1Z+7+vKPxuI11N7bSU1VG8bDshKVFkXTyFQaeNROtx/GEmOxesoODT1Zg6ujC3d+Gw2akpKIGfzOnYW84icdKxv6cOLNnK1neWYrdYsVms2ExWjC0dNB2qpuDTVajUKlLzR3D6PbFwlN29b0MZHz+zEsku4XA4cNgl7HYHrXUGdq08xOK3t+Lu6UbG+Dhm/d94EjP7/9BW7G/grQcW0VPIlCQJpO5/qw81UbDqMB89uYKwuABypiaTf80IwmIC+mi0NXTy4i1fOG2j3WKnZE8taz/fg8ZNzaBRsQyfnsLki7NwP8LgOuwOHr/kA6canrSyZ0cni76rQqWCnOFB5OXrufyqRAIC+x6va69YR2ur8yrxvj2tLFtSwz/u28mQDH9yp+u57MqEfqbyb3du5fAhg1ON4gPtLF5UzT8fKSAp2YfcfD2XXJ5AUnLfg/TkY7vZurnJqUZZiYFvvqrkmSf3Eh3jRe50PRdeGsfQzP53J//Z8PX1JSMjo88yb29vgoODycjIwGAwMGfOHM4//3z0ej2lpaU88MADhISE9ImgHggnVdb270VPXubpbz6Pb5SyiiR0f6GY29rxCPB3ScPY2IxXaPDvqgHQ1dD0h9Fw8/HGzVN5bJexuRWNmxZ3Xx/FGpYOA3aLFc9g5V9iNpMZc1s73uHyKkNH4rDZaCo6SGjGIJc0GguLCRs62CWNhr37Cc9Kd0nj8A8rSMifgsZdWbSb5HBQ/O1S4nMn4O7jfcx1j5XZve7lrwlO1DNo5ihF7QDY+NpCtDo3hl2Rpzh+b9enq9j8xiLG334Og08fpWhoSeHCTax4egFZF01m2BV5eAbIP++rdx6ivbaZpXPeJWHiULIvmULUsBRZF3R1+8poKa/Hw9eLQyt3cmjFLtJmjmTwGWMITYsekFbjwWpq95Sgddei0bmj0WpY/PB8PAK8SckbTur0YYSmxRDgvvGoN9vUl7dSsPowao0atVqFRqtGrVGx+K2tlBfVM2RsHMOmpzB8egqB4c7daGuDgS2L9ne3WcVPEzwDKhWfP78aQ6uRQaNiGZaXTE5uCmGxAf00jAYza7/Y02dZzz5oqmnnu1c24umjI3NyAtnTksmakoRvYN+quMMhsfz97U7bGGjdy/+eqkarVTN2fCi5+Xpyp0cQHdP/c/Hxh6UYjbZ+yyUJnvvXXjo7bYwcHdKrkZTs2+94fftVBU1Nzu8ofm1uMVWVXWRlB5I7Q09evp4h6f79NJYvqaGiotOpxkfvlVBU2M7gIf5Mmx5BXr6e7GFBqNU/a/wRsrZf2/VXRRXkX2LsMHNj1guK38uUKVPIzs7mxRdfxGg0cs4557Bjxw5aW1vR6/VMnTqVf/7zn/1u5jkewkgOgJ6T4bzP38DN27V8UIFA8MfmaGbSYbOj1sqviB6J3WZH46JGa2UDXoG+uHsrv3BqrWxA5+OpyEAeSUddC5LDgZ/etYtBgPqiCoKT9C7nbnc1d9BR20zY4Ng+psTfTd5d2w67g62LD5A+IR5vP+X7uqPFyJ41JWROTsTbX7nO/i0V2Cx20kbGoHVXdg65H/6a1gp/Jk4Ox9tb2X6uqzWyfm0DU3Mj+lUxB4rBYGXhN1VMzYsgTGFut83m4LOPy5gwKcypEe5BGMlfH2EkB4AwkgLBn4tjVSYFJydyjeSpSJp6MeGeymcdORkRRvLXR9y1LRAIBL9ApOEIBALBwBBGUiAQCJwgzKRAIBAcH2EkBQKB4CgIMykQCATHRhhJgUAgOAbCTAoEAsHREUZSIBAIjoMwkwKBQOAcYSQFAoFgAAgzKRAIBP0RRlImJyLr12o0uawhSRKSw/X8YoFAMHCEmRQIBIK+CCMpg63L1rDh028prK2nsLZekUbzgcMUvPWRS+0wt3dQ8NYClzQkh4ND3y932Rg37T+Iub3DJQ1DbT2N+w64pGG32mg9XO6SBoCptf0EaLRh7TK6pCFJEnaL83gywe+LMJMCgUDwMyJrWwbl897hrKeex1/VnWtbUFvdb53BEWFOt5UkiYPfLmXn6+8z8q4bFbehbsceNj07j+QzpyuKRgPoqKph8/Ov4RutJ+n0XEUaFkMnBfM/pqOimqlP/0ORhrWzi30LvqZkySpmvvGsIg2H3U7Z8rXs++grxj10lyINgIa9+yn65Fvipo4jdso42dtLkkTDniIOLVyOw2pl3D+UtcVQW0/5ivU07T/E6HtvURQLaO0yUrd9N3W79jLogjMVxS12NTTRsKeIhj1FeAYHMeSSWbLPN2uXkbbSClpLKrCZTKTOmoFaK+8rx2G3Y2xsprO+EVNzK5Gjh8nO/u5qbMZQU4fV0IWlsxOtTkf0hFGyovwshk66Gprgp/gGNZ7YEjrZ11w34EnLzQYjBxZvxd3bA3cfT9x9PND5eBIUHzHgxByH3UHx0m14BvriGx6IT0QgbgPItP4l9UUVFH2/iaBEPcGJeoISItD5Kgtb2DDvW1B1536HD4nDO1jZRMnt1U1sfusHooclEzUsBd+IIEU6AFvmL8Yr0JfYMYPxDVceWbpiwU68/DzIcCHdxmq2sejNLWSMjyd+aESf+D457NtQRkudgawpifgEeB5/Aycc2m9kecFhcvP1hEco06itMfL9t5Xk5euJjVeWjGQwWPng3RKm5kaQkto/WnEg2GwO3nztIOMmhJIxNECRhuDEIIykDPwi9PhHRvc+z/zJUPZQIFX3q1T2GMuuukaKv16MSq0hatwIRa9v6exi97ufYmppJX76JEUaDpuNgrcW0Lh3P8Nu/YsiDUmS2Pvhlxz6bhmT/jlbkQbA4cUrKfr0W9IvPw+dwozrmi072fz8qyTMmEJgYpwijdbSClbc+0/CsoYQM3msIo2uhibWznkOlVrNaa88rehLzdrZxaoHnqKroZnc5+fgriBFyWG3s+aRZ2nYXci4B+9UZCIlSaLg7Y8p+3Et+pFZ5Nz8F0UXLfs/X8jeD77ANyaSKU89INtEApSv3MCmf8/F3cebcQ/dJdtEApjb2lkx+3GQJMJzMhgz+zbZx8dhs7Hsroexmy14hgQx8s7r0Sdm08z+AWu4eerY9t4y2iobAAiMC2fS3RcQkjzwtBW1Rs3ebzZQsbmo+7lWw4i/5DPymhloZRjK6p0HKfhsNXbLz1nKydNymHT3+QM2cPt/2ELl9mLqC8upL/y5N8A/OpQxN59J2owRx93PZRv2Ub65CGuXGWuXmUOrdrH3q3W9OjEj0xh57YxjRjDW7C6hZM1uHFYbdpsdu9VGQ1EFtXtKAQhK1BM3ZjAZU9Qk50Y6bVNVcSMbvyv8aciQhMMu4ZAkKgrr2b2mBLVGReqIaLKmJJE1JYno1JB+Os017az8pAAkie68uO6rDkmCTd8V8umzq/AP9SZ7ahLZ05LJGB+Ph3ffY9bVbuKHt7c6fZ+Gli6WvrsdlVpF6vAocnJTyMlNRp8Y1KctDofEV/9b51Qj0NHCO3P3c/+9OxiaFUBevp7c6XoyMvsbsdfmHcDYZe+nIUkSb7xSzKMPFZCS5kvedD25+XqGjQhGo+mr8eG7h2locJ61/dH7JTz56G5i47zJ/Skne9TYUNzd+37XfP1FBaUlBqca335dwZOP7iY8woPc6d153eMnhuHh6VoMqUAewkjKIPuCy4759+MZy6i7rie4rQM3T2VXtu7eXoz/x1007CnCK0TZ1bpaq2XEXTcQOXY4gUnxijRUKhVDr7oAv5goIkZkKdIASDk7H5VardgUA0SOHsbw268lasxwxRoB8TGMuvsmggcnK76q9Q4LYczsW7GZLXgGK6uAuHl7Merum2grqyIoJUGRhlqjYditf6F603ZiJo5WpKFSqRhyySwcViuj7rlZcfZx/PRJtB4uY8Sd1+MR4K9II2LYUPSjcsi58Qp8o/WKNHz04QQPSkY/MpvBF89CrZFvit19fQlKTcQ3Sk/WDZf3mvwgRxr7mvcPqCqp1qgJTYvG2NLB6BvOIOviyYr2rX90CFXb1Aw5eywjrz1NUc61zWzFM9CHzoY2kqflkHPZNPSZ8qLzTB1dSA4J34hA6gvL8Y8KIf2ccQw+cww+oQED0jC2GuhsaMPNU4dnkC9unjqsXWb0mYmknTaSlLxheAX5HrsdbQZaSutQazVo3DSo3bS9FV6Nzo2AmFBC02LwThnKQcMupzGJXR1myovqUatUqNQq1BoVKpUKU1f30B+HXcJosGAx2XDYnY9NNxutlO2t7X7y0/eISgUqVJhN3Ya9vamLmsPNRCQ0E50SQkRC3+9xm9Xxs8YvsPykITkkKg80EqT3I0jvS0iUH+4eR/RcSBKle5xrNPDzkJviAx2Eh3sSFuZBTKx3v9zswr1ttLc5H17TMzy/9LCB3QWthIV7EBvn3a/KWXygg/KyTqcaZnO3Sa2s6GR3QSvhEZ7Exnn3q3KWlhoo2NniVKPT0L1P6mpN7C5oITyi+72kDvrjxAf+GRBZ2wOgJy/zolfm4+6pPGu7QOrbFX60bnDByYkkSSeke+VE6JwIDYfdjlrj2pW9w2ZTVIk80Rqm1jbFZrYHY1OL04sEObnc1bsOERATdlxzdCxqCg7jFeSHf3SIYg3J4WDT698z+Mwx+Ecp1wE4tHInbl4exIxIVTzcBrq7/gs+W03q9OEut2nXxyvxDPIlfnw67l4/X7jLzdtePH8rarWKnNxkQqKUnT82i513H11K6vAosqYk4Ruk7Ddkx/KDFG4qJyc3mdTh0Wi08ve1qvBLvl9gIS9fz7gJoXh6yf9c1dYY+fdTe5mWF8GkqeH4+soffmMwWJnz4C7GTQhlyrQIgoLl9zTYbA7+cd8OsrKDmDY94qhd9SJr+9dHGMkBcKKM5C8RxlIgODWQYyYFvx9yjeSpRpp6MeGe8irPJzvCSP76iK7t35Eju8J/2Q0uTKVAcPIQ5EjrNZMCgUDwZ0IYyT8I/cZX1opqpUBwsiHnLm6BQCA4FRBG8g+KqFYKBCcXPVVJYSYFAsGfCWEkTwJEtVIgODkQXdwCgeDPhjCSJyGiWikQ/HGRMyWQQCAQnOwII3mSI0ylQPDHRHRxCwSCPwPCSJ5CCFMpEPwxEF3cAoHgz4Ly2WP/hEgOB6Wb1uPq1JtVu3ZgNRqPv+Ix6GxqxNjWetS/Z6oi+zwKa+v7PKB7omdTa7tL7ZAkCWOT89QBOdgtzhMUBIKTle4u7rrfuxkCgUDwqyKMpAyW//txDPW1ihNDulqaWf3S8xxcvRw3T+ez8B8Pm8VCwVefseblF/DwHfiEpEeaSkmS2PDtEhbe+RAHm5oVtUOSJOp27mXF7H/SUe08jmsgGGrq2D73HcpWOs+GHQhWo4lDi1Zw4OvFijVsZgsVqzey7eW3sXZ2KdKQJInWw+UUfvINppY2xW2xdnZRvWk7nbUNLmnU7dpL5botii98JEnC1NJGY2ExksN5LNzxcNjtdDU00bT/IG1llYo0erBbrFgMzuPWfm3sFis2s0XRvuwxk5YuE6Xr9tJwoBJjq0GRluRwUL65iLaqxqNG9Q2U0vV7qdx6ALPBtYtaQ0MrRYs2017d5PJF9uHVBTQerHJZp2F/xQnRKdtXR3Nth0saDofE/i0V2Kz9c6vlUHO4ibYG187/2ioLFeWuaTQ1mik+0O7SvjUYrOzZ3eqShs3mYPvWJux2kanye3NSdm3PnTuXf//739TU1JCens6LL77IxIkTj7r+Bx98wDPPPENxcTH+/v6cdtppPPvsswQHy8uobSkvY9rd9ytqs6m9jeXP/JO26ipmPPS4Ig2bxcKqF5+hZm8BE2/7q6I4MsnhwPTu95SvWMqwi6/A5u0luwtckiT2ffgle977jJhJYwgbOlh2OwDKV21g49MvEZiSSPZNVyrSaNp/kFX3P4WbtxczXnlakUZHZQ3L73kUS4eBqc/8Azdv+elF5rZ2Vj7wL1oPlTLizhvwCJQfp2a3WNj4zFyq1m8l6Yxc9KNyZGs47A62vPAqpcvX4hMRxtRn/qHowmfvh1+y/4uFSA6JCQ/frehc2//lIna+9j5IEpFjhjNm9q2yNao372DTv+dhMxrxCg1h7P23E5QqL5mjraySdY+9gORwoHZ3Y+hVFxI9fqQsDWtnF4tu+BvWLiNuXp74ROsZdstVBKclH3O7I6cEGuQfyoZXvqW+sBwAjZuW4CQ9k/52IVHZx9bpQaVWs+fLtRQv3Y7GXUtAdCgBcWGkzxpPwoSMAb+fun1llG8sZMeHPwLgHx1KaFo00SNSyTh3Ahrt8aMxm0tqaKtqxNzexarnPsPU1ol3qD+R2UlEZiWRMHHocaMO26oaaa9uwma2YDNZOby6gKLvN+MZ5EvMiDRiRqURO2oQfpFH/67ubGyjtaIBh92Ow+ZAsjtorahn1bOf4hMWQNzYIcSNHULs6EEQ5Fyjo8VIzeEmJIcEEjgkCSSJw7trWfDUCuKGhJE1NZnsqUkkZemd5rUbDWYqDzQC/GyQfvrn8xfWULa3jqGTE8mZlkzm5ER8A/sXE6xmG2X7nFexq4obefP+RSRmRZI9LYmc3GRiB4X1+3xLksShndVONQLajZx7/WKSU3zJy9czLV9PzrAgNJr+3xG7d7Vgtfa/WLFaHVx/1QYCg9zJy9eTm69n1JgQ3Nz675PCvW0YjbZ+yyUJ7rhlM3a7RO70CHLz9YybEIaHR//z7mBx+1Ezvx95cBdVFV1M+0lj0pRwvL1PSltzUnPS7fGPP/6Yu+66i7lz5zJ+/HheffVVZs6cyb59+4iNje23/tq1a7nqqqt44YUXOOuss6iqquLmm2/m+uuv58svv5T12ilT8/DwU5a36uHnT+a5F1G1awehyamKNLTu7gyeeSbu3t7EjhitSEOlVpM0cSrG1hbS8k5Do3Lv/duR4yqPZShVKhWxk8dSv7uQrOsuVdQOgLDMIYRlpZN1w+VOv5gHgn9cNCEZg0g773TcFRhAAG99GOHDMghIiCU0Y5AiDZ2/H6HpaYRmpJE0c6oiDY27O4FJ8QDk3PwXRQZQrVETmjGIxr0HmPrMP/AKlXex1INfbBRunp6Mf/huglISFGn4x0Xj7uNN8hl5ZFx1gSIz6hEYgEqtInr8KEbccZ0ik6/19MDa1YWPPpyRf70Rv5jI42/UT0OHRueO1WgiYcYU0i87d8Bt6TGTKrUKU1t3Ncjd24Ocy6aRc3kuOh95vRMdtd1DSewWG/4xoQy/cjr6THnmesvbP9B4oKr3ubuXjrgxg0mdMWJAJhJgx4crOLy6AA8/r96KtamtExUqAmLC8A3vn0v+S/Z9u4GdC1ai1bmh9XBD+qm6ZGzuoGJLETo/TwKiQ/GNCDzq+XNwxU7W/udL1Bo1aq0GtVaDSt392THUt7L36/U0FlfRXt3EhEt14CTmfP+WCube+Q0qFajUKlQqVZ/PX9m+esr21bN5YSGTL85ixtUjcNP1/fmsOtjEU5d9+POCn7ZXqcBuc2C3Odj0XSGbFxaSOiKaC++ZTNqomD4a7U1dPHnphzhDotuAHdpZzaGd1SyZv5Xcy3M48+ax6Dx/zruWHBJPHEVDhQO7XWJ/UTv7i9qZ/+Yhzr0wlr/dN4TAoL4Rfjdes4HGBrNTHYvFQXu7lTdfO8j77xxmxulR3P9QBpFRfT8Tf79nG/v2Ou+dsVodSBK8/04JCz4oZfLUcB6ck0lSct8D9MwTe1mx3Hmvl83mwOGATxeU8dnHZYwZF8oDDw8lM/v4557gxHHSZW2PHj2aYcOGMW/evN5lgwcP5pxzzuGpp57qt/6zzz7LvHnzOHToUO+y//3vfzzzzDNUVFQM6DV78jIvnPsWOm8fl9rvsNlQa13z77+FxpE54EczlXaLBY27u9O/DZQ/ioa1y4jWQ6fI7PRgM5lQu7mh1gzsh9gZdosFwOX309XYjFfIUcovA9VoaFJsRHtoLCwmZHCKSxoNe4oISU9TPKQEoH7XPkIyBim+YAEo/XEtQSkJ+MXIz2ruufHGvuIAbZUNDP9LPp4Byr5Lir7fRMXWAwy/ajpB8RGKNADKNxdR+N1GMi+YRMTQBMX71261seiBt4gbO4TU6cPQ+Sq7oAPY/v4yWsrqSJk+nOhhKagHaGp/SdnGQra+/QNJU7NJmpKFb0T3Z0Fu1vbG7wpZPH8rw/NSyMlLJjIpWNF+ev6Gz9Bo1OTkJZM1JQn/EG/ZGgWrD/Phkz+SMy2ZnNxkkrMjZZ/PHqVf87dry5kyLYK8GXpGjw1Bp5O3j1uazZx7xkpGjQkhL1/PhElheMmsAprNds6ZuYLUQX7kTtczeVo4/v7yvvMkSeKS81YTGKQjL1/PlGnhhIR69FtPZG3/+pxURtJiseDl5cWnn37Kueee27v8zjvvZOfOnaxatarfNuvXr2fq1Kl8+eWXzJw5k/r6ei666CIGDx7MK6+84vR1zGYzZvPPV2Lt7e3ExMRw0SvzcfdU/iV5MjIQQykQCI5Ps3o/g/xCFJujHhw2u8sa0P1D7Io5P9E6J1LLYXc4NVlyjaTNYkfr7tq+liQJq8WOu861i3+z0dqn8qiEOPMiYgOTXNrHJqMdd50atVq5htlsR6NRodW6cOFu666uHs8ICyP563NS3WzT2NiI3W4nPLzv3Gzh4eHU1jovfY8bN44PPviAiy++GHd3dyIiIggICOB///vfUV/nqaeewt/fv/cRExNz1HVPdY5257dAIJBPUXujyxonwkQCJ8z8nSidE6nlSuX5SFw1kdD9nlw1kYDLJhLAw1Pt8j728NS4ZCIBdDqNSyYSQKtVy66mCn4dTioj2YOzwcVH+3Ds27ePO+64g4cffpht27bxww8/UFJSws0333xU/fvvv5+2trbex0C7wE91egwlIEylQCCTIEfa790EgUAgOOGcVDfbhISEoNFo+lUf6+vr+1Upe3jqqacYP3489957LwCZmZl4e3szceJEHn/8cfR6fb9tdDodOp3rZehTlaNNfC66vgWC4yMSbwQCwanESVWRdHd3Z/jw4SxdurTP8qVLlzJu3Din23R1daH+xQ0Ump9uhjiJhof+YXFWpRQIBM4RVUmBQHCqcVJVJAHuvvturrzySkaMGMHYsWN57bXXKC8v7+2qvv/++6mqquLdd98F4KyzzuKGG25g3rx5zJgxg5qaGu666y5GjRpFZKT8aUAEzulTpawVN+gIBAKBQPBn4KQzkhdffDFNTU089thj1NTUkJGRwffff09cXBwANTU1lJeX965/9dVX09HRwUsvvcQ999xDQEAA06ZN4+mnlU1eLTg+PaZSdHsLBP3pjk7cL7q3BQLBKcFJZyQBbr31Vm691XlKxvz58/stu/3227n99tt/5VYJfokzQwnCVAoEAoFAcKpwUo2R/CNg7jTQ1awsn7oHSZIwGwwut8Vhdy27FVCcoSyHI6cQAjGWUiCAnzO4BQKB4GRGGEkZHPxxGcv+9Rg6H+XpNrWFe1j2r8ewmU2KNQyNDWya/zqNh4oVa5gNBvZ8+yXFK5cp1nA4HFTu3Mb+5YsHvI0zQ2morqNk2WqXbn4yt7VTsnQ15vYOxRqSw0Fz8WG6GpVfKEiSRGddA01FBxVrQPeEyp11DS5p9LTnRNxUJm5MO7G4ctONuaMLu831i0ir0Uxno/P4Orm0VzfhsLt+UWpsNWC39s9mlovVaD4h+8hstLp87kuShMV8At7TCdCwmF0/Rmaz3eV9YrU6cDhc07DbJWy2X78QIjg+J2XX9u/F9k/eZ9RfrlcUX2fuNLD+1Zeo2rWd9DNm4R0cIlvDbrOx/aN3ObBiKTHDRhKWKj8XWnI42P315+z9/hu8g4M547FnZGsAHFq7koIvPsFqMnHmk8/J3j5TFUnN3t0UfPEJu0sOkvTgHSQomCi3ufgwu978iIaCQjKvuRidn5Mg3ePQWd/I7rc/pnb7bsJzMhgz2/mwiWNhbu9gx6vvUb9rHyqVimnPPixbw26xsue9z2jYU4Shuo4xs2/FOzxUloYkSRR//QMNe/ZjqKkjbtoE0s47XXZbDi5cRvXGbRib23D38WLEndfjGykvjq9q4zYqVm/CZjKBJJFx5YUEJMbK0qjfXcje9z7vfe4fH8PQv1woK3O7o7qWna99gEbnhtbDAw9/P1LPm4lHgP+ANUytbaz+x9NIEngG+aML8Mc3Sk/qOTPQevSPZXOG3WJl3T+fx2624q0PQxOpplYfyLjcMXj4Dzwyz1DfysdX/xv/mFBCkiIJTo4kJDmKiIz4AetIkoTD7uDzm17EarIQkRFPRHo8ERnxhA2Oxc1zYNOfSQ4Hli4z+77byI4PfyQqJ4moYSlEDUshLC1mwJOnS5KE3Wqjs7GN+ec8QmRWIrGjBxM7ehBBiXrZk2jbrXbeu+ifhA+JI35cOnHjhuATGiBLA6CquJG5d35D9tQksqYmMWhUTL+M7eOhUql4477vMXVayMlNJntqEoHh8r+nCjeW88m/V5KTm0zOtBTih0bInhi8usLC1WctYWpuBLnT9YwcHSx7YnBDh42Lz1vFmHGh5OXrGTMuFA8PeROD2+0S55y+giHpAeTmRzBxcjjeMmMWVSq47IK1hEd4kDu9OyLRP8C1aFmBMoSRlIFveARJk6Yp2lbn7UNQfCKtVRWkn3GOIg2NVot/ZDQ6H1+GX3qVIg2VWk1gbBwarZbRV9+oONPZPzIai7GL0VffiFdAoCINvwg9bTVV5Fx0OUOSxiq629s3OpKOimpiJo4m7YIzFbXDMziIlsNl+MVGMurumxTlbev8fDE2NiPZ7Ux99mHZBhBA4+6GsbmFtpJyJj42m7DMwbI1VCoVpuY2qtZvZcSd15M4Y4psDQC7yUzN1gIiR2UzevZtuMswbr0aFitlK9YRkBjL2L/fjl+MglkSJKgv2IdKo2HwxWcz5JJz0LjLTPiQJGo270ByOIgaN5L0S8+VZSIB1BoNrYfLkRwO2su1JJ85naSZUwdsIgHUblqaig5h6TBAwT7Csobgd1kUOj95+3bh7NexGs00Hqik8UAl4UPi8AkLwM1r4HPffvV//6N8U1Hv84N1LVRuPcDgM0bjGehDUEL/+XV/ydLH3mPfNxv6LCtZs4eSNXsITY1m6AWTSJ817pgpMxte+ZZt7yztV4UsXbeX0nV7UWs1DD5zDOP/b9ZRs8kLPlvNmhe/QHI4kOw/Vbp+qph11DRzcPkOAJKn5XDG7ARw4uG2LT3AK3d/91MFH6SfNCS6YxIXz9/K4vlb8fB2Z/JFmZx35wS8/Poe+8O7anjqyo9+XnBEwc1mtWOz2NmxvLunIjFTzwX3TGLoxIQ+Gs017dw34w3nO0sCU6eFsn31fPW/9fiHejPl4izOumVsn9Qbh93BzTn/cSqhVlnp7HBw8EAHr88rxs/fjVnnxXDP7CEEBvU9fyaP+YGmRrNTnc5OG8X7O3jv7cN4eWmYcXoUsx9IJzKq77l84axVFO5tdaphNNrZU9DKJx+VotOpmTItgvv+kUFSct8DdNsNm1i1wnlynclkx2qV+PqLCjQaFeMmhDL7gQwys5X9Jp3KPPXUUzzwwAPceeedvPjii0D3Bdyjjz7Ka6+9RktLC6NHj+bll18mPT1dlvZJlbX9e9GTl3n6Y08TFJdw/A2OQUddLb7h8io7v4ZGa1UlAVHRrmlUVhAQ7Vp8ZGtVJf6RUX0qDj353gM1k62lFfhEhKH1UD6JfEdlDe7+vuh8lQ9b6GpowmLoJCBBXtXtSMztHXRU1hAyJFWxhs1soWF3IfoRWYo1JIeDA18uIvXcmYqMdY/G/i++J+XsfMUXLA67nZ2vf0BC3iQCk+MVt2PnGx8SMWyoS/tk28tvYzOaybjyfEUXCgAFby2gtaScIZeeQ8iQVJrV8u/ebi6p4Zu75hE+JI7sS6cSMTRBdsWupbQOVLD2P19is1jJOGc8CZOGopVh0lsr6rF0mnH31lG+qYht7y4lbcYI0maOIjjx+EYUurvEOxvb0Lhr0bhpsZmtfHHLf4jMSSYlbxiJkzLxOI7RNtS30lbViFqjRqVWo9KoQZL46vaX8I0IImlKFolTMglJjiLAfaPTrO32pi6qDjaiUnVfjKlUKlBBW0Mn/7vtS+IzIhiWl0JOXjKxg8Kc7m9jh5nSfT+Pe+1ZRYWK79/YxN71ZQydmEBObjJZU5LwD+lfPbaYbRzaWd1vOUBdaQtv3r+IuCFhx6xKSpJE0aZypxqBho38/ZZSYuO8yc3Xk5evZ8SoYNzc+n/Gt25pwmrp33Vstzm45fpN+Phqyc3Xkztdz9jxzquSBTtb6Ozs3yUvSRL33rUNk9HO1LwI8mboj1qVLNrXRkuLxen7eeLRAspKO5kyLYK8fOdVSZG1DVu2bOGiiy7Cz8+PqVOn9hrJp59+mieeeIL58+eTmprK448/zurVq9m/fz++vgOvmgsjOQB6ToaLXpmPu6f8yoxAGXINpeDU5FgRqL+lhsXQibvPwLugnWHuMPS7WJFrJm0WK8YWA77hrlddDA2tirp8f0lnYxtewX4u72NjqwG1Ro3O17XvWVNbJ5ZOE36RwX2W+7ttcGokj0Z9eStaNzVBetcMyP4tFSRm6mV3ix9J1cFGPLzcCY5U3ha/6m/xU0eRmCS/a72HxgYT9fUmBg/xV3y8DQYrxfs7yMoJVJzbbbM52L61mWEjgo7ZPf9nN5IGg4Fhw4Yxd+5cHn/8cbKzs3nxxReRJInIyEjuuusu7rvvPgDMZjPh4eE8/fTT3HTTTQNul7jZRvCHpefGHHGX958bV83JidJw1UQCLlW8e9C6u50QEwmcEBMJ4B2i3FQciWeAj8smEsDD37ufiVRCWGyAyyYSIG2k/LGVvyQqOcQlEwmgj3Z3yUQChIR6MCQ9wKXj7ePjRs7wIMUmEkCrVTNqTIjsMZ6nAu3t7X0eZrPzIQgAt912G2eccQZ5eXl9lpeUlFBbW0t+fn7vMp1Ox+TJk1m/fr2s9ogxkoI/PL3zUdaKCqXg1ETkbwsEpy7bW6LRWT1d1jEbjADExPQdUvbII48wZ86cfusvWLCA7du3s2XLln5/q63tHncaHt73eyc8PJyysjJZ7RJGUnDSkKmKFGk5glOOIEcazer9v3czBALBSUJFRUWfrm2drn+3eUVFBXfeeSdLlizB4xg3Bf6ysqxkGJAwkoKTChG/KBAIBII/M35+fscdI7lt2zbq6+sZPnx47zK73c7q1at56aWX2L+/++K1trYWvf7nm+Pq6+v7VSmPx59vcIHglEAk5QhONUTSjUAgOFHk5uaye/dudu7c2fsYMWIEl19+OTt37iQxMZGIiAiWLl3au43FYmHVqlWMGzdO1muJiqTgpEZUKAWnAqJ7WyAQnEh8fX3JyMjos8zb25vg4ODe5XfddRdPPvkkKSkppKSk8OSTT+Ll5cVll10m67WEkRScEvzSUAozKRAIBALB0Zk9ezZGo5Fbb721d0LyJUuWyJpDEoSRVITDbketkRcJJfhtEHd4C05mxN3bAoHg12LlypV9nqtUKubMmeP0jm85iDGSMjC1tbH94/ep2rVdsYbDZqNk/RoOr1utWEOSJBqK97N/6Q+4Mp+8qb2dkg1rcTiUB987HA7qDxRhtzhPHhgonU2NdLU0u6ThcDgwGwwALo2ftHYZXWqHQKCEIEfa792EU54269jfuwkCwSmHqEjK4LsH7yE4MZmciy6Xva3VaOTAiqXsX7oIlVrNmU88J1vDbrNxaM0KDixfQkdtNac/9ozs2/QlSaJy+xYOrV1J9a4dTLrjXtQKIvAaDh6gdMNayrZsZND0mYSlDpKt0VxWStmm9VTt2o5nYCBT//p32RqGhnoqd2yldt8eulpbmPrX+3r/NtDxk8amFirWbKJp/0FaD5WRdd2lRI4eJqsd1s4uqjZup620grbSCiJH55B0Rp6s4+Ow26nZspPO2noMNfV4h4XIjiiUJInKtZvprG/E3NKGzWxm8EVn4xUqb3Lm+l376KxrwGYyYTOaiR4/Et/ogcXeHanRcrCk+2JHknD39yU+d6Ksan7r4XKaiorR6HRode5oPHSEZQ6WFbloqK7j4MJl6AL80Pn5ovP3xTM4iMDk+AEfH4uhk/1ffI9ncBDe4SF4h4XgFRYiK5bTYbez9b9votZq8IuJwi82Cr+YSDxDgmSdJ5IkseJfCzAbjIQNiiFsUCyhaTHHjRJ0xp4v13JwxS4isxLRZyUSkR6Pm6e8BI7SdXvZ990GYkakET0ilYBY5xGCA8FutbH4ofkEJeqJGzOY8PT4Y2Z1H1XHZmf5P98nNC2G+PHpfdpU3FE14HSbmsPNLHxtI9nTkskYH4+Ht7Koz89fWINPgAc5uSmExQYo0ti9poS960rJyU0mOScKjYKJuIsLjcz9bCe5+XpGjw1Bp5Pfs1ZXa+TFZwuZlhfBhElheHrJtxEGg5XHHylgwqRwJk0Nx89v4NGcPdhsDub8Yxc5w4KYmhtBULDryTECZQgjKQOHzcaoK69V9CWp1eloOnyQruYmpt3zAG7HmNfpaGi0Wjpqa2itKGP4ZX/BP3LgUV89qFQqOpsaqdy+lUH5pxOdLc8w9WBsbWX/sh+IGTaS9DPPUaQBEnsXfoV/ZDQTb/2rouECGjd3ti14D52PDzP+8Tie/gH91jne+El3P1/2fvgFVkMX4x68U7aJBNB6eVL06be0lVaQec0lJJ85XbaGWqPh0MLl1GzZSdy0CWRdd5nsnGuVSkX97kIOfrMEn8hwJjx8j2wTCdBcfJhdb3yIm48XI++8QbaJhO44wJ2vfwBA9IRRDP+/a2QfY7vVytb/vgmAX1w0w//vGtm53Sq1mkMLl2Ezdac/xE4Zx9CrL5L1OVap1Rxe9COmlrbutsRGkX75ecRMHD3gY6RSq2kqOkh7WWXvsoCkODKuvICoMT9P0XG87u1lj71P5fYDtFc1cWDxVgB8I4IY/3+zSJ0xYkDva93LX1Oz6xDGFgPNJbWUrd8LgEbnxshrZjD8yulodcf+cd/x4Y+UbdyHpdNMza5DFC/t7qnxCQsgdcYIRl03E53PsSdhLly4iYPLd2C32XHYbDhsdppL6yhetp1Nry1E5+tJzKhBDL9qOhHp8U41StbuYe/X65AcEpLD0f2vJNF0sJrChZtY/fxn+EeHEj8+ncFnjsE/s7/GwR1VLHxtE0gg0d3LI0nd/9m9uoRVnxSgddcweHQs2dOSGH3G4H5Z2TWHm/n02VVO21hb2kxFUQPv/3M5USkhZE9NYtj0FFKGRfU5Xh3NXbz90GKnGjaLnR3LD7LwtU34BHiQNSWJnNxksqclo/P8+Vg57A5euuNrpxq+1LFqSRvz3zyEt7eWSVPDycvXM32Gvl9G9X13b6O93epUZ/WKOj58rwSdh5pxE8LIy9eTPzOSsLC+v2tPPrabivJOpxqbNzTy0fulaLUqRo0JIS9fz4zTI4mO6btf5/53P7sLWpxqFOxs4b23D6NSwbARwb0aScmupfcI5CGMpAxGXHktgbHxirZVqdWMvuZG9BlZRGZmK27D0FkX4B0cQlreaYo1kifnIkkSqdPyj7/yUYjOGc7wS68iadI0xdWHwNh4hl96FdHDRuLupSwWzTMggJFXXktIYgq+YcceW3a08ZMaNy05N12Fxk1L9PiRitqhUqkYevVFdDU0k3KWfBPZw+CLzyYoNZH0K85XvF9TZ82gs7aBMbNvVRzrFzt5LLXbChh51w14h4cq0ggZnEJgSgKDLjiTmEljFL0fn8hwgtKSiJk0htRZM1Br5X9l6QL8CEiMQ6XRkHX9ZQSnJcnW0Hp64J8Qi7tvM+mXn0f0hNGyK2UqlYrgQcm0l1USMSKLQeefQVh2ep/9MpC7t/VZiai1avZ8tZ64sYPJPH8S8RMyZLUnOCECT38f7DYb61/6mpCUKAafOYa000biHTywGD5ffRCR2cmoVFBTcBidryfJ03JIzR9O9PDUAbXHK9iX0LRo1G5aNFoNajcN1oWbMDZ3EJERT/K0HJKmZRMQffRz0MPPi+DESFCrUKvVqFQqVBoVnQ1tGOpbCYgNI2lyJolTsghNjQaq+mnovNyJTAoGlQqVCo48VXevKQUgKjmYpOxIknOi8A3q/33lptOgTwzqu/AnIUNr93AZD+/u14lKCSEivn8lWq1VExH/C42fMBp+jsELiwskIjGIiMQg3D1+8ZlQqY6qEeD42ZBFRXuRkOBDfKIPPr79LxpiYr3p6rQ51VmzsnuqqvBwz26NBB8CAvpf4EVGeaLVOP/cb9/aPZQpJNSDhMTudoSE9C+whEd4YOhwHi26v6gdgMAg916N8Aj5RRqBa6gkVwbZ/UnoCV6/6JX5uHu6ngMr+Bkls+ifCI0Cqbr3/wdHhP1u7fg1NBx2R/ePoYIhC0e2Q3I4XL6pzGLodDmj2tJhwN3FjOrWknL842Nc2rcth0oJSIh1ab/WbN2FZ0gQAfExR12nWb3/uDfcVG49gG9EEP7RIYrbAtB4sArJ7iA07ejtOR5Nh6ppq24ibsxgNG6u1SYkh4N9324kdsxgl/LEHXYHBZ+uInb0IALjI/ocd3+3DQPu2q4ra6Fg1WFycpMJifJX3J5l728nPC6QQaOUZ24XbS6ntqSF7GlJBIQq+zxoD37F/i06cqfriY1T9rmsqzXy5Wfl5ObrSU7xVfSZMhiszH/jEFNyI0jPUJbTbrM5ePXlA4wZF0r2sCA0RzGsHR1WMpK/oa2t7biTeJ9oerzDzSufO251fiCYDUZemXLP7/JejoUwkgNAGMlTlx5DKe7uFvxR6KlIiru3fx3kGMlTjTT1YsI9E3/vZvymCCP56yPu2hb8qRHpOII/GuLubYFAcDIhjKTgT88v4xYFAoFAIBAMDGEkBYKfEGZS8EdCZG8LBIKTAXHXtkBwBCIZR/BHQGRvCwSCkwVRkRQInCCqkwKBQCAQHB9hJAWCoyBuxBEIBAKB4NgIIykQHANxI47g9yLIkSbGSQoEgj88wkjKpL22muKVy3Bl+k2r0UjJhrXYLRbFGpIk0VRyGEtXl2KNnraYDQaXNCRJcrkdPTp/VISZFAgEAoGgP+JmGxmsevHf1BcXMePBf8qeiV+SJOr3F3JozQrKNm9kxGV/kZ0ZDNBWXUnpxnWUblyPPmMoo666XraGsbWVyh1bqdi+BcluZ8rdf5etYTZ0ULt3N9V7dtFSXsak/7tbdsyhzWKh8VAx9QcKaTxUTMaZ5xKWOkiehtlMS0UZzSWHaSo9REhSCilTp8s6Pg67nY76OtqqKmmrrsTN05O03Bn9EkyOdSOO3WKlo7qWrroGOusaMLd1kHJ2Pjr/gU8a67A7MDY0YWprw9TShrm1nYjhmbKysiVJovVwGdYuIzajCZvJjLuPNxHDhg5YA6Cjuha7yYIkOZAcDkBFYHK8rP3acrgMc2s7Gnc3NO7uqN20eAT64xEw8IQQQ00dxuZWdL4+uPv64ObjLTs9xVBbT/3OvXiGBOEZEoRXcCBuPt6y3ouls4uq9VvxiQzHNyoCnb+fojSOhj1FtBzsTsjxT4hB56csE7i+qJzSdXsJT48nfEgcHn7ygxLaa5s5uGw7kdnJhA6KQaNVlmJkt9rY8eGP6LMSichIUKwD3dnbPuEBRGYluZySs+/bDQQnRxGWFq04jaitoZM960rJnJyIb6DyCaW3LCpC/1M0otJ0pcO7ajAazKSNikHrpmwflx0ysbuqmvETw/D0UrZ/62qNbN3cxKSp4fg6iVYcCAaDlSU/1DB1WjiBQTpFGjabg68+r2DilDDCw12f7FugHGEkZVBXtJeMs84lJClZ9rZWk5FdX35CfdE+YoaPInlKrmwNh81GwVefUbZpPcEJSQy/9C+yNSRJYt+ibyj84Tu8g0OYOecpNAryi0s3rmPLe2+hcdeR/8AcfELl391cu28PK1/4F6hUTLzlTtkmEqCjvo6lT83BYbORlneabBMJ3aZ48WMPYunqRJ+eyaQ7/nbMH55MVSQFUjWFtfV9zOT6f75IR1UNHkEBTHz0b7JMJHTH8m5+8TXqd+5F4+7G8Duuk2UiuzVUHPp+OYcWLgcgatwIRv71RlkaAJXrtlDw5kcA+MVGMeqem2Xv1666RtY++lxPw0g+M4+hf7lIloa108iKex9DcnRXq4MHJTP89msJTIofsIbG3Z1db3yIxdDZuywhfwpZ1186YCOn1mjY99GXGKq7u5rdvDyJGJFF9g2XD/gYSZJEfUEhe979tHeZZ3AgkWOGMfQvFzltS3f3dt/IxH3fbqC1ooFt7yzBYXcAEBAbRszINEbfcDreIcc36gdX7KS1rJ4t8xdjMRhx89QRMTSBqJxkBp0+Cv+o40cvlm8uoulQNXazjaLvN7Huf1/h5qUjKieZmJGDiB8/hKAE/TE1aveUUF9UgcNmx2FzULntACVrduPmpSNmRBpx44YQN2bIMaMgGw9WU1NwGMnh6O7VcEhIkkTJmt2Ub3oPr2A/4selEz8hg9jRg8BJ8mJ9RSt71pZ2P5EkJOmnHhIJPn9hNZ3tZlKGRZEzLZnsaUlODWFbYyfblxU7bWPBysNsXXKA0Bh/sqclkzMtmcGjY9G69zWEpk4LG78rdKrR3tjJp8+txtNHR+bkBHJyk8mcnNTP4DocEqs/LXCqEWTt4IXHitC6qRk/IZS8fD25+XrCI/obsS8/K8dksvcXkeDJx3ZjNNoYPTaU3OkR5OXriY3vH9v4w/dVtDQ773n73wtF3HP7FoaPDCZ3enc7UlL7Ry6uXllHVaXzHq933zrEPXdsJTM7kNzpEeTm68kYGuByzKxAHsJIyiAiPZOhsy5QtK27pxfZ519CwVefMubamxSd6GqtlvQzzsHc0c6Y625B4yb/alClUpGaO4OW8lKGXXIVHn7K8mPjRo2jYttmBuWfTnBCkiKNiCEZRGbmEDN8JHGjxynSCIiKJmb4KDz8/Blx+dWK9qunfwAJ4yZibGtl/E23D2i/OqtOxuVOoGLNJiY9dq9sAwjd2dixk8ZgqK5j/EN/JSglQbYGQMSwTEqXrSXruktJPku+sQYISk5A6+VJ8um5ZFx1gaLquS7AD12AH57BQYy44zqC0+SfJxqdGx5BgajUajKvuYTYKWNlvx+VSoWbjxcWQydRY4eTceWFBCTGytPQaLqdPhCQGMfgi84ieuJoWVnkKpWK5gOH0Xp6YDOaCMsaQsqsGUSOHo5aM/CKWcWW/Vg6Tbh56TB3GAkfEkfGueNJzR+Bu7fHgDQqtx6guaS2t3qo9XAjODGCuHFD8Isc2LlbvfMQFZuL0OrcsJq6zYLdYgOVCs8Ab7xDA46rUbevnKLvN6HWalBr1Bjbus2+tctMU0kNgfHhGFs78IsKPupxbzpUzZ6v1qJWq1GpVaDq/rezoQ2ArqZ2yjcX4ebpjlegD2Gj+2s0VLSy8qOd8NNLqFQqUHX/a7XYkRwSB7ZWYuq0YOqyMOXirH7Z2+2Nnaz4cGdf4Z/0OlqMP71OG2s/30N7YydWs42c3OQ+78vUZWH5B9udvk+Hvftiymgws3nRflrqDLQ1djLtshw8vI74fErSUTU8aEeSwGS0s3xpLXV1JurqTFx9XVK/yuDnn5TR0uLcBFqsDqxWibWr66mtNVJXZ+Iv1yYRGdW3Mv79t1UcOtjhVKO9zYLDAVs2NVFbY6Su1siV1ySRlNz3gmrFslo2b2p0qlFT071fC3a2UFdrpK7WxGVXJjA0S3lOu0A+Imt7APTkZZ7/n1fxDHDtBLUajbh5ulaG/6NoWDo7cff2dknD3GlA593/SlYOpvZ2dL79r2RlaXS04+7tg1pBF1hPXneipwdqNzfcvJTvV0tnF5LNJruaeSR2q432iioCE+MUa0iSRPP+QwQPkl99P5KyFeuJmSTPcPXXWEfUuJFodfLNbA9Fn31H6NBBBKcpfz8HvlqEb5SeiBFZis81i6GTgrcXkHzmdAISBmZmm9X7++Vumw1GNr66kCFnjSE0NVpRW2wmCyv//QlJU7OIHTNEcZe0JEmsevZTQlOjSZqaraibvYet85dgt9pImppNcJLepc/02v98gdbDncTJWYSmRfdqycnabmvs5M37FzF0YncF8JfmcaB8/MxKrKZu45g2MqZfJXIgFKw6zKpPC8jJTSZrciK+QfL3s3r/V7zxXGt3JXJ6BPpI+Rp1tUbu/es2Jk8JJ2+GnjgnlcjjYTBYuf2mzYwcHUJevp6UNPnf3zabg/+7aTNpg/zIy9eTkem8Eimytn99TkojOXfuXP79739TU1NDeno6L774IhMnTnS67tVXX80777zTb/mQIUPYu3fvgF6v52S46JX5uHsq/5IUnLr0mEkxgbngRNMzMfkvzaRAGXKM5KlGmnox4Z6Jv3czflOEkfz1Oenu2v7444+56667ePDBB9mxYwcTJ05k5syZlJeXO13/P//5DzU1Nb2PiooKgoKCuPDCC3/jlgtOZcRd3YJfiyBH2u/dBIFAIDgqJ52RfP7557nuuuu4/vrrGTx4MC+++CIxMTHMmzfP6fr+/v5ERET0PrZu3UpLSwvXXHPNb9xywamOMJMCgUAg+LNxUhlJi8XCtm3byM/P77M8Pz+f9evXD0jjzTffJC8vj7i4o48fM5vNtLe393kIBAOhZwJzYSYFAoFA8GfgpDKSjY2N2O12wsP7jhUKDw+ntrb2uNvX1NSwaNEirr/+2HMvPvXUU/j7+/c+YmJiXGq34M9Hj5kUhlJwohApNwKB4I/ISWUke/jlnVmSJA3ojq/58+cTEBDAOeecc8z17r//ftra2nofFRUVrjRX8CdFdHULThRinKRAIPijclIZyZCQEDQaTb/qY319fb8q5S+RJIm33nqLK6+8EvfjzImn0+nw8/Pr8xAIlCDMpEAgEAhOZU4qI+nu7s7w4cNZunRpn+VLly5l3LhjT2i9atUqDh48yHXXXfdrNlEg6IcwkwKBQCA4VTmpjCTA3XffzRtvvMFbb71FYWEhf/3rXykvL+fmm28Gurulr7rqqn7bvfnmm4wePZqMjAyX29BWU42pvc0lDZvFgrG11eW22CzOkwfkcBJOJXrSIcyk4EQgxkkKBII/GiddROLFF19MU1MTjz32GDU1NWRkZPD999/33oVdU1PTb07JtrY2Pv/8c/7zn/+49NoHli+mfMsmvINDmHT7PbK3t5pMVO3aTvmWjRga6sn7+8OyNRx2O42HiqnauZ364iJGX30jAVHyki0kSaK9poravXuoLdxD0qSpRGcPl90WU0c7jQcP0FB8gIDoGBLGOZ8U/ljYzCZaystoLivBYbeTNn2m7HQZyeGgs7mJ9uoqulqbSRg7UXZ8pCRJmDs66GxqwNDYQGhyKl6BQbI0ABwOBxZDB6b2Nty8vPEO+jlu7mgZ3c7ej81owmo04bDZ8PkdJjmXHI5j5o0PSGOAY5ePhbnD0B1x6O2lWMvaZQSVCjfPgcUHOkNyOGguPoxvdCTu3spDCRw2Gw27iwhIihtwzncPQY603snJJYeDsg2FhA6KwTtY+dCbmoLDBCXqXZ4sueFAJb4RQS6l2gC0VTai8/XEw9+1xCyA5tJa/KNDFSf2QHf2tdFgJjBc3rH6JXVlLYTGBKBWK/88NNd24BPoibtO+c92c6MV70ArPj7y43V7aGu1IEkQEKg8aaqr04ah00ZYmPLPpM3moK7WRFS0CAn5vTnpjCTArbfeyq233ur0b/Pnz++3zN/fn64u56Hvctj56Ud4h4SSN/sh2T9qVqORFc//i/oDhbh5eHLaI0/KTslx2O2sf+0lSjeuQ6VWM/XuvysykTs/+4i9330FQM5FlysykYdWr2DDm91zdyaMm0j2BZfI1qjZW8CPzz2FZLcTGBtP7ux/yDaRrVWVLH3yEcyGDjz8/Zl2zwOyTWRXSzOLH3+IzsYGVCoVIy6/RraJtJlN/PjsUzQUFyFJEokTpjDqL/1nBzgyo/uXZtJht7Puseep3rQDAB99OGMfuB1kGElJktjx6nuULl2NZLejdncj69pLSZgxRdY5W/TZd+ye/zEqjRa1VkPE8EyG3Xo1nkEBA9aoXLeFzc+9gpu3F25envjFRJJ1w+WyjLGxsZmltz8IKjUegf54BAUQM3E0qeecNuDYRbvFwqLr/4ZKo8Y7PBTviDACUxJInTVjwBnikiRR9Ol3VK7djEdQAH6xUfjFRBKek0HU2BED3rcdVbXs/eALGvYU4RUWQmBSHAFJ8YRnpxOaMWhAGm1VjRhbOtj58QrK1u/DLyoY/dBE9EMTiMxOIjTt+LNMGBpaMbYa2PPlOgoXbiR0UAzRw1OJGpZCVE7ygIxlV0sH5vYubBYrJWt2s/HV7wgbHEfs6EHEjh6EPjMRjduxf2JM7V2Y27tw2O047A6aD9ew6IE3iciIJ25cOnFjhxA+OPaYFzWWThOm9k4kh4QkSUgOCSSJfd9uZPfna4gbO5iE8RnEjU/HK9C5ITQbrXQ0//wbIUkSkgSSXeJfV36ET6An2VOTyZmWTPzQCKeG0Gq20dbY6VR/6bvb2LSwiOxpSeTkJpM+Lh6dZ//vKbvNQUud82zq8qJ65t75DRkT4smZlkzW1CQCQvvHE0qSRHONcw17k4XzJi1kxKhgcvP15OXriY5xbtpra4w4HP17q4xGO+eftZLUND9yf4paTEp2HnFYX2/CZnX0b4dd4tLzVxMcrGPaT+0Yku7vVKOp0YzZbHfaxluu24jF4uhtR/awIJfMukAZJ6WR/L1w9/Zh4m1/VZQv7ebpSczwkbRVVzLmupvxj5Qf0aXWaIjMzKFm724yz72QyKHZsjVUKhXhg9I5tGYF8aPHM+T0s2VrAATFJ+IZEEhocipjr79VUfXKPzIar4BAdL5+5N77D3Q+8jNbfUJC0Pn64ubpRe69D+IbHiFbw9M/AA8/f8yGDibeehdRWcNka2h1Ht3nhVrNyMuvJnVa/jHNRaYqkoLavrGKao0Gj5+MWuyUcYy4/VrcZFa/VCoVbl6eWDu7CElPY/Q9N+MTKT9aT+PuBio1Wg8d2TdcTvz0SbIvniSbDYfVirmtnfjcCQy+eJbsHHJLu6HbIDisuHl5kn7puehHZctqi9XQhaWzCyQJUBE9cTTJZ+QN2EQC2M0WKtduBsDU3IrOz5egvInoR+bIasvyvz6C3WoDoKu+EZ2/H5FjhxOYnDBgja/vfJm2igY0um4j0l7VhEqtJihRj0fAwD5Dix9+h8ot+1Fp1EgOifp95TQdqqGjphmAhAkZx31fa174nKLvu/eJSq1CckjU7S2lbm8pZev3MuSssWScP/GYFcGt7yxh2ztL+i2vKSihpqCEXQtWkn7OOEZeexruXs6rV/u+3cCqZz896msUL91O8dLt+IQFMObmsxh7bn9zVLDyEP+97aujajRWtVO6p46v/reOoZMSuPLhPPSJwX3WKdtXx6Pnv3dUDYCVC3axcsEuAsN9uOTvUxl79pA++7m13sBfJzoP1+hh25Jiti0pRuOm5vTrR3P2bWPx8Pr5XJYcEndNmHtMjdUr61m9sp45D+7iksvjmf1ABkHBuj7rnDl9OQ0N5qNqbNrQyKYNjTz56G7OODuKf8zJJDKq7/fV1ZetY+/u1qNqVJR3sXNHC88/vY+Jk8N49MlskpL7mv1779rK8qXHnt6vcF8bL71YRM6wIB57KpvM7MBjri84sZyUWdu/NT15mbmz/4E+PdMlrfoDRYSlDqzy8Gtq1BbuJTxtsEvdl3VF+whJTkWjVX49Un+giICoGEXmvIfGQwfxCg7GK0D5l0dLeSmgIjD26BPVH4/22mpM7e2yjs0vM7qNza3UbNlJQv5k5V25RhOHvl9O6jkzUWuUHV/J4WD73HdIv+J8PAKUd51ue/lt0s49XZGZhe7qyubnXiE8ZyixU8Ypej+SJLHtpbfwjYwg6YxctB7KutMOLVpB5dpNpJ1/BuE5xzdazrBbLOz98EtMza0knZFHcFqSrO2b1fuxm6xk6KNYP/cbOhvbSD97HJHZSfLMtdGM2k3Ljg+WU7FlP4NOG0nilCxZXdxWY7fJ0LhpKV62ne0fLicldxgpucPwjw4ZmIbJgsNmR61Ro9KoaTxQyff3v0nSlCySpmQRmZWE+jhd0zazFZvZikoFqFSo1CpUKhU7PviRA0u2kjg5k8TJmYQPiUOlVjvN2rZZ7Ji6useb9+5HFTjsEo+d/y6hMQHk5CaTk5tMSJS/83ZY7Zg6nY9Z/2buBnYsP9irkTo8Go22/7nssDvobHdu3kp21zD3zm/ImtJd1Rw6KQFvv/7nsiRJGFpNTjX86xdzyyWHGDs+lLx8PVNzIwg9Svdya4vF6fj5zk4b58xcQXpmAHn5eqbl6Y/avdzWZsFh769hs0lccPZK9JFe5OXryc2PICHRebW4o8PqtKopSXDtFetRqenWmK4nbbBfv8+ByNr+9RFGcgD0nAwXvTJfdne0QHA8fmkmBX1x2O0D7sb+NTWsXUbZFVVn2C3W7oqvQprV+xkSFI7dZndp/B90Gzk3D+Vj3Xp1jGbcPHXHX/E4mA1G3L09XB5bC2BsNeDppELrzEgetT1GKw6bA09f195ba72BgDD5PS5H0tbYiU+Ap1MDOlDC2xYSF5SEh4fy86a93YpGo8LbW3kBwdhlw2J14O+v/Nyz2Ry0tlgICT32haEwkr8+J91d2wLBqYa4o/vYuGoAT5TGiTCRgEsmso+OiyYSOCEmEjghJhJA5+N5Qkwk4NREykXn6eayiQRcNpEA/iHeLplIgIBArUsmEsDPz80lEwng6aV1yUQCaLXq45pIwW+DMJICwR8AYSYFAoFAcDIijKRA8AdBmEmBQCAQnGwIIykQ/IEQZlIgEAgEJxPCSAoEfzB6zKRAcDREwo1AIPijIIykQPAHJFMVKaqSAqcEOdJ+7yYIBII/OPPmzSMzMxM/Pz/8/PwYO3YsixYt6v371VdfjUql6vMYM2aMotcSE5ILBH9QeiYtF9MCCQQCgUAO0dHR/Otf/yI5ORmAd955h1mzZrFjxw7S09MBOO2003j77bd7t3GXEdJwJMJIKsRqNOLm6dp0ICcii1hw6nO8bG6BQCAQCI7krLPO6vP8iSeeYN68eWzcuLHXSOp0OiIi5KfB/RLRtS2D1opyCr76jB8ee5DmshJFGqb2NkrWr2Hdq/+jZP0aRRp2i4W6on0UfPkpRUu+d5o+cDwkScLQUE/pxnXsX/YDDkf/5ICBYDUaqT9QxMHVP2IzO09TGEhbulpbqC3ci9lgUKQB4LDZMDTU09ncpFijpz0289GjwX5L/uw335yIvIQTlbnQE23oKlajss/JkTgsJ6YtNov1hOjYbc6zkOXisCv7HnKGpPA7rY/GCTp3/ijnsdA4NWhvb+/zMB/n98put7NgwQI6OzsZO3Zs7/KVK1cSFhZGamoqN9xwA/X1yn5nREVSBkueeBiAUVffQPigIbK2tRqNrHvtf1Ru3wpAau4MEsZNlKXhsNvZ+v7bHFyzAofVStigIeTe84CsqqYkSez7/msKf1iIqb0Nn9Awpt8/B7XMqMSS9Wso+OpTOupq0bi7M+Wu2Wh18iaHrSvax/YF79FeW43VaGTYxVcQMThdlkZrVSWb33kdQ0M9xpZmIrNymHDznbI0jG2tbJ7/OoamRkxtreh8fJhw618JiIoesIbNbGLj26/RUVeL1WjEYbOSee5FJIybOODj43A42PHx+7RWVuCw23DYbMSNHsfQ3BnsVtUOuDK594MvqN+1rzsqTqPBKyyEoX+5SFbU4eElK6lcuwWtpw6thwfuPt6kzJqBd9jAou8AqjftYN+Cr9D5+aLz90Pn70tQWhLR40cOeJ+0lVSw9p/Po/P3wyskCK/QYLxCg4kaNwKfAVZpjU0trH7oGXT+vvhGRuAbFYFPVAQBiXGy3k/jniI2PfcK/vExBMTH4B8fg39CDH4xUbImGa/dspMdr75HYEoiQak/PVIS0PkP/Pi07a9i/s2voc9MIDIricjsJIISImRHnjYdqmHRA28SPSyF6BGpRI9IxSc0QJYGQGdDK1/f8TJRw1KIHT2ImJFp6Hzlp4CZO7r46o6XiMxMJG5cOtHDUtAqnDR9z1frObxqF/ETMkiYkIGfPvj4G/0Cq8XO89d/RtyQMLKnHT3a8Hh8+Z+11Fe0kpObwtAJ8Xg5iTY8HrtXl7B4/tbumMVpyQRHyk82ObTfxF3/XE1ufgR5+fqjxhIei/o6E3fcspmJk8PJna5n0JD+sYTHo7PTxo1Xb2D4yGByp+vJzA5ErZanYbdL3HTNBpJSfMmdHsHwkcFoXZyw/deivskfN5PrqXjWzu7PQkxMTJ/ljzzyCHPmzOm3/u7duxk7diwmkwkfHx++/PJLhgzp9i4zZ87kwgsvJC4ujpKSEh566CGmTZvGtm3b0OnkTcIvjKRMUnPzSZ06XfZ2bp6e+IZ1l5Cjsocx4vKrZX/41BoNvhF6HFYrgXEJTLlzNhqZYxpUKhW+YRGY2tvwCgom776H8Q4e+I9pD77hejrqatF6eDDt7vsJSxssW8MnNKy7sqtSMe7G/yNx/CTZGt7BIbSUlWI1GRk04wyGXXKlbFPs4etHc3kpnY0NRGUPZ/xNt+PuJe9Dr9V50NnYQNPhg/iG65l0+98IiouXpaFWq+lqaaZmzy7cvX0YffUNxI3qvnrMJJICqXpAZtLaZaS+YB8ASWfmkXnNJbh7y3s/ti4TNZt3ABCWnU7aeafLMl0AdrOZpsJiANx9vBly6TlEjsqRdd5bOgx01TfRWVNPMxA0KJmhI7PxDg8d+HsxGumorKGtpJz6nXvxCPQn9dyZhA4d+Dlr6exiw9MvYW5tx9jYTO3WXfjGRJI6awY+kRFoGJiR/P66e+isb8BhtWFs2kb1xm34RulJPH0ayQPMAV/x9ydoPVSGpcNAW2UDRd9vRqNzI/3scYy95Sw8/I5/rH946G0qt/w/e+cd3tR5t/+PtiVvecp77wlmGjDYYLLJps1umzZpkjZ5O9Kmedum/WV05E3TkaRJ2ibNTrPJIpABYW+DGcaA8d5bsrbO+f0hbDCWQZJJA8n5XJcu0JF0+zlDR/f5Ps957nocVjt2k4Whlh72vbMRZDIKLitn7m2XnDYZZt2f3+TwJ7tw2Z24HE5sRjP9RzupfWMdMrmMzMXTmX/X5QRFh02qsfOFj9nzxjpEl4DgEhAFAcuAie79zdS8sgalRkXq/ELK77h00vzuA+9vYes/P3RXqERAFBFFEZfDyUjPEI0b9rHm968SkR5H3iVzWHDtxG1cu+4oz/9mNeOKXMeeDPaOsG9DIx88vRVdiIbiinQuunU2Sbnjv4dN+7t47IfveGyj1exgoNPIhrf2oVDKyZmZyPwri5i7LG/c92Gw28RD177sUUMURToa+tmztoF//2oVSbnRzDg/m/O+NYOAwOO/A4JL4J7z/ulRQ42JlkY7mzb0cP+va0nPCKL6vDi+d1sW+ojx5uHKS9bQ3+85O7y1eYTNG3v540P7SEh052XfcnsWcfHjj73vfWsThw8ZPWp0tJnZsK6HvzxSR1R0AJWLY7nl9izSM8ab23vv3smmjb0eNXq6rXy8qoMnH6snLFzNwsoYvvO9TIpKwj2+/6tCS0vLuIjEyYxfdnY2NTU1DA4O8sYbb3DjjTeydu1a8vLyWL58+dj7CgoKKCsrIzk5mffff5/LL7/cp/ZIWdteMJqXmVN9AdOWX4dc6Z//dtps7H33TQouvszn6t2Yht3O3nffJHvxeWhDw/zSEJxO9r77Fqlz5xMc49/4CFEU2fvuWxjyC4lMz/RLA+DAR+8TaognrqjEb43Daz9FcDnJqqz2W6Np22aG2lopvORyn6s6o3Qe2MvhtZ8y68bv+j1+dqC5kV2vvczsb9+CLlw/4XVvcrnNPX18/ss/MP2ObxFVkONXO6yDQ6z5+YPkX3MZCfNn+TWW1zZs5LO77yd2ehG531iGJtj3mDi7aYQN/+9POMxWCm+4ktiyYp/b4rLbWf+bRzC2d5Jz5cWkLpnv8wWYKIp0bN3Flof/TkROBpnLlhI7rdDnY6Vj+24Eh5NND/2F+LkzSD+/kqiiXJ/WqXNnLS67nY0PPEpsfgq5F80mc/E0n7J823YewmaygEzGB3c/TWRmPFnVZWRVTz+l8RvXjr1HMXYNolArkcvlfHjvv9CGBpJRVUpGVSkxecmnXa+e+lYGmrqQyeXIFTJkcjmfPPASgtNF2oIi0hcVkzQz55RVyYGmLrrrWpDJgGN3nyKT0Xuola3/+BB9aiypC4pIW1BIbEEq4QFbJmRt97UPU7+91f3khCbLZLKxamLu7CRKKzMorcogMj50QjuM/Wb2rm/02MbadUdZ90YtcRkRYxqZ0+KRK8YfP1aznZ2rD3nUGOoZ4aUHPyUkQkfJonRKqzIomJc6zkQCCILI5nf3e9TQ23fz+3tb0OmUVCyKoarawMLKGML1E43Ih++3YbNOHLIgiPDre2pwOATmV0RTucRA5ZJYYmImHn+ffdLJ0KBnM/rHh/bR3WVl9txIqqoNVC0xkJgUOOF9mzf20Nlh8ajx5OP1HDwwTNnMCKqqDSyuNkwwomdD1vblb/wDlY8X855wjJh584qb/V6XxYsXk56ezpNPPunx9czMTG6++WZ+9rOf+aQrGUkvGD0Yrn7iGdS6iQe6L5yJG2xEQfDb7HwVNQSXa8pZymdCw+VwIFcqp7R/XU4ncoXilBqnM5MuhxNEwWezdCKCS0Bw2L2qkE2GKIpYevvRRfnepXgifXWH0WenT2m79uytIyI3c0r72DFixjowRHCCwW8NAHNvPwqV0qeu7JOx9A3Q56ijrMD3noATMfUM4rTaCUuc2s1c5gEjpq5BorITprSfbEYzPfWtxBWnI59ilnhH7VECQgMJTxq/bqGqTROM5GTYbU52f3aEgnkpaIP8z9ze83kDMcnhxCT7Xylr3NeJ0+4irTjO527gUbRN72Dvi2Tm7EhUKv/Ou11dFvbVDjK3PJoArX/7yGRysG5tN/MrogkK8i973ukU+OiDdsrnRxMWPvm5TjKSx6mqqiIxMZFnn312wmt9fX3Ex8fz1FNPccMNN/ikK3Vt+8IZuMP6TNylPVXj9VXTmKoBPFMaCpV/J8RxGl5Uu4tkcWNm0nM7pv61livkyBX+m0hwH+tTNZEAETkZU9bwtzJ7IqpA3Rn5MdBFTqw0+4o2IhydfOo6/oyH9IQuPBhduO/j7U5GE6wjYXrWGWgRGApTp6yh1iiZcd7U5+0sWpA2ZY2U/KnfXZuUGkBM3tQuGmJitB6rj74QFKTi/Au9M/OToVTKufAS78exf934xS9+wfnnn09iYiJGo5FXXnmFNWvWsHLlSkwmE/fddx9XXHEFBoOBxsZGfvGLXxAZGclll13m89+SjKSExDmINMekhISEhMRkdHV1cf3119PR0UFoaChFRUWsXLmSJUuWYLFYqK2t5bnnnmNwcBCDwcCiRYt49dVXCQ72/YJQMpI+cKS1h9zM5C+7GRISY0hzTEpISEhInMw//+n5hisArVbLRx99dMb+1tl5r/xZSqE6kvqWbupbvp5z+kmcXXzd55iUkDK3JSQkvnwkI+kjJWr3tCOSoZQ4G5DM5NcXKXNbQkLibEAykn5Qoo6SDKXEWYNkJiUkJCQkviwkIzkFTjaUEhJfFqNmUkJCQkJC4r+JZCTPAKOGUqpOSnyZFMnipKqkhISEhMR/FclI+oAoCPS2NlDz2TtsX/UagiCMe93b7m7r8BDN27ew9923cJ4mbH0yBJeLgeYmjqxfg31kxC8NALvZTHd9HSP9fX5riKKIdXgY8+CA3xqjOk6bdUoaElIXt4SEhITEfw9p+h8fePn3d2K3mAiNimPZbb/1mOk8aiZr7D1jZjIrMRqHxcKu116ic38twx3tqHQ6lvz8PpQ+hKMLLhd7332Lzn219DU2IDjslN/6Q9SB3qftiKLIoU9X07ZnF4OtzYz09pC95DzKrrnJaw2Alh1badmxleHODoY72wlLSGLhnXf7pNFdX8fRjesY6etlpLcHweVi3vd/SERqutcaQ+1tHFn3GdahQSzDQ9hHRii4+HISp5V5rWEZGqTuow+wm0dwWMzYLWZi8wrJrb7A6wnTnTYbdavex2G14nI4EJwOAiMiyVl6kVeTjAMIgsCBle9hHzEdm7hehlypJGNhFbow7xIximRxrPn8LdYMDGGI1KPQqFGo1UQV5hDkwzRBLZ9vZqChCXVQ4NhDG6UnItv7ycE7tu+mdcM2tPowAvThaPVhaCPCCU4woNJ5N6HxQEMTDR98SmBsFIGx0QTGRBFkiEYd5FvC1L4X38RmNBGSGE9IUhwhifFoQoN9Cghw2uxs//M/0EaGE56WTFh6MkFxhgkxd6dCFAR2PfUCmuAg9NnpRGSno/YjOtJld7DjsWdQJqnQl5cQlZOEwo8kGJfDyZo//IfIjDgSZmSjT431KzRBFAQ+/9ObRKTFkjQ7lxCDfxPRi4LAxsdXEJEeR/KcvNPmfZ+Kps376a1vI3V+AeEp/q2X0+HirT+vJ3tGIjmzk1Br/PvJ/Py1PciVcoor0gjW+zepfd3WZhr3dlFaleF3Qs6RgxZeX1vH4moDWTkhfm2Trk4LLz53lMXVBgqKwvxK2TGZHDzx13oWVsZQOl2PUul7TcvpFPjz/x1g1uxIZs6JQq2W6mJfFpKR9AG7xYQ2OIwLvnMPAYGnnrTTk6EEGO5oR6HWsOh/fo4+OcWnvy9XKFCo1XTXH0AmkzH3lh+QMrvcJw2ZTIY6KIi2mh0A5F90KSVXftPnE0pAaBgNGz4HIKlsFuW3/MDnSD5duJ4jn3+K4HIRnpRM5U9+QWBEpG8a+ggOrfkYh9lMQGgYFT/4MVGZvt3NGhAcQtO2TZi6u5ArFEz7xvVkLznfp22i1Gjo2FdL14F9AGQsXExW1Xlem0gAuVzOUFsrDevXABCelMKcm7/vtYkcJbzPQe3bH9AFaMJCKLn5WgJjonzScFitHHjlnbHnyZXzKPrWcp80ZHI5DSs/g2MprNqIcPKvvZywtCTvNZBxdPVaXDZ3Xq9cqSBlyQIKrrsSbYR328Xc00fXrr307K0bWxYQHkr+dVeQdl6lV0bQYbGy87Fn6dlbh7m7d2x5SHIC0+/4FtGF3kUV7nj8WXpq6xhuah1bFpqSSNG3lhM3a5pXGnuffx1jeye9++oxf9TLoadXowxQE1eSzqzvXkBc8ekvxHa9/Cm9h9pw2hx07Glg71vrAdBFhJA4I5vi5QtPmwxz4L3NdNQexeVwIjhcdO5rpOblTwEIT44heU4umUumn7I9DWv30LT5AKIgIAoCgkugc28j259dBTIZsQUppMzNJ21BIVHZiR412nYe4tAnu0AUEY89EMFutnLww22s/8tbhMRHkDqvkNR5BeTNnpgf3XSgi89f28O4wOBjT2o/P8qKxzeh0akomJdCaWUGxYvSCYsab3J7WgdZ+a9tHtvYeXSAPWsbkMllZJbGU1rlztuOy4gYd54ZGbLy1p/Xe9SwWR2seWU3L97/yfHM7soMMqbFozjBiAmCyEv3f+JRI5Q+3nyhlz88uI+ERB2Lqw1UVRuYNScSjWb8hcjDv9vHiMnpUee1Vxr58/8dIDomgMrFsSyuNjBvQTRa3fjz3ZOP19PZ7jkn+/13W/nbo3WEhatZVOXWWLAohpCQ8QlhLz9/lPqDwx411nzayV8eqSMoSMmCRTEsrjawqCoWfYT/cZYSviMZSR+IiEuh4qpbCdZ7X9k50VCqc6cR2dhA0WVXE53lX2Rb0vSZtNXsIKOiitQ58/zSiMnJw5BfRExuHgUXX+6XRnhiEvEl0wmMiKTsum95rM6eDl1EJEkz5+CwmJl3652otL7HbqkCAkibu4C+xgYW3PEjdOG+x8bJ5HLSyitoWL+W+bff5VNF9ESSZ85hsLWFOd+5lYRS7yuiJ5JQOp3GzespXHYl+RdcgtwHIzpKTHYe+5RKwhfMZsH3b/Cr4hWSEIc6KJDgpHhKb7nOp0rkKAFhoeiiInBarOQuv4SMi6tRany72FDptOgiIxjp7iXt/EXkXnWxz7GLigANgbFR9OytIyQpnuzLLyC5stynCx+FWoVSF0BQXAzm7l5iy4rJvHgJsWUlPlUklRoNuohwhptaCUmKJ3XpQlKq5hEQFur9CslkBISHERAeirm7l6C0GEovKSdraZnXkYeiS0CpUREQoiMgJBBjRz+hiVFkV5eRuWQ6kRmnv3nL5XQhCgJKjRp5oAK1zv3jrdUHEz8tk5R5BcTkp5xaw+HEabUjU8iRyWUoNaqxyqpKqyY4JpzQxChC4ibf5067E/uI1W3IZMdiaGUyOMEUKpRKlGolSq0auWLiBaLLIWA2uocZyTj+ukwGwjFDKTgFHDYXDrsLl0OYoCE4xTGNk3HY3IZMFEQsIzYsI3YsJhuiOD55VxBERoY9D+9x2I8bYIvJjsVow2y04XK6xhlJYFINOceN4ciIE6PRgXHYgd0uTDCSxmEHRqPDo85YO8zHNIwOrFbXBCNpMjoYGrJ7/Kzgcm9Xq9Xl/lvDDiwW5wQjOTLinFTDcWw/2GxujeFhByMjTslI/peRieK4azAJD4wGr1/9k0cIi/Y/H7TG3oNtcABNWDhZif6nkYz09fpcuTsZU083QVFTS0Qx9XQTGBk1pfxwY3cXgZFRfhnRE9uhDdf7VP2boNHbg1oXiFrnf5ayeaAfuUJBQIgPpuAkrMZhrMPDhMX7nyHrsFgY7mynLcVtzP1JvhFcLto2bidh3ky/968oihx6ZyUpSypQTyGjuv7tlSTOn+V1BdITvfvrsZtGMJQVTynfvemzDeiz0giON/it0fjpeoJio4nIzZzSd+fQilVEFeQgZFjI08f4pSGKIrte+pSE6ZlEZSdOaV/vfOFjYvKSiSvJ8Mlcn6yz7V8ricpOJHFGNkqN//n1zVvq6KlvIW1+EeEpx7dPqGoTmcHencddToH//HENmdPiKZiXSkCgbxdCo3z60i5cToHSqgwi4/07P+zf1ETd1hamVWWQnB/j175SHnqbz98VqFpqYNr0CBQeTPXp6Oq08ORj9VQuMTBzdqRfXcomk4OHH9rH/IUxlM+LJkDr+7AMp1Pgof+3l+kzIphfEU1wsOdjxWh0UJCxgqGhIUJCQnz+O1Nh1Dtc/sY/UE3hHDiKY8TMm1fc/KWsy6mQjKQXjB4MN/32GdQBUz8Yauw9AFMykxIS3rBHbAf8M5MS5wb98oN+G8mvI74Yya8a2fKPiNGmfdnN+K8iGckvHml06peANF2QxH8LaX5JCQkJCYkvEslIfolIk5lL/LeQpgSSkJCQkPgikIzkl4xUnZT4opEiFCUkJCQkvijOSSP5+OOPk5qaSkBAANOnT2fdunWnfL/NZuPee+8lOTkZjUZDeno6//rXv/5LrfUOKbtb4otE6uL+arO/v+vLboKEhMTXlHPOSL766qvcdddd3HvvvezatYv58+dz/vnn09zcPOlnrr76aj755BP++c9/cvDgQV5++WVycvybfueLRMrulviikaqSXz30gm/zpkpISEicSc65eSQfeeQRvvOd73DzzTcD8Oijj/LRRx/xxBNP8NBDD014/8qVK1m7di0NDQ3o9e45BlNSUk75N2w2G7YToguHhz1PhvpFUaKOmpCMIyExVYpkcewR2znQ2S3dxS0hISEhcUY4pyqSdrudHTt2UF1dPW55dXU1Gzdu9PiZFStWUFZWxh/+8Afi4+PJysriJz/5CRaL59n2AR566CFCQ0PHHomJnhMVvkik6qTEF4HUxS0hISEhcSY5p4xkb28vLpeLmJjxc6bFxMTQ2dnp8TMNDQ2sX7+evXv38tZbb/Hoo4/y+uuvc/vtt0/6d+655x6GhobGHi0tLWOviaLIYHc7dVs/xTTQO6nG6XA67HQ11TPY3X7K951u7KR9ZARTb4/f7Rhrj81zEoLEVxOpi1tCQkJC4kxwznVtAxNm9BdFcdJZ/gVBQCaT8eKLLxIa6k4UeOSRR7jyyit57LHH0HqI5dNoNGg0EyOWPnnxL/S0HsY6YmTm+dcQFO59uozdauHwrvX0tB6ht7WB/q4WkvPKWHztnaf97KiZ3GXpZNN7HxBgHmCgpZnB1mZUWh1Vd/+v1+0QRZH2PbsYaGlmuKMdY2cHluFBZn/7VmJz873W6a6vo7/pKCO9PYz09TLS10tGRRUZFZVeJy4MtjbT19iAdWgQy9AQ1qFB9Knp5FZf4HX6iKmnm57D9TjMZuzmEezmEZQBAeSdfwlKLyPwrMPDdNfX4XLYjz0ciIJA2twFqAMDvdJw2my079nlTmUTRXfuLxCRmk5wtHeTRYuCQHttDTK5HLlShUKpRK5UERAaSqDe+1jA9toaBJeAWqtFpdWhOvavOjAQmUzmVRd39+79WIeG0YQGExAaiiYsBHVwkE+JJf31DZh7+tBFRaCLikATFuJzGofL4aTx43UExkQSHBeLNirCr9SUgSONDBxuJDQlgZCkBFTaAJ81AFo3bsNlc6DPTCUoLsavlJzu2gPYh01E5Gai1Yf51Q6A9i27kKuUROZlwhTmOj66vhZNkI6YgpSxeEJ/aNq0H214MFFZ8VNLD9q8n7CEaEITppbe1X+0A4fVQXR2gt/tEQSRPWuOkDMrye9UG4CD21qISQ4nLNr3uNJRWut7kMllxKVH+J1A1NZio9s6QEFhmN8aPd1WmppGKJ2m9ysZB9zJNrt3DTBzdiQqlX/7xukU2LCum1lzoggI8P+4lZg655SRjIyMRKFQTKg+dnd3T6hSjmIwGIiPjx8zkQC5ubmIokhrayuZmZle//2Wg7sAKK28jJJFy3xquzpAS0/rEQ5u+wyAlIKZLL72TuQK73dBqTaW9/t6OPLp+wDoU9Ko/MkvCAj2foZ7mUyGzWik5rWXANCGhVP5418QnpTsw9q4Tc/2F54BQKFSMfe7t5M8a65PGjKFki3PPo3gcOe5FlxyuU8mEkCl1bH9xWewGY0AxBWWMPeWO7w2kQDqwEB2/edFjF0dAIQY4ii/9Ydem0hwZyjXf7aazn21ACjUGqYtv5agyCivNWRyOS07tnJ47adjy9IXVDJt+bVeawD0NzWO7V+A0Lh4yq79FoaCorFlo2ZyMuwjI2x68C/H26ZQkHlJNQXXX4lK510muuBysfGBRxEFd3iWXKUkqWIuxTdfQ0CYd8esfdhI06fr6KmtG9MISYqn8IariZtV6p2GaYS+uiPseuJZBKc7rzgwNoroojwKb7zaq+hFl91B64Zt9O47yOH3VgOg1GkJT08mbmYpmcvOQ6E+fZxf64ZtDDW2sPf518faEZGbSWReNimL53tlcDt31mIdGKL3QD1H3vsYmUJBSJaB/hm5xE/LJGl27mkNYfvuI4z0DOG0OWivOczetzag0mlImJ5J4owcEmfmEJFuOKXZ6K5rwdjZh+AUcDldtO86TO0b69BFhJA0K4fkOXkkzc5FFx48qUZ/YyeDzd2IgogoCIiCSOPGfexfsYnw5BhSyvNJKS8grjQd5STbd7i9j76GdkSRYxdx7gtmy6CJT+5/kcDIUFLmFZA6L5/EmTngIaFwsMdE494u9+ePMfrfd/++iT/f9ha5s5MorcyYNOZwZMjKoZ1tHttYu66BVc/uILUwltKqDEorPccc2q0O9m/yfONof6eRZ+5dSXRy2Fg7smckolSN39eiKLJnbYNHDb3FzK/u/IzIqACqlsRSVW2YNKJw/efdY1nWJyK4RO66fRtKlYzKxQYql8SyYGGMx4jCbVt7MRmdE5aLosgvf17D8JCDikUxVFYbWFQZQ7h+YgFnT80AfX2eM8wf/t0+jhwyMr8imsolBqqqDURH+3eRKOE/55SRVKvVTJ8+ndWrV3PZZZeNLV+9ejXLlnk2duXl5bz22muYTCaCgtxXg/X19cjlchISfMszDggMIaO0nLKly/1qf3xGAa31e4hOyqDqmh/6ZCJHKUotYjh8K4SEkHrdrT6ZyFFC4xMJio5BrlBS+ZNf+GR2RgmKiiY41oDDbGbhXXcTme69IR9FGxZGSEwspt4e5n73dpLKZvmsodLpCImJo3fkEMVXfIP8Cy7xufogVygIjYvH2NVB5qIlTP/mDSg9VKRPR1Cku7oXnZPHnO983+tK5Ilow9ymJjQunlk3fY/o7FyfNeRKJXKFAoVGQ/FlV5NVWY18khzyyaqSDpMZpTYAp8VKYsVsim5cTlCcb+tjHzah0GhwWqxE5GRQcMNVxJQW+FQJMff2Y+7uA0CpDSDjwsVkXXa+T7nbjhEzh1Z8hCJAg2AyE5KcQNal55NcWY5S4+0Fh8je519DE3r8+6bPSiPjgiri5pShUHn3Xd734pvI5DKQycZMT3C8gbgZJV5XSev+swJL/yAyhfvHX3S5sPWbkCsVhMZHeFVV3P3qWrr2N6FUKxEEt1lwmG107W8mODaC6JxEREFEdoqK04H3NnFkzR7kSgVyhXzMpJv7hjmyZjeCw4VCrSJ9YfGkVeTDn9ZQ+/rnIJMhV8iRyWQ47e4Ly4GmLoY7+hho7sYyaCJryTSP3+2WbQfZ9MS7IDvWWyUDkI0dZyO9Q+x7ewNtOw+RuXgai74dCid528a9Xfzzng/HLRs9TM1GG067i9rPj1K3pYU9nzdwyW1zyZw2Pmaxu3mQf/z8A4/r6XK4t83R2k6O1nay8+NDVF07jQVXFSGXH9/GpkHrpBocM7bdTYN89Mx2dqyqp/yyAi66Zfa4aqkoiDz9M88aSmy4XCKdHRZefO4oqz5s56JlCfzwR7noI8af8/7fr3bT12f3qGM2O3E6RV5/tYnVH7Wz9Px4/uenucTFjy+N//nhA9Qd8Hyz6vCQHZtN4N13Wvn0404qF8fyP3fnkZ4xfuc884/DrFvreSiO0ejAanGxamUHa9d08fFHHdz541yKSrw/P0hMnXMua/vVV1/l+uuv5+9//ztz5szhqaee4umnn2bfvn0kJydzzz330NbWxnPPPQeAyWQiNzeX2bNn85vf/Ibe3l5uvvlmKioqePrpp736m6N5mfOv+B45M73vuvXEoZ3rSC+e45eJHOXwrg2k5JexF/cX1J+7upu2biI2rwBN0OTVgtPRsmMr4cmpfhnRUdr31KCLiCQs3jdTfyKdB/Yhl8v9Ml2j9DYcxjo0SEJpmd8aQ+2tdO7fS1Zltd9daSP9fTSsX0veBZegmMT8nQ6HxcLOV5+n+PJvEHCaPNbJsrhFQWDT7/5G9hUXEpGd7lc7RFFk04N/IbW6gtiyYr+/N0c++ATbkJGMixajDvava9DlcLLtkSdJWbLAZzN7Ij37DtK6fivpF1QRkujfjUsDDU0cfP19UqsriC7K9ftYaVm/la6avaRUzkOW7x7C40/m9t63N9Bd10zW4unElWb4NXQAYPd/1tJ1oImMylKSZuag1Jy+QuuJrf/4kIGmLtIWFpM8Jxe1zr8KU8eeBtb/5S3SFhSRtqCI8BT3tvEla1sURR757uuERQVRWpVBfnkKGq3v6/XuE5uo39FKaVUmJYvS0cf6ft7du76RNx5dN1aNTMiK9Pk4Vh15m/t/7DZti6sNFBaHjzOy3tDTbeVb121g7rxoFlcbmFamR6n07ZixmJ1888p1FJeEU1VtYNacSDQa37qnXS6RG76xnsQkHVVLDMxbEI1WN/GcKWVtf/Gcc0YS3BOS/+EPf6Cjo4OCggL+9Kc/sWDBAgBuuukmGhsbWbNmzdj76+rq+MEPfsCGDRuIiIjg6quv5v777/c4PtITowfDTb99BnXA1A+GM02N3X2zjTRNkIQ/7BHbJxrJY6eFqVw0nQmNUZ2panwd6Jcf9MtIninO1H46YzqC4NGk+2IkhdFhGT6arQk6LsFvgz6Kyymg8NGwnUy6sJL4YP8uDEdxOgWfjePJuFwicvnUzg3e7hvJSH7xnFNd26Pcdttt3HbbbR5fe/bZZycsy8nJYfXq1V9wq748Tpx3UjKTEv5wchf3mfghP1PmTzKR5wZn2/6eyg0/o0zVQI7pTNFEAlM2kQBK5dTXZ6omEvD7Jp0TOVP7RmLqnFPT/0hMjjTnpIS/SHNLSkhISEj4i2Qkv0KMTmIu5XVL+EqRLE6aW1JCQkJCwmckI/kVRKpOSviLZCYlJCQkJHxBMpJfUU6XiCMhcTJSF7eEhISEhK9IRvIrjJTXLeEPUlVSQkJCQsJbJCP5NUAykxLeIlUlJSQkJCR8QTKSfmIzm+jv8Bxl5QtWs4kzMZXn6TSkrm4Jb5FuvDk30QvZ7O/v+rKbISEh8TXjnJxH8sui9vP36e9qobftKE6HnYu+90uvPysKAj2tR+jvaKa/q4X+zhaGejqYc/H1pBXN8U5DFBnoamGwp4Ph3g4GezoY6u0gKaeUkoXLjmd6TcKomdzSeYBtRw4SLncw0tvLSF8POn0Ehcuu9DpNxTw4gLmvD8vQAJahQayDg4iiSN75F6PycqJ3q3EYy8AAdvMINpMJu9mEw2wmeXY5ujDvIq7sZjM24zBOmw2n3YbLbsdptxEWn0hQlHdzajqsVqxDg4iicCzv1/1QaXVea7icTqzDQ8jlCmQK+bF/Fe6oQpV3SRiiKGLq6Uap0aAKCEChUvs1F95IXy/IZGgCg/yKegRwDA5TO2yiICPF7/n4nFYrlr4BdNFRXkcIesLY2oEqUIcmLMTvOQYFp5OBI02EpiT6EIs4HlEUGWpqJSTBMGnkpDc4RszYho0ExkZPac5E6+AQAAFhHsKjfWCkdwiVVoM6cGoZxSN9w2iCtZNmYnuLud+INixwyvNA2oxmVFoNci8iIydDFEXMRhuBIVPbNuZhK7ozoKEN1kzpmDEZXUSqxSnN42gecaJSy1Gp/N8/Vqs7MjIgwP9943QK2GwCgYGSjfmykfaAD+z4+HUAdMHhXHzLrwiL9i4dAdyT43YcrWPL+y8AoFCpWXL9j0jKKfVeQyajp+UIa1/7+9iymRdcQ3HFJT6dXKK6h/j4hb+OPU+ZM4/Ciy/3KZJvuKOdT/54P6LLfULQp6RR8cOfeG0iAazDw6x64Fc4rBYANMHBlN/yQ69NJLjNykcP/Arr0CAAMoWCkiuWE1fk/XYFWPuXPzLY2jL2PGFaGbNu/J7Xn5fJ5Wz+59/p2Lt7bFlwrIHZ37qFmJw87zRkMg6u/pC6VcdzcjVBwRRfsZzMhYu9/mEdbG3hs0ceAkChUqEJCiZhWhklV16DWuddukLKoJoPf/sL6uQyAvThBOjDCEtNovCGqwgI9864yOQKNj30VwaONKGNCCcoNhpdTCRp1QuJLvZumwgugd66Q2x9+O+ognSEJMQRnBhHWFoy6ecvQhlw+h9nURCwG0fY88+X6dl7gKB4A2GpSYSlJRFVkENUQc7pNUQRx4iZA6++Q9uGbYSlJaPPSkeflYY+O43ghDivvoNOqxW7aYTPfvYAgsNJZF4mkXlZROZnE5ae4pXhdtntOC1WLP2DfPI/9xEYG0V0US7RRXmoilSgP60ELqcLl82B0+5guKOfN259lOicJJJm5ZA0M4eYgpTTZnYLLgHB4XT/63Qx0NjJiv95goTpmSTPySd5bh5hCaeOTxVcoxduIqIoIgoCrTvqWfvwa6TMzSelPJ+k2blogiY/r4iC4E45Ed0ao5nU5j4jr9/yWxJnZJM6r4DkOXkEhAZ6bocgIgrHe3VO7OF56ifvYTbaKK3KoLQyA0NahOd2iOM1TmTta3tY93otJcfiDdOLDR4nKT+VRmt9L4/fuYKSynRKqzLInZOMWjPxeDmVxmC/k7nVHzK/IpqqagMLFsZMasRcLs8adrvAkorVTJuup6rawKKqWELDPF+cTaYBcHH1p6SmBVFVbaBycSxR0Z6/y6fSuOmaDWh1ChZXG6haYiA+4exLnvs6IBlJH9DoglEolVx0y68Ii/J9LJl1xIgqQAsinPftn2FI9T0b2m6zoFCpEVwuKq66lazpC3zWQCZDJlcgCi7iKy+k/IYbfL7KVahUIAgApM6dz6xv3YJS7VulR6nR4LRZAYjKzGb+bf+DTu/Fr+AJqHQ6HBYzAMExsZTf+kMi0zJ8a4dajc1kGtObcd23SZ0736dtIpfLsY24NWQKBfkXLnObcx+3ianneJdyfMl0yq69ieBo32Lv2mp2jP1fG6Zn2vJrSSyb5dP6tNfWgCAgCOAwjZB23iKyLj0Plc77C4XmtZsYONwIgKW3n9CkeNLPr/TKuI3SvXsfWx92Xzg5TGaGW9uJLs4jacFsr0wkuCuaH37vp8eft7Qjk8mILs4jLD3FKw2n2cJbV3537Hlf3WGGm9sQRYHQtCSvt+0737wNp8U69rx1wzZ699eT1DeAKlBLSOLpL04/+v49GNs6xp4PN7Uy3NRKy+dbiF6YTfr3wgmOOfXF2Nt3/JXW7fXjlnXsPkLH7iPsevETss+fwZxbL0YbNnm2+erfPEfdB1snLD+6bi9H1+1FoVJSeOV8Zt9y0aRGcOPjK9jx71UeX9v/7ib2v7sJhUbFzG+dx7TrF3vM7979n7Wsffi1Sdt5cOU2Dq7chkwuI++SuZx/VxycFHW9Y1U9f7ntrUk1AOq2tPDyg5+RlBvNdb9aTO6spHGvH6lp5zdXPH9KjZaDPbz7xCZCIwO5/H/ms/DqonGGsr/DyF3zHj+lxicv7uKTF3eh1qqovmE6y+6YS0Dg8fOMKIjcmPmHU2q89koTr73ShFot54qrk7j7FwXoI8b3Xswqfp+eHtukGq0tZla83YpCIeP8C+O5975C4uLHG7mLl37KvtrBSTXqDw7z0YftyGSwYFEMv/5/xaRnjN85371xI5+s7jzl+qz9tItf/ryGspkR/Pr/FVNU4n0xQmLqnJNZ2/9tRvMyZ190A8m50wiNMvilI7ic7N+8mpjkbKIS0vzW2LdpFeHR8SRkFfunIQjsXf8hupAwMkrKqbH3+BytKIoiB1d/iCiK5FRf4Hd3y5HPP2Ooo42SK77hd3dh09ZNtO/ZRdl130blpbk4mc79e9n3wTvM/vatBOo9VxxOR39TI1v//TSzv30LYQlJp/+AByyDg6x66NdM/+aNJJRM80vDbjGz5tE/kFAynezF53ndtX4iDouFtX95GFdKNOXfWo4meHJDMRlOq5WDb3xA38Ej5F9zGRE5vhl8cFffzL39fP7LP5Bx0RLSli70ycyCu1vbOjBEw8rPGDzaTOYlS4kuzvPpmBVFkZGOblrWb6Ft0w7Sz68kccEsr83sKKb2LpS6ADb/7m+oggJJXVJBbFkRcoX3XXymjq6xYROf/Pg+ogpySFo4l5iSfAbVR7zK2x5u70NwuVColDgsNl7/3p9Imp1L1uLpJM3O9WjYTsbYNYDDbEWudLfF1D3IO3c+RvKcPNIXlZBSnn/KSiK4u9WtQyPI5DJkMjnIZXTtPcqnv3vFrVNRREp5waSVRADLoImR3iFA5h7dI3P/axka4a3b/0pMXjJpCwpJm19EeEqMx6xt87CVvvbh8cLHjo+XH/qU1oM9lB6rJubNTUYdMHH72CwOupsGPLZx64cH+fCfWymcl0ppVQbFC9MJjZq4Tk67i/YjfR41Oo/289id75BVlnCsOpqJIW3ihbcoirTU9XjUCB/6nLtuaiAvP5SqagNV1Qby8kM9fhfqDw7jck60B3a7i+uuXk98gs6tsSSWkml6j5GFDUeM2KzCxDYi8t0bN6FWy49pGCibGeGxu7y5aYQRk9Pj+tz9ox309dqoqo6laomB2XOjJnSXS1nbXzySkfSC0YPhxt/8C4128hOaN4iiOOUsWUEQkE9x/JDL6RzXlV1jd594fDGULrvd54rbyThtNr/H8Y3isFr9NpCj2C1mVAHaKe0bh8WCQqOZ0r5x2qzIZPIpb1fbiAlNoO/m70SsxmHqg9xV1hNzuH1qh9Hklwk9EYfFikKlnNK4RACH2eKzCT0Z27ARTUjw6d94CkRRxG4amfJ2cVqtgAxlwPHvT7/8oFdG8kSsw2aUGpVX5vFUmPuNqHUalAFTO3aHO/rQ6UOm3J6R3iHkSsWEqqonIzkZo6YsMSdqSueGtkO9RCWFeeyK9pbulkF0wRqCwvw/hsO73yUmMIXoSbqRvaG/z4bZ7CQh0f/fwpERJ12dFtLS/f8uOZ0Ch+uNZOeeeuy0ZCS/eHz+xXv99de58MILmTVrFpdeeil/+MMfOHLkyLj3DA4O8uqrr/Lyyy+zf//+M9bYL5upGsAzpTFVEwlMGA/pzxRBUzU7wJRNJDBlEwmg1uqmvG9UWu2U941SE3BGtutUTSRAQHDIlKcDmqpZAlBpA6ZsIoEpm0hgyiYS3OeAM7FdlAEB40ykvwSE6KZs2gB0+uApm0iAEEPEGWlPYGToKbvmvUEmk5GUO7WbogDiMyOnZCIBohPDpmQiAaJj1VMykQD6CM2UTCRAYKBySiYSQKmUk5PnuZoqAU888QRFRUWEhIQQEhLCnDlz+PDDD8deF0WR++67j7i4OLRaLQsXLmTfvn1+/S2ffvX+85//sHz5cj788EO2bdvGihUruOeee8jJyeG2227Dbreze/dusrKyuOaaa7juuusoLCyksLCQt99+268GSvz3kOablJgMaTogCQkJiXOHhIQEfve737F9+3a2b99OZWUly5YtGzOLf/jDH3jkkUf429/+xrZt24iNjWXJkiUYjUaf/5ZPRvLRRx8F4Ec/+hE7duzgww8/5JZbbkGr1fLkk09y0003cccdd9Db20taWhqXX345CQkJ7Nu3jyuuuIIHH3zQ5wZK/HeRzKTEyUiTlEtISEicW1x88cVccMEFZGVlkZWVxQMPPEBQUBCbN29GFEUeffRR7r33Xi6//HIKCgr497//jdls5qWXXvL5b/lkJPfu3Ut8fDwPP/wwpaWlLF26lMcff5ytW7eSnJzMq6++ysaNG5k9ezb79+/ntddeo6mpibfffpvw8HB+9atfsXXrxLv8JM4uJDMp4QmpKnn2I01KLiHx1Wd4eHjcw2ab/O56AJfLxSuvvMLIyAhz5szh6NGjdHZ2Ul1dPfYejUZDRUUFGzdu9Lk9PhlJu91ORMTEO1pzcnL405/+NDb31o9//GNUJ9wpeskll/Dcc88hCAJ/+9vffG6kxH8fyUxKnIhUlZSQkJDwD2WPElXX1B/KHvc428TEREJDQ8ceDz30kMe/W1tbS1BQEBqNhltvvZW33nqLvLw8Ojvd0ynFxIy/MS8mJmbsNZ/Wz5c3JyUlUV9fj8lkIiho/CDmZcuWERwcjMlkYtasWRM+e8EFFxATE8O6det8bqTEl8Oomaw5ZiZ9nSJI4qvHgc5uv+/glpCQkJCYOi0tLePu2tZMctNqdnY2NTU1DA4O8sYbb3DjjTeydu3asddPvlHJ31llfKpIXnTRRVgsFm677TaczonzOpWVlSGK4gSXO0pCQoJfblfiy0WqTkqAVJWUkJCQOBsYvRN79DGZkVSr1WRkZFBWVsZDDz1EcXExf/7zn4mNjQWY4Me6u7sn9W+nwicjec8992AwGHjxxRcpLS3lkUceoba2FtexmLxPPvmErq6ucd3aowiCQHNz8xmZuuZsQRRFBGHiZKtfRSQzKTGKNFZSQkJC4txDFEVsNhupqanExsayevXqsdfsdjtr165l7ty5Puv61LUdFRXF2rVr+eY3v8mOHTv46U/dsWNqtZr8/HymTZtGcXExJSUlFBcXj+v+/tOf/kRPTw8lJSU+N/JsoeNoHaaBHvo7WxjoaiEsOp7yZd8CL82x025jqK+ToZ4OhnrdD7lcwawLr/N6onPB5cI8PIBxsAfTQC/GgR5sZhPFFRejC/EuFkoURexWM+bhAczGQSzGQczDAyTnzyA0MnbSz5Woo6ix91Df0k1WYjSCy4V9xITNZHL/O2IiKDKasIREr9oxisvpxGm14rS5H3KFkuCYydtxqvUSBQHB5UJ0uVAGBEhzjJ1himRx7BHbvX7/mZiAXxQEr3PGv8h2nFGdM7ROMPW5ac/UOklISJw9/OIXv+D8888nMTERo9HIK6+8wpo1a1i5ciUymYy77rqLBx98kMzMTDIzM3nwwQfR6XRcc801Pv8tn2dIzcjIYOvWrXz00Ue8/fbbbNy4kbq6Onbu3MnOnTvHTkgymYzU1FRKSkpwuVy88847Y40/V1n93P8huNxd+tkzFjHvspt9qrD2dTTxwT8exGGzABCTnMXSm+72KS2nr6OJD//5INYR91xPgaERLP3W3V6bSIChng7ef/p+RobcUVwKpYoFV95yShM5yqiZ3Lv3IIf//TdM3cfvEM2pvoDS5dd53Q77yAgf//F++o8en9A+OiuX8lt/4LWGy+nk87/+H+21NYjHKuMBoWHM+c6txBd7FzEoCgKb//V3WnZuH4tqkyuVFFxyOZkVVV7/4O97/x0OfPQeCpUapVqNQqUmrqiUwku8z9zu2LeHjU89hkqrRa0LRKXTERwVQ+GlV6INDfNKo7/pKOseexR1YCABISEEhIShDQ0lo6KKoCjvxjc6bVY+/b+HcNrtBOoj0OkjCNRHEJmRBZkhXo+VrPvPuzR+so6guFiC4mIIjoshyBBDVGEuCrV3k05bB4dZ8/MHCAgPJSQ5gdCkeEKSEghNSfB6gnCXzcbae3+POiiQ8IwUwtKSCU9PQRcT6VsG+Zad7HvhDfQ5GURkZxCRnU5wgsFnU1jzj5cYbmolqiCHyPxs9NnpKDU+TuYtimy4/1GUGg3RJflEF+cR5Mf4VZfNwbs/eRJ9aixJs3JJmJ6JSuv7ROfmASMf/e8zxJdmklyeT3R2gl9muetAM9v+9SEp5QWklOcTFBXmswbAUFsv6x59g5TyAlLnFRAYGeqzhiiK/PvXqwmPCaKkMp2kHP8mJ//4hZ10Nw1QWpVB5vQElCrvIzFH2behkU3v7qe0KoP88hQCdL5P/n64zsIDT21lcbWBisoYQkN91+jqtPDbX+5hYVUMi6piiYzyfYJzk8nBz3+0k9nlUVQticUQ53vqi9MpcPf/7CC/IIzFSw0kp0x9kv+vEl1dXVx//fV0dHQQGhpKUVERK1euZMmSJQDcfffdY0MVBwYGmDVrFqtWrSI42PeJ4s9IRKLdbmf//v3s3r2bPXv2jP3b29s7/o/JZISGhlJQUEBhYeG4f8PCwqbajC+M0ZgjZHIQBQrnX8jsi673+YSy5YOX2L12BYgiyfllVF1zJ0qVb1/kfRs/YsPb/wIgMj6N83w0kQCNe7ex+vn/QxRFAsMiqL7hJz5nf68/so0D/3gU0eVEFaBl9s3fJ3nGbJ80TD3dvP+/P8VhtSCTySi89CoKLrncJ3PusFp55+4fYB0aAiBpxmxm3fRdNEHefxlEUeS9e3/CUFsLAPrUdOZ8+1bCk5J9Wp9P/+8h2vfsAiAgJJRp37ie1LnzfTpOtjz7FIfWfAKiiEwuJ6tqKUWXXoUmyPuT5J63X2fvijcQjhlrQ34RpcuvRZ+c6rXGoc8+Zud/XsBhNrvXJzSMgosvI7OiCoVazR6x/bRGsm3zDnY+9izmnuPZwfFzy8hdfgkR2d7lbvfVHWbL//2dkY4uBKd7fdTBQaRfWEXmxdVoI05/7Js6uthw/6OY2rtwWqzuhTIZcTNLyf3GMiJzM0+r4TBbWHPPg9iGhhnpPJ5jrNBoSL+gkvzrrkDtRQTamp8/gGVgCNvgMLah49nOmtAQir/zTVIWzz+t+dr8+8cYbm3HabVhHRjEYTKPvRaakkjG9xcxr+rU38XPH3mdzr1HcdmduOxOjF0D2Efc20auVJBQlkX5HcuIzpk8M37bMytp2rQfwSkguAREl4uBpm4cFvdUJNrwIFLKC5h58/mEJUR51Nj71noOrtyGKI72KIggCnTubXT/H4jKTiR1QSGl31jkMXP78Gc17H51jfuJKOL+RXN/tnNfEy6bA4DovCRS5xUy96oApqWP3+cHt7bw5p/Xjz0XOf6z2NMyRG+r+/wSYQihpDKdORfnkT1zfM9L26FenrtvNZ4wG6007nVfdOtCNBQtSGN6dRYzz89Grji+v4d6R3jirhUeNQRB5MDmZgBUagW5c5Iprcpg3mUFBAQe/x0RXAJ/uPFVjxo6WR+7tozgdIooFDJmzIpk8dJYrrgqGX3E+IuH79+8maFBu0edXTv6MZtdyGRQMk3P4moDV1ydNMEQ/uKnO2k8avKosW/vEIMDbv28glAWVxu4/KokUtPGn7v/+NA+du3wnD9+qN5Id5f7uE3PDGZxtYFLr0gkLz9s7D1nQ0Ti1X9/FrV26hGJdouZ/9x601kXkTj13DHcXdslJSUTuq07OjrYvXv3OINZX1/P+vXrWb9+/bjqpaebd842qr75A4b6OiitvNyvq9K8OUuITcmmuW4X5Zd+26/xoqmFs9AFh3Fo13oWfeN2VGrfrwYN6XlUXfc/7F3/AUuu/xHaIN+v1OcklxJ79W1s+vR1lvzobkJifb8RIzAyijnfvZ3tLz7DvO/fSXRWjs8aqoAA5n73DjY+/Temf/NGUmaX+7xvZDIZZdfexPon/kz+BZeQs/RC5ArfKwb5Fy7D2NWJoaCQkiu+iTrQ9xixtPIKhjraUahUTP/mjYTFJ/isEV8yjZ76OqwmI9OuvhZDQZHPGlGZ2aTNXUDT1k3kX7iMzMpqlCdVVU9XlQxNTqDg+ivZ/pd/kLhgDrlXX0Joim/ro4uOJG/5Mho/WcdIdy/Zl51PyuL5KH2IxdSEhpBxUTXtm7fTV3eYtKWLSL+gisBYz+bGE8oADSmLF6DSadn2pycJS0sm7bxFJFXM8SlDN7FiDnKlksGGJg698xGxZcWkLJ5P3KxpXlckY8uKiSrMQRGgoXnNJrp27cUwo4TkhXMwzCxlWNd4Wg1DURohcREo1CoUaiU1L39G/9EOkmfnkbm4lNQFRWiCTh3HF5WViFKjRq6QI1PIkSsVbH7yPQSni8RZOaQvLCatoghd+OQXdeEpsaTOL3L3BMhlyGQyXE4XnfuaUGiUJM3MIa2iiNT5hR5NJECIQU9Kef6x770MTvj6d+1vRiaXEVeSTtoCt05wdMNEjchAihaOv5gePY3sWHWI3tYhIuJCKK3KoLQqg9RiwwQNXYhmgsYorfU9NO7tQhukoXB+KiWV6eSXp4wzkQBqjZLCCs8a5mEbBzY3o1DJyZmVRPHCNIoq0saZyNGGFy7wrBHusrNrywhyOUyfEcGiqhgWVsYSrp947M2eG4XF4uF3WYTa3YOAi6LicBZVxbKwKpZYw8TjZVpZBEkpnvfb0QYTgwOQnRPCospYFlbGkpQ88YK5oCiM4BDPVqW3x0Z3l5WU1EAWVsawsDKGzKyzx2B9XTgjFUlfsNvt7Nu3b8xg7t69m9raWnp6ek7/4S+J0auKG379NAGBUztInQ47CqVqSmOSHDYrSpV6SmOs7FYLCqVqQua2TxoWM3KFgr0M+z01kMNiQRBcU8qGdtnt2EwmdHq9/xoOB+b+Pr/GZo4iiiKDLc0+VzJPpr/pKOFJKVM6RnoO1xOZljGlY6S/6SghsQaUGs+mzZuqpKVvAJfdTpDB9zsBT6R3fz0ROVNbn+7d+4nIzZhSlrm5pw+b0UR42tT2ce+BQwTFRhMQ7vtF3Il0bKshIi9rXDW0X36QPL3321twCRz5rIak2bmnNY+nwmay0LRxH8lz86ek09/YyUBjF0mzcvzqYh9luLOf9p2HSJ6bPy5zO1S1iczgeK80RFFk7X/2kFZkIDEnyu/v5M5PDqEJUJE9IxGl2veLVIDDNe0MdAxTMD8VbZB/20XT8A5tB4NYVBlDuN4/ja5OC59+3EnlklhiYvzbzyaTgzdfa2ZRVSyJSf7ldjudAi8+d5R5C6JJz5j8YkWqSH7x/NeN5LnI6MFw02+fQR0w9YPhq0iNvUeaZ/JrxuhNN9K8kmcfvprJrxO+GMmvGtnyj4jR+jaM6VxHMpJfPF+duXgkvlRK1FHS1EBfM6R5JSUkJCQkJCMpccaQzKSEhISEhMTXC8lISpxRJDP59aJIFidNUC4hISHxNUYykhJnHMlMSkhISEhIfD2QjKTEF4JkJr8+SFVJCQkJia8vkpGU+MIYNZOSoZSQkJCQkPhqck4ayccff5zU1FQCAgKYPn0669atm/S9a9asQSaTTXjU1dX9F1v89aVE7Z70WTKTX32kqqSEhITE148zkmzz3+TVV1/lrrvu4vHHH6e8vJwnn3yS888/n/3795OUNHmc18GDB8fNuxQV5X2qxShOux3jQA9DPR0M9XZgHOihoPw89LGT/92TEQUBi2kI40APpoFejIM9xKbkEJuS7VNbBJcTs3EQ8/Ag5uEBNIFBGFJzfV0lBJcTq9mEzWzC5XISGZfis8YoLqcDh82CRhs0buLo0Xzu+pZuaa7JryhFsrixeSUlJCQkJL4+nHNG8pFHHuE73/kON998MwCPPvooH330EU888QQPPfTQpJ+Ljo6ecp73u3+/j6HeDgCUag1Lrv+RTybSajbx4T8eoKf1eETXjPO+QUxyltcaDruV1c/9H631e8aWpRTMYOHVt3utIbicfPbKYzQf3IXDagEgLDqeJdf/yGsNURDY+O6/adq/A4fNgsNmQaFUM//y75JRWj7h/ZOZyb3vvU3jpvW4nA4EpxPB6SRjYRUFF1/uderOoTWf0LB+zbGGuf+JzMik+PKrJ01lOZn2PTXsX/kucqUShUKJXKkkIDSMwkuuIMDLiV+H2lvZ8crzKNUaVAEBKAO0qAK0pM1b4HWEpHmgn+0vPotKq0MTFIQmKBhNUDARaRmEJ3p3rAlOJ9tffBZRFNCG6dGGhaEN0xMYEUlYQqLX6Rz1n6yiv6mBwMhogqKiCYqMIjAyCm1o2KQJMyfHJg63tLPvpTcJjje4HwkGguNjUem8T8SwDg6x55lXCUmKJywlkdCURAL0YT6njBx6dzXW/gHCM1MJz0hFFxXhs4ZjxMzuZ14hPC2ZiNxMQpISJsTceUPP3jo6ttYQVZgzIZnGFxo/WY9taJjoknzCUhL9Tv6peeUzAsKCSJqZg07vfU79iYiCwLZnVxGbn0JcaTpKtcovnZHeIQ6u3E7qvALCkqP9TpMZ6R3i0Mc7SZ1fSGh8pF8aAJ++XENSbjRpRQbkcj+TbT4+hFKlIHd2EiqNfz+7h2va6Wsfpmh+Ktpg/1Jpjh62sv5AE4uqYidka3tLV6eFT1Z1UFVtICbW/2Sb119tonKxgaRk/5Ntnn+2gXkLosnIDJ5SEpjE1DinjKTdbmfHjh38/Oc/H7e8urqajRs3nvKzpaWlWK1W8vLy+N///V8WLVo06XttNhs2m23s+fDwMACmQXdwvDYolPO+/XOiEnxLCGjcu5XhfncUpEKpYuHy20kvnuOTRvvhfQz1dIw9n77kKqZVXe7TD0h3yxEGulrHTGR68VwWXHkLKi9NF8BgTzu9bUcxDbjXJyohjapr7yQkYvKIwZPNpHlwgJ76OgZbmwHQhoUz5zvfJ66oxOt2OG1Wuur20XPoIAAKlYriK77hzsv2cpuIokjb7p101e1HdLkASJ07n8JLLvfaRAI0b9tC7+F67CMjAIQlJjPjum/5lEPeWrODnkMHsQwOAKAODKLo0isJMXiv0bJzGz2H6xlobhxbljK7nKLLrvb6ZNuxr5b2vTW07tw+tiwoKpr8iy4jbV4FCg/b9uSqZH99Aw0ffUb7ll04zce+nzIZCeUzKP72NwmKO33yirGtg8PvfUzH1hqOfrRmbHlEXhZld3ybsLTTm2vrwBD1b33IQEMTndt3jy3XhIWQe/UlZC5betpsdafNTt1/VmAbNtK+eSdH3vsYAKU2gKiCbApvXE54Rspp27L/lXewG03YjSMcXbWGA/9ZgUwuIzQ1mdjpheRcdTGa4FPHhR5+/2Msvf04bXZGOrpo27TDvT6hwUQX5RFbVkzIklNX/utWbmOopQeXw4ngcNK1v4nWHYcAiMpOJGl2Lilz8oifnjnpMdPw+R56D7UhCiKCy4XoEji6YR+bHl+BSqshoSyLlPJ8UubmExIX4VGjdUc9HbVHEQURBBFRdD92v7qGdY++QWhCFCnl+aTOKyB+WiZKzURz2nWgmZYtdYiIcCyobTSvbecLH7P24deISDOQMr+Q1PkFBJcKEzQ6GvrZsareYxv3fN7AM/euJDQykOJF6ZRWplMwL3VCxvVAl5ENb+/zqNF+uI91b9Si0akonJdKaVUGxYvSCY0cb6IsRhufvLTLo4bFaGPF45vcWdszEo/lfmcSnRQ27n2CIPLB01s8auiFQZ7+Ux2CIDKtLIKqJQYWVxvIzJ5oxP79ryNYzBOztkURHv/LQe756S4Ki8PGNAqKJl7cvf5qE709Vo9t+fe/jvDrX+wmMzuYxUsMVC01MG16BArFeI0P3mujudHkUePN15q5797dJCUHsrjaQFW1gZmzI1Grz8lRe+cs55SR7O3txeVyERMz/gcoJiaGzs5Oj58xGAw89dRTTJ8+HZvNxvPPP09VVRVr1qxhwYIFHj/z0EMP8Zvf/GbC8kXfvIPdn71N1bV3ERLhe/xYcHgU5ctuYtdnb1Nx5S1EJ2X6rKENDqWo4mL2bljJrPOvIaVghu8agSFklJZzcJuD/PKl5M89z+erOW1QCIbUXKwjRpJzpzHjvG96VUE80Uymx4YTHGsgrC+JkFgDs771PTRBvlVDFGoN2tAwwpNSUGo0zLn5+z4ZNwCZTIZKpyMyNQPL8CCzbvouhvwinzQA5EoFEWkZ9B05TPEVy8lctOS0BuVkREEgPDEZm8lI9pLzKbz4ctSBvl2xC04nIYY4BpobiS+ZRskV3yA8KcUnDZfDji5cj0wuJygqmoKLLyd1zjzkXuzj0aqky25HcLjQReoxdXSTumQB2VdcQHC8wYd1cWEdHCIgPBTrwCCx04vIuvQ8YqcXeX3xJIoixvbOMYOmDgkirXohaRdUEhznXba6TC5n4EgTmpAgVIE6LL39hKYmkbZ0IcmV5WhCvDtuBxuakMlkKHUByJUKBJdAVGEuyZXzSJg306vK5MDhRmxDRpQaNcjkY+0LS08htqyYhLllqOVB7O+fPCax73AbfUfa3RV4tRKX022uZAo5AaE6Qgx6wlNiTnle6D/aSfvuI8gVcmRyOXKFAqfVDoDT7sBhsSE4XchOUcUbbOmhdXs9Mrl77DrHxrALLnd7TF0DDLZ0M9TWS2RmPErNxGxyU1c/Ldvq4Fhb3ToAMsRjOv1NXWjDg9Dpg0lIAsLHawz3jbBvY+O4ZaPrPtBpBGCod4QDm5sICFQRrNeRPSNx3PvNRht714/XGHtt2G2mbGYHB7Y0o9aq0ASqKavOQqE8fhzbbc5JNQTBvS4uh0D9jjZUGiUqjZK5y/LHm1pRnFQjUGY6pgU1O/tRq+VoNHIiozQTKpRbNvUwNOjwqOM8drzs3TOIWq1Ao1EQGaXBEDf++N21o4/GoyOet4nZfdF+6KARjUaBJkBBZKSG1LTx36X9ewfZtaPfo8bgoPt4a24aYd3nXWg0ciIiNOTmTy3DXsI3zqms7fb2duLj49m4cSNz5hyv5D3wwAM8//zzXt9Ac/HFFyOTyVixYoXH1z1VJBMTE7npt88gCgIa3akrBqfDPDyALiT89G88BcP93YTopzbecKCrlfCYhClpdLccJjoxw+fPnZjN3VW3n+js3Cl1TbTvqSG2oMjrKqQnWmt2EJtXiFKtPv2bJ6Ft9y4iUtN9qmRObMdOwuITCIryf/9219chk8mIyvRt7O2JmPv76Tywl5TZ5T4Z4j1i+7ju7UPvriahfAZafZjfbal/eyWx0woJSfI/I7lnbx0j3b0kzpuJws99LIoida+9S0xpIeEZKX4fs6b2LlrWbyF5UTm6KM/VOm9o37ITc08fCfNmEhA2/sfTl7zt3a+uQaFRkb6wGG2Yf+c3URRZ/5e3iEiPI3Vegd865gEj6//yFqnlBSTPyUMd6H1PyYmM9A2z7tE3SCkvIGVOHgGh7gsyX7O2X3rwU4LDtZRWZRCfGenXPv/05Rq6Gvsprcogc1rCOPPoLfs2NLL5/QOUVmaQX56CRuv70AFF/du89g8zi6sNLFgUQ0iI7xpdnRbu//UeFlbFsrAylohI37vITSYH9/x4J3PKo6hcYiDW4HsXudMp8LMf7aSgMIyqJbEkpXg+3qSs7S+ec8pI2u12dDodr732GpdddtnY8jvvvJOamhrWrl3rlc4DDzzACy+8wIEDB7x6/+jBcNNvn0EdMPWDQcLNiWZS4qvDyUZS4svBFyP5dcJXI/lVIlv+ETFa34ZknetIRvKL55waSKBWq5k+fTqrV68et3z16tXMnTvXa51du3ZhMHjfvSbxxSBNWv7VRZoKSEJCQuLrwTk1RhLgRz/6Eddffz1lZWXMmTOHp556iubmZm699VYA7rnnHtra2njuuecA913dKSkp5OfnY7fbeeGFF3jjjTd44403vszVkDgBaVqgrxbSVEASEhISXx/OOSO5fPly+vr6+O1vf0tHRwcFBQV88MEHJCcnA9DR0UFzc/PY++12Oz/5yU9oa2tDq9WSn5/P+++/zwUXXPBlrYLECUhzTH51OXkqIAkJCQmJrx7nnJEEuO2227jttts8vvbss8+Oe3733Xdz9913/xdaJeEvkpn86iFVJSUkJCS+HpxTYyQlvrpIUYoSEhISEhLnHpKRlDhrkMzkV4siWZx0042EhITEVxzJSEqcVUhmUkJCQkJC4txBMpI+Iooi1pFhelobOFq7haO1W/BnKk5RFLGaTfR3NtN+ZP9YaoE/OB12TIN9uJyeUwjONUbNpMRXA6kqKSEhIfHV5Zy82ebLYvP7L3J41zqcdnfqTVRiBktv+qnXSQeiKLLz4zeo374Gs3EQl9OBNiiUJTf8yKdElv2bVlG39TOsZiPWkWFcTidzLrqe/PLzvNY4snsTdVs/xW4147CZsVstJOWUMvuiG1AHeJcy0Fq/hwNbPsbldLgfDgfB+ihmX3QD2iDvJkvtaW1g/6ZViKKAKAiIoohSpaG06jKvb74x9XRzYOV7yORyZAoFcrkCmUJO8sy5hCeePosZwD4ywr7330GuVKLUqFGoNSjVGkLjE4jKyPJKw+VwcGDlu8hVatQ6HWpdIGpdIAEhoYQlJJ5eAPcxcnjNJwiCC21IKAEhoWhCQgkICUGtC/T6WGvbvYuRvh50+kgC9Xp0+kjUgd5/HmC4s4OO2t0ERccQHBNDYEQUCpVvSRhZxkA27fyYnoIcQpLiT5sjPRnNazehCQkmLC0JTah/E/EOt7Qz1NiCPisNXbR/CSUAbZu2E6APIywtBYXKv1Oo02qlfWsNUQU5U0r8MbZ3YukbICIn0++2AHTXNaPSBRCWGDW1hKndR4hIj0MT5HtSyShOm4Pew23E5CZ5HYPpCZvJgql7EH1q7JTWqXFvJ4k50X6l0YzSdqiXyIRQv9JoRuluGUQbpCE43P9t291pB52FmBj/Nfr7bIyMOElM8i269URGRpx0tJtJz5iY8e0tTqdA/cFhcvNCp7R/JaaOZCR9YLCnbcxEphXNZuHy21GqvI9a62k9wkBXC8aBHgAi49OovvHHBIVFet+G7jb6O5vpbWsAQBcSzuLr7iI2JcdrDdNgL30dTbQfrkUURRRKFXOXfYucmZVefyGtI8P0dTTRfGDnWCU0b+5SZl9wLUq1d5FZdquF3rajHK3dgt1qBsCQlkfFVbcSHB5FCVBzGjPpcjrpPXKIlp3bMPf3AaDTRzDzxpu9NpGiKNJdf4D22hoGmhsBkKtU5F+wjJQ587zSAOg9coj2vXvorts/tixhWhnTll/vtUZ/41G66w9wdOO6sWWBkVGUXPENUmaXj+UJn4qh9jb6GxvY/earY8tkCgXZi8+j+LKrUWlP/yNi6u2h7+gRat58BYfZfExEhiG/iBnXf5uQ2NNP6G8ZGqT3yGG6V6yi7Rl3WzRhIegzUym8aTnh6Smn1bCbRug/eIT2zTtp+mwDANqIcEJTk0icN5PU6orTmg2n1UZ/fQPmnj62//lpXHYHmtAQ9FmphGemkX5+5WljCgWXi/6DR7AbTbRu3E7j6s9RqFXos9KJyMskKj8Hw4zi07alv74Bx4gZh8XC3udew9jaQXC8gaiiHKIKc4kuykMXqT+lxmBjCw7TCC67A/uwkS0PP4FMoSSqIJuYknxiSgsJS0tCT/akedsDTV3YjGZcDheC00V3XTPr//wWIfERJM3KJXlOHokzsk9pCIfb+7AMmhAFAcElIAoiB97fwoF3N2EoTidlbj7J5XlEZsRPel4x9Qxi7jO6e3VEEVEQAZHVv30B69AIyXPzSC0vIGl27qRtMQ8YGekexN0x5O4dEkV3bv17P34SpUZF6vwCUuYVEj8tAzx4uZFhK72tQ2PPT+xleu+pLexdd5SiijRKKzMoqkgjMHRibKPVbKeracBjG3d/1sDbf91A3pxkSqsyKK1MR2+YeEHktLtoO9LrUaO7cYC//fAdMqfFU1KZQWlVBnHpERO2rSiKNNd57gUwDtm4/KaV5OSFsrjaQOWSWAoKwzzun/q6YZyuiT1ldpvA9cvXY4jTujWqDZRO06NQTNRoOGLEanVNWC6K8L2bNqFUyqhaYqCq2sDM2ZGoVBO/P81NI5hMnnvbfvajnfT2WKlcYqBqSSxz50UTEOB9nKvEmUEykj4QGhmHQqEkOjGDsuqrfb5a7mqqRy5XEJ9RgDYolAVX3eqTEQXobWvENNBHfEYBgiBQde2d6ILDfNIY7u2ks+EAhrQ8zMYBFl/7P+gN3pmuUSymYQ7vXEd0UiaD3W1UXPV9knJLfdIQXE5q172H3pBET2sDsy64hvw5Syds11NVJmVA7TtvEBgZhXmgn+zFSym54ptemaUxDZmMve++hTLA/eMQV1jCjOu/TXBMrE/rs/+DFQgO9wkvLCGR6dfchCG/0CeN+k9WYuzqBEATFEzBJZeTVVntUyWwYf1a2nbvRBkQgMtuJ618AYXLrvQpu7tlx1YOrl6JUq3BYTYTnpRMwcWXk1g2y+vqeVfdfna89G9E3D8kmrAQMi9ZSsaFVV5XFQcbmtn0u7+hDj5e/QhNTSLzkmoMZac3bgCWvn7W/fqPBISFIlMoAAeiy0VwQhzJC+d6lXUtOBx89rMHUAcHju0Ll92BdWgYdVCgO3fbi7asvfd3iKKASqvFYbEAYGzrQBWoJTQ5wSuNTQ/+hZGuHhRqNQqNGlEEwWajc8ceHBYrcpUSbaSegLDJt/Fnv3+Fth2HkKuUKFSKsSz14bY+9r65nt5DbRg7+ym8fD5Kjedjb9MT71L34VbkCjkyhdzddlFEcAm07TxE285DNHy+m6KrF5K9tMyjWal5ZQ07/r0KZDJkMvd3USaXI7hcbmP67mYOfrCVxFm5lN+xjKishAka9R9tZ+3Dr01soEzGMXdJzStr2PPa56TMK+CCn6RC/viIxP0bm/jLbW9Nur0ANq3Yz6YV+4nPjGT53QsprcoY93rrwR5+c8Xzp9TYveYIu9cc4c1HdSy7Yy5V104bV+kc6h3hfy985pQaB7e1cnBbK+/8bSOLr5vGsjvmEhB4/HdEFMTTauypGWBPzQCP/bmOK65O5qf35KOPGF8AuObKz+npsU2qMTzs4GDdMH9/rJ4LLornF78uJC5+fAzgHbdsZV/t4Cnb8s+nDvOvpw9TURnDr35bTHpG8LjX77u3hk9Wd55S44VnG3jh2QZmzo7kl78poqgk/JTvlziznFNZ218WJ2Ztm4cHCYuOm5JeT2sDkfGpUyrHdx6tIzopc+wHwB/aDtUSnZyJSj3x6tpbmut2EZWQhjYo1H+NAzsJjYojNNKzcauxuyu4p6pMtu+pQaXTed0N7Ymuuv3YTEYSp8/0e99019cx2NJMxsIqv/fNcGcHDevXkHfBMtQ6//JZXXY7W5//F/kXLvOqejgZO15+jpjcAuKLS/3eJjteeR5jbCCzLzsPhdq3CydRFJHJZLSs20LP3joyL64mOMG39RnVcNrsbHroryQumEXivJk+tWVUA6DhozX0HzxCypIFRORk+LRdRnVEUWTTg38hJCme5MpyguO9X6cT22Lu6WPTQ38lvnwGifNnERg9vndjsrztEzUAGtbVsvP5j8moLCF9UQnBMaf/IT5ZA2Dj4yvormsmfWEJaQsKCYw89Xlh9OfnRB1REHjt5v8jODaCtAWFpJTnowme/Htw4k/YiTpOm4OXr/8dkZnxpC0oImVu3phOmb55Uo2Ttf5170raj/RRWpXBtKoMDGmeLzxO9VP62cs1fPz8zrFKYnqxAbli4kWDKIpMJnOkpp3H73xnTCN3VhIqzcRa0Kk0Qtrf5bZvHGV+RQyLq2OZVxFDYKDnepIgeBYZHnJwUfUnTCuLYHG1gYrKGEJDPX+XJtOw2wUuWfopqelBLK42sKgqlsgoz79Dk2mIInzzis/RBSpZXO2uSBriJh4nUtb2F49kJL3gRCOpDpj6wSDhO96YSYmzE1EUqaVjSik3nkzLl6FxJtsCTF1HEE5ZxZzMSJ6M4HQhV069S9Bpd6BU+z8OEMDldIEoTmnMJ7iNpEwhR+FhvU42kqfCYrShDfZuuM4XrREQpJ7SMZNg/oCUiAzkcv81zCNO1Bo5yimMGbVaXchkoNH4f8w5nQJ2m4BuEiM8imQkv3iku7YlzgmkaYHOXWQy2ZTnlDwTBvBMDcg/U205IzpTuBnlRM6EiQSmbCIBFErFlE0kgFKj8mgiAQ4Z27zWmaoBPJMaUz1mAoMUUzKRALpA5ZRMJEBAgGJKJhJAqZSf1kRK/HeQjKTEOYM0LZCEhISEhMTZhWQkJc4pStRRUlVSQkJCQkLiLEEykhLnJJKZPPeQIhMlJCQkvnpIRlLinEMaLykhISEhIXF2IBlJiXMSyUxKSEhISEh8+UhGUuKcRbr55txD6t6WkJCQ+GohGckp4LTbGOrtxGYZmZKOKIq4nM4z1KqvF9LNNxISEhISEl8e0iRMPtB2ZB/7N36EeXiAkaF+7FYzxQsvYcZ53/Rao7vlMHs+fw/riBHryDBWkxG9IYlF37jd63SYwe429m74ELvFjM1qxm41o9ZomXPJjYRFeZe6MzLUz76NH+F02HA67DgddkSXi+KKi4lMSPNKw2YZ4cDmjxEEpztrVxQQBRcJmUXEZRR4peF02KnfvhZRFJDJ5GPz6wWFR5GQVeSVhigIbHrvAwyRociVKhQq90OpCSAiLd3rudfa99QgCAJqrRZlgBaV1v1QBwZ5HQvYe+QQTrsdTVAwmuBgNEHBKJS+fc2GOtqxj5jQhoahDQv3KR5xFOvwMMbuTgIjo9CGhPo136DDasXU3UlwTCxKjf/pRwMtzQRFRaMKOK5xoLPbpwnKzT19KNQqr6MVPSG4BEY6uwiKi53SfHyW/kFUOi3KgClOMN03QIDec86xt7gcTgS7HVXg1CY7tputKDVqj2krvuCw2lEF+JZedDKiKCI4XVOeS1JwutzRjVOce9HlFMbFGJ7LGk7n1PNHnE5hyvNIOp0CCsXU5lJ1uURkMqY8L+ZXlYceeog333yTuro6tFotc+fO5fe//z3Z2dlj77npppv497//Pe5zs2bNYvPmzT79LclI+sBwbyddjfU4HTYUShWLvnEHmdPme/15p8POcG8XbYdqsZlNAG4juvQbXsfpCYKAabCXpv07GRnqAyAxu4SFy29HG+Tdj6woiowM9dG4byuD3e0AhEYaqPzmD7w2kQAW4yCN+7bR3XwIANUxM2tIz/dawzpipPnATprrdo4ty5tTTVrxHK81coVAPjh8gCOvbRlbFpWRzcybvuv1icpps9Jdf4C97x7P2w0ICaX0qmtIm1fhlYbL6WSgpZktzzw5tkwmk5Gz9EKKLrt6nJGaDFEQsA4N8vEf/h+iy51RrQ4MxFBQzPRrbkQX5l10ndNuY91jf8Lc34dcpSJQH0GIIY7iy7+BPjnFq/URXS42Pv0YA81NaMPCCY41EBITS1p5BdHZuV5puOx2jnz+KXWrPiAwMorQ+ATC4hMxpeoRL1zslcEVXAIj3b189tPfEqAPJzw9hbD0ZMLTU4gqykUTHHT6dRFFXDYbOx57loH6BvTZ6eiz04nITkeflU5AuHcXcYLLxUhnN5/97AHCUhOJzM8mMi+LyLwstBHe5/u67A4OvvkBzWs2ElWUS3RRHtFFuX6Z3M9+/gBylYqYknxiSguIyMkcM2F6IZv9/adPt7EZLTx/1W+JK84geU4uyXPyThtv6InDH+9k50ufklKeT0p5PoaCVJ8nO5fJZHx4zz9BJiN1fiEpc/1ri+ASeP3bDxOVnUDqvEISZ+X4ZXKf/81qhvvMlFSmU7wwndDIwNN/6CQ+e7mG7avqKa1Mp7Qqk+ikMJ816rY2858/rqW0yh2RmJQT7fOx0tJo4+a7PqZysYHF1QaKS8N9NmID/XZuvGYDc+dFUbXEwIxZET4bS4dd4Mor1lFYEkbVEgNzyqN8nqBcJoPrrl5HQmIgVUtimV8RI01QfgJr167l9ttvZ8aMGTidTu69916qq6vZv38/gYHHj+HzzjuPZ545ns2u9jHGFqSIRK8YjTkKCosgKjGD7uZDVN/wE6IS033S2fzeC9TvWEN0YiYdDfupWH4baYWzfNKoXf8B21a+QkxSJu0N+5mx9BsUV1zsU8WpYc9mPnnpL0QnptPVVE/2jEXMveQmVD5Unbqa6nnnsV8SEZdCX3sjhrQ8Fl79fYL13leZTAO9vPTQ7YRGGhjq7SA00sCCK7+HIS3Paw2nw86/f/1t1NpALKYh1DodpVdfR8aCRV5vE1EUefOuW3FYLbgcDgBylpxP4bIrfcq6/vC+e+hvOopMLkdwOokrLKF0+XWEJyZ5rbH2rw/Tsn0rcoUCweUiKCqG4suvJnl2uddV0W0vPMPB1R8ik8sRBQGFSkVmZTV5F1zilREF2PfBCna9+sK4ZXFFpeRfuIzo7FyvfsCOblrPhr//ZdwybVg42YvPw76wgMKM1NNqdO/ez5p7HkQUhHHLY8uKybhoMYYZpaetog23tPPRbfcgHNu3o6h0WpIr55F23iLCM1JOqeEwW1hx7e04LdYJrwXGRJGyeD6Zy5aiCQk+pc6K6+7ANjiE4HRNeC0kKZ6cKy8iZfH8Ux67q+/6FcONLbjsjgnbBSAiN5Np378RfZb7otBTTOJ7P32K1u0HcTlcCE6Xx/bkXDCTeT+8bFIT99nvX6V+1XZ3b4QgILoEREHE5Tg+TEcToqPsxmpKr6n0WGHc+o8PqXn1M8RjecqiICCK4LI5xunEFqZSfscyEqZnTdDY+/YGNj6+wh2+fOzXbPRnzT5iHVs3hUZFypw85t5+CalZjWQGx49p1Hx6mKd/9sHY8xN/FB1WJ9YRO+A2L+klcVx4y2ymL8kc9z04WtvJw9/+j8dtJbgETIPHj534zEgWfbOExddNG1dl7O808qtLnvWoIYoiw33msecRhhDmXprPxd+fjTboeHVccAn8cM5jHjUU2Bjoc45lcUdGarjwkgTu+kku+ojxFfbqitX099k86gwM2MeqmyGhKpaeH8eP7s4jLn78+fLaq9Zx8MCQR42hIQd2u/v41ekULFocy49/lk96xvjv0F23b2P92i6PGkaTE6vFvX81Gjnl86P5n5/mUVRy/DwnRSS66enpITo6mrVr17JgwQLAXZEcHBzk7bffnlK7JCPpBaMHww33/RPTYC+6oFB0Id5XH0axmU0o1QEMdDajVGsIi44//YdOwm61IJPLGOpux+m0E5uS47PGaFf2yFAfQ72dPptZcFdGLcZB7FYzbYdqyZ+71K/uU2N/N8hk7N+0mulLrkSp8v1qaLivE5VGy5b3XySw+jzyc3wz+ADGrk4CQkJZ//c/M235dYTGJfiloQ0LZ+1fHyZ36UXEFRb7rGHq6Ual1bH1308Tk5tP+oJKn7vGR/p6kcnkHPjoPQDyzr8EbViYTxrmgX6cNhsN69di6uki/8JlhCel+KRhNQ5jGRzE1N3JnnfeIHfphSTPmotCqWSP6K6En6572z5ixtjaQUBoCGt+8SBxs6eTcdFiguNivW6Hy26n/9BRAkJDOPTuKgYON5J2/iIS583yuntaFAR69h5EFaRDLlfw2c/vxzCjhNQlFUQVZHt97PfsrUOuUqIMCKBt43aOfPAJSQvnkrRoLmGpSV4Z9N799YiCgFylQqFWsfOxZ7GbRkicP4vEBbMISRx/XvFkJLsONGM3WZArFciV7ouWd37wGPo0AxmLSkivLCE86dT7pvdwGyO9w8gVcmRyGTKFnO79zaz785vET8skvaKItIXFhMTqJ9UYaOpiuKMPONbNKQOZXMb2Zz6io/YoKXPzSVtQSEp5AQGhniuBwx19DDQeMxrjNp+Mzx56GZvJ4tapKCJpdi6aIC2hqk3jjORQzwhNBzyblc9fr2X7yoNkz0gcqwbGJE88/48MWzmyq92jRv2OVt7520ZSCmIorcygtCqTlIKYCfvbbnVQt6XFo0Z/p5F/3vMhMcnhY+3IKktAqRpfyRNFkdrPj3rU0Fu28ssfNhEVHUBVtYGqJbHMLY8mQDuxGrhhXTcOx8QLFZdT5K7bt6FWy1m0OJaqagPzK6IJCpo4BGf7tj5MRseE5aII//uzXQwPOVhYGUNVtYGFlbGEhU88/9fuHqBvEkP7x4f20XDYyPwKt0bl4liioscXRL6KRrKlpWXcumg0GjSaU5/LDh8+TGZmJrW1tRQUuIee3XTTTbz99tuo1WrCwsKoqKjggQceIDra+4IQSEbSK0YPhpt++wzqgKkfDBLjEUVxyuOYRjVq7D0AZCX69kUAt1lgihnIoiAggtfVw8lwORx+jY08EafdjtKPbooTsVvMUz4B2kdGUOl0E7brHrHd63GSTqv7h2Sq4xKtA0Ned2NPht00glypQOnFUIVTMdLVgy4qYkp52aIgYGzrJCRx8rHRnozkyZj7jbjsDoJPYfq8oe9IO4GRoZOaPm8QRZG2nYeILUydUna3w2Kj+0AzhqK0Cd3rJxvJU7F/UxMp+THoQvzf30d2txMeE4w+9tQV61PRdqgXmVyGIU3v9zkqqG0FGruBvPxQvzV6uq20NI9QMk3v9/hEk8lB7e5BymZGoFL5d/w7nQKbNvQwY1YkAQGTd4ufDUbyTHkHu9XMs7/61oTlv/71r7nvvvsm/ZwoiixbtoyBgQHWrVs3tvzVV18lKCiI5ORkjh49yi9/+UucTic7duw4rTE9EWlAgcSXzlRN5IkaJeooauw91Ld0+2wmp/KDfqLGmRj6PVUTCUzZRAJn5CpaHei/qRhlqgZylKmaSAB10NTXB9xd4lNFJpef0kR6i07vv8E5kYj0qbdFJpN57ML2FZVWQ/y0zCnr5M1JnrJGevHUt0t8ZuTUNRI1xGjDpqQRFR0woernK0FBKuaUT+34VyrlzK849QXSVxVPFclTcccdd7Bnzx7Wr18/bvny5cvH/l9QUEBZWRnJycm8//77XH755V63R5r+R+IrhzS/5LmDNKekhISEhG+EhISMe5zKSP7gBz9gxYoVfPbZZyQknHrIlsFgIDk5mUOHDvnUHslI+kBDg/Sjd64gzS959lMkm3qVRkJCQkJiIqIocscdd/Dmm2/y6aefkpp6+psb+/r6aGlpwWAw+PS3JCPpAwXacA4f7uLwYc+DsiXOPiQzKSEhISHxdeP222/nhRde4KWXXiI4OJjOzk46OzuxWCwAmEwmfvKTn7Bp0yYaGxtZs2YNF198MZGRkVx22WU+/S3JSPpIsc49GF0yk2c/Uh63hISEhMTXkSeeeIKhoSEWLlyIwWAYe7z66qsAKBQKamtrWbZsGVlZWdx4441kZWWxadMmgoN9GzMt3WzjB8U6PbvN/Rw+3EVGxtdzsO+5wujNNxJnJ0WyOPZ0en/3toSEhITE6TndhDxarZaPPvrojPwtqSLpJ1Jl8txCqkpKSEhISEiceSQjOQUkM3luIHVxS0hISEhIfDFIXds+YLOZ2bHjfUbMw1gsw1gsRlwuB3EzL+YweNXN7bTbOLDlY2zmEWzWEeyWEexWCzkzK0nOm+5VOwSXi8M1G7BbzTjtNpx2Gw67laiENNJLyr2al1EURZoP7MRhtyK4XAguJ4LLhVqrI71ojtdzKnY2HsRpH586IJPJiE3N9TqRpb+zBZfDjlyhQK5QIlcoUSiUBASFeJ10YxroxeV0oFRrUKo1qNQa5Irjf9+bLm6rcRjB5UKjC0Th5xyMDqsVURBQabV+z4/pcjhAJvM50eZE3FFzotcZ7pMhCMKUJ1cXBeGUx5M33dtnYtL6M6kjISEhIeFGMpI+YLdbaW2ro63tIAAREQlcfNGdhIcbvB4z6XQ6aD+yn6b92wHQaANZuPx2r00kgCC4aD+yj/rtawC3cZu2+ErSiuZ4/SMpiiKdjXXsXrNibFlyXhkLrvyeTxnVPS2H2fTuc2PLQiMNVFx9q08maLC7lY9feHTsuVKtoax6OQXl53mtYRrs5d2/3zduXEjm9AXMuegGAgLdA4dL1FHUnGKicvvICO//8m5cdhsKlQqVLpCojCzKrr2JwAjvJgMWnA7e/9+fYjUZCQgOISAklMDISIouvdrrzG1RcPHhb+7FZhpGFx6BTq9HFx5ByuxyorO8jMSUyfj8Lw8z2NpMUFT02EOfkoahoNjr42Tvu29ydMM6QgwGQmLjCDHEE2qIIzI9E7mX+7jncD2b/vkEYfGJhCUkEZbg/jc4JtZroys4HHz+v39AqQ0gPCOF8IxUwjNS0Eb6lvJx5INPaPl8MxHZGUTkZqDPzkCrD/P68+BO2dnw20cIjI0msiCbqPxsdNGRPhvUju27OfzuaqKL84guznNHJPph2mv//R8cZgux0wqJKsxFpdP6rOGw2vnk/heJLUgheU4eYUnRfhnutprD1H+0g5TyfBLKslAF+HdBtuUfH6AJ0pIyr4CwBP/mhXXaHKx79A3ip2WSPCcPTZDv2wXgvb9vRhusobQyHb3Bv2SUje/so7/TSGlVBnHpEX5t2wNbmtm/sZHSykxSCmP9SpU5ctDCP1fUsrjawLQyPUql78dbV6eFJ/56kKpqA7PmRKFW+65hMjn444P7mF8RTfn8aLQ6362I0ynw4G9rmV4WwYJFMQQHTz3EQcI/zsmIxMcff5w//vGPdHR0kJ+fz6OPPsr8+fNP+7kNGzZQUVFBQUEBNTU1Xv+90ZgjAENsBp1dDWRmzmTJ4ptRq4/P8L/b3A9MXpnc8/l7bP3wZYLCIhgZ6iciLpmqa+8iONz7E+XhXetZ9+Y/kCuUOB02tIEhVF7zA58yt9sO1fLpy3/FbjUDIFcomXvJjWSVLfT6BNfX3siq5/4P40APcrkCUXBROP8iypZe7XUVcWSonw//9RD9Hc3IZDJEUSQpdxrzLv0OQeHeGTenw877T/0/ulsOuyMOgbDoeOZd+m3iMgomvN9ThKIoiqx59Pd0HdiH0+aurqp1gRRddhWZldVem+LNzzxF685tWIeHALfBT5tXQdFlV3ttRHe/+R+OblqHqfv4cInI9EyKr1hObF6hV/vn4McrObTmE4Y72xEc7pxbTXAwueddTFZVtVdpNU1bNnJg1QcYuzqwGY0cWyESS8vIu+ASojKzT6vRuX8vtSveYKSvF1NPtztgF9CF68mqWkrmosVogtwmf7K4xIGGJmqfeQVL/yCmjm6cZsvYazGlBeRfezlRBac+9s09fex8/FlsQ0asA0OYOo5vW2WAhpyrLibnqotOWYV2Wq1sefjvOMwWHKYRjO2dOEzmsdf12elMu+0mIrJPnfO+5eEnsBtNOC02HBYrA4caxl5TBwWSsmQBBdddgSpw8n2066kXMHf14LI7EBwOzL39GFs7AJApFETkZJB+YRXJi9y9E54iErf+ayW9h1oRnAKC04XgctFd14Kl372vQ+IiSJ6TR+GV84nK9DyJ8Z7XP6dt12EQRARBQBQEBKfA0XW1ACg0KhKmZ5IyN5/ci2Z7NHL1q7bTsK4WRBAFEUQREZHBpm566lsBCE+JIXVeAWkVxcSVpE/4DjRt3k/d+1sROeGn7Nh/23YdwtQ1iFwhJ640g9T5haRXFJOUemhcRGLD7g5W/Xu7x/XsaOinYY97+ybnRbtzriszSS2KHdeWrsYB3vrreo8axn4Le9a693V0chili9xZ2TmzklCcYOaMAxZevP9jjxpOh8CW9w4AEBoVSGllBiWV6RTMS0WjPW6iBEHkqZ++51EjhHZWvzuI0ykSFq5mYWUMi6sNLKyKnWDEfnVPDUYPOdkAq1e2YzQ6CQpSMn+hW6NycSz6iPETYz/8u320tZo9aqxb00VPjw1NgJzyedEsXmpgcbWBmNjxx8nTf69n/94hjxrbtvTS0mxGpZIxc3Yki6sNLF4aR1Ly8fSpr2JE4pexLqfinKtIvvrqq9x11108/vjjlJeX8+STT3L++eezf/9+kpImr/gMDQ1xww03UFVVRVeXf2Mal1/9a2JiUtm9ezWlpedNOKGNjpncPUllMi6jgItu+SUxSVlsXfkKZdVX+9x9GZmQRtW1d5KQWciGt59h5gXXoNH6FtkWFh3P3GXfIimnlHVvPs2MpcsJ1vt212ywPobSqstJyill4zvPULTgIqKTfIsj0waHkTd7CfEZhWz76BXSiuaQWjjLp6t1pUpN1vQK5i77Fns+f4+o+FQK5p0/rlv7RDx1cctkMpLKZpO79CIaNqxFFaCl6LKrxkyOt8Tm5hNfXErnvlpMvd2UXnUNYQneVSFH0aekEhJroL/pKJ0H9lF8+XLii0t92iYhhjiyF5+HzThM3eoPybvgErIWLUap8T7WTBcRScqsuah0OrY88xRp5QvIPe9iQuO8yycGCAgJIa6whMDIKHa89G8CIyLJqb6ApLJZHquZBzq7J5hJtU5HRE4mAfpwOrbtomfPAVKqK8i4sIrgeO8mzVUEaAhNTUITEowoCNQ89QIRORmkLl1EUsVsryp4cpWK4LhYVEE6VIE6mj5Zz8Dho8TPnUHK4vnElBZ4VV0NjIkiMDYaZYAGmUzGwOGjaEKDSVwwm+SFc4nIzTztvtbqw1CoVShUKhRqFQOHGzG2dhBkiCFx/iwS5s8iPCNlTEcvZLO/f7yZ1IYGEmKIQK5UjD2G2/uw9BuJzIwnfVEJGZUlp4w8VAdpCYoKdceCymXI5HIE1zEjKZMRk5tE0swcUsrzJ60GqnQadOHByOQyd849gFyOZXDE/bpWgz7VQERGPPrUWI/bRqlRow0Pcj854XWZjLGMbU2wjuBYPSEG/fH3nqihVhCs9/xD39cxPPae0KggQiODCImcmB0vV8oICvO8nnarc6xNIXodIRE6gvU65IqTNOSTaziOaQAEhWkJCtMSHK5DpZ543E2mESIe/94FBysJD1cTHq5Go5moERqmQqn0fCyOrntg0HENrXaiRnCIivBwzxdoo+seGKgkXK8mLFyNLnDieSEoaHKN0ZzugAAF4eEawvQagoPPOVtzznPOVSRnzZrFtGnTeOKJJ8aW5ebmcumll/LQQw9N+rlvfOMbZGZmolAoePvtt/2qSN72/afQaLy7qjhddfJMcCbGe51u/Jo3CC7npMbNW5wOu9eVzMmwW81eX/XV2Hs8dnFbjcMEBE/tSs/c349Or5+ShrGrk6DomCnt3+HODgL1EX6P9wQY6etFplCgCwv3W8NptzPY0kxkesYp3zdZVXKU7t370edkoNT4vz7DzW2Igkhoyqmjwk6FKIq0bdhGTGnBKSuHp21LSzvmnj6ii/OmNJa1bdN2dFGRhKUnT3q8eKpKnojL6aL29c9JKc8nzMeM+hPprmuh52ALqfMLp5Tfvef1zwmO1ZM4Ixulxr8uS6fNwfZ/ryJpVg6xBanIFcfPc6GqTeMqkqdi9XM7CIsOomBeCtog/zLft31Yh8Vkp3hhOqFR/mW1H9zWQuPeTkqrMolOCvNLQ3n4bXZ/rqSq2kBmVrBf55euTgsvv3CUqmoDBYVhfmmYTA6efKyeispYSqfpUSh813A6Bf76pzpmzo5k5uzIMVN5MlJF8ovnnDKSdrsdnU7Ha6+9Nm7m9TvvvJOamhrWrl3r8XPPPPMMjz/+OJs2beL+++8/rZG02WzYbMdvIBkeHiYxMdEnIwn/HTMp4R+eurglvlxOZyQl/Od0RvLrhi9G8qtEtvwjYrRpX3Yz/qtIRvKL55ya/qe3txeXy0VMzPgTYkxMDJ2dnR4/c+jQIX7+85/z4osvovSyG/mhhx4iNDR07JGYmOhXe6Xpgc5eRqcEkji7ONApTdEkISEhcS5xThnJUU4upU/Wxetyubjmmmv4zW9+Q1ZWltf699xzD0NDQ2OPlpYWv9sqmcmzlxJ1lDS35FlEkWzy8XgSEhISEmcn59So1MjISBQKxYTqY3d394QqJYDRaGT79u3s2rWLO+64A3DPiyeKIkqlklWrVlFZWTnhcxqNBo3Gv7EwnpAiFc9u6k8xJZCEhISEhITE5JxTFUm1Ws306dNZvXr1uOWrV69m7ty5E94fEhJCbW0tNTU1Y49bb72V7OxsampqmDVr1n+r6VJl8ixF6uKWkJCQkJDwn3OqIgnwox/9iOuvv56ysjLmzJnDU089RXNzM7feeivg7pZua2vjueeeQy6XU1Awfi7B6OhoAgICJiz/byBVJs9OTjdRucR/D29SbiQkJCQkzh7OOSO5fPly+vr6+O1vf0tHRwcFBQV88MEHJCcnA9DR0UFzc/OX3MrJkczk2YvUxS0hISEhIeEb51TX9ii33XYbjY2N2Gw2duzYwYIFC8Zee/bZZ1mzZs2kn73vvvt8mkPyi0Dq5j77kLq4JSQkJCQkfOecq0h+2TQ378Vo6sdmNWO1jWCzjRAcpGfatPORy72bVLi7u5GQkSEOj/TSftCGPkwNyMiZWen1pNzD/d1YR4YRnE5cTgcupxOXy0Fcer7XSTcW0zAOmwUQEQURURQRRQFdcBga3cT0B0847FYElwuZTI5coUAmk7uTLmQyryeqFQTBp/d/kUhVybMDTyk3EhISEhJnH5KR9JGBgU4+/ezZsef5eQsoLl7itYkEGBru4b33/jz2PDgqiQu+9WOfkl1MA728/9RvGZ1PPiAwhAVX3uJTXOLIcD/v/O1/cTndeaoyuZzihcuYvvgKrzXMQwO89bd7sVtGxpbFZxYy//LvEhLhXde9ebifdx77JdYRIwqVGqVSTWhkLHMv/RYRhmSvNKwjRt5/6v9hNZtQB2hRabQE6IIpqbyU2JTT50IDFMhCef2ZB6g1DhMSHo4mOBhNUBAJpWXEF0/zSkMUBDb/6+8Yu7oICA1FGxaONiyc0LgEEkqne22W97zzOr2HDxEYEUFgRCSBEVEERkQSmZ7pMV7QE41bNtK0dSPB0bEER8cSFB1DcEwsOn0Eci/TjAZbm9nz9uuExiUQGp9AqCGekFiDT2k5Trud7S88gy4igvDEZMITkwmMjJp0WxTJ4tgjtk9Yfvj9j7H0DaDPTEOflYY2wve0nZHOHurfWUlkbiYRuZnooiJ81hhti0wuJ6ogm+CEOL8ugmxGE4dXrCK6OA99dgYKlX+n465de7EMDBJbWkhAeKhfGgB7395AZGY8MblJfqddDXf201FzhOQ5eQSE+pfgAnB0fS1B0eFEZsb7fYHpcro49PFOkmbloAv3P2Vn5yeHiM+IJCbZ/3Snuq3NaIM0JOVG+70+Tfu7sI7YyZwWPy6lxxeaj1o51NPFzDlRqNX+aXR1Wdi7e5Dy+dEEeIhF9AaTycHaz7pYsDBmQsa3tzidAh++18a8BdGE68/cLCsSviMZSR949T//j/7+VjRqHS7BSeWiG8nPr/D680eP1rBjxwe0tB5AoVDhcjmYPv0CgksW0zMoIzTy9BqdjQfZs/ZdWg7WjC1LypnGgqtuQRcc5lU7+jub2b32XZoP7BozkeExCVRc/X2iE08dYzeKcaCH3WvfpaWuZsxEarSBzLn4RjKnL/DqZGk1m9i9ZgVth2oZGR4AUUQQXGSXLWT6kqtQB5w+A9npsLN7zQo6G+sY6u3E6bAxMgQJWcXMvug6wqK9S6/Y8/l7dDYexN7RjnVkGEtXO0FRMZQuv5a4olKvNI6sW0NX3X666w9g6nYPW1Co1eQsuYDo7ByvtknLjq107t9L75FD9B09MrbcUFhM0aVXeWUiOw/spaN2D4NtzbTV7BxbrgvXk3v+xWQurEJ+mtztvqNHaNu9C1NPF227d9G8bTNwLJd8xmxKl19HUOSphwMMdbTTunMb5v4+Og/sHdsmAKFxCcy88WZicvJOqWHu6aN1wzasA4MMNjTTsa1m7LUAfRg5V1xI5rKlp9wudqOJ5rWbsA2bsBtNHP1oDfVvfQiANlJPdHEeBddfSdApKqAuu4PGT9bjNJtxmC301zeMtUUTGkJUQTZxs6eTUjXvlCas8eN1OMwWXDYbTquNIx9+yt7nX0ehUROZn010UR6J82YSnDB5jnjrhm3YhoZxOZwIDgfm3n4Ovb0SgNDUJGKnFRI7rZCowpxJDX/T5v2YuocQnC4ElwvB6aLh81o+uf9FtGFBJM3OJXlOHkmzcwmM8Jyg0V5zhKHWHgRBRBQEREFEcLnY8Ne3cVrtxBamkVKeT2p5PpFZCR6P/+66FvqOtIM42iMCiCJtuw5z4L3NBMWEkVJeQOr8QhJnZKMKmLg+A41ddIW56RgAAJHKSURBVO1vZFxG27EnO174mI9++SyGwlRS57t1POWH97YNcXCb5/mCd316hC3vHSAuI4LSygxKKzPImBaPQjl+Pxv7zez5/KhHjea6bj54agsRhhBKKtMprcogd04yas3449ZqtrNj1SGPGsZ+My/e/wlB4VqKF6ZRWpVJ0fxUtMHjTZQgiGxasd+jRoRjhN/fW4dWq2DBohgWVxtYWBmLPmKiEfvgvTZsVteE5aIo8utf7MbuEJg3P5qqJbFUVRuIiZ14vv704w6GBh0e2/LHh/ZxZ9dWZs+NomqJgapqA0nJEy8+Nm3oobPD4lHjqSfq+eH3t1I2M3KsHRmZ/kU/SviPZCR9IDNzJoUFd1NTs4qcnLlERvqWeGO3WzEYMli48HoOHNhAYmIeKSlFAF7fgON02AgMi+CCm39Bc90uQvQx5Myq8umL4+6KllFx5S10Nh1ELpczbfGVPlVEZTIZVtMQ06ouY7CnHdNAL3MuudFrMwugUCoZ7G4jc9o8ErKK6GjYz7zLb/a6CunWUNHX0UhsSg5RiRk07N7InItvJCl3mk/bpL+jmRB9NOExCezZuJL4hedRfsUVKFTeXy33Nx1FoVKSOnc+e999i8yKKgqWXeFTTnV/cyN28wjxpdPpO3oEQ34RRZddRVSmd1VVgMGWZoa72glLSKL74AE0wSHkX3gpaeULvF6f4c4Oeo8cIigqGp1ej7m/n4wFi8ipvoDgmFivNEZ6u2mvrSFQH4FOH4Gpu4vorFyyl5xH4rQZXpli6+AQLZ9vJkAfhirIHTGmDgokZckC0s+vJCTp9BcKDouVo6vWog4JRhMchFIbgMNsITwzjbSlFSRVzEEdfLqhHCJH3l+NSqdDqdMiOJ0AyJUKIvOzSF5UjmFm6WkreUc++ARREFAGaFAEBIwdo3KVEl1UBPqsNAINp+7SP7r6cyx9/chVKhQq5bjj3G40ITidKDTqU27fQ6t30nWgGblCjlypQK6QM9I3DIBl0ETX/iaCY8PRp8ZOaiSPrq/l6Lq9yBTHhrIoZMhkckSX21R27D6C6HIhk4E2PJig6LAJGq3b69m3YqN7HWSMDXGxm90RtaauQeo+2Iql34jDbCNrybQJ27jrQBPbnl0FwNiWOKZn6h4EUaRjTwODrT0MtvRQfHUFYYXj29HR0M+7T2z2uJ5mo7st7Yf76G0dov1IH/MvL6DsvOxx276/y8i7T2zyqOGwu4+Xvo5hPn25htb6Hnpahlj4jWKUquNVPavJzorHN3rU4JhRNg1Y2PDWPlrre+lo6GPpTWXjM8BFcVINDSOIIhiNTt5f0UbdgWEOHTTy3e9nTjCTzzx9mP5+m0cdm82FzSbw8aoO6g4MUX9wmO/dlkVc/PgYwFdfauTwIaNHjcEBOw6HyLq13RysG+Zg3RDf/X4W6Rnjq8fvrWhl88YejxrdXVYEAbZu7uVQ/TAH64b59nczKCz2v3os4TvnVNb2l8VoXuZo1vZkSTq+IAiuCd3hvmZzOx12n8yfJ+wWM2rt1DJAzcZBnwykJ4z93QSFRfrdpQYw2NNOcHgUCqV/XSUAg91tBASFUqe0+D1WcrizHZlM7rXh8oSptwdzfx/RWTl+a9gtZtp37yJpxmzkCv+6oERR5NCnq0meNRdNkHfjZj3RsH4tYYnJ6JNTvP7MydnbPXvrMHV2kzh/NkqNf8e9y+Fk34tvkLRgDmFpSX5pADSv2Yh9xEzi/FloQvzrNnU5nNQ8+TyxZUXETi/2u2u7c2ctHdtqSJw/i4icDI/fIW+yttf/9W3UOg3pi0rQp8b6dY4z9Qzy6YMvkzqvgNQFhQRFhfmsAbD92VUMtfWSVlFIYlk2Sg+VyNPhcrr44O6niUg3kFZRRExe8ti28SVr+9Xfr2Fk2EppZQZ5c5PRaH0/v3z2Sg37NjRSWpVBUUU6weGn7205mX0bGvnwn9sorcqgtDIdvcH3rGXlobf52/19YxXAlFTfv9NdnRbuvG0bCxa6K5qZ2b5XAE0mB7d+ezPTZ0RQtcRAQVEYcrlvGk6nwPe/s5n0jGCqqg1MK4tAoZioIWVtf/FIRtILTjaSXyS+mkmJL44ae490482XyMlGUsJ/vDGSXzVOdcHvi5E8E4WDs0UjS7aSWF36l96O/6aGZCS/eM7J6X++ykhTA51dSFncEhLnJmdqnNyZ0JE0zk4NiTODZCTPQiQzeXYgzS0p8VVBL2Szv186n0hISJx5JCN5liKZybMHqSr55VAki+NAp7TtJSQkJM5mJCN5FjNqJiW+PKSqpISEhISExORIRvIsp1inl6qSZwFSVVJCQkJCQmIikpE8B5DM5JfLaFVSMpNfDlL3toSEhMTZi2QkzxEkM/nlInVxfzkUySamkEhISEhInD1IyTY+YrWOYLEMY7NbcNit2O0W7A4rcYYsQkO9MxsulxOHw4bTacfpcuByOnA67Wi1wYSETJ6TWKzTs/uk9BtREBBFAUEQEAUBZKBSnzr+TsJ/6lu6pbklJSQkJCQkjiEZSR+x2kZ45dXfYLWaAFAoVCxceP0pDeDJjIwM8p/X/h9GY9/YsoL8CioqrvPq84cPdxEXo+HdJ+5jqLdjbHlEXAqLlt+O3uBdYofdamblv37PYE8bMpm7OB0QGMyci28kIavIKw2X08mnL/+Fga5WFEoVCqUShVJN/txqUgtnezXXlygIbFjxLAMdzSjVGlSaAJTqAGJTc8ieXuF12s3OT96kt7UBtTYQzbFHUFgkGaXlyBXeHep12z6j8+gBtEGhaANDCAgKRRsUgiE1lxJ1FDV2z1FdJ9K2exfttTXowvXowvVow/XumMBw/aTZxyfT39RI87b/z957x8Vx3/n/z+0Vdllg2aV3EB11IYQkkLBlxz2J0+30XMov5e6S8zd3Fyd3iS/NcZKLHTuXOHYSO44d9y7JVm9WQR0VQPTelu1l5vfHSkiIBRaQY8ue5+OxD9jZmfd+ZnbKa96fz7xfuzEkJGJMtGJMsKKPT0ARha3gBbyOUU6/uZHYJDsxNjuxSXZUutk5agiCwOnNr2GIT8CckoYh0Yp8lu5Doihybs9OdOY44tIz0Bjm5pDTf/wUQjCIJTcLlWFuxX09QyOMNLcSvyAP9RxjAPQePk5sWgo6i3nOMdz9gwTcHmLTU+ZVE88zOEzQ58NoT5pXnKGWbmJTElCq5+4MFfD48I66iLHN70FBR88QxkQzcsXcO82EkIB70BHRmnE2DHU7iLPNz795uHcMU6Jx1u4tlzLa78Jg1k6wVJwtI8NBTLIQWu3cYzgcARQKGQbD3OWDxx3E7xcwmefuzBYMCgwP+Um0SomTdxpJSM6Cvfue5ezZ/eMi0mJJ4frrvhq15/bY2CCnT+/l9Om94yJSqzWybt1nyctdElWMPJRsbdzG4VeOMDYcFjUyuZzK2ltZWHdLVILJ73HTfqqBtsaDDPd14nOHvVAzS5ZSfctno7I7DPp9dDWdoOPMYQY6zzF2vkZdXFIqy6//JLasma39QsEgva2n6Wo6Tl/raQY6WwBQ6wwsueZ28hfWzCgiBUFgoKOZ3tZT9LScpOP0kfAHMhkFi9dQuKwuqm0y1NNGX3sTXU3HOXtw+/j0xNRsll33cZTqiz60U2Ulx3p7GGptYaD5LKc2vjI+XW0wUHz9TRSsu3bGdriHhhhub2Wks52Tr71EyO8f/yx9yXIWffRTGOKnv2nxOhyMdnXg6OmiaesbuAYHxj9LyMlj6R2fw5KRNW0Mv9uNo6cLV38fbfv30td4AgCFSoUpNZ3SG28ltXLxtBfXoM/LWG8v7uEh2g/so+2tsJexISGRuPQM0hcvJ6tq1bQxQn4/3oFe9p9qwtDbz5E//BVkMmJS7Vjys4kvzCNr/SqU2qkvJkIwiHtgCP+YE9/oGHt/ej8+hxNTRirxC/JIWJBHUmUJ+sT4KWOIgoBncJiA20PA7eHcpu2c27iNmBQ7iaWFJJYUkli2AIN1+t/GMzhMyOcn6PPhG3Gw7T9/itpowFpRRFJ5MdaKYowzuPn4Rh0EfX6EQAAhEMLvdLL1uz9GGxdLUmUptkVlJJUXTesf7nW4wzFCAmJQQAiFOP36AQ78aRNpS/LJWFFMRlUR5tSpe1l8Tg9BXyDcKyKIiKKIGBR45qu/RqVTk7mymMyVJdhLs5ArIwuXgMdHwONHFEU4b7ImiiItW4+w56GXyKgqIqu6lIwVRWhjIwv/oNeP3+Mb96K+EAPg5bt+T8jnJ3NVKVnVJSQtSI94Tgn4gnic/knLA7z8f/s4tPkslbW5VNTmUrg0DaV68voEAyHcjsje1IfeaOLpX2ynfG0OlXW5lFRnotVPFlFCSMA54o0Yo+N0P7/68jOUrs6msjaX8jXZGM2TbwxFUcQ57IkYQzEQ4INrXmL5igTq6u3UrrdjnUKIDQ/5iOR753IFuXnDmxSXmqmrt1O33kZqmiFijNERP6HQ5CChkMhtN2zBnqyjdr2ddfX2SR7bFxgbCxDwCxE/+/wdYW/zuno7dfU2FhSZpELl7wCSRWIUXLA5stvzKCpahVwmp7uniTWrP4FKpZk5wHl27/47zc0HyctbhlZn5MyZfVxT/0WMxugN5o8cfYP9+1/ElFGCNiae/rO7WXP7V0hMzY46RtvJg2x76iHSCiuw2NNpeONZVt7yWbJLl0UdY6CzhRcf+i9SckuwpuWy//W/sXDdbZTV3BB11sw9NsJf/+f/IykzH1tmAQc3P03+otUs3fBRdEZTVDFCwSCP/uBzmBNTSMrI5+SejVjT81hxw6dISJleLF3K4/d8FYVKjTUtl9aTB1BrDSy99iNkly2fdOGZyjrx1f/6dzzDQ8SlZzLY0kTQ66Xw2utZcM0HUOujy35t+/XP6Tl5HHNKGq6hAVyDA2QsWU7JjbcRlxZdpvmtPz/M2a1vEGuzEfT7GevpxpyaRvH1N5OxdAXyKH6f4y89S8NTf8UQn4BCrWG0sx2VVkfO6loK12/AmDhz937zzm3seuh/0cTEotbrGevtAZmM5LIKCuquJbm0fMYbhZ4Tx9j04x8gU6vQx5lx9Q2AKKJLsJB9zRqyrlkzo3hztHfxyuf/BWQy1EYDIX+AkM8HMhlJlSVkrV9NStXiaf27A24PT9/6WQDkSgVytZqgO3yxVhn1pK1aTmZdNQnFBdNeyP5+62fHl5MrFQghYVxAGe1JpK9eQe4N69HFT31OePlz/8xYR/eUn2tMMaRWL6Xoo7egT7iYGbzUJvHv//RLOt46NWUMgNjkeBZ9aj0lt1RHzAy+9p9/pPHlfdPGAEhbWsjqf/4g8TmTx7vu+PWzHHjk9RljqA1aln3hespvX4PiMlHa8Nc32fqzJ2eMAWBdkM7a79xOQWXPBIvEt149xa++/ExUMeKSjHz0/9Wy/AMLJvzWZw918v3b/hRVDK1Bza1fr2b9HYsmZBgHuxx8o/r+qGIolHKu+cwSbv5qFTrjxeuQEBK4I+8nUcWQyeAjH8/k2/+vBEv8xGvZ4pIX6e+PLIwv5/obU/j3u8tITpl4nrtu3WaOHx2JKsaq1Va+/6OKSYLyM5/YyeaNPVHFqKiM47/+p5KyiovHj2SR+PYjCckouNxr2+/3op7DOERBEMa7BT2eMbRaw3iX8mxiyGQyZDIZ+wbOoVTrKChMnX0MwplM1+gQCpUarX523Y2iKCIKAnKFArdjmGDAT2z87L18hVAQuUKJx+lgbKgXa3rerGOEgkEUSiV+r5vOM0fJLFk667vSUDCAQqkiFAzSuG8zhUvrphXEkcRkyO9HoVYjiiLHX3yGvLXr0Rgj32VP2Q6/H7lKhUwm48izT5G+ZDnmlNn9vkG/H4VSiUwu59gLz2BOyyClvHJW2yTo9yNXKJArFJzZspmg10PO6lrUuuhPhqFAAAhnMZt3bmO47Rz5tfXEJNmijxEMIgSDnNQMYfd4OfrHv5FzXS22xeXIFdF1zwmhEEG3B5VBjyjC9v/4MYmlC8ioq55RhF5AFEV8o2Oo9DoUahWNT77AYONZMmqrsS+pQBFld7B3ZBSFSoVCoybo8bL5n7+PfUkF6WtWEJebFdVv5B1xIJPLkCuVyFUqQj4fm77+n1gri0mrXkZiaWHEbXOpkPSMOBFCAnKFPCyMFXJOPL+bo3/fTk5tBTlrKkgsSJ22PV6Hm5A/ADIZMrls/Lz01Bd+gSEhluzV5WTXlE7bze1zegi4fSC7aHknk8tperOBPQ+9RHZNKVk1ZaQvKUCpjSz0/W4vfuf5LN4lzZXJZLz8b/9HwOMnq6aU7JoyrAWpyOTySV7bfm9gykzgyw/tZf9rp6moy2VhXS6Fy9NRayafGwK+IGND7ogxDm4+y9/v3Ub5mnBGsnRVFvrYydeQUFBgtN8ZMUbHmQF+9eVnKKnODGdH1+ZiSpycCRRFkeGesYgxzEOb+fJHmli8LJ519XZq102dTezt8SAIk+WBxxPi1g9soaDQxLprbNStt5OdE/k819/nJRicnE0MhUQ+cus2EhK1rKu3U7feTmFRbMT9bWjQh88Xihj/S5/Zgz8gjMcoq4ibNHxAEpJvP5KQjILLheS7icPuIYAJD+BIvP1cGCspPXgTHaIozqvL6YjYRWFS4ry7rcIPpMnmHUcIBqPK7E5HyO9Hfl7wz4egLxxnpvGElwrJSHgd7im7j6NvS4CQP4AmZn5xnP0jGOJj57VthJCAa2CUmKTJ2d3LheR09HeMkJAyvy7Tgc5R4pJiUCjnvj7DvWMYzLqIIjZarMMvkhaXM6/xjaMj4SEA8xnf6HYFcbmC8xrfGAwK9PV6J2VBL0cSkm8/UvmfqxzJSvGdQSoHNDuuxLilKxJDLr8iceYrIgEUavW8RSSAUqOe10MpF5iviAy3RTVvEQlgTDTPe9vIFfKIInK2JKaa573PJKSY5iUiAeKSYuYlIgHi4lXzEpEQFpDzEZEAeoNy3g/JKJXyGUWkxD8GSUi+B5CsFN85pCLl/xgk320JCQmJdyeSkHyPIBUs/8cjZSUlJCQkJN7vSELyPYYkJv/xSFlJCQkJCYn3K5KQfA8hjZf8xyNlJSUkJCQk3m3cc889LFmyhJiYGKxWKzfffDOnTk0s+SWKInfffTfJycnodDrWrFnD8ePHZ/1dkpB8jyGJyXcGKSv59iONk5SQkJCIjq1bt/KVr3yFPXv2sHHjRoLBIPX19bhcrvF5fvKTn3Dvvffyv//7v7z11lvYbDbWr1/P2Fjk8lFTITnbvAcp11s47B7i7GW+3BJvD9FaJ0pISEhISMwXh8Mx4b1Go0GjmVhQ/tVXX53w/uGHH8ZqtXLgwAFqamoQRZH77ruP7373u9x6660APPLIIyQlJfHYY4/xxS9+Mer2SBnJeSCKAoGAF49nDKdr+J1uzgSkJ7n/8UhZSQkJCQmJy9F3BzB0zf+l7w6bPKSlpWEymcZf99xzz4xtGB0dBcBiCWuDlpYWenp6qK+vH59Ho9GwevVqdu3aNav1kzKSsyQY9PPiS7+ire04oVD4R42NTWTDtf+E0RBdzTJBENi8+ffhGEIIUQwhkylYseJWSorXRFWzTBRFdu16kra2ieMZ8vKXsrByA3K5PJyZnCEreWznK3ScOoJMIUcuVyBXKIlLSqF89Y0olNG5dTQ17KL9VANKtRqFUo1SpUajN1K4tA61drIXbCQ6zxylrfEQaq0OlUaPWqdHrdFhzy5CZ4yu8OpAZwttjQfR6mPQ6GPQGmLQ6o0YzQloonTucQz20n6qAV2MGX2MCX2MGV2MGdUMTkaXZiV9zjE6Gw6ij4/HYElAb4lHoYpuW14gFAjQefgQMVYrxsQkVLrotuOliKJIb+NxjAlW9PEJ465Ks2W4rRWtyYTOZJ7T8gCuwQGUGi0a4+wclC7F73ETDLpmnnEaLjjUaM3zK+YbcHtQ6rTzqi8YtkcU5l2TUgiFonL5sQgFnBiauii5KAjzrt14wd9i3oXj51nA/krFkJB4N9Le3j6hIPnl2cjLEUWRb33rW1RXV1NSUgJAT0/YdjIpaeL5ICkpidbW1lm1RxKSs6C3t5mWlgb6+1vHRWRhYRW1a++M2vFmaKiLs2ffoqe3GcfYAABWaxbXXvMl4uOjc1pwOodobmmgu6eJnt4mAHS6WGpr7yQ/b+mk+SN1cfvcTjrPHqO39QxtjQcBkMkVlK+58bxf9szCJxjw03Oukb72s5w+sHV8elphJStvujMqESmEQgx2naO/o5ljO18JO48AMRYrKz7wKbSGmS0GRVHEMdDDYHcrDW88RzAQ9odVKFWU1nyAijU3zhgDwt7fw70dHNj4FF7Xxa6D1PxyVtzwKeKSZrYqPHm2jQTRw9EXnmas56IfsiUji6V3fI6EnJktIIVgEGd/L42vv0TfqZMAaGJiiLUlU3LDraSUV84YQxRFPCPDNG3bQsuubchVKmKTbMTakklduISsqlVRXWQDXi+dRw7R8ORjaGJiMaemYU5Nw5KRTeaK6qh81QVBYKy3h00/+S8M8QlY0jOJy8zCkpGFNa8QtSGyRdukdQoJnP73n3BWo8ZelI+lIAdLQQ5xORko1NEXSD78f4/Rf7yRhKJ8EooKSCjKw5SROisRNdLcyu57fk1iSSGJZQuwli4gJi15VsJFJoMt3/0xCpUKa0UxSRXFmLPSZy3meg4c4dif/o5tUSm2hWXEL8hDoZr9qb1l+zEO/HkTmVVFZFYVk5A/vUViRESRl77zOwwJZrKqS0hdlDelteF0nH2jgVOv7COzuoSs6hIMCaZZx/A7Pbx81+9Jqcwla1UpCXkpcxKWf//FdhyDbiprcyiqykCtnd1NIcC2J49wfFcrlXW5lNVEtkecieM7z7HxTwemtUeciaZTHr79kx3Urbezrt4+p4LevT0e/uXr+6lZm8S6ejtZ2bOzgQVwOgN85Qt7WbI0gXX1dgoWRLZHnI5gUOArX9hLfkEs6+rtlJZPtkd8rxIbGzsrZ5uvfvWrHDlyhB07dkz67PLtPpcbMMkiMQou2BzJZHIyM0rJz1/O9h1/pabmYywoXBl1nF27/87evc9gt+WSm7uYAwdfpqy0jqVLb0KhiO7Ef/Tom2za/Hvi4uxkZ1fS2Lib1NRC1q75FDpd5AP6chvF1hMHeP2Rn6I1xJJWUEFX8wn0MSZqbvsiFnt6VO3o72jmud/8BwqFElv2Akb7uwiFglTdeCeZxUui2hFdo0P87affJBj0k5CSjc/txD02TGXtLZSuuh6lauYLUCgY4LEffQWPc5TYeBuiKDI21EvewlUsueYjGOOi81J+6t5/ZainDY0+BpVag3NkAGt6Lkuv/SjJuSVRxXjl9/fQfqoBuVKJ2mDEOzqC1mSm5IZbyFtdF5XY2fOH39K0YytiKIRKryfgdiNXKMhetZbi628ixjrzmNfDT/+NE6+8QMjvQ65UIgSDACTk5lN83Y2kVi6eUaycfuN1Gp56HL9rYgZQExNDfm09ebX16M3TZ+DbD+xj36O/xzs6woTTjExGcmkF+XX1JJdVTpsp7T97mh0P/BLfmIOgzzfhM22cmaz6GrKvXYvRPvV2cXb3svXff0zA6cLvdCOGJvr2JpYUkn/ztaSsnHq/DXi8bPr6fxBwewh6vAQ93vGbHgCFRkPOdbWUfOI2VIapL84bv/4f+B1Ogj4fIb+foMc3oT2mrHQWfeVOEksKp4yx/e6fM9bZjRAMIgTCL9/oxRsfpU5L3g31FH3sZpTaiYLlgk3i5h/+he4jLQihEEJIQBQEhGAIZ+/I+Lz6+FiKb6piyaevQaWbnPHY/cALNG87giiIiKKIKAiIgohneAzfmCfcFo2K1CUFLLnzGpIrcibFaPjrmxx/fjeI4RiIgCgihASGWy8+MGhdkE7euoVU3L5mkjA99dp+DjzyOhBe/FJGO/rDXt6AMSmOrFUlVH60lszc5gkWicd3nuPxe96IuL1dDh8DHeFuQbVWSfHKTFbeXMzS6won7C9tJ/t46NsvRYwR8AXpOjsIgEIpp2BJGks2FLDm9nKUqovZ5JF+Jz/7zJMRYyCKtJ64OHwmu9zO4vp81n1yITrjxd9HCAn8582PRAyhxcHZRi+hUHhLFRWbWHeNnU9/LhdL/MTf+OMf2s7wsD9inKazY3g94f02J9dIXX04xuXC9Gtf2kfT2cgPbrSdczI2Fj43pabpqVtv51OfySY3b6JAuvu7DezbOxgxRlenm+GhcBsTrVrq1tv4xB3ZlJZfPDe9GywSr5S9ss/n5v4HvjCrdfna177Gs88+y7Zt28jKyhqf3tzcTE5ODgcPHqSy8mJy4qabbsJsNvPII5H3oUhIQjIKLuwMn/3ML4iNTSQUCuJ0DmEyzc5n2eEYQC6XYzRaEEWBvr5WkpKyZl7wElyuEfx+L3FxNgBaW4+SkVE643KXikmfx8XYcD/xtnD24+yhnWSXr5hV12cw4GegswVrWg5yhZKTezaRu7B6xi7gSxFFka6m41jTclFptBzZ9hI55SswmGY3vrPr7DEs9nS0hlga3nyOlLxSElOzZxWju/kExrhEjOYEGt58ljhrKhnFi2d1Z9Zz7hTNCh/aBCuhE28hVyjIW7se5SyyZYMtTYiiiMmeQsuu7Yx2d1J03Y0YLPFRxxhub8PvchKTZGOg6QzNO7dStOFGrPlTi5PLcfR04ezvx5CQSNDrYffvf8uC+uvIXL4y6uyfc6CfkfZWdGYLar2eTT/5LzKWriBvzTpikmxRxfA6Ruk7dRJtrAlNTCx7H34Ij05G2U3XkLy0Mqpu4YDbQ/e+Q6iMBtQxBjp2vkXblt1kra8hs24VxuSZxbkQEmjbsguVXotSq0UIBtnxg3tJqigmfe1KUlYsRqWbed9v27IL5HIUahVKjYbGJ19guKmV1FVLSa9ZQUJxwYx2hx273iJ0wV9bqcTnGOOtXzyEOSeD1JVLSateSmx65N6NC0Ly3K7jeIbGkCkVyBVy5Ao5rgEHW37yBOZ0KzlrK8hdW05SUcaUNx2dB88w2jmATCZDJpfBefvJI09upftoCymVuWSvLiNndTmxyZH3357j5xg823Xe/5zwX2Csd5jdD7yAPj6WrFWlZNeUkra0EFWE7OZgczc9R1vCby45XmUy2P3bF3APOEhZlBeOs6oMU2rCJK/t/o4RTuyK3J13fFcru58/gTXdTGVtLpV1uRQsSUOpnjicYHTAxaHNZyPG6Goa5JX/20dsvJ6K8zFKVmaiNUxcH6/Lz54XT0aM4Rzx8MSPt6AzaihbnRXObq7OISZuYs+PIIhse/JIxBjxwaPc+/1OlCo51ausrKu3U7veRpJtcu/Rs39vw+sNTZouivCj7x/F4wmyYmUitevt1K23k54xOUP62sudU4rRX93bSHeXm8VLE6irt7Gu3k5Obsykc+62Lb10dbojxnjk902cOD5KeUUcddeEs6xFxRN90d+vQlIURb72ta/xzDPPsGXLFvLy8iZ9npyczDe/+U2+/e1vA+D3+7Farfz4xz+e1cM2kpCMgiu9M7xTXJ6ZlHh7aPD3k5eaOO/xWdGOfZuOUCAw6/GZlxPwelFqNPNan4DXi0wun5WovhxRFPEMD3M2zssC2+xu4i7F2dWLwZY4r/GA7oEh5EoFWvPsu1wvIIoigyfPYCnImdfv7GjvQqaQE5M8szi/ICQjMXC2C5lchiXLNuffWhRFmt5sIHVRPlrT7LteL9Bz7BwASUWz7+q/gM/poXXXcTKqitEYJwqly4XkdBzcdIakjDiSc+PnvF1O7m1DpVGSXWafc/fruWM9uEa9EUVstGjPPcdYVxwrq61odXOL0dvr4cBbQ9SssWI0zu3c4nQG2PRaN2tqbZjj5nZOCAYFnn+mnerVSVin8e1+vwrJL3/5yzz22GM899xzFBQUjE83mUzozo+5//GPf8w999zDww8/TF5eHj/60Y/YsmULp06dIiYm+iELV6WQvP/++/npT39Kd3c3xcXF3HfffaxatSrivDt27OA73/kOjY2NuN1uMjIy+OIXv8g3v/nNqL/vvSIkISwmJSH59nLhoZv8tLmLHYmpOSJ2zUtIvp+ZTki+n5iNkHwvUSB/jSTd7Hprrnber0Jyqpuehx9+mDvvvBMI3/h9//vf58EHH2R4eJhly5bxm9/8ZvyBnGi56h62eeKJJ/jGN77B/fffz8qVK3nwwQfZsGEDJ06cID198vg+g8HAV7/6VcrKyjAYDOzYsYMvfvGLGAwGvvCFL7wDa/DOEs2T3BLzQ6or+fZSJkvmSI8kJiUkJCSmIpocoUwm4+677+buu++e13dddXUk7733Xj772c/yuc99jgULFnDfffeRlpbGAw88EHH+yspKPvrRj1JcXExmZiaf+MQnuOaaa9i+ffs/uOXvLiTnm7cfqa6khISEhMR7natKSPr9fg4cODChgCZAfX191AU0Dx06xK5du1i9evWU8/h8PhwOx4TXewnJRvHtR/LglpCQkJB4P3BVCcmBgQFCoVDEApoXimtORWpqKhqNhsWLF/OVr3yFz33uc1POe88990yoGp+WlnZF2v9uQhKT/xikrKSEhISExHuZq0pIXmAuBTS3b9/O/v37+e1vf8t9993H448/PuW8d911F6Ojo+Ov9vb2K9LudxuSjeLbi5SVfHs52SOJdAkJCYl3mqvqYZuEhAQUCsWk7GNfX9+kLOXlXCjEWVpaSm9vL3fffTcf/ehHI84byQD9vUwk5xuJK8fp9j7pCe4rTJksmSNi1zvdDAkJCYn3PVdVRlKtVrNo0SI2btw4YfrGjRupqqqKOo4oivguc8l4vyJ1cb+9SFlJCQkJCYn3MldVRhLgW9/6Fp/85CdZvHgxK1as4KGHHqKtrY0vfelLQLhburOzk0cffRSA3/zmN6Snp1NYGHb12LFjBz/72c/42te+Nuc2nDixnRMnthMSgoRCQYRQkJSUAlauvB11lM4uLS0NnDi5I2wNRtgezGAws2L5rVNaHV5Od/dZGk/tQiaTI5fJkcnkKJRKSkvWEhMTnRPK0FAXntN76RMCtB9VkmS3oFCqsGUUYEq0RxXDNTrEueNvodJoUam1qDRalGotBpOFmLjohJTf46at8RAavQG1Vo9GZ0SjN6DRGZBHaR8ZCgboajqO1hCLzhCL1hgblc3ipYiCQH9HEzqjCX1sXFSe45EY6e9CH2NGrQ3XDptLVtIzOoLGGDOvYtVXopj4lSiMPhf/VgkJCQmJdz9XnZC8/fbbGRwc5Ac/+AHd3d2UlJTw8ssvk5GRAUB3dzdtbW3j8wuCwF133UVLSwtKpZKcnBz+53/+Z1b2PxdjiXR0nKSnp4n2jhMAKBQqqqtvp7KiHpls5gSvKIoMDnbQ29fC2bNvIQhhC6oFC6qpWnEbWq0xqrY4ncMMDLRz7NhWgsFwdjUxMYP16z8XtYj0+z0MD3fTcPh1PJ6wH2qb3siy6z5ObHx0Xd1CKIhzZIAj215kbOj8mDWZjAXL1rHkmtujiiGKIh6Xg8Nbn2ew69z49MS0HFbc8ClsmdFZ+wX8Po5uf5mO04fHpxnjEqm68Q4yi5dEtz6CwIk9Gzm9fysAWkMMhlgLJauuI3/R6qjEkCiKnD20k4ObnkKtMxBjTiBkNiEsXEh+3TVRi7Kuow3s+cODGBOsxCTZiElKwmRPJbt6Ncooh14MnWtmyy9/QqwtGVNyCqbkFGLtqVgLCtEYotvXXAP9bP7pD4mxJmFOSycuLQNzWjome0rUdokhv483fnYPGqORuMwsLBnZxGdmozObo1r+Avse/T1exygJ2bm4suMImk0otbMbhtKx8y1a39hBQnEBCcX5xOVkRmW1eCl+p4v9v/w/LPnZJJYtIC43a05i+/Szr+IbdZBUWUp8YS4K9exvXDyDw5x4/FmSFpZgLS9GPY3X93QMtXRz8qW9ZFYVYyvLRqGc283DgT9tJCYpjowVRWhi5taWrsNN9J1sI7O6BHPq3LL6Aa+fA49uJGNFEUlFGTNaT07FtiePoIvRUFKdOcHTejYc3HwGt8NH+epsYixz2yanD3TQ3thPZW0OFvvcCms3n/Hw4u4zrLvGTkZmdMf/5fT2ePj739pYV28nr2CypWE0OJ0B/vDQWdbW2SguNc/J7ScYFHjg16dZvjKBhYviUSikG9V3iqvS2eYfzYXq9DpdDH6/l8zMMtyuUUKhANde+2Xi46NzSDh+Yht79z7L6Gg/dnsuoiDgGBtg3brPkpO9MKoYLS0N7Nz1JP39rZjNSahVWgaHulix/FYWLtyAIorsXXf3WbZtf4yenibUah0Gg5nBwQ6KilZhWXQtRaW5M8YY6eti1/N/pOdcI0IoiMGUwNhQL9b0PKpv/gwJUXhde5yjbH/6d/SeO43HOYrOaMLjHMVgsrB0w8fIrVg5oz1aKBhg698eoK+9CcdgDwqVmlDAj0KpoqT6OirW3oRGN7NV245n/0DvuVMM93aExf35wyK9cCGLr/kwCSkze6If2PgknWePMdzTjs/jGp8eG59E/Or1xJcvoTBz+izvqU2v0tlwkNHuTlyDA+PtUKjV5K1Zx4JrP4AhPmHaGC27d9D21h6c/b04+/oIeD3jn1kLiyjacAMpZZXTbtuuow0079yGa3AA99Ag7sGB8QK3mphY8mvXk1dbj94cN2WMgaYznHlzI56RETyjw4z19RL0esc/t5eUU3bLh0jMzZ8yxmhXJ42vv4RvbAyvcwxXf194u5xHaY5l0Rc+QcbalVNe0DxDI5z863P4XS4CTje+MSeDJ06Pf67QaMi7sZ6ij90ypV920Ofn6B+fIOjxhl9eLwMnz+B3OMPt0OtIKi+i5I4PY86cusrDkT8+QcDpJuT3E/IHcPUNjLdFoVGTWFJIWs1yMtfVTCl8Gp98Ac/QCEIgiBAMvzp3HyDgciOTy4lfkIdtURmZtdUYbBNF2AVnm6NP72CkrRchJCCGBITzr8aX9hIKBFEbtKQvW0BGVRE5a8rRmSeLjtOv76fvZBuiKCIKYnhXFQV6T7TSfaQFmUJOcnk2mStLyFxZQnyOfdJvdG7XcTr2nz7fM0P4rwghf4AjT24DIC4ziaxVpWStLMFekTNJ4HYdbqJ529HxY4XzcQBObzrIWPcQujgjmdUlZFWXkrF8AYnmQxOcbdpP9bPr2eMRt3f7qX4Ob2lCqVawYFk6lXVhr+yElIn2mAOdo2z+y6GIMYZ7x9j5zHFkchl5lSnjMS63XXQ5vLz42z0RY/i9AV7/4wEAMoqTwr7ftblkltomCDFBEHnyZ1sjxjCLzfz19/0EgyI5eTGsqw/7Uy9cbEGpnLi//foXjbhdwYhx/vxIMw5HgLR0PXXr7ay7xs6yFYmo1RNjPPx/Z+nr8UaM8fRTbfR0e0iyaaldF/baXrnKik4/8Rr21BOtNJ0ZixjjtVe7aDozRpxFzdq6cIyatUnExFy8IXu/Otv8I7nqMpLvJNXVHyU/bylqtZaWlsOkpxdHJdwuEBuTwNKlN5GVWYHBYOL0mX2kpxVFnYUE0OtNFBfVkJlZTlycjZONO7El5RAXN7PP7gV0OiNZWRWsXv0JrImZNDbuJDY2gdTUBRx2D0X18I3WYMSalkv5mhtJSs+j+eheEEXyFq6K2htXrTUQG28jb2ENSRn5dDedYLivk/I1N6CKcoiAQqnCGJdIakEF1rRcHIM9NB/dw+L6D2M0Ty+4LkUfY2LBsjrikzMJBQMc2PgUS679CLbMgpkXvrA+OgOZRYuprL0FtVbPlifup7LuFnIrqpErFFG53ciVKhJy88letQZ9nIVtv/45uWvqKFx/HdooTxxyhYJYezLJZZXEWJPY+eCvsRYsoGjDDcRn5US9PtpYE/GZ2RjiEzjy3N+Ry+UU1l9HxrKqqP27FWo1iXkF6MxxtO3fy2DzWXJq1pK3Zh0xSdHts6IgEmOzkxBTwFhPN2e2bMJeUkbu6jqGK5LJTE2ednmZTEbA40ETG4PRnoRcqWTwxGl08XFk1FWTWbcKU0bq9DHkcnyOMZQ6LfrEeJQ6Lc7uPvxjLqylC0hfu5K06iWoY6Y/ln0jDkRBRKFRh+cVRQYBlUFPStVi0muWY60omTZ75h1x4B9zIlMokKuUqLSa8YyqwW4lsbgA++Jy9ElT7/+eoTFcAw5kchlyhQKZQo5MLoPzgkRrMhBjiyMu3TplVtEz4mKsdwSZXIZMJhtfXggK4RlEEZAhVypQalURhb7X4cbRPYgMGchkhP/IEEPCxW025sE35sHv9iIGQ3CZkPQ7vTi6wjcXMi75DpkMIRAaj+HqG8HVP4J3zA3mie3weQL0d4xEXE/XaPhGLOgPMdA5Ov6KT46dsE4BX4j+9sgx3I5wr5EoiPR3jtLfPkJ/+whJmXEoVRfXRwgKU8YIBS5uk8EuB/0dI/R3jJCcF49WP7FnoK9tinbgH/+/t9tDe5uL9jYXBYWxmMwTY3S0uxgbC0SMIwhhod7X5w3HaHVRuMBE4mWe1z3nvyMSwfPrMzToo73NTXubm6EhPymXCcn+Pi+trc6IMXze8O87OuIfX5f+Pu8EISnx9iNlJKPgveS1HQ2H3UMAs3qS+0qMgRMFIWoROhVCKBj1mMqpCPi9KFXzG1fo97hRqjUTujtn68Htd7lALkOtm/s+F/T58I45MCbM/aEfURAYbGkiPjt3Xtuk58QxEnPzo+4Oj0Rv4wmMidbxrOxcfLcd7Z24+wZnFGzTIYQEml7eTMryhegToxtKEonO3ftBJsO2sGxO3doA/jEnZ55/nZSqxZgy06b9jabz2h7p6Kfxpb3krK0gIS9lzr/1/kdexxAfS2Z1ScRMZjR0NTRxbtdxsmvKSCpKn9N5IeD1s/2+v5O2uID05QvQGHXjn83Ga/u1h99CEEQqa3OxZc2tZNqeF0/S3TxIZV0uGUVJc9q2J/e2cfjNJirrcslbmDKnfVd59lle/1uAdfV2lkbIIEZDb4+HX917ktp1dqqqEydlEKPB6Qzwo+8fZWWNlZo1SXMSfsGgwA/+4wgViyysrU0izhJ52IGUkXz7kYRkFLzfhCSExaRUEujK0+Dvl0oBXUHmIiTfz0wnJN9PzEZIvpcokL9Gkm7mYUfvJSQh+fZzVZX/kfjHIpUEenuQ3G4kJCQkJN4rSEJSIiJSfcm3B6mu5JVHcriRkJCQeOeQhKTElEgWihLvdspk0z9oIyEhISHx9iIJSYlpKddbpKzkFaZCnSh1b0u8I1iEAk4MScezhITElUMSkhJRIYlJCQkJCQkJicuRhKTEjEjjJd8epKykhISEhMTVjiQkJaJCGi95ZZEeurmySA/cSEhISLwzSM42c8DhGODI0c3nbcGE8y+RoqIarNaMqGJ4PGOcPLkzXJhWdt6PQSbDmphJcnJeVDECAR9nm/YjlytQyJXIFeG/Wp2RJOvMln4AghCire04SqUKpUqDSqlBqVSjUmnQ6Sb7qEZyvRFFkYHOFlRqDSqNDrVOP6eC3mNDfeeXNyCfY2Fyn8eFSqOb8/IAQig0J9/kuXC6vU+qKzlPymTJHBG73ulmSEhISLwvkYTkLBGEEKOjfZw+vZfR0XAWxGi0UL/+81GLSFEUcXscnDy5nb7+VgAUChXLl91CUlJ0AhDCQvLEie20tR0bn5abs5g1az45i/URONm4g8bGXePTzOYk1q75FJmZ5RPmLddbprRQbGrYyZFtL46/V2l0LLn2dopWXBO1qDt3/C12v/AoyGRodAa0+hjyFq2ifPVNKJTR7artjQ28+ddfozXEoo8xo4sxk5iaTcXam1FporNd7DhzhC1P/AZDrAWDKR6DyUKMxUrh0lq0hpioYvS3N/HG47/GaI4nxpJEjCWRGIsVe9YCDKZwdrdCnTitbaJzoJ+dD/wKfXw8sTY7MUl2Ym12Ym3JqA0z+4cDBDwedv3uN2hjTZhT0jClpGJKTkVrMkUt9EVBYP9jf0ShUhOXnklcWgax9uRZi+1Tm17FO+YgPisHS2b2tD7dU9Fz8hgDZ0+TkJNPfFYOKp1u5oUuwzfqoOnlN0goysdSkINSG9kRYyaaX9+CPiGehKL8OccYPnsOd/8AiWVFqA1zK1gsCgJtW/eQWFqIPmHuPQe+MTddh5tIXVyASjt396GOA6eJy0jCkGCaeeYpGO0YIOD1EZ+TPGeHnVAgSPfh5oj+3LPh7KFO7NnxGEzRnT8ice54D+ZEI2br3Jx+ALqbB1GoFFjTzHOP0eHHITrIzZucJIiW/j4vvb1eikuiP4dcjtMZ4NRJBxULLSgUc4sRDArs3zfIoiXxqFRS5+o7iSQkZ8HmzQ/T2naUYNBPQnwao6N9FBfVsHr1J6KqWt/T08TJxp00Nx/C4ejHEhcuXWK351G//vNYLDOXMhkc7ORk4w5aW4/R13cOvT5c3d5otFC79g5ychbNGMPhGKCxcSdt7Sfo6jo9fjJQKFQsW3oTixZdj1IZ2bLqgpj0OB2cbdhBT0sjPS2NeJyj4/Nkl69g+XWfwBg3vde13+uhqWEnvW1n6Gs7w0hfZ/gDUcRgsrD8+k+Sml82bQwhFORswy4GOprp72xmsPMcoijicY4ihILkVlZTvPJalKrpL4zNR/cy0NnCUFcrg92teF1jeF1jDPa0kVuxkqySpTOKyI7Th+nvaGa4r5OR3g4cQ72MDnQDx7DY0qmsuxVdjHnScpdmJfvPnGKwpQlHTzdjPd0Md7TSf/YUACqtjrza9RRecz1qphaSw22tDDSfwdnfh7O/j4GmM3hGhsc/txWVUn7rh0nMm9pH3NHTzUDTGdxDA7iHhug7fZKRjvbxz/WWeBZ//NOkLVoy5cXENTTIwJlTeEZH8IyOMNTaQvfRwxdjxFkouu5G8uuumVKUescc9J9uxDs2ht81hntoiFObXg1/KJNhTkkjuawC2fXLp1yXgMdL/5GT+F0uAi4PAZeLMy+8ztFH/oZcqSAuN4uE4gKy6ldP6bktBIP0Nhwn6PUR9HgJerx07z9M975DyJUKLAW5WMsWkFRRQmLZgim3Se+hYwR9PkL+ACG/H9/oGId/9xdkchlx+TnYKkpIqiwhfkHelJaJAydOE3C5EYIhhGAQIRjizPOvsefH/0tsRiq2RWXYFpaSWLoApSbyft/X2IZnxIkYEhFCIURBQAiJbPv5k3hGnKQszCOzqpjMqmLMGdaI6zPY1IVrwIEoiiCK53toRFq2H+Xo37djLUwjc2UJmdUlJBVlRLT0G+nox9E1GH4jhm+yQcTv9PLKd/+AMdFM1qoSMleWkLY4H2UEgTvWO8xI28WhDZeatW3/xd9xdA+RuaKIrFUlZFQVR7RtdAy66Tgd+aZu/2un2PyXQ+QvTqWyLpfK2lzs2ZNtMd0OL+eORx5H3ny4myd+soWsUls4xhRWiX5fkLMHOyPGGOp28OC/vERKfgKVteEYuRXJk7arKIqc3NMWMYbF5eauL28iJVXPuno7tevtLFuREFGIvbVvgIBfmDQ9FBL58uf2YjAqqVtvo3a9nZXVVrS6ycfw4UNDuFzBSdNFEb79zQN43CFqz8eoWWPFaJy8z588PsrwsC/i+vzoB0dpbXGxpjaJ2vV21tbZMMfN/SZIYm5IQnI2yKB+/edJTy+ht7cFv99DdnZl1Iv39p3D6Rxm+bJbyMwsZ3S0l97eFsrL10edtRsa6qS/r5UFhVVce82XCIWCnDixjaqqD6JWR5edGRsb5FzrUdLSili+/BYMehPbtj/OmtWfxGSaeexeud7C7lONNB3agS2zkFW3fh6LPZ1Nf76PFTd+CnvWgqjagShyfNdrWNNzKVt9A4mp2Wz60y8oX3sT+YtWR7VNZDI5R7e/hNmaQlbxEpZccztbn3yQnPIVlK+5EY0uuszdid2vo1SpiU/OIH9xDftf/xsWWzqL1n+IuKTI4uJyGve9ic89hjkplcKldTTu2wzAwrrbyChaFNEv+PKsZMvu7Qy1niPWZsdaWEQoEMDR20Vh/fXkr10fVSay7cBeOg4dwJiQiDHRijktHd+Yg8zlK1lw7QeIS8+cMUbP8aOc2vQqeks8eosFozWJkY524rNyKFi/gYwly2f0zB5sPsuhpx5HF2tGazah1ofbrjHGkF29mry164i1TX/z5Oju4q0/P4wmJhaN0YjGGINcoUAIhbAtKCanppa0RUs5oRqYMoZveJS3fvk7VAY9aoMelUE//luoDHosBTmkr1lBbPrUlnlCMMjenz6AUqdBqdWi1GoIen3nPwsLOo0phphU+7RZmrd++TuEYAiFSoVCo0auUiGTyxEFgdGWNgyJ8ZhzMhCFyRfwCzQ89GecPX3IlUrkSgVypRL/mCu8vVo7CLo9iIKAOsZAfEFuxBh7f/cyXQ1NyBRy5Ao5Mnn4r9fhJuQP0rbnJEMtPYx2DlD+4dXEZUy2VWx4YgtnNh1EJpMhk58foiOTIQRDAPQ1ttN/uoOOg2couamKwuuWTjoGGl/eR8Pjb4wvC4z/FQWRsZ4hjjy5jbNvNJBfv4iln90wSQie23mcnb9+ZmLjzscIevyEAkFObzxA05bDpC0rZMWXbsBUOnH2sw2dPPjPLxKJUDAsshv3ttO4t50dfz/Ghs8tZeUtJcjlF3/rnpZhfvmlpyPGEM6L25ajPbQc7WHbU0dZ94mFXHPnYpTqiwLMOeSeMsYFOk8P0Hl6gO1PHWXVbaXc+JUV6IwXM+KiIE4ZQ06QUEik9ZyL3z90lqf+1sqNt6TxrX8twhI/Mav+r18/wOBAZAHndAZwOAL8+ZEWnnmqnWuuS+Zf7yomOWViQuW/7z5K44nRiDHc7iDBoMiTf23l+WfaWVNn4zvfLSEnd+IN+29+2cjWNyMLdK83hN8v8PyzHbz8YidV1Yn8610llFXMvrdDYu5IXttR8G722hZFcc7dCxcIhYIoFLO7pzjsHgIY7+IOBvzIFcp5jU0MBvyIooBKPfcuJCEUxON0jHcfzwVREBju68BiS59zDIDu5hPYsqbOTl1gOv/tjoaD2ItKZhRt09G2fy8JOXno4+a+TdoPvoXOZCYhJ7rxu5HoOXkcz/AQ6YuXzXl9xvp6ad6xhZxVazEmXtxmF8ZIRuO7LYQEDj3wCLbFZdgXlyOPctjE5Zx6+mWCXh8Za6owJs/Nv3qkpY3jf3matJrlJC+tQKmd/b4viiJ7f/YAOkscqdVLsOTnTLvPTeW3HfD4eO7r95NckUPO2gqshWlzOrfs+79X6DvVRnZNGZnVJejjohsOcimDzd289u8Pk1ldQnZNGUlF6RFvxKZDCAk8/U+/JDYlnuxVpaQvW4DaEN6+s/Hafvq+7Zw91EVlXS4VtTkkpppnuzrsePoobzzeQGVtLhW1uaTmJ8x62zbua+NP3980ntHMKrVPELLRoD33HN/9p07W1CVRt97O4qXxKJWz266DAz4+cus2VqxMZN014YymRjO7oQNeb4gP3riF4hIzdevtVNdY0RtmdxwKgsjHPrgdm11H3XobNWuTMJkiZKwlr+23HUlIRsG7WUi+kxx2D00aKykxN6YTkxLRcUTsikpIvte4cAqPVphMJSRFQZi1WIuEEBIidmPPhlAwNK9xjRfaAURsy2yEZNAfmpA1nAtXIkbAF0SlmV8nYnbwFVJNkbPU0eL3C6hUsnklMAIBAYVCNmshfCmhUHgoxUxCWBKSbz/SCFWJOSO53khIvPPIZPO7qI/HuQIiEiILt9kyXxF5oR1Xoi3zFYBXKsZ8RSSASj3/7aFWy+e9v6lU8nmJSACFQjbrbKrE24P0K0jMG0lMXhmkAuUSEhISElcbkpCUmBdSofIrg1SgXEJCQkLiakQSkhLzRurilpCQkJCQeH8iCUmJK4YkJudHhTpR6t6eB2WyZMkqUUJCQuIfjCQkJa4IUhe3hISEhITE+w9JSEpcMaQu7iuDlJWUkJCQkLhakJxt5oAoirS2HiEkhCZMVypUpKcXI5NFp897+1oQBQG5XIFcrgi7S8gUxMYmRF0g3OEIO3oolSqUSjUKhSocaxblGXw+NwqFEoVCNeeyDqIojK93JC9uieiYyX9bQkJCQkLi3YQkJOeAKAq0th7l4KFXx6dd8MuOVkQCdLSfZNv2x8bf6/Um1qz5JGZz9CKsq+s0r7x6//h7mUzGwoUbWLH8NlQqzTRLXhrjDM8+91PkcgUqlQa1WkdGRhmrqj+CVhudxWBn52leePE+VCoNgkrDSZMJU6KdxfUfRh8bnV3VUHcbm/7yC1QaPTpDLFpjDDqjmQXL6oiNj26bOEcGePPx/0Wl1WOIjUMfa0Yfa8GWWRC11aHP42LbUw+i1uoxmhMwxiVgNCdgirfN6B9+gVAwyO4XHkGl0REbn0SsxUpsfBIGc0JU7j+n2/vIS03k2PNPI1epiLUlE2tPJibROmsnlqZtbyKKIqaUVMwpaah00VlpXkrPiWN4RkewZGQSY0uek4PRaFcHju4u4rNy0VvmNhTC73HTd6qRxNw8NMbZO6ZcoP9YI6aMVNQxk32Xo2Wssxu10YDGNPfCwAGPl4DThT5xsnfzbHD3D6JLsMyrvp8QEvCNuSN6Uc8G35gbTcz8ii8HPD4UatW86kAKIQEhEIzozz0bvG4/Wv27I4ZGN/ebfQCvR0DUzs8NzesJodbMrw6kzxdCLpdF9PiOlmBQIBgU0WrnX6NTYn5IQnIWnDm7n/b245w7d5hAwDeeSVy58sNUlNfPeHENBv10dJyk5dxhWluPMDzcg0wmQxRFSopXs2rVx2YUbqFQkJ6eJtrajtHWfpyenqbxz+y2XGprP43VmjFtDEEQ6B9opbOjkY6ORjq7Tp2fHkKhULGy6kMUFq6c9mQjiiLDw910dZ+hu+s0XV1n8HqdeL1O5HIFltRCll3/iWm9rkVRxDUySF/7Wfraz9Lf3oRjsA8hFAQgJbeEkqprZxSRHqeDgc5mBrvOMdDZwmBPG35P2HvYYIpn0brbMCXYp43h97gZ6mkbf/W1ncU1OgiAXKGgcGktFWtvnjZG0O9jZKCbkb5ORvo66WlpZKinbfzzxLRcFtd/iLSCiiljhIJBMkcDNPSc5tRJDz0njtHbeHz8c22siYUf+SRZVaum/H0EQcAzPIRroB/nQD/dx49wbs/O8c8NCYksuPYD5NfWI1dEPgmLgoDPOYZ7eAj38BBDLc0cefZJABRqNXFpGdiKSym+/mZUU9j6iaJIwOPB6xjB63DgGuhn9+8fQAgG0ZnjsGRmE5+dQ25N7bT2jUG/H59zDL/Tic81xoHHHmGst5sYm53E3HwScvOxLSgh1hb+jU/29E1yuBGCQQJuDwGXm4DLQ9NLm2ndsgtTRiqJJYUklhSQUFKIPmHqdoiCQNDnJ+T1EfR6GTrdzJ4f/wZTVjrW8iKSyotILCmcVpyKohj25vb7CQUCBL0+tnznh8hVSpIqS7AtLCWxrAi1YXohJgpCOE4ohBgM0vTSZlo2bcO2sBTbojKSFpaiiUIki4KAIIiIIQFREHjp279DCAbJrCohY2Ux1oLUqAqVi6IIoogowpnNhzjw6EYyV5aQVV1CysJcFKrZXWr8bh9PfPi/SF2YR9aqUtKXL0BjnN0NkEwu47lvPoBKqya7ppTM6hKMieZZxQB47eH9NLzZROXaHCrrckktSJy1EDu48QwvPriHyro8KutyyS6bvb1he2M/D/7zi+MWifmLU1GqZieiBvsDfPyaV1lda6NuvY2qauushZjXG+La2k0sXhpPXb2dmjVJGGZpbwhwQ/0b5BXEUrfexto6Gybz7IS2QiHj4x/ajsmspm69ndp1NhKtc7fXlZg7kkViFFywOdLpYsnJriQ7eyFpacW88upvWF3ziagziDt2PMHhI5tITy8hM7OMzIwyXt/4O5YuuZG0tKKoYjQ0vM627Y+TklJAeloxaenF7NjxBPn5yygtWRNVRvTs2bd48aVfY7VmkppaSGrKAg4eegWrNZNlS2+Oysqpp6eJx//6PeLi7CQn55OcnM+pU7tRqTSsqv4obZrwSWG6Lm7X6BB/+eE/YTBZSEzLwZqWR3fLSVyjgyy77uOk5pfPeMIOBYM8/B+fQqnSkJCSRXxyJqMDPfS1naGy9mYWLF+PUjXzCerP//0lfG4nZmsKFns6PreLjtMNFCxeS2XtLVFlIp/59f+jv6OZmDgrcdYURETaGw9hzy6isu4WUnJLZ1yf1x/5GeeOv4XSEEOcPRmlVkv3scMY4hNYcO0HyKmpnVK4XWDfo7/n9ObXUKhUGBKsaGNj6Tt1EoVKRVZVDYX112FOTZs2xrEXnqHhqcdBJkMba0IfZ2G4vRUxFCI+O5eCumvIWLpiWs/s5h1b2fW73wCgUKnQmsx4HQ5Cfh9qvYHs6tXkrq6bti3dx4+y+Sf/Nf5epdMhiiJBrxeAxLwCcmrWkrFkxXim9XKrREd7J698/l8nxJWrVAiBQDimQU9azTIyaqtJLCmM+BsF3B6evvWz024zU2YaGWtXkntjPSpd5N/o6Vs/S8DtmTKGXKnAtriCsjtvx5QZOYP+yhf+FUdb57Rt0caZKb3zw2Str5kkBIfkpzj1H0/Qtrdx2hgAiQVprP3O7djLsid99vrdj9L48l5EEZjmMqI26lj2+esov33NJMeanb95jgOPbgy/OS9EI8WSK+Tk1y+m+uu3YEgwTfjs8N+2su3nT46/v3Rp8bxN4gXs5TnUfPNWCip7Jlgk7n/tFP/7tecitl8QREThYtSEVBO3/H8rqb61dIIYPNvQxX/f/ueIMRAhFLzYlth4PRs+t5RrP71kguvNYJeDf17728gxgFDgYgx9jIY1H63g5q9WoTNe7H0SQgKfKfpZxOVliAQDF9dFp1NwywfT+de7irHET+zBWl75MgP93ohxApfEUKvlXHtdMnf9ZynJKROvHTde8wYnjo9EjBEMiuM/tUIhY/XaJP79+2Xk5E7safjCnbt5Y1P3jDFkMli2IoHvfq+MsoqLvWCSReLbjyQko+DCzvBPX3pwPGMoiuEDejZd2T6f+/w4RuX5GCKhUAClMvo7Mb/fi1wun7CM1+uKugsawplRQQihVl+8w3c6hzAao+9uFIQQPp8bne7iQT841Em85eLJORovbtfoEAbTxe/tbT1NYlrurLpOnSODGEwXu/U6zhzBmpaHWht9BsM5Mog+xjyeoWs7eZA4WxoxcdEXCneODKI1xIwL19YTB9DojdgyC6KO4RodQqXRckJ+PqM61Inf7SJjyfKou7Q9IyPI5DI0MbHIZDJ6G0/Qd7qRvDXr0EZ58vGOOQj5/ehMZuRKJWN9vRx97iny664hITs6r16/y4XPOYY21oRSqyXk97HtN78gc9lK0pcsRzmNCL1AwOvFPTSAxhiDWm9ArlSy/f77MCZYyalZQ6wtedIylwvJkD/AWEc3KoMOlUGPUqej8ckXGGw8S2ZdNcnLKqcVxBDO3I00t6HUalBoNSi1Gpzdfez60S9JX72C9DVVmDOnF+cAw03nkCuU4W5blRK5SsXW7/4POouZtFXLSFmxaMbu9pFz7YihEHKFErlSgUypoHXzDppeeYPUqiWkVi8lobhgym7hIfkp7A7we3zI5TJkCnl4fLZczhv3PIZrwEHO2nJy1pSTVJQxZUZypKMf76gLmVx+3qYRkMto33eK3fc/T/qyBWSvLiNrVSl6S+RhCGM9Q7gGHCA77xV+Pk7QG+CZr/4ac1oi2TVlZNWUkrQgPWJbXAOjjPUMT5x4Xt9t/dmTOLoGyaouCWc2lxWi0mkmeW07Rzz0tl4W4zx7X2pk058OUlyVQWVdLhW1uVhsk9fH4/TReXYwYoyzBzt5/J43KFiSRkVtDpW1edizJ59vA74grScjP2w30DHK/V9/jqwyezgrWZtL+gLrpBsfURRpOhxZeFnGdvLPn20mNy+Guno76+rtVCy0RMyOHj0yPEF0jrcxIPDZT+4iPkEzHmPx0viI3dSNJ0bxeEKTpouiyNe+tA9BEMdjLK9KjJgdbTo7hmM0EHF9/uOuQ3R3eqhdb2ddvY3q1ZOzo5KQfPuRhGQUXOmd4f3CYfcQMH1WUmJqGvz95KdZZ57xKkEU5zc260IMURSnvdG4XEhGIuT3zygeZyLgcqPU6+a1TqFAkJDXO6+xmgCuvgH0CZaouqGH5Kcoskw+JkVBYKStn7jM+R2vw629GJPiUM1jbKJr0EHIHyDWPvexo0JIoK+xLaIAvVxITkfriV6SMuPmNcax88wAZqsRg2nuXa+9rcNo9CrMiXPfV8w9LxCnSiMtPfrEw+UMDvgYGfFPyhzOBqczQFuriwVFpjkfP8GgwLEjI5RVxE07TOD9LCS3bdvGT3/6Uw4cOEB3dzfPPPMMN9988/jnd955J4888siEZZYtW8aePXtm1S5pjKTE20a53sJh95D0FLcEwLxF5IUYVyLOfEUkhLvE590OlRKFan4iEsBgje4hsOmQyeXzFpEAcRnzj2GIn/8FX66QYyvOnHecjKL5r09K3vx/n6SM6B5anDZGspqkacatR0N8gob4hOge5JwKo1FFUbF5XjGUSjkVC6X6xdPhcrkoLy/n05/+NLfddlvEea699loefvjh8ffqOZwbJSEp8bZyQUxKzJ4KdSIN7X3vqaykhISEhMQ/hg0bNrBhw4Zp59FoNNhstnl9j1SQfBacO9n1TjfhqkUqVC7xj0KySpSQkHgv43A4Jrx8Pt+cY23ZsgWr1Up+fj6f//zn6eub/blTykjOkuZjHWSXRFePUCKMlJWcH6elrKSEhITEVYuqYxCVyjXvOEIg/BR9WtrEB/u+973vcffdd8863oYNG/jQhz5ERkYGLS0t/Md//Ae1tbUcOHAAjSb64QtXZUby/vvvJysrC61Wy6JFi9i+ffuU8z799NOsX7+exMREYmNjWbFiBa+99tqcvjcvJrxhm491zGn59ztSVnL2VKijf2pcQiIaLEIBJ4akY1FC4mqlvb2d0dHR8dddd901pzi33347119/PSUlJdxwww288sornD59mpdeemlWca46IfnEE0/wjW98g+9+97scOnSIVatWsWHDBtra2iLOv23bNtavX8/LL7/MgQMHWLt2LTfccAOHDh2a0/cXxEpici6U68ODoiUxKSEhISEhMXdiY2MnvGaTPZwOu91ORkYGZ86cmdVyV52QvPfee/nsZz/L5z73ORYsWMB9991HWloaDzzwQMT577vvPr797W+zZMkS8vLy+NGPfkReXh4vvPDClN/h8/kmjUG4FElMzo0LYlJi9pxul8b8SUhISEi8fQwODtLe3o7dPr0T3OVcVULS7/dz4MAB6uvrJ0yvr69n165dUcUQBIGxsTEs03j93nPPPZhMpvHX5eMRADJ1Aj6/87wtoAu/30Mg4EMQJhdfnQpRFHg/lvGUspKzQ+relpCQkJCYLU6nk4aGBhoaGgBoaWmhoaGBtrY2nE4n//Iv/8Lu3bs5d+4cW7Zs4YYbbiAhIYFbbrllVt9zVT1sMzAwQCgUIilpYl2vpKQkenp6oorx85//HJfLxYc//OEp57nrrrv41re+Nf7e4XBMEpNDY31s3PFrQtsuCscFC6pZXfPxCW4v09Hf38ZTT/2IYCiAUqFCrlCSlJRF7do7MZmiEw8jo3089+zPCAlBVCoNKqUGvcFEVdWHSIiP7qEgt9vBSy/9CkEU0Kh1qDV6NGo9RUWrsNujczEJBLxs3Ph/CKKAVmtEpzWi1RlJsmaRmrpgfL7pHrwRQiH2vPQnBEFAbzShM5rQxZgwmuKJT8mKqn6gKIoc3vI8oWAAg8lyySsetVYfdQ3C0we2EfR7MZoTibEkYoxLQKWeXTHh9lMN+L0eTAk2YuOTUGtnX3ewv6MZn8eJ36zllChSkD77mnZjfb34XU5Myako59gF4h1z4He5iLEmRVX0OhIhvx+fyzmtr3Y0+JxjaIzTH2NlsmSO9ExdmDzo86PUzK+WpBAKjbu6zIcrUahdQkJC4nL279/P2rVrx99f0DV33HEHDzzwAEePHuXRRx9lZGQEu93O2rVreeKJJ4iJmV2x+atKSF4gkiVUNCfixx9/nLvvvpvnnnsOq3Xqp2A1Gk3EMQdev4eW3kaae07Q3HuS0Pnso05r5tprv0BmZtmMbQgG/XR2naa19ShtrUfx+d3j67RkyQ0sXLhh3EJxKgRBoK+vhfaOk3S0n8AxNkAw6AegIH85NTUfm9HuUBRFRkZ66ew6RWdnI4NDXXg84S78+PhU1qz+RFQi0uUapafnLN3dZ+nta2FkJJxtVKt1LF16EzZbzqRlyvUWDl9SpDzg8zLQ1UJ/exO9rWfobz87Pm92+QqWXPORGX9fIRRkpK+Lga5z9LQ00tZ4cPwzszWZRes/THbpsrAh6zTbxDU6yFBPOz0tJ2nc98b4Z0qVhoXrb6Ns1fXIZ/h9/B43I/1d9LWd4cDGp8an64wmCpasZWHdrSjV0ws6IRTEOTLAUE8bW/8WHrYh12hpTk4hMb+Q0ptuQ2OYvpC1KIr4XS5cg/288bMfIYRCxFhtmNPSMKemk7d6HfppMvPjbQkGCbjdvPbf/4EQCGBOz8CSkYklPYukBcUYE6N7olwURd78xY/xjo6QkJ1LfHYu8dk5xGfmoDZEXyT5xMsvcG7PDhJy80nMKyAxN5+4tIyoLSQB+o+e5MD//oHEkgUklhaSWFqI0Z40K0EXcLnZ8m8/wpyTQVJ5MdbyIvSJs3di2f/L/yPk85O0sBTbwlJ08bMvPN255wAtr2/Ftqgc+6IyDLa5ZbG33fsUcoWczJUl2CtyJnljR0PztiO0bD9K5soS0pYWoNbP3s3FNehg28+fIqOqiMyq4iktFqdDFATe/MkTWDJtZFWXYkqdW1Hw1/64H+ewh8q6XDJLbNO6qEzFnhdP0nK0m8q6XPIWpqJQzv5m7OSeVva9corKulwWLEtHpZn95bvplIefP3KAdfV2qmus6A2zj9Hb4+HHPzzG2jobNWuTMJlmf0PmdAb4z7saqKq2srbONqcC58GgwHe/fYiyijjq1tux2aO3xH2/sGbNmml7Pef64PHlXFUWiX6/H71ez5NPPjkh9fr1r3+dhoYGtm7dOuWyTzzxBJ/+9Kd58sknuf7662f1vRdsjkCGQWMk27aAbNsCWnpPoVKqsaXWoVRqZiwLdPDgq+zY+QRyuYK0tAWkp5cyONCO0znE2rV3YDLNfEFubNzF5jceJhj0k5SUTVrqAjyeMTq7TlG79k7S0opmjNHWdoxXXn0At3uUuDg7KSlhL+izZ/dTteI2Sktrkcunv4AMDLTz3PP34nD0o9PFYrfnotUYONm4k7KyOpYvuwW9fmp3isPuIXxuByc2/pbhvk4UShUJyZkYzPE0H95NSl4pSzd8jMTU7GnbEQoGee43/85QTzuCEMIUb8OUaKft5EFiLFYWrf8guZWrZvTufuX399DTeoqA14NGbyTOmkrPuUaUKg1FVfWUr74BndE0bYwtf7uf9sYGPM5RZHIFsRYrY8N9CKEQ6YULqai9CVtm4bQx9r3yGE2Hd+McGUAUBDQ6AwG/DyEURGNJoPwDN5NdvXrazOLJ117i7JbNuAb7Cfp8Yf9iuRwxFEKhVpNVVUPh+g2YU6f2hm7ZtZ0Tr76IZ2QIr8MBl50mEnLzya+tJ2PJ8ildYrqOHubIM3/D63DgHRsl6PVO+FxtMJC9cjW5q+umbMvguWYO/OURfC4n/vOvUGCi764lK4eCumvIXlkzIVt6wSrR1TfAvnsfJODyEHR7CJx/hS6pvabQaMi7YT1FH7sFlX7yBSno9bLjB78g5PUR9PkIen2EfH58I6MIwYu9ErbF5Sz8p08RkxJ5jNGOH9xLwOkmFAgQ8gcQAgF8o2P4Ri+OwzZlplHyqQ+SsmJxRGH71i9/h6unHyEYQgiFEINBQoEgoy0XHziMSbWTvnoFhR/6AErtZCG394/3I7YOIYQERCH8EkIiroERHJ1hv2i1QUv6sgUsuGE5WdUlk9py8M+baNt3ChARhfALREL+IF0NTeHtqlKSsiiP7FWlFN9UhfIy28QTL+zmzKbwTV94FxPh/K7WfaQZv8sLMhm2kkyyqksovG7pJNvE5m1HOPr0josTLtlXh1p6cHSF18eSbSeruoS89YvIL+ucYJF4+kAHL9y/e9J2AhgdcNFyNNzjZbYaqVibw8J1eZSvzZkgKruaBnn8R29EjOF1+2nc2w6A0aylbHUOFbU5LLmmAKX64rnWMejmd9+J/MSsEBI5srUZAI1eRWl1FpV1uSzZUIDOqLlkPoFffPHvEWMY6GfvtjGCQRGNRs6K6kTW1dv5wI2pxFkmnlO+8ZW3cIz6I8bZs2sAlyuIUiljybKEcIybUieJubu/20Bba+SyN4cODjE06Ecmg8pFlvEYGZkTb5B/+fOTHD4UuRfrxPFRurs8ABSXmllXb+f6G1IoWHDxXP1usEj8+g33oFHN3R7zAr6Al1++cNe7zmv7qspIqtVqFi1axMaNGycIyY0bN3LTTTdNudzjjz/OZz7zGR5//PFZi8hL+WjNV0iNz0ImC1+s0hJy0WvCO/0ph2/GGpPp6cXcmvQd7Lbc8azjyGgfptjEqDMhNlsO11/3VZKTC1Cf72odGGhn7do7ZsxkXsASn0Jd7Z0kJ+ej14cPuJ7eZlZVfwStNjq7tpiYeFZWfQibPXe8/d3dZ1my5AYsluQZly/XW2gQBMpqPkBiag5mawpyhYK+trMULqklNX/m7C6AQqmkpHoDpgQ7Fls6Ko2Wgc4WMhYsomDJmhmzhxfIW1RDac31WJLS0MWYGR3o5vT+LZSu+gA6Y3QHbGbREjKLl2JOTCY23orX7WTPC49SvuZG4pMzo4phzy4iPjmLWIuV2Pgk5Eolrz/yM4qWr2ckLxPk8hm7p+Mzs9Fcb8SQkIghPgGdOY7NP/lvUioqyV29Do1x5t841p5Cfu16dGYL+rg49HEWdj30G/QWC3m19cRnTi/wAQzxCWRVrUIbazr/iuXo80/jHh4ib8060hctndGqUBsTS9ripWgMRtRGI2q9gYGmM5x4+XmyqlaRs2oN5tT0aWOodFrsi8tR6XWo9DqUeh2CP8Cue35NUnkRGXWrSKlajEo39YlerlKRVFGMQqNBqdWg1KhRaDQceuhPCP4AaTXLSV9ThSU/e9pjObG4YDyeXKVCoVbRte8gHdv3kli6gLRVy0ipWoLOYp4yRlxuNkZ7EnKFAplSiVypIOByc6SlDY0plpSqRaSuXIq1vBiFKvL+b8xIJDbegkwmR6YI32jIFXJa95zE0TmIKS2R3DXlZK8ux1YaeViJKTWRZF/g/I2KDBnhv54RJ10NTSg1KtKXLSCrppSsVaWTRCRAjM2CvTQbLoSXycKdBjIZvSdaw9ssL4X0ZYVkrCgiJmlytlZvicVekjVx4vl47qExHF2DGBJNJJfnkFyZiyXLBnROmN1g0pJTEfm81dbYR8vRHjR6FbkVyeRWJpNdZp+UmdTqVVPGGOoZo3FvOwqVnMwSGzkVdnIqkieISAClSk5OeeQYXpefI1ubkcllZBQlkVORTE5FMlrDZdtVJpsyRlzIxd5tYwDkF8ZSudBCxUIL5rjJv01xqQm3O8KYfxHe2hsW59k5MeEYiywkWicfPwWFJuLiI5+vThwfBSA9wzDejuSUycN/srKNF/ePy2hrC4tUe7KOyoVxVCyMmyREJd5+rqqMJIQzi5/85Cf57W9/y4oVK3jooYf43e9+x/Hjx8nIyOCuu+6is7OTRx99FAiLyE996lP88pe/5NZbbx2Po9PpzmcZZybau4pTDp9UrHwWXBgr+V714b4SY99EQZiQZWvw98+6OLkgCCCKyBWz76Ycb4coEvB4UOvn5y/tHh6a9xjJsb5eDJb4GbuyL2QkI+HqG0CuUMypG/kCQZ+foVNNJJYUzHncKED3/sPE5WSijYvufBSJ4aZzBNweEooKkCtmbsuQ/BRFlsnH3anX9pOQl4IlyzbnfberoQnvqIu0ZYWoIojHaHAPjXFm00GyakqJtc1tfxFFkcNPbMFenoO1MG3C+phUuydkJKdj70sn0Rk1FC5PRz2H7mSAI9ua8Tr9lK7KQhczt3HKZxu66GkZonx1NjGWuR2H6ubnaGnQUbveRpJtbl3BvT0eXn6xk7r1dtIz5ubb7XQGeOxPLdSus5GTGzOnfS0YFHj4/85SVW2lqNg0ZQwpI/n2c9UJSQgXJP/JT35Cd3c3JSUl/OIXv6CmpgaAO++8c/wJJAiPEYjU5X3HHXfwxz/+Marvm83OIInJ2XHYPfSeFZJvB3MRku9XphOS73emEpLvF2YjJN9LFMhfI0k3c2/CewlJSL79XFVd2xf48pe/zJe//OWIn10uDi8Iyn8kko3i7Dh7yYM3EjMjWSZGx0xPbktISEhIzJ+rqo7k1YBUrHx2SEXKZ4dUU1JCQkJC4t2EJCTfBiQxOTvK9RapSLmEhISEhMRViCQk3yYuiEmJ6JHEZPRIlokSEhISEu8GJCH5NiNlJaND6uKOHql7W0JCQkLi3YIkJN9GpC7u2SNlJSUkJCQkJK4eJCH5NiOJyeiRspLRU6FOlLq3o+Rkj7SdJCQkJN4ursryP+8GfAEvz+z5A07PKAq5ArlcgUqpoapwPZnWggnzFsRqOOXwTYoRDAbYuOl3uJwjKJUqFEo1SqWanJxF5OUuiapIqygKbN/xBC7nMCq1FrVai1qlIy7OTn7+sqgLvR48+CpjzkG0WiNajR6NxoBOF0NaWtGMdokXOHVqN46xQfS6GHT6WPS6WHS6GIxGS9SuO0Odp9l+ai+ZuekYYi3oY81o9LMrWDvQdQ736BAGczxGcwJqrX7WBW8dQ314naPEWKxoDbFzKpjrdTnwedzExCXOuRh40O8jGPCjNczea/gCQig0bo84V0RRBFGcV+Htd4IyWTJHxK53uhkSEhIS71kkITlLfAEvbf1naOltZGisD6c3bPOUGp/NNRUfIj42cj3EglgNp87XlwyFgvT0NNHWfpz+/jYGB8PZSoPBzOrVn4hKRIqiyPBwNx0dJ+ntbaaj4yQAcrmCysprycoqj0r8uN2jdHefpafnLKdO7xmfnpZaxOrVH49KRAaDfvr6WuntbeHAwZfHpxsMcVStuI2iopoZY4iiwOhoHybnCFu3/oWT52vIy+RyilbUs6T+dtS6md0cfG4nY4O9bPrLfYiCAIBKrSWzZAnLP/DJGf2yISy8vC4HLz74XwQDPpRqDTEWKwnJmSy+5nZi4qIboyiEQjx//3/idTuJtVgxJdgxJdopWLIWi21qn+tLkckVvPDbu/G6xjBbU4hLSsFsTcWWVQgJhqhqSsrkct78+T24hwcxp2UQl5Z+/m8GhviE6Nohk7H7Dw/i6O7EkpmFJSMbS2Y2puSUWYnk4y89S2/jSRKyc4nPziUhJxeNcXYiuf3gW7Ts2o41v5CE3Hws6Zkzutxcjm/UwcEHHiW+MJfE0kJMmelROcJciiiKHH3kb+gscSRVFBOTljynG472HfvwDAySVFlKbHrKnGK4evtp27Ib2+IyzNkZc4pxwQnGWpiOrSQTuXJuNz99je0Mneshc0URWtPcnE98Tg+nXn2LzOqSeTnbHH9uF/bSLCzZ9jk79RzYeJqYOD25lcmz3kcucGJ3K6GgwIJl6ZNsEaOl5WgPw31jFFdlotGp5hSjtcnL/uYOatYmERMztxi9PR52bu9jTa0NyxT2hzPhdAZ44dmOsMNO0twcdoJBgScfb6V6tZW09LntZxJXBklIzoIndz5Ez3ArGpWOzKQCyjKXc6BpG2tKbqAsc9m4B/dU9PSfZPefHmbYcQ5BEEi255GZWcbQUBeVFfUsX34rGs30Yqmz8xSHGl6js/MUbvco8fGpJCfn09FxkoyMUtas/uSMXtcDA+0cOPAyXd1nGBnpQaeLJTk5D4VCSUxMPDWrPkZ29sJpT7wOxwBv7X+Bnp5mBgbakMlkJCZkoFJpkMlkLFl8A5WV16JSTX2i8Xqd7N33HH29LfT1t+L3e4iNSUCh0hAK+Mgpr2Jx/YcxJdqnjCGEguzf+BRDXa0M9rTiGhlEoVKjUKoI+n3E2zNYVP8hMooWT7s+DW8+y0DnOYb7Ohjt70YIBccFkkKhJLt0OSXVG9Dopj5hndizkb62M4wO9DDa343X5Rj/bHSwB4s9nZyKqmlFZNPh3XQ3n2BsqA/HUB/O4X5CwQAAHucobscwFnsG5gQ7CWoNDf7+STG6jjTQdeww7qFB3EODuAYH8IyOgCgy2tVJx6H9ZK+swZgwtSDuP3uajkP78YwM4xkZwTMyjHtoEL/bRf+ZUwDEZ+Ww4NoPkLGsKuK2HW5vo23/HnxjDrwOB76xMVxDAzj7euk6cggAlV5P6U0fpHDdtRHFoLO/j5bdO/C7nPjdLvwuF76xMfpOn6TtrfCNj0KtJr/uGspu+iAq3eSLUtDp4uTfnifo9hLweAi4PQQ9XvqOnKBty65wO4x6kipKKP3Uh4hNn+x4EvIHOPPC64S8PkI+P0Ff+O/Q6WZGmsOe0No4M9byIjJqV5K8tDLidj3z/GsEPT5CgQBCIEAoEMQzMET7tvC66BIsJFWUYFtUSurKpSjUky/2LZu24RtxIATDmWYhFEIMhjjzwuscefivaOPM2BaVnX+VoomdLNR7d5zEO3YMURAQQyKiGP7bsuMoW3/2JJoYHRnLi8hcWUxGVTF6y+QYrXtOMNTSgyiIIIZvBhEh4PGx93cvI5PLsJVmk1VdTGZ1CQm5k0VyV0MTfY1t5zPe4WkXzNYOPbaZN//nryTkpZBVXULWqlKSijMnibn+0x10Hjwz/v5Ss7azmw+x+b//QmxKPFnVYc/vlIW5cNlm7W0d5vCWpoi/WcvRHnY8fQxjnI7yNdlU1uVRWp2JPnaiU8lIv5N9LzdGjNHfPsqrf3gLrVFN6aosFtblUrY6h9j4ied7j9PH9r8fjRjD7fDx919sR6VRUlyVQWVdLhW1uVhsE38bQRDZ9KcDEWNYQg5+8z+NyGSwdHkC6+rtrKu3kx7Bn/qvf2nB44nstX3vT07gdO5n4eJ41tXbqau3k5c/uefo+WfaGRyc3BsH8LsHzvBv/3yQ0nLzeIySUvOkGJte66K93R0xxl//3MK//ctB8gtiwzGusVO50IJCMT9rWonZIQnJWZCRmEtd+c3YzKnIZHJGXANUZFdh1EZnVWTXyhmKsZObsYpFVVUolWpGR/tZULiSxMSMqGIIQgiDwUxt7Z2kJBeg18fidA6RlVk+o/i7gCiKyBVKli69kZTkfEymJHw+FydObKe8fH1U3dAymYxAwEdx0SpsthwSEtIBkZ27nmTJ4hvQ62feJkqlGufYEJmZ5SxdehNWayYajYHXXn+QmKKVVC5fNHM75AqcQ30kpGSRv3g1Fns6sfE2Nv/lPnIrVpJZvCSq7tix4QGM5nhSC8qJs6Zgtqaw7akHSUzNoWjFetTambOhzuF+lCoN2aXLwtnHBDsHNv8dpVJFWc0NmK3TC3yAsaFeggE/SRn55FZWE2OxcuqtN3EM9lJW8wHSCytnXB/X4ADe0RGMiVaSCovQWxLoOXGUjkP7Kai7hpyaWjTGyReOS3EPDzHW043OHEdsoR2dKQ5HTzeNG18mc3k1+bX1xGdNb7XmG3MwdK4ZbUwsxkQrCTl5BL1ejjz7JIn5heSuriVjyXKUmqmtwwIeN32nT6LWG9AYjZiSU1Fq1PSdaUQbG0tWVQ051asxp6ZPGUPwB+g9eBSlXo9Kr0Wp16GzmBlpbsXvcJJYWkhGbTVp1UtRx0y1XUS69x1CodGg1KhRaDQotGpU+rBwVccaSalaRPrqKhKKC6aIAd1vHUYIhVColMhVKuQqJWLo4sVan2DBnJVGQlF+RBEJ0HvwGJ7BIeQKBTKlErlCjkyhGD/2Q34/oiig0KimHM4wcrSVwdZBZHI5Mrk8LM5kMryO8AXbN+ZhpL0PR7cd95AjopDsPdZK696TyGTh8wEyGTL5+fOPTIYoiPQ1tqGN1aOLiyHWHo/GOFHoD5zt5Mymg3C+7eE/MmQyCHj84XnOdCJXyJErFejijJgvy8CPtPWFY1zK+XhjPcMAODoHadrSgBAKodSqiF8ycfahnjH2vhRZBLocXgCcwx4ObjxL0B8CUWTJhkLk8ovnW+ewh70vRo7h94VvBr1OPw1vNBHwBgkGBFbeXIzqEv9uvyc4ZQzhvEAO+IIc3d6CzxvA7w2y+sNl6IyX3LCL4pQxdLKRcIyAyK4d/Xg8ITyeEB/9RNak7OLGV7sZGfFHjBMICAgC7N83OB7jIx/PJDll4nly25ZeWpqdEWOMjYW3ydHDI+Mx9HolObkT97V9ewc58NZgxBiDA2GRevqUA48niMcTRKtVUFJqjji/xNvDVem1/Y/mSvtlSn7cUyOK4vgFca4+3FdqPF8w4Eepmvu4QgCfxzVtFjManCMDGM2Ru6AvZCRn6t4e7eogxpaMfB7bZKi1BWOCFbVh7usz1NqCQqXGlDx3n2NHTxeOnh6SS8uj6laP5LktBIOceWEjqVWLMSTNvZzS2Rc3YrBZSaoonnX3+gW632rA0dFNWvVS9Inxc4rhHR7l2F/+TuqKxSSWFaFQTd+WSF7boiiy45dPE2OzkL2mfM5dyj3HWjj69A6ya8pIX74AlXb2x5DP6WHzf/+F1MX5ZFWXEDOHtoiiyJv/81cMiSayV5WSkJ86fm6Zjdf2K7/fx2Cng8q6XAqWpM2pa3r38yc4sbuVyrpcilfOrWv6xO5Wtv7tCJV1uZTWZGGInf21SHnmWR799Rh1622srbORkDj7GL09Hv79O4dYXWujbr0Ne/LMN9mX43QG+Of/bz/LlidQV28nI0JGdCaCQYFvfnU/RcUm6tbbySuIPJZe8tp++5GEZBRc6Z0BJDEZDYfdQwCSD/cMNPj7Je/taYgkJN/vRBKS7ydmIyTfSxTIXyNJN31PwnsNSUi+/Vxdj2C+x5BKAk2PVA5I4kpQJkuWSgBJSEhIvE1IQvIdQqovGT1SkfKZkWpKSkhISEi8E0hC8h1E8uOeGSkrOTOSZaKEhISExDuFJCTfBUhZyZmRspISEhISEhLvPiQh+Q4jdXHPjJSVlJCQkJCQeHciCcl3AVIXd3RIWcmpkby3JSQkJCTeCSQh+S6hIFYjZSWnQcpKSkhISEhIvPuQnG3mwaHmnfQMt6GQq1AoFCjlKozaWMqzqlBG4Q4DcLrzCD0j7agUaoaDClo71SRn2snKKketjs6DtKOzkf6+VjQaPRqNHrVah0ajx2Syzmi5eIGBgXYGBzvR6ozotEa0WiM6nRGlUhO1R+3Y2CAjI73o9Sb0+li0WsOMtpGX4/W6cDqHMBotaDT6Sd999mzvjHUlgwE/fq8bnSF2zkXJBUFAFEIolHPzo4WLVm1z9fiVuHKUyZI50iPVk5SQkJC40khCcg4EQn46BprpHengaOu+8enF6YtZnLs6KhEpigL9jh76Hd3sObVpfHqs0Y7RcBPqguhEpMs1wuhIL1u3/XlcuGjUepYvv4X4+OgKngeDflyuEV7f+BDB4EVLrIL85axa9VFiYmZ22xBFEX/Ay4sv/QqvN2yJJZcrSEkuoLb2zhn9vy/l+Rd+wehoH0qlGqMxDrMpiRVVH6Q8KXu8SPl0yOUKXvvjTxjqbsNoTsAYl4DRnEBuZTUpuSVRtUEmk/Haoz9nqKeNWEsSsfHhV2JqDil5pVGLw21PPchg1zlMicmYE+3hv9YU4m3pUYvcAxufpLf1DHFJqcTZ0rAkpWK2pqLWTtxHKtSJNLT3RSxO3rR9C93HDhOXnkFcWibm9Ax0psm+ttPRffwI7Qf2YcnMJj4zG1Ny6qzdXEa7OmjeuY2EnDwSsvPQmc2zWh7A53Jy5o2NJOTmk5Cdi1Iz+6EhoiDQ9MqbxOVmEpebGZVDTiT6Dp9ArlJiKciZcwxndy/e4dF5xQgFggyeOE18Uf6MrjbT0XuyDUuWbU5uNBdwDYwiCiJGq3nOMYJeP2M9w5gzrPO6ERts6sKSbZ9XjO7mIRLTTChVc/ttAPraRjBbDai1c78xHegcxRCrRRcz96FQA30B1DE+4ixzjzEy7MfnD5GUFN01KhIuV5DhIR+paXN3yQoGBVrPuSZZKkr845GE5Cx468ybdA620DHYgkKuID0xD4MmBo1KR33lh0hPzJ12+WHnAC29J2nrP0v7QBNevxurOQWj1kQg5GNV0XVUZFVxxhmcMobTOURr61E6O0/R2XVqPAOo08XidjsoLVlDVdUH0etNU8bweMZoaztOd/cZunvO0td3DplMhkqlJRj0Y7fnsbrm49jtU6+P3++hvf0Evb3N9Pa20NvXgsczhkIRPlEaDGZWLL+N4uIa5PLIJ+Bg0E9n5yn6+lvpP/8aHu4eF8SCECIjvZSlS2/CaIwbX+7SrKQgCPSea2Sop52hnnaGe9oZ6m3H73EBMDrQjc5oIrdiJck5xVOuT1/bWYb7Ohjp62Kkv5ORvi4cg72IQgjXyCAjfZ2U1XwAa3relBeloe42hns7GB3swTHYg2Ogl5H+TryuMQY6W5DJ5WSXrcCcmDyliBzt72akv4uxoT7GhvsZG+5jpC/cno7ThwEwW1MoXXU9BYvXRBQersEBHN1duIcGcQ0N4h4aZKyvh96Txzm3ZycACrWaBdd8gJIbbokoxDyjIzi6u/CMjuAdHcEzMoJ7eJCWXdvH51GoVGRXr6HiQx9FY5hsceZzOXF0d+Ebc+AbG8PrHMM35uDUplcJ+cM3LIb4BGxFJZTd8mEM8ZNtIANeL47uTvxuF363G7/Lid/t5vQbr9Pw1OPIFAos6Zkk5heSs2otcWmTPbdDgQCjXZ24PO10t3cR8HgJuj2c27ydA7/+PUq9joSifKylC0haWIIlb7LzhxAScLR3EvL5CPkC5//6GTrdzMm/PY9SryOxpJCkimKsFcWYM9Mi/sbhGAGEYJBQIIAQCBJwutjz0/tRqFRYK4pJqizFtqgUoz0p4r7m7O4l6PUhhgSEUPD83xCHHvoTzq5erOXF2BeXYVtcjnGKDKy3b5TBEQFREBAFEVEQEEICjS/t5dizO0ldnE9mVTGZ1SWYUyOXl3INjOJzehCFsCVp2JlUwO/08sxXfoUl00bWqlIyq0tIKsoI+3lfhnt4DO9o+Fi9EOPC/y9953cIIYGs6lKyVpWQUpkbUSR7HW48Q2Pj70UumrXtefAluo82k1VdQlZ1KWnLCiOKZI/Tx0hfZE/oXc+d4PU/7qd0dTaVtbmUrc4mJm6yiPJ7Awx2jUWIAI372vjzDzZRUp1JRW0ulbW5mK2Tj5lgIER/+2jEGD0tQ/zqK89QuDQtHKMuF2uaedJ8oijS0zIcMYZv1MctH3+Z8goLdett1NXbyc2LbC3Yes5JKDTZ+M7nFbj91q1kZhqpq7dTV2+nuMQUMUZHuwu/X5g0XRBE7vjoToxGJXXrwzEqFlpQKCbH6On24HZHviZ+8ytv4XAEwu1Yb2PJsgRUKmnE3j8aySIxCi7YHNnjMsi2FZJhzccel4FCruBg03bKMldElYXc3biRU52HSU/MJT0xl9T4HLRqHbtOvk551goM2vCd1SlH2Ig+koXi8eNbeWv/C6QkF5CcXEBKSgEmk5UdO5+gIH8FVmvGjO04d+4Imzb/HrstF7s9D7s9l8TEDHbufAJ7cj55uUtmvIMfGGjnqb//iKSkbJKSsrElZWNNyuTgwVfRagxUVl6DSjX9Xa/HM8bDD/8zCYnpWBMzSEzMwGrN4MyZfTidwyxbdgsm0+SL2KUe3IIg8Of/+gIxcYnhbJ0tHYstjd7W03SeOcai+g+RnFM84/o88dNvIpfLxzOGcdYUxob7aNz7BuVrbqRgydoZfbdf+O33cY4MYEqwERsffgUDPg698QyFS2spXXU9sZbpu1Y3/fk+es41EhOXSExcIkaLFaVSxf7X/0Zqfhmlq64nNa9sSiHa4O/Hse1lmnduQ2+JR2+xoI+LRxsTy7EXn8GYkEh+3TXkrFqLxji1v+3xl5/nyDNPojOb0ZnM6Mxx6Exmzm57ExDJXFZF3tp64rNzpty2Lbt3sPt3v0ETE4smJhZtTCyamBh6ThzDN+YgISePnJq1ZCyrQq2LPASj5+RxNv/4B6j0etR6I2q9HrXBiKMnLJTVBiOZy1eSXb2a+KzIbXH0dPH8d76BTK1Grdei0ulQ6rUEnG5cvWGv8sSSQtLXriRt1VI0sZMzHAGPl6dv+QwyuRyFVoNSo0ahViNTKnB29gCg1OtIrVpMWs1ybAtLI2Zr/37rZwm6PciVCuQqFXKlErlKiW90DDEUAsCUlU7aqmXkbKhFGzf5hvDlz/8LY+1dAMjkcuRKBTKFAiEYRAiEL7hKrQb7kgoKP3QDlvzJwvjNf/shfQ3HJ0yTyWUgkyGGLl7443OSWfSp9RRet3TStn3tP/5I4yv7mAmFRkVB/WKqvnoThviJtm47fv0sBx55fcYYAKlLCqj51m0k5k08Lzb89U22/uzJqGLEZSZR860PUr7aMcEi8a1XT/GrLz8TVYyYeD0f/FYNaz5cNkEcnz3Uyfdv+1NUMbQGNTd+eQXXfmYJKs3F/WSwy8E3qu+PKoZKrWD9nYu5+atV6IwXz7VCSOCOvJ9EFUOhkPHhj2bw7f9XgiV+4vl6ccmL9Pf7Zowhk8F1N6Tw73eXkZwy8Ti+bt1mjh8diaotq9cm8b3/Lp+UYfzMJ3ayeWNPVDEWLrbw/R9WUFZxMfEgWSS+/UhCMgqu1M4gimLUXSxTicnZxJhtO2YTe6rxf6FQEEWU40On+k6fzz3t2M7LPbgjxXA7htHFRN91KwrCJHE2OtBDTFwC8ijXJ1KM4d4OdMZYtIboDvpIMYZ62gERi21yti0Sh7y9FGTYJkxz9HTj6OkiuawSeRRd6oIgTJrPMzJC675dZK2siZiBjBRDJpNN+A2CPh9Hnn2S7JU1mFNnXh9RCIuaS7eJKAjs/8sfSVpQTEr5QhSq6bsLRUFABI7JeiaMkTz8+8dRGw2kr1mBIWn6ou6iKCIEQ2HRdsn6dOzYR/v2vaStXo59cTkK9fQ3GyF/IBzjkvVx9w+y84e/JGX5ItKqlxKTap8hhh+ZXI5McbEtoiiy7bv/gzY+jtSVS0iqLEWpmbotIb+fIfkZihJsyM8LSJlMxt7fvUzbvkZyVpeTvaZsymwkQNAfAEEML3tJDPegg7995mekLS0gu6aM9GWFqHSRbypDgSBCSGB8i8pkIAMEkSc/93P0CSayV5WStap0yq7yUDCEEAxNmHYh3qYf/oXRjgGyVpWSXVNKfE4yMplsktd2KCgQDEyMcYGNjx5g25NHqKwLZwHzFqaiUE4+hoSQQMAfOcahzWf56/+8GY5Rm0vh8nTUmsnnFUEQ8XsDEWO0Hu/l1195lvK1OVTW5lBSnYXWMPk3FkURnydyDFPPK3z5I82srLFSt97OmtokTObI+4nHHSSSOhhzBrjp2jcpr4yjbr2d2nU2EhIjXxe9nhCCMDlIMCRy84Y3SM80sq4+HONyEToewxtCiJAZFYFP3r4DjUbOuvOZ0cysyeclSUi+/UhCMgqu9M4QLaccvohZSYmJWUmJiTT4+yOOk3y/c0S88g/bXIkbOyEkROz2nVU7BAFRFGc1xnJIfooiy8RjKODxTSn6osXv9qLUqOe1TqFAECEYmndbPCNOdObJ4uJyITkdY0NuYizRPbQ4ZYxhD0azdl77inPEgz5WGxb+cyR57CUyE3JRRhDCUbfDGUClkqPRzH3M6AWBqTfMfXRdMCjgcgUxmaa/eZOE5NuPNJjgXYxUEmh6pLqSEu80V+KJ/PmKSDjfxT3HB3UuZb7CDUCt1857nRQq5RVpSyQROVvmKyIBYuJ0895XjGbdvEQkQIxJOS8RCWA0quYlIgG0OsW8RCSAUimfUURK/GOQhORVgCQmJyPVlZweqTj5ZMpkyZzskbaLhISExJVEEpLvciTXm+mRspKTqVBPP95PQkJCQkLiSiEJyasAqYs7MlJWUkJCQkJC4p1FEpJXEZKYjIyUlYyM1L0tISEhIfF2IwnJqwSpizsyUlYyMlL3toSEhITEPwJJSF5FSF3cUyNlJSUkJCQkJP7xXJVC8v777ycrKwutVsuiRYvYvn37lPN2d3fzsY99jIKCAuRyOd/4xjeuWDuGxvpoaNnF8bb9nO48QnNP2P5wzD0SdQynZ5QzXcdo7T9D93AbQ2N9OD2jBC7xvL6cy8Wkz+emu/ssw8PduN0OBCFyUdzpCAYDjI724fd7mWtpUVEU8Ps9c1p2YpzZfb+UlZwaqXtbQkJC4v3Jtm3buOGGG0hODhfif/bZZyd8Looid999N8nJyeh0OtasWcPx48cjB5uGq85r+4knnuAb3/gG999/PytXruTBBx9kw4YNnDhxgvT0yU4ZPp+PxMREvvvd7/KLX/ziirVDEEK4/U62H38Zjz/sFauQK1iaX4fdEp0DCUBICLH5yNM43Be9UTOtBdSV30J8zOSC2wWxmnHXmwvI5Qo2v/Ew/f2t49MslmTqaj9DamphVO1QKJRs2vwH2tqOoVCo0OliMBriWLr0RnJyFkW5NjI2b36YpuYDGAxm9HoTBoOZ7OyFLChcGXUdtS1b/0RLSwMxRgvGmHhijBbi41MoKKia1pXlUg/uw1tf4NyxfeM2g7FxiRgtidizFqBQTu+EMh7v0A6aj+whNt4Wtj1MsGGKt2EwWaa0KLyczjNHaTq8C7M1BXNiCmZrMsa4xKjcZS4w2HWOsw27sNjSsNjSMFtTolqHCnUiDf6wBaBraJBze3ZiSc8kLj0T7RyK2QY8Hlr37caSmY05JTWiBeBMiIJAx6H9xGVkYYhPmHNtvf4zp4i1p0xr8zgVJ3v6WGCzMtbRjS7BglI792EjPscYcpUKlW7uxYZD/gBCKDSvGABBr29e6wLhQuCR/KxnwwUHoPkgCsK4U85840R7rE6FIIjzrt/4booxX95N6yKTXZlaru9VXC4X5eXlfPrTn+a2226b9PlPfvIT7r33Xv74xz+Sn5/Pf//3f7N+/XpOnTpFTMxkq9ipuOqE5L333stnP/tZPve5zwFw33338dprr/HAAw9wzz33TJo/MzOTX/7ylwD84Q9/mNd39zu66R5qpa3/DO0DTQRDwXF/7CxrIXUVt2IxTj02TRRFRlyDdAw00X7+NeoeGq94bzbEs7b0ZnLt03tDp6i87Nj8CiHVEF1dp+nrO4cohq3klEoNSxZ/gEWLrpvW69rrddHb20xPTxM9vU309DThdjsACIUC2Gw5rKz6EBZL8pQxAgEf/f1t9PWfo6+3hd6+cwwOdiCKAiMjvchkciorr53WuzsUCjI83E3/QBv9/W0M9LfRP9CK2+1gdLQPlUpDRUU9WVkVU4ovURTICAQ50HUSZ/tuhns7GOxuZai7jd7W0wCkFVRQWXfrlAJMFEU8zlFG+roY7e9idKCb4d4O2k81jM9jMMVTtvoDFC6tRaWOfNH3e904BntxDPbgGOxldKCHU/u3cMFrTCZXULB4NUs3fHRK28RQMIBzeICxkf7w3+F+ju14mVAwcD6GnMziJay44VMYzQkRYwiCgNc5inOglfa+c7iHhzjx8vP4xsK/sc4cR2JuPuW3fQRTcmSHD1EUCXg8eB0jeEZG8DpGOfHK8zi6u5CrVFjSM7FkZpNdvZqE7NyIMcLrE8TvdOJzOvCOjXFq82v0HD+K1mQmMSePhNw8rAVFJObmTxlDFEWCPh9+t4uA20XTjq2c3bIJU0oa1vwCEvMKseYXYkhInPbYKRVtNHjP4RkcpvvAEQ7/7s/E5edgLVuAtXQB8UX5UQk6URAI+QP4Rh1s+vp/YspKJ6mimKTKEiwFubMSYzK5jDe++QPUBj1JC0uxLSolLidz1gKo4f/+gqO1A/viCmyLyzBnZ8z6Inv6tf0c+ft2MlcWk1VdQmJ+6qzb4XW4efZr/0vqojwyq0tIqZzd9oDw4fLc135NbEoCWatKSVtSgEo7++LTb9zzOEFvgKyaUjJWFKEx6mYd45Xf7+PMgQ4q1uZSUZuDOXH2Ny+7nz/BrueOU7E2h8q6XBJSJnuoz0Tj3jae+dWOcZtFe3b8rGO0nPXy5f/3JrXr7NTV21hQZJr1PtLf7+WLn95D9XmbxfLKuFmLQo8nxB0f3UHlIgt16+0sXho/60Lpogh3fmwnmVlG6uptLK9KnHeh9PcaGzZsYMOGDRE/E0WR++67j+9+97vceuutADzyyCMkJSXx2GOP8cUvfjHq77mqLBL9fj96vZ4nn3ySW265ZXz617/+dRoaGti6deu0y69Zs4aKigruu+++aefz+Xz4fBezfqOjo+PZTqsphbSEHNIScrBbMjjRvh+DJoZce+mMB+Tuxo3sO/MGZkM8KfFZpMRnkxqfxbneU3j8LhbmrEKpmD7TdLR1L28ceRa1ykicKY3c/FJstmyGR3ro6GhkxfJbMBjipo1xrvUIL7/8v6hUWqzWTJKSMkmyZhMIeDl6bAtVVR/CbsuZNkb/QCtPPvlD5HIFFksq1sR0EhPTUao07NnzDEuX3DBjBtHlHuFPf7oLQQhhMiUSH59GfHwqMcY4tm57jNKSNVRWXoNON3X2LCSE+MMfvkkg4EWpNZJgT8WUmIIpPol9r/6V1LxSytfcSGJq9rTr8/R9/4ZjqBe5UoXpfAbSlGDn+K7X0MeYKa25nuyyFSimycK9+sef0NN8EgCDOZ4Yi5WYOCttJw8SCgYoWLyaohXrMZimvgBse/p3NDfsAkCl0WE0x2MwJTDYfQ7P2AgpuaUUVdWTnDP1zcaBjU9ydMcr4TOtTIbOZEZrjsM7MoxnZBhDfAK5q2vJqlqN2miIGOPMGxs5/PQTCMEgAHKVCl2siWAggM8xilypJH3RUnJq1hKfnRv2SL6M9oNv8dajvyfo9Y5PU2g0yBUKAm43AObUNLKqashYWhWxLQNnT7PjgV/hd7u41PhXJpeP+3ArNVrSFi0hc/nKsBi9bJ9z9vWy+Wc/JOj1EvJPPWTEnJ1O+tqVZK1fPUn4BLw+Nn71u4T8foI+P+L57XI5cpWS1JVLKf74regs5kmfv/7//Tt+pwshGEQIhF+RDI3j8rOp/PwnMGdP7t3Y9r2f4uzsRRBCiCEBIRRCDIUmxdInxlN654dJXrZw0r6y7xcP0XfiJEpkiKI4brEoBEME3BfPfbq4GEo/tIqKD6+elIHedf/zNG85Er6JFTkfJ/z93lHn+P8qvYaMqmKWfX4DMUkTh6EceuwNjj8b3t/Dl6Lz7RfB5/QQ9IZ/L7laSdqiPBbdUY+1cOI2OfXqPt56+PWLEy7ZnH6PF/9YeLiNTC7DXpFD2QdrKF/tIsd48Sb52M5z/Pm/Nk3a1gBBfwjHoHv8fWZJEitvKWXVLcUTHHxaG3t54BsvRIwhhERG+pzj71Py4ln+gSJqP1aBSn1xuw73O/nxJ/8aMYYownDP2Ph7a7qZJRvyqb9jMTrDxaSBEBL4fx94OGIMFR76ugPju4k9Wce6a+x84Z/yiLNMTDzcfss2hod8EaJAf5+XQCAcJD5eTe06O1/8Sh625IkuQF/+3B7OnhmLFILBQR8+b/gYjjUpqVlj44tfyScre6JQ/8+7Gtizqz9ijNERPy5XeCiXXq+gqjqRz38pn+Iy8/g8zrEAyytfYWRkBJNp9gJ+PlywSPyna7+H+gpYJPoDXh549fu0t7dPsEjUaDRoNNP3RshkMp555hluvvlmAJqbm8nJyeHgwYNUVlaOz3fTTTdhNpt55JFHom+YeBXR2dkpAuLOnTsnTP/hD38o5ufnz7j86tWrxa9//eszzve9733vwhlNekkv6SW9pJf0kl5X+aupqWmu0mPOeDwe0WazXdH1MBqNk6Z973vfm7EtgPjMM8+Mv9+5c6cIiJ2dnRPm+/znPy/W19fPaj2vuq5tmDwmQhTFKzpO4q677uJb3/rW+PuRkREyMjJoa2v7h9/RvJM4HA7S0tIm3f2815HWW1rv9wPSekvr/X7gQo+ixfKPfyhTq9XS0tKCf5qekNkSSe/MlI2cjiuhp64qIZmQkIBCoaCnp2fC9L6+PpKSJj+YMlemShObTKb31QF4gdjYWGm930dI6/3+Qlrv9xfv1/WezQOOVxKtVotWO/9u7SuNzWYDoKenB7vdPj59Lnrqqir/o1arWbRoERs3bpwwfePGjVRVVb1DrZKQkJCQkJCQuHrIysrCZrNN0FN+v5+tW7fOWk9dVRlJgG9961t88pOfZPHixaxYsYKHHnqItrY2vvSlLwHhbunOzk4effTR8WUaGhoAcDqd9Pf309DQgFqtpqio6J1YBQkJCQkJCQmJtxWn08nZs2fH37e0tNDQ0IDFYiE9PZ1vfOMb/OhHPyIvL4+8vDx+9KMfodfr+djHPjar77nqhOTtt9/O4OAgP/jBD+ju7qakpISXX36ZjIwMIFyAvK2tbcIylz6RdODAAR577DEyMjI4d+5cVN+p0Wj43ve+N69xCFcj0npL6/1+QFpvab3fD0jr/f5ab4D9+/ezdu3a8fcXnv244447+OMf/8i3v/1tPB4PX/7ylxkeHmbZsmW8/vrrs6ohCVdZ+R8JCQkJCQkJCYl3D1fVGEkJCQkJCQkJCYl3D5KQlJCQkJCQkJCQmBOSkJSQkJCQkJCQkJgTkpCUkJCQkJCQkJCYE5KQvIRt27Zxww03kJycjEwm49lnn53wuSiK3H333SQnJ6PT6VizZg3Hjx9/Zxp7BZlpve+8805kMtmE1/Lly9+Zxv7/7d1/SNR3HMfxl2UZtLIGqWeyw9YP6If+kUOuYkFt5thAC6IiQgj6I2oU+UdsIO6PQAkWFEExgn4Q1T9LiLZBQnqjLDBTOipC6qYF1VFQOyxrtff+GB7+OLN9a367zz0fcFDf7wnvNy8OX55+7/se1dXV6bPPPtOkSZOUk5OjyspK3bp1a8BzXMz8bfZ2MfMDBw6oqKgo8YHMoVBIv/32W+K8i1lLI+/tYtaD1dXVKSMjQ9u3b08cczXv/pLt7WreP/zww5C9+j50W0qPvP1Ckeynp6dHxcXF2r9/f9Lzu3fv1p49e7R//361trYqLy9PX375peLx5DelTxUj7S1J5eXlun//fuLx66+/juKE/49wOKwtW7bo8uXLamxs1KtXr1RWVqaenp7Ec1zM/G32ltzLvKCgQPX19bpy5YquXLmiZcuWqaKiIvHNxMWspZH3ltzLur/W1lb99NNPKioqGnDc1bz7DLe35G7e8+bNG7BXJBJJnHM9b1/9pztzpxENusH533//bXl5eVZfX5841tvba9nZ2Xbw4EEfJvx/DN7bzKyqqsoqKip8mWc0xWIxk2ThcNjM0ifzwXubpU/mU6dOtUOHDqVN1n369jZzO+t4PG6zZs2yxsZGW7p0qW3bts3M3H9tD7e3mbt519bWWnFxcdJzruftN96RfEvRaFQPHjxQWVlZ4lhWVpaWLl2qlpYWHycbHc3NzcrJydHs2bO1adMmxWIxv0d6754+fSpJ+vjjjyWlT+aD9+7jcuavX7/WqVOn1NPTo1AolDZZD967j6tZb9myRV9//bW++OKLAcddz3u4vfu4mndnZ6fy8/NVWFiotWvX6s6dO5Lcz9tvKXdnG788ePBAkobczDw3N1ddXV1+jDRqvvrqK61evVrBYFDRaFQ1NTVatmyZ2tranLlbgJlpx44dWrJkiebPny8pPTJPtrfkbuaRSEShUEi9vb366KOP1NDQoLlz5ya+mbia9XB7S+5mferUKV29elWtra1Dzrn82n7T3pK7eZeWlurYsWOaPXu2Hj58qF27dmnRokW6fv2603l/CCiS/1FGRsaA/5vZkGOuWbNmTeLf8+fPV0lJiYLBoH755RetWrXKx8nen61bt+ratWu6cOHCkHMuZz7c3q5mPmfOHHV0dOjJkyf6+eefVVVVpXA4nDjvatbD7T137lwns7579662bdumc+fOacKECcM+z7W832ZvF/OW/i3IfRYsWKBQKKRPP/1UR48eTVxM5FreHwp+tf2W+q7+6vvJpk8sFhvyU47rAoGAgsGgOjs7/R7lvfj222915swZNTU1qaCgIHHc9cyH2zsZVzIfP368Zs6cqZKSEtXV1am4uFh79+51Puvh9k7Ghazb2toUi8W0cOFCZWZmKjMzU+FwWPv27VNmZmYiU9fyHmnv169fD/kaF/JOZuLEiVqwYIE6Ozudf337jSL5lgoLC5WXl6fGxsbEsZcvXyocDmvRokU+Tjb6Hj9+rLt37yoQCPg9yjsxM23dulWnT5/W+fPnVVhYOOC8q5mPtHcyrmQ+mJnpxYsXzmY9nL69k3Eh6+XLlysSiaijoyPxKCkp0fr169XR0aEZM2Y4mfdIe48dO3bI17iQdzIvXrzQzZs3FQgE0u71Pep8usjngxSPx629vd3a29tNku3Zs8fa29utq6vLzMzq6+stOzvbTp8+bZFIxNatW2eBQMD+/PNPnyd/N2/aOx6PW3V1tbW0tFg0GrWmpiYLhUI2ffr0lN978+bNlp2dbc3NzXb//v3E49mzZ4nnuJj5SHu7mvl3331nv//+u0WjUbt27Zp9//33NmbMGDt37pyZuZm12Zv3djXrZAZfvexq3oP139vlvKurq625udnu3Lljly9ftm+++cYmTZpkf/zxh5mlT95+oEj209TUZJKGPKqqqszs348QqK2ttby8PMvKyrLPP//cIpGIv0O/B2/a+9mzZ1ZWVmbTpk2zcePG2SeffGJVVVXW3d3t99jvLNnOkuzw4cOJ57iY+Uh7u5r5xo0bLRgM2vjx423atGm2fPnyRIk0czNrszfv7WrWyQwukq7mPVj/vV3Oe82aNRYIBGzcuHGWn59vq1atsuvXryfOp0vefsgwMxu99z8BAADgCv5GEgAAAJ5QJAEAAOAJRRIAAACeUCQBAADgCUUSAAAAnlAkAQAA4AlFEgAAAJ5QJAEAAOAJRRIAAACeUCQBAADgCUUSAAAAnlAkAQAA4AlFEgAAAJ5QJAGkrVevXunIkSMqLy9Xbm6usrKyFAwGVVFRoZMnT/o9HgB88DLMzPweAgBG271791RZWam2tjZJ0qxZszRlyhR1dXUpFospFAqppaXF5ykB4MOW6fcAADDanj59qhUrVujGjRuqrKzUjz/+qBkzZiTOnz17Vt3d3T5OCACpgXckAaSd9evX68SJE6qoqFBDQ4MyMjL8HgkAUhJFEkBaaW9v18KFCzV58mRFo1FNnTrV75EAIGVxsQ2AtHL8+HGZmTZt2kSJBIB3RJEEkFbOnz8vSSovL/d5EgBIfRRJAGnl3r17kqTCwkKfJwGA1EeRBJBWenp6JEnPnz/3eRIASH0USQBppaCgQJJ06dIlnycBgNRHkQSQVlauXClJqqmp0cWLFwecu3Xrlnbu3Km//vrLj9EAIOXw8T8A0sqTJ0+0ePFi3bhxQ5I0ffp05ebmqru7W48ePdLMmTPV2dnp85QAkBookgDSTjwe1+7du9XQ0KDbt29r7Nixys/PV2lpqTZs2KCysjK/RwSAlECRBAAAgCf8jSQAAAA8oUgCAADAE4okAAAAPKFIAgAAwBOKJAAAADyhSAIAAMATiiQAAAA8oUgCAADAE4okAAAAPKFIAgAAwBOKJAAAADyhSAIAAMATiiQAAAA8+QcmcKTED1QhGwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.064906187Z", + "start_time": "2025-07-28T13:48:17.329600Z" } - ], + }, "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "cc_grad, bb_grad = w_grad_grid_vals\n", @@ -1690,7 +1872,20 @@ "ax.ticklabel_format(useOffset=False)\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 43 }, { "cell_type": "markdown", @@ -1734,17 +1929,22 @@ }, { "cell_type": "code", - "execution_count": 44, "id": "c8ac0c84", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.065693383Z", + "start_time": "2025-07-28T14:28:29.775080Z" + } + }, "source": [ "mu, sigma = pt.scalars('mu sigma'.split())\n", "a_fn = mu * (mu ** 2 - mu * n + sigma ** 2) / (-mu ** 2 + mu * n - n * sigma ** 2)\n", "b_fn = (mu - n) * (mu ** 2 - mu * n + sigma ** 2) / (mu ** 2 - mu * n + n * sigma ** 2)\n", "\n", "w_bar_2 = pytensor.graph_replace(w_bar, {a: a_fn, b:b_fn})" - ] + ], + "outputs": [], + "execution_count": 41 }, { "cell_type": "markdown", @@ -1756,9 +1956,17 @@ }, { "cell_type": "code", - "execution_count": 45, "id": "826df86b", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.068442618Z", + "start_time": "2025-07-28T14:28:30.749036Z" + } + }, + "source": [ + "from pytensor.graph.basic import explicit_graph_inputs\n", + "list(explicit_graph_inputs(w_bar_2))" + ], "outputs": [ { "data": { @@ -1766,15 +1974,12 @@ "[β, c, v0, n, w_min, w_max, mu, sigma]" ] }, - "execution_count": 45, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "from pytensor.graph.basic import explicit_graph_inputs\n", - "list(explicit_graph_inputs(w_bar_2))" - ] + "execution_count": 42 }, { "cell_type": "markdown", @@ -1786,19 +1991,13 @@ }, { "cell_type": "code", - "execution_count": 46, "id": "0991edad", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "mu = 33.333\n", - "sigma = 3.594\n" - ] + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.069376278Z", + "start_time": "2025-07-28T14:28:32.019041Z" } - ], + }, "source": [ "p = a / (a + b)\n", "rho = 1 / (1 + a + b)\n", @@ -1808,13 +2007,32 @@ "\n", "print(f'mu = {mu_val.item():0.3f}')\n", "print(f'sigma = {sigma_val.item():0.3f}')" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mu = 33.333\n", + "sigma = 3.594\n" + ] + } + ], + "execution_count": 43 }, { "cell_type": "code", - "execution_count": 47, "id": "448604df", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.070061473Z", + "start_time": "2025-07-28T14:28:32.699312Z" + } + }, + "source": [ + "print(f'a = {a_fn.eval({mu:mu_val, sigma:sigma_val, n:50}):0.2f}')\n", + "print(f'b = {b_fn.eval({mu:mu_val, sigma:sigma_val, n:50}):0.2f}')" + ], "outputs": [ { "name": "stdout", @@ -1825,10 +2043,7 @@ ] } ], - "source": [ - "print(f'a = {a_fn.eval({mu:mu_val, sigma:sigma_val, n:50}):0.2f}')\n", - "print(f'b = {b_fn.eval({mu:mu_val, sigma:sigma_val, n:50}):0.2f}')" - ] + "execution_count": 44 }, { "cell_type": "markdown", @@ -1840,33 +2055,30 @@ }, { "cell_type": "code", - "execution_count": 48, "id": "ac2faccc", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.072433380Z", + "start_time": "2025-07-28T14:28:33.845311Z" + } + }, "source": [ "dist_args = [n, mu, sigma, w_min, w_max]\n", "f = pytensor.function(dist_args, [w_support, \n", " pytensor.graph_replace(q_probs, {a:a_fn, b:b_fn})])" - ] + ], + "outputs": [], + "execution_count": 45 }, { "cell_type": "code", - "execution_count": 49, "id": "5fe29a45", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.083956834Z", + "start_time": "2025-07-28T14:28:34.846780Z" } - ], + }, "source": [ "dist_params = {'n':50, 'mu':33.333, 'sigma':3.594, 'w_min':10, 'w_max':60}\n", "\n", @@ -1882,7 +2094,20 @@ "ax.grid(ls='--', lw=0.5)\n", "[spine.set_visible(False) for spine in ax.spines.values()]\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 46 }, { "cell_type": "markdown", @@ -1894,34 +2119,87 @@ }, { "cell_type": "code", - "execution_count": 50, "id": "ba6f5ed5", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.084900503Z", + "start_time": "2025-07-28T14:28:35.994507Z" + } + }, "source": [ "mu_grid, sigma_grid = pt.dmatrices('mu_grid', 'sigma_grid')\n", "w_bar_dist_grads = pt.grad(w_bar_2, [mu, sigma])\n", "\n", "w_bar_grid, *w_grad_grid = vectorize_graph([w_bar_2, *w_bar_dist_grads], {mu:mu_grid, sigma:sigma_grid})" - ] + ], + "outputs": [ + { + "ename": "TypeError", + "evalue": "Only tensors with the same number of dimensions can be joined. Input ndims were: [3, 2, 2, 2]", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mTypeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[47], line 2\u001B[0m\n\u001B[1;32m 1\u001B[0m mu_grid, sigma_grid \u001B[38;5;241m=\u001B[39m pt\u001B[38;5;241m.\u001B[39mdmatrices(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mmu_grid\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124msigma_grid\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m----> 2\u001B[0m w_bar_dist_grads \u001B[38;5;241m=\u001B[39m \u001B[43mpt\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgrad\u001B[49m\u001B[43m(\u001B[49m\u001B[43mw_bar_2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m[\u001B[49m\u001B[43mmu\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43msigma\u001B[49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 4\u001B[0m w_bar_grid, \u001B[38;5;241m*\u001B[39mw_grad_grid \u001B[38;5;241m=\u001B[39m vectorize_graph([w_bar_2, \u001B[38;5;241m*\u001B[39mw_bar_dist_grads], {mu:mu_grid, sigma:sigma_grid})\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:747\u001B[0m, in \u001B[0;36mgrad\u001B[0;34m(cost, wrt, consider_constant, disconnected_inputs, add_names, known_grads, return_disconnected, null_gradients)\u001B[0m\n\u001B[1;32m 744\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mhasattr\u001B[39m(g\u001B[38;5;241m.\u001B[39mtype, \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mdtype\u001B[39m\u001B[38;5;124m\"\u001B[39m):\n\u001B[1;32m 745\u001B[0m \u001B[38;5;28;01massert\u001B[39;00m g\u001B[38;5;241m.\u001B[39mtype\u001B[38;5;241m.\u001B[39mdtype \u001B[38;5;129;01min\u001B[39;00m pytensor\u001B[38;5;241m.\u001B[39mtensor\u001B[38;5;241m.\u001B[39mtype\u001B[38;5;241m.\u001B[39mfloat_dtypes\n\u001B[0;32m--> 747\u001B[0m _rval: Sequence[Variable] \u001B[38;5;241m=\u001B[39m \u001B[43m_populate_grad_dict\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 748\u001B[0m \u001B[43m \u001B[49m\u001B[43mvar_to_app_to_idx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgrad_dict\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m_wrt\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mcost_name\u001B[49m\n\u001B[1;32m 749\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 751\u001B[0m rval: MutableSequence[Variable \u001B[38;5;241m|\u001B[39m \u001B[38;5;28;01mNone\u001B[39;00m] \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mlist\u001B[39m(_rval)\n\u001B[1;32m 753\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m i \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(\u001B[38;5;28mlen\u001B[39m(_rval)):\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1541\u001B[0m, in \u001B[0;36m_populate_grad_dict\u001B[0;34m(var_to_app_to_idx, grad_dict, wrt, cost_name)\u001B[0m\n\u001B[1;32m 1538\u001B[0m \u001B[38;5;66;03m# end if cache miss\u001B[39;00m\n\u001B[1;32m 1539\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m grad_dict[var]\n\u001B[0;32m-> 1541\u001B[0m rval \u001B[38;5;241m=\u001B[39m [\u001B[43maccess_grad_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43melem\u001B[49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m elem \u001B[38;5;129;01min\u001B[39;00m wrt]\n\u001B[1;32m 1543\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m rval\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1496\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_grad_cache\u001B[0;34m(var)\u001B[0m\n\u001B[1;32m 1494\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m node \u001B[38;5;129;01min\u001B[39;00m node_to_idx:\n\u001B[1;32m 1495\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx \u001B[38;5;129;01min\u001B[39;00m node_to_idx[node]:\n\u001B[0;32m-> 1496\u001B[0m term \u001B[38;5;241m=\u001B[39m \u001B[43maccess_term_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnode\u001B[49m\u001B[43m)\u001B[49m[idx]\n\u001B[1;32m 1498\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(term, Variable):\n\u001B[1;32m 1499\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1500\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mtype\u001B[39m(term)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m, expected\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1501\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m Variable instance.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1502\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1171\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_term_cache\u001B[0;34m(node)\u001B[0m\n\u001B[1;32m 1168\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m node \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;129;01min\u001B[39;00m term_dict:\n\u001B[1;32m 1169\u001B[0m inputs \u001B[38;5;241m=\u001B[39m node\u001B[38;5;241m.\u001B[39minputs\n\u001B[0;32m-> 1171\u001B[0m output_grads \u001B[38;5;241m=\u001B[39m [\u001B[43maccess_grad_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mvar\u001B[49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m var \u001B[38;5;129;01min\u001B[39;00m node\u001B[38;5;241m.\u001B[39moutputs]\n\u001B[1;32m 1173\u001B[0m \u001B[38;5;66;03m# list of bools indicating if each output is connected to the cost\u001B[39;00m\n\u001B[1;32m 1174\u001B[0m outputs_connected \u001B[38;5;241m=\u001B[39m [\n\u001B[1;32m 1175\u001B[0m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(g\u001B[38;5;241m.\u001B[39mtype, DisconnectedType) \u001B[38;5;28;01mfor\u001B[39;00m g \u001B[38;5;129;01min\u001B[39;00m output_grads\n\u001B[1;32m 1176\u001B[0m ]\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1496\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_grad_cache\u001B[0;34m(var)\u001B[0m\n\u001B[1;32m 1494\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m node \u001B[38;5;129;01min\u001B[39;00m node_to_idx:\n\u001B[1;32m 1495\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx \u001B[38;5;129;01min\u001B[39;00m node_to_idx[node]:\n\u001B[0;32m-> 1496\u001B[0m term \u001B[38;5;241m=\u001B[39m \u001B[43maccess_term_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnode\u001B[49m\u001B[43m)\u001B[49m[idx]\n\u001B[1;32m 1498\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(term, Variable):\n\u001B[1;32m 1499\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1500\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mtype\u001B[39m(term)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m, expected\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1501\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m Variable instance.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1502\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1171\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_term_cache\u001B[0;34m(node)\u001B[0m\n\u001B[1;32m 1168\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m node \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;129;01min\u001B[39;00m term_dict:\n\u001B[1;32m 1169\u001B[0m inputs \u001B[38;5;241m=\u001B[39m node\u001B[38;5;241m.\u001B[39minputs\n\u001B[0;32m-> 1171\u001B[0m output_grads \u001B[38;5;241m=\u001B[39m [\u001B[43maccess_grad_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mvar\u001B[49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m var \u001B[38;5;129;01min\u001B[39;00m node\u001B[38;5;241m.\u001B[39moutputs]\n\u001B[1;32m 1173\u001B[0m \u001B[38;5;66;03m# list of bools indicating if each output is connected to the cost\u001B[39;00m\n\u001B[1;32m 1174\u001B[0m outputs_connected \u001B[38;5;241m=\u001B[39m [\n\u001B[1;32m 1175\u001B[0m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(g\u001B[38;5;241m.\u001B[39mtype, DisconnectedType) \u001B[38;5;28;01mfor\u001B[39;00m g \u001B[38;5;129;01min\u001B[39;00m output_grads\n\u001B[1;32m 1176\u001B[0m ]\n", + " \u001B[0;31m[... skipping similar frames: _populate_grad_dict..access_grad_cache at line 1496 (9 times), _populate_grad_dict..access_term_cache at line 1171 (8 times)]\u001B[0m\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1171\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_term_cache\u001B[0;34m(node)\u001B[0m\n\u001B[1;32m 1168\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m node \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;129;01min\u001B[39;00m term_dict:\n\u001B[1;32m 1169\u001B[0m inputs \u001B[38;5;241m=\u001B[39m node\u001B[38;5;241m.\u001B[39minputs\n\u001B[0;32m-> 1171\u001B[0m output_grads \u001B[38;5;241m=\u001B[39m [\u001B[43maccess_grad_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mvar\u001B[49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mfor\u001B[39;00m var \u001B[38;5;129;01min\u001B[39;00m node\u001B[38;5;241m.\u001B[39moutputs]\n\u001B[1;32m 1173\u001B[0m \u001B[38;5;66;03m# list of bools indicating if each output is connected to the cost\u001B[39;00m\n\u001B[1;32m 1174\u001B[0m outputs_connected \u001B[38;5;241m=\u001B[39m [\n\u001B[1;32m 1175\u001B[0m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(g\u001B[38;5;241m.\u001B[39mtype, DisconnectedType) \u001B[38;5;28;01mfor\u001B[39;00m g \u001B[38;5;129;01min\u001B[39;00m output_grads\n\u001B[1;32m 1176\u001B[0m ]\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1496\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_grad_cache\u001B[0;34m(var)\u001B[0m\n\u001B[1;32m 1494\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m node \u001B[38;5;129;01min\u001B[39;00m node_to_idx:\n\u001B[1;32m 1495\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx \u001B[38;5;129;01min\u001B[39;00m node_to_idx[node]:\n\u001B[0;32m-> 1496\u001B[0m term \u001B[38;5;241m=\u001B[39m \u001B[43maccess_term_cache\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnode\u001B[49m\u001B[43m)\u001B[49m[idx]\n\u001B[1;32m 1498\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(term, Variable):\n\u001B[1;32m 1499\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1500\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m\u001B[38;5;28mtype\u001B[39m(term)\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m, expected\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1501\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m Variable instance.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1502\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/gradient.py:1326\u001B[0m, in \u001B[0;36m_populate_grad_dict..access_term_cache\u001B[0;34m(node)\u001B[0m\n\u001B[1;32m 1318\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m o_shape \u001B[38;5;241m!=\u001B[39m g_shape:\n\u001B[1;32m 1319\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[1;32m 1320\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mGot a gradient of shape \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1321\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;28mstr\u001B[39m(o_shape)\n\u001B[1;32m 1322\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m on an output of shape \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1323\u001B[0m \u001B[38;5;241m+\u001B[39m \u001B[38;5;28mstr\u001B[39m(g_shape)\n\u001B[1;32m 1324\u001B[0m )\n\u001B[0;32m-> 1326\u001B[0m input_grads \u001B[38;5;241m=\u001B[39m \u001B[43mnode\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mop\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mL_op\u001B[49m\u001B[43m(\u001B[49m\u001B[43minputs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnode\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43moutputs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnew_output_grads\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 1328\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m input_grads \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m 1329\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 1330\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mnode\u001B[38;5;241m.\u001B[39mop\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m.grad returned NoneType, expected iterable.\u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 1331\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/optimize.py:915\u001B[0m, in \u001B[0;36mRootOp.L_op\u001B[0;34m(self, inputs, outputs, output_grads)\u001B[0m\n\u001B[1;32m 906\u001B[0m df_dx \u001B[38;5;241m=\u001B[39m (\n\u001B[1;32m 907\u001B[0m jacobian(inner_fx, inner_x, vectorize\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[1;32m 908\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mjac\n\u001B[1;32m 909\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mfgraph\u001B[38;5;241m.\u001B[39moutputs[\u001B[38;5;241m1\u001B[39m]\n\u001B[1;32m 910\u001B[0m )\n\u001B[1;32m 911\u001B[0m df_dtheta_columns \u001B[38;5;241m=\u001B[39m jacobian(\n\u001B[1;32m 912\u001B[0m inner_fx, inner_args, disconnected_inputs\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mignore\u001B[39m\u001B[38;5;124m\"\u001B[39m, vectorize\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m\n\u001B[1;32m 913\u001B[0m )\n\u001B[0;32m--> 915\u001B[0m grad_wrt_args \u001B[38;5;241m=\u001B[39m \u001B[43mimplict_optimization_grads\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 916\u001B[0m \u001B[43m \u001B[49m\u001B[43mdf_dx\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdf_dx\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 917\u001B[0m \u001B[43m \u001B[49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 918\u001B[0m \u001B[43m \u001B[49m\u001B[43margs\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 919\u001B[0m \u001B[43m \u001B[49m\u001B[43mx_star\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mx_star\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 920\u001B[0m \u001B[43m \u001B[49m\u001B[43moutput_grad\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43moutput_grad\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 921\u001B[0m \u001B[43m \u001B[49m\u001B[43mfgraph\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mfgraph\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 922\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 924\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m [zeros_like(x), \u001B[38;5;241m*\u001B[39mgrad_wrt_args]\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/optimize.py:333\u001B[0m, in \u001B[0;36mimplict_optimization_grads\u001B[0;34m(df_dx, df_dtheta_columns, args, x_star, output_grad, fgraph)\u001B[0m\n\u001B[1;32m 290\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 291\u001B[0m \u001B[38;5;124;03mCompute gradients of an optimization problem with respect to its parameters.\u001B[39;00m\n\u001B[1;32m 292\u001B[0m \n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 329\u001B[0m \u001B[38;5;124;03m The function graph that contains the inputs and outputs of the optimization problem.\u001B[39;00m\n\u001B[1;32m 330\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 331\u001B[0m df_dx \u001B[38;5;241m=\u001B[39m cast(TensorVariable, df_dx)\n\u001B[0;32m--> 333\u001B[0m df_dtheta \u001B[38;5;241m=\u001B[39m \u001B[43mconcatenate\u001B[49m\u001B[43m(\u001B[49m\n\u001B[1;32m 334\u001B[0m \u001B[43m \u001B[49m\u001B[43m[\u001B[49m\n\u001B[1;32m 335\u001B[0m \u001B[43m \u001B[49m\u001B[43matleast_2d\u001B[49m\u001B[43m(\u001B[49m\u001B[43mjac_col\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mleft\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m)\u001B[49m\n\u001B[1;32m 336\u001B[0m \u001B[43m \u001B[49m\u001B[38;5;28;43;01mfor\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mjac_col\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;129;43;01min\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mcast\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mlist\u001B[39;49m\u001B[43m[\u001B[49m\u001B[43mTensorVariable\u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdf_dtheta_columns\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 337\u001B[0m \u001B[43m \u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 338\u001B[0m \u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[1;32m 339\u001B[0m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 341\u001B[0m replace \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mdict\u001B[39m(\u001B[38;5;28mzip\u001B[39m(fgraph\u001B[38;5;241m.\u001B[39minputs, (x_star, \u001B[38;5;241m*\u001B[39margs), strict\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m))\n\u001B[1;32m 343\u001B[0m df_dx_star, df_dtheta_star \u001B[38;5;241m=\u001B[39m cast(\n\u001B[1;32m 344\u001B[0m \u001B[38;5;28mlist\u001B[39m[TensorVariable],\n\u001B[1;32m 345\u001B[0m graph_replace([atleast_2d(df_dx), df_dtheta], replace\u001B[38;5;241m=\u001B[39mreplace),\n\u001B[1;32m 346\u001B[0m )\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/basic.py:2991\u001B[0m, in \u001B[0;36mconcatenate\u001B[0;34m(tensor_list, axis)\u001B[0m\n\u001B[1;32m 2984\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(tensor_list, \u001B[38;5;28mtuple\u001B[39m \u001B[38;5;241m|\u001B[39m \u001B[38;5;28mlist\u001B[39m):\n\u001B[1;32m 2985\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 2986\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mThe \u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mtensors\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m argument must be either a tuple \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 2987\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mor a list, make sure you did not forget () or [] around \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 2988\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124marguments of concatenate.\u001B[39m\u001B[38;5;124m\"\u001B[39m,\n\u001B[1;32m 2989\u001B[0m tensor_list,\n\u001B[1;32m 2990\u001B[0m )\n\u001B[0;32m-> 2991\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mjoin\u001B[49m\u001B[43m(\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mtensor_list\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/basic.py:2805\u001B[0m, in \u001B[0;36mjoin\u001B[0;34m(axis, *tensors_list)\u001B[0m\n\u001B[1;32m 2803\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m tensors_list[\u001B[38;5;241m0\u001B[39m]\n\u001B[1;32m 2804\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[0;32m-> 2805\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43m_join\u001B[49m\u001B[43m(\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mtensors_list\u001B[49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/graph/op.py:293\u001B[0m, in \u001B[0;36mOp.__call__\u001B[0;34m(self, name, return_list, *inputs, **kwargs)\u001B[0m\n\u001B[1;32m 249\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;21m__call__\u001B[39m(\n\u001B[1;32m 250\u001B[0m \u001B[38;5;28mself\u001B[39m, \u001B[38;5;241m*\u001B[39minputs: Any, name\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m, return_list\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mFalse\u001B[39;00m, \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mkwargs\n\u001B[1;32m 251\u001B[0m ) \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m>\u001B[39m Variable \u001B[38;5;241m|\u001B[39m \u001B[38;5;28mlist\u001B[39m[Variable]:\n\u001B[1;32m 252\u001B[0m \u001B[38;5;250m \u001B[39m\u001B[38;5;124mr\u001B[39m\u001B[38;5;124;03m\"\"\"Construct an `Apply` node using :meth:`Op.make_node` and return its outputs.\u001B[39;00m\n\u001B[1;32m 253\u001B[0m \n\u001B[1;32m 254\u001B[0m \u001B[38;5;124;03m This method is just a wrapper around :meth:`Op.make_node`.\u001B[39;00m\n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 291\u001B[0m \n\u001B[1;32m 292\u001B[0m \u001B[38;5;124;03m \"\"\"\u001B[39;00m\n\u001B[0;32m--> 293\u001B[0m node \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mmake_node\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43minputs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[38;5;241;43m*\u001B[39;49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 294\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m name \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[1;32m 295\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mlen\u001B[39m(node\u001B[38;5;241m.\u001B[39moutputs) \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m1\u001B[39m:\n", + "File \u001B[0;32m~/Documents/pytensor/pytensor/tensor/basic.py:2498\u001B[0m, in \u001B[0;36mJoin.make_node\u001B[0;34m(self, axis, *tensors)\u001B[0m\n\u001B[1;32m 2495\u001B[0m ndim \u001B[38;5;241m=\u001B[39m tensors[\u001B[38;5;241m0\u001B[39m]\u001B[38;5;241m.\u001B[39mtype\u001B[38;5;241m.\u001B[39mndim\n\u001B[1;32m 2497\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m builtins\u001B[38;5;241m.\u001B[39mall(x\u001B[38;5;241m.\u001B[39mndim \u001B[38;5;241m==\u001B[39m ndim \u001B[38;5;28;01mfor\u001B[39;00m x \u001B[38;5;129;01min\u001B[39;00m tensors):\n\u001B[0;32m-> 2498\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\n\u001B[1;32m 2499\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mOnly tensors with the same number of dimensions can be joined. \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 2500\u001B[0m \u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mInput ndims were: \u001B[39m\u001B[38;5;132;01m{\u001B[39;00m[x\u001B[38;5;241m.\u001B[39mndim\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mfor\u001B[39;00m\u001B[38;5;250m \u001B[39mx\u001B[38;5;250m \u001B[39m\u001B[38;5;129;01min\u001B[39;00m\u001B[38;5;250m \u001B[39mtensors]\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m\"\u001B[39m\n\u001B[1;32m 2501\u001B[0m )\n\u001B[1;32m 2503\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[1;32m 2504\u001B[0m static_axis \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mint\u001B[39m(get_scalar_constant_value(axis))\n", + "\u001B[0;31mTypeError\u001B[0m: Only tensors with the same number of dimensions can be joined. Input ndims were: [3, 2, 2, 2]" + ] + } + ], + "execution_count": 47 }, { "cell_type": "code", - "execution_count": 51, "id": "ac4b9228", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.087059962Z", + "start_time": "2025-07-28T14:28:36.622044Z" + } + }, "source": [ "fn_w_bar_dist = pytensor.function([v0, c, β, mu_grid, sigma_grid, n, w_min, w_max],\n", " [w_bar_grid, *w_grad_grid])" - ] + ], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'w_bar_grid' is not defined", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mNameError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[48], line 2\u001B[0m\n\u001B[1;32m 1\u001B[0m fn_w_bar_dist \u001B[38;5;241m=\u001B[39m pytensor\u001B[38;5;241m.\u001B[39mfunction([v0, c, β, mu_grid, sigma_grid, n, w_min, w_max],\n\u001B[0;32m----> 2\u001B[0m [\u001B[43mw_bar_grid\u001B[49m, \u001B[38;5;241m*\u001B[39mw_grad_grid])\n", + "\u001B[0;31mNameError\u001B[0m: name 'w_bar_grid' is not defined" + ] + } + ], + "execution_count": 48 }, { "cell_type": "code", - "execution_count": 52, "id": "27ce3b7a", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.093254777Z", + "start_time": "2025-07-28T13:48:25.202224Z" + } + }, "source": [ "mu_values = np.linspace(15, 35, 30)\n", "sigma_values = np.linspace(2.5, 10, 30)\n", @@ -1930,7 +2208,9 @@ "\n", "w_bars, mu_grads, sigma_grads = fn_w_bar_dist(v0_value, c=25, β=0.99, mu_grid=mm, sigma_grid=ss,\n", " n=50, w_min=10, w_max=60)" - ] + ], + "outputs": [], + "execution_count": 52 }, { "cell_type": "markdown", @@ -1944,21 +2224,13 @@ }, { "cell_type": "code", - "execution_count": 53, "id": "1066aff6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 53 }, { "cell_type": "markdown", @@ -2026,35 +2311,41 @@ }, { "cell_type": "code", - "execution_count": 54, "id": "d22c2ef1", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-07-28T14:29:54.094720084Z", + "start_time": "2025-07-28T13:48:27.537664Z" + } + }, + "source": [ + "%load_ext watermark\n", + "%watermark -n -u -v -iv -w -p pytensor" + ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Thu Jun 12 2025\n", + "Last updated: Mon Jul 28 2025\n", "\n", "Python implementation: CPython\n", - "Python version : 3.12.9\n", - "IPython version : 9.1.0\n", + "Python version : 3.12.8\n", + "IPython version : 8.31.0\n", "\n", - "pytensor: 2.31.3+9.g0b1cddc3c.dirty\n", + "pytensor: 2.31.3+5.gacd921952\n", "\n", + "sys : 3.12.8 | packaged by conda-forge | (main, Dec 5 2024, 14:24:40) [GCC 13.3.0]\n", + "numpy : 2.3.1\n", "matplotlib: 3.10.3\n", - "numpy : 2.2.4\n", - "pytensor : 2.31.3+9.g0b1cddc3c.dirty\n", + "pytensor : 2.31.3+5.gacd921952\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], - "source": [ - "%load_ext watermark\n", - "%watermark -n -u -v -iv -w -p pytensor" - ] + "execution_count": 54 } ], "metadata": { diff --git a/pytensor/tensor/optimize.py b/pytensor/tensor/optimize.py index 99a3d8b444..29f53c533d 100644 --- a/pytensor/tensor/optimize.py +++ b/pytensor/tensor/optimize.py @@ -560,7 +560,10 @@ def L_op(self, inputs, outputs, output_grads): implicit_f = grad(inner_fx, inner_x) df_dx, *df_dtheta_columns = jacobian( - implicit_f, [inner_x, *inner_args], disconnected_inputs="ignore" + implicit_f, + [inner_x, *inner_args], + disconnected_inputs="ignore", + vectorize=True, ) grad_wrt_args = implict_optimization_grads( df_dx=df_dx, @@ -816,7 +819,11 @@ def __init__( self.fgraph = FunctionGraph([variables, *args], [equations]) if jac: - jac_wrt_x = jacobian(self.fgraph.outputs[0], self.fgraph.inputs[0]) + jac_wrt_x = jacobian( + self.fgraph.outputs[0], + self.fgraph.inputs[0], + vectorize=True, + ) self.fgraph.add_output(atleast_2d(jac_wrt_x)) self.jac = jac @@ -896,8 +903,14 @@ def L_op( inner_x, *inner_args = self.fgraph.inputs inner_fx = self.fgraph.outputs[0] - df_dx = jacobian(inner_fx, inner_x) if not self.jac else self.fgraph.outputs[1] - df_dtheta_columns = jacobian(inner_fx, inner_args, disconnected_inputs="ignore") + df_dx = ( + jacobian(inner_fx, inner_x, vectorize=True) + if not self.jac + else self.fgraph.outputs[1] + ) + df_dtheta_columns = jacobian( + inner_fx, inner_args, disconnected_inputs="ignore", vectorize=True + ) grad_wrt_args = implict_optimization_grads( df_dx=df_dx, diff --git a/pytensor/tensor/rewriting/blockwise.py b/pytensor/tensor/rewriting/blockwise.py index 4879f86a72..7b70bf8860 100644 --- a/pytensor/tensor/rewriting/blockwise.py +++ b/pytensor/tensor/rewriting/blockwise.py @@ -17,7 +17,6 @@ AdvancedIncSubtensor, AdvancedSubtensor, Subtensor, - indices_from_subtensor, ) @@ -99,6 +98,8 @@ def local_blockwise_alloc(fgraph, node): BOp(vector, alloc(vector, 10, 5)) -> alloc(BOp)(vector, vector), 10, 5) BOp(vector, alloc(scalar, 10, 5)) -> alloc(BOp)(vector, alloc(scalar, 5), 10, 5) BOp(matrix, alloc(vector, 10, 5)) -> BOp(matrix, vector) + + This is critical to remove many unnecessary Blockwise, or to reduce the work done by it """ op: Blockwise = node.op # type: ignore @@ -227,29 +228,6 @@ def local_blockwise_reshape(fgraph, node): return [new_out] -@register_stabilize -@register_specialize -@node_rewriter([Blockwise]) -def local_blockwise_of_subtensor(fgraph, node): - """Rewrite Blockwise of Subtensor, where the only batch input is the indexed tensor. - - Blockwise(Subtensor{a: b})(x, a, b) -> x[:, a:b] when x has one batch dimension, and a/b none - """ - if not isinstance(node.op.core_op, Subtensor): - return - - x, *idxs = node.inputs - if not all(all(idx.type.broadcastable) for idx in idxs): - return - - core_idxs = indices_from_subtensor( - [idx.squeeze() for idx in idxs], node.op.core_op.idx_list - ) - # Add empty slices for the batch dims - none_slices = (slice(None),) * node.op.batch_ndim(node) - return [x[(*none_slices, *core_idxs)]] - - class InplaceBlockwiseOptimizer(InplaceGraphOptimizer): op = Blockwise diff --git a/pytensor/tensor/rewriting/subtensor.py b/pytensor/tensor/rewriting/subtensor.py index 31b8bfd2bd..73c8c45f69 100644 --- a/pytensor/tensor/rewriting/subtensor.py +++ b/pytensor/tensor/rewriting/subtensor.py @@ -24,6 +24,7 @@ ScalarFromTensor, TensorFromScalar, alloc, + arange, cast, concatenate, expand_dims, @@ -34,9 +35,10 @@ switch, ) from pytensor.tensor.basic import constant as tensor_constant -from pytensor.tensor.blockwise import Blockwise +from pytensor.tensor.blockwise import Blockwise, _squeeze_left from pytensor.tensor.elemwise import Elemwise from pytensor.tensor.exceptions import NotScalarConstantError +from pytensor.tensor.extra_ops import broadcast_to from pytensor.tensor.math import ( add, and_, @@ -58,6 +60,7 @@ ) from pytensor.tensor.shape import ( shape_padleft, + shape_padright, shape_tuple, ) from pytensor.tensor.sharedvar import TensorSharedVariable @@ -1573,68 +1576,179 @@ def local_uint_constant_indices(fgraph, node): ) +@register_stabilize +@register_specialize +@node_rewriter([Blockwise]) +def local_blockwise_of_subtensor(fgraph, node): + """Rewrite Blockwise of Subtensor, where the only batch input is the indexed tensor. + + Blockwise(Subtensor{a: b})(x, a, b) -> x[:, a:b] when x has one batch dimension, and a/b none + + TODO: Handle batched indices like we do with blockwise of inc_subtensor + """ + if not isinstance(node.op.core_op, Subtensor): + return + + x, *idxs = node.inputs + if not all(all(idx.type.broadcastable) for idx in idxs): + return + + core_idxs = indices_from_subtensor( + [idx.squeeze() for idx in idxs], node.op.core_op.idx_list + ) + # Add empty slices for the batch dims + none_slices = (slice(None),) * node.op.batch_ndim(node) + return [x[(*none_slices, *core_idxs)]] + + @register_canonicalize("shape_unsafe") @register_stabilize("shape_unsafe") @register_specialize("shape_unsafe") @node_rewriter([Blockwise]) -def local_blockwise_advanced_inc_subtensor(fgraph, node): - """Rewrite blockwise advanced inc_subtensor whithout batched indexes as an inc_subtensor with prepended empty slices.""" - if not isinstance(node.op.core_op, AdvancedIncSubtensor): - return None +def local_blockwise_inc_subtensor(fgraph, node): + """Rewrite blockwised inc_subtensors. - x, y, *idxs = node.inputs + Note: The reason we don't apply this rewrite eagerly in the `vectorize_node` dispatch + Is that we often have batch dimensions from alloc of shapes/reshape that can be removed by rewrites - # It is currently not possible to Vectorize such AdvancedIncSubtensor, but we check again just in case - if any( - ( - isinstance(idx, SliceType | NoneTypeT) - or (idx.type.dtype == "bool" and idx.type.ndim > 0) - ) - for idx in idxs - ): + such as x[:vectorized(w.shape[0])].set(y), that will later be rewritten as x[:w.shape[1]].set(y), + and can be safely rewritten without Blockwise. + """ + core_op = node.op.core_op + if not isinstance(core_op, AdvancedIncSubtensor | IncSubtensor): return None - op: Blockwise = node.op # type: ignore - batch_ndim = op.batch_ndim(node) - - new_idxs = [] - for idx in idxs: - if all(idx.type.broadcastable[:batch_ndim]): - new_idxs.append(idx.squeeze(tuple(range(batch_ndim)))) - else: - # Rewrite does not apply + x, y, *idxs = node.inputs + [out] = node.outputs + if isinstance(node.op.core_op, AdvancedIncSubtensor): + if any( + ( + # Blockwise requires all inputs to be tensors so it is not possible + # to wrap an AdvancedIncSubtensor with slice / newaxis inputs, but we check again just in case + # If this is ever supported we need to pay attention to special behavior of numpy when advanced indices + # are separated by basic indices + isinstance(idx, SliceType | NoneTypeT) + # Also get out if we have boolean indices as they cross dimension boundaries + # / can't be safely broadcasted depending on their runtime content + or (idx.type.dtype == "bool") + ) + for idx in idxs + ): return None - x_batch_bcast = x.type.broadcastable[:batch_ndim] - y_batch_bcast = y.type.broadcastable[:batch_ndim] - if any(xb and not yb for xb, yb in zip(x_batch_bcast, y_batch_bcast, strict=True)): - # Need to broadcast batch x dims - batch_shape = tuple( - x_dim if (not xb or yb) else y_dim - for xb, x_dim, yb, y_dim in zip( - x_batch_bcast, + batch_ndim = node.op.batch_ndim(node) + idxs_core_ndim = [len(inp_sig) for inp_sig in node.op.inputs_sig[2:]] + max_idx_core_ndim = max(idxs_core_ndim, default=0) + + # Step 1. Broadcast buffer to batch_shape + if x.type.broadcastable != out.type.broadcastable: + batch_shape = [1] * batch_ndim + for inp in node.inputs: + for i, (broadcastable, batch_dim) in enumerate( + zip(inp.type.broadcastable[:batch_ndim], tuple(inp.shape)[:batch_ndim]) + ): + if broadcastable: + # This dimension is broadcastable, it doesn't provide shape information + continue + if batch_shape[i] != 1: + # We already found a source of shape for this batch dimension + continue + batch_shape[i] = batch_dim + x = broadcast_to(x, (*batch_shape, *x.shape[batch_ndim:])) + assert x.type.broadcastable == out.type.broadcastable + + # Step 2. Massage indices so they respect blockwise semantics + if isinstance(core_op, IncSubtensor): + # For basic IncSubtensor there are two cases: + # 1. Slice entries -> We need to squeeze away dummy dimensions so we can convert back to slice + # 2. Integers -> Can be used as is, but we try to squeeze away dummy batch dimensions + # in case we can end up with a basic IncSubtensor again + core_idxs = [] + counter = 0 + for idx in core_op.idx_list: + if isinstance(idx, slice): + # Squeeze away dummy dimensions so we can convert to slice + new_entries = [None, None, None] + for i, entry in enumerate((idx.start, idx.stop, idx.step)): + if entry is None: + continue + else: + new_entries[i] = new_entry = idxs[counter].squeeze() + counter += 1 + if new_entry.ndim > 0: + # If the slice entry has dimensions after the squeeze we can't convert it to a slice + # We could try to convert to equivalent integer indices, but nothing guarantees + # that the slice is "square". + return None + core_idxs.append(slice(*new_entries)) + else: + core_idxs.append(_squeeze_left(idxs[counter])) + counter += 1 + else: + # For AdvancedIncSubtensor we have tensor integer indices, + # We need to expand batch indexes on the right, so they don't interact with core index dimensions + # We still squeeze on the left in case that allows us to use simpler indices + core_idxs = [ + _squeeze_left( + shape_padright(idx, max_idx_core_ndim - idx_core_ndim), + stop_at_dim=batch_ndim, + ) + for idx, idx_core_ndim in zip(idxs, idxs_core_ndim) + ] + + # Step 3. Create new indices for the new batch dimension of x + if not all( + all(idx.type.broadcastable[:batch_ndim]) + for idx in idxs + if not isinstance(idx, slice) + ): + # If indices have batch dimensions in the indices, they will interact with the new dimensions of x + # We build vectorized indexing with new arange indices that do not interact with core indices or each other + # (i.e., they broadcast) + + # Note: due to how numpy handles non-consecutive advanced indexing (transposing it to the front), + # we don't want to create a mix of slice(None), and arange() indices for the new batch dimension, + # even if not all batch dimensions have corresponding batch indices. + batch_slices = [ + shape_padright(arange(x_batch_shape, dtype="int64"), n) + for (x_batch_shape, n) in zip( tuple(x.shape)[:batch_ndim], - y_batch_bcast, - tuple(y.shape)[:batch_ndim], - strict=True, + reversed(range(max_idx_core_ndim, max_idx_core_ndim + batch_ndim)), ) - ) - core_shape = tuple(x.shape)[batch_ndim:] - x = alloc(x, *batch_shape, *core_shape) - - new_idxs = [slice(None)] * batch_ndim + new_idxs - x_view = x[tuple(new_idxs)] - - # We need to introduce any implicit expand_dims on core dimension of y - y_core_ndim = y.type.ndim - batch_ndim - if (missing_y_core_ndim := x_view.type.ndim - batch_ndim - y_core_ndim) > 0: - missing_axes = tuple(range(batch_ndim, batch_ndim + missing_y_core_ndim)) - y = expand_dims(y, missing_axes) - - symbolic_idxs = x_view.owner.inputs[1:] - new_out = op.core_op.make_node(x, y, *symbolic_idxs).outputs - copy_stack_trace(node.outputs, new_out) - return new_out + ] + else: + # In the case we don't have + batch_slices = [slice(None)] * batch_ndim + + new_idxs = (*batch_slices, *core_idxs) + x_view = x[new_idxs] + + # Step 4. Introduce any implicit expand_dims on core dimension of y + missing_y_core_ndim = x_view.type.ndim - y.type.ndim + implicit_axes = tuple(range(batch_ndim, batch_ndim + missing_y_core_ndim)) + y = _squeeze_left(expand_dims(y, implicit_axes), stop_at_dim=batch_ndim) + + if isinstance(core_op, IncSubtensor): + # Check if we can still use a basic IncSubtensor + if isinstance(x_view.owner.op, Subtensor): + new_props = core_op._props_dict() + new_props["idx_list"] = x_view.owner.op.idx_list + new_core_op = type(core_op)(**new_props) + symbolic_idxs = x_view.owner.inputs[1:] + new_out = new_core_op(x, y, *symbolic_idxs) + else: + # We need to use AdvancedSet/IncSubtensor + if core_op.set_instead_of_inc: + new_out = x[new_idxs].set(y) + else: + new_out = x[new_idxs].inc(y) + else: + # AdvancedIncSubtensor takes symbolic indices/slices directly, no need to create a new op + symbolic_idxs = x_view.owner.inputs[1:] + new_out = core_op(x, y, *symbolic_idxs) + + copy_stack_trace(out, new_out) + return [new_out] @node_rewriter(tracks=[AdvancedSubtensor, AdvancedIncSubtensor]) diff --git a/pytensor/tensor/subtensor.py b/pytensor/tensor/subtensor.py index 334382d132..84bf8137db 100644 --- a/pytensor/tensor/subtensor.py +++ b/pytensor/tensor/subtensor.py @@ -1756,41 +1756,30 @@ def make_node(self, x, y, *inputs): def decl_view(self): return "PyArrayObject * zview = NULL;" - def perform(self, node, inputs, out_): - (out,) = out_ - x, y = inputs[:2] - indices = list(reversed(inputs[2:])) - - def _convert(entry): - if isinstance(entry, Type): - return indices.pop() - elif isinstance(entry, slice): - return slice( - _convert(entry.start), _convert(entry.stop), _convert(entry.step) + def perform(self, node, inputs, output_storage): + x, y, *flat_indices = inputs + + flat_indices_iterator = iter(flat_indices) + indices = tuple( + ( + next(flat_indices_iterator) + if isinstance(entry, Type) + else slice( + None if entry.start is None else next(flat_indices_iterator), + None if entry.stop is None else next(flat_indices_iterator), + None if entry.step is None else next(flat_indices_iterator), ) - else: - return entry + ) + for entry in self.idx_list + ) - cdata = tuple(map(_convert, self.idx_list)) - if len(cdata) == 1: - cdata = cdata[0] if not self.inplace: x = x.copy() - sub_x = x.__getitem__(cdata) - if sub_x.shape: - # we've sliced out an N-D tensor with N > 0 - if not self.set_instead_of_inc: - sub_x += y - else: - # sub_x += -sub_x + y - x.__setitem__(cdata, y) + if self.set_instead_of_inc: + x[indices] = y else: - # scalar case - if not self.set_instead_of_inc: - x.__setitem__(cdata, sub_x + y) - else: - x.__setitem__(cdata, y) - out[0] = x + x[indices] += y + output_storage[0][0] = x def c_code(self, node, name, inputs, outputs, sub): # This method delegates much of the work to helper diff --git a/tests/tensor/rewriting/test_subtensor.py b/tests/tensor/rewriting/test_subtensor.py index 4cb2b0f4cd..7569200d33 100644 --- a/tests/tensor/rewriting/test_subtensor.py +++ b/tests/tensor/rewriting/test_subtensor.py @@ -1790,101 +1790,202 @@ def test_local_uint_constant_indices(): assert new_index.type.dtype == "uint8" -@pytest.mark.parametrize("core_y_implicitly_batched", (False, True)) -@pytest.mark.parametrize("set_instead_of_inc", (True, False)) -def test_local_blockwise_advanced_inc_subtensor( - set_instead_of_inc, core_y_implicitly_batched -): - rng = np.random.default_rng([1764, set_instead_of_inc, core_y_implicitly_batched]) - - def np_inplace_f(x, idx, y): - if core_y_implicitly_batched: - y = y[..., None] - if set_instead_of_inc: - x[idx] = y - else: - x[idx] += y - - core_y_shape = () if core_y_implicitly_batched else (3,) - core_x = tensor("x", shape=(6,)) - core_y = tensor("y", shape=core_y_shape, dtype=int) - core_idxs = [0, 2, 4] - if set_instead_of_inc: - core_graph = set_subtensor(core_x[core_idxs], core_y) - else: - core_graph = inc_subtensor(core_x[core_idxs], core_y) +class TestBlockwiseIncSubtensor: + @staticmethod + def compile_fn_and_ref(*args, **kwargs): + fn = pytensor.function(*args, **kwargs, mode="FAST_RUN") + ref_fn = pytensor.function( + *args, **kwargs, mode=Mode(linker="py", optimizer=None) + ) + return fn, ref_fn - # Only x is batched - x = tensor("x", shape=(5, 2, 6)) - y = tensor("y", shape=core_y_shape, dtype=int) - out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) - assert isinstance(out.owner.op, Blockwise) + @staticmethod + def has_blockwise(fn): + return any( + isinstance(node.op, Blockwise) for node in fn.maker.fgraph.apply_nodes + ) - fn = pytensor.function([x, y], out, mode="FAST_RUN") - assert not any( - isinstance(node.op, Blockwise) for node in fn.maker.fgraph.apply_nodes + @pytest.mark.parametrize( + "core_y_implicitly_batched", (False, True), ids=["y_explicit", "y_implicit"] ) + @pytest.mark.parametrize("set_instead_of_inc", (True, False), ids=["set", "inc"]) + @pytest.mark.parametrize("basic_idx", (True, False), ids=["basic_idx", "adv_idx"]) + def test_idxs_not_vectorized( + self, basic_idx, set_instead_of_inc, core_y_implicitly_batched + ): + rng = np.random.default_rng( + [1764, set_instead_of_inc, core_y_implicitly_batched, basic_idx] + ) - test_x = np.ones(x.type.shape, dtype=x.type.dtype) - test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) - expected_out = test_x.copy() - np_inplace_f(expected_out, np.s_[:, :, core_idxs], test_y) - np.testing.assert_allclose(fn(test_x, test_y), expected_out) - - # Only y is batched - x = tensor("y", shape=(6,)) - y = tensor("y", shape=(2, *core_y_shape), dtype=int) - out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) - assert isinstance(out.owner.op, Blockwise) - - fn = pytensor.function([x, y], out, mode="FAST_RUN") - assert not any( - isinstance(node.op, Blockwise) for node in fn.maker.fgraph.apply_nodes - ) + core_y_shape = () if core_y_implicitly_batched else (3,) + core_x = tensor("x", shape=(6, 6)) + core_y = tensor("y", shape=core_y_shape, dtype=int) + core_idxs = (-1, slice(None, 3)) if basic_idx else (-1, [0, 2, 4]) + if set_instead_of_inc: + core_graph = set_subtensor(core_x[core_idxs], core_y) + else: + core_graph = inc_subtensor(core_x[core_idxs], core_y) + assert isinstance( + core_graph.owner.op, IncSubtensor if basic_idx else AdvancedIncSubtensor + ) - test_x = np.ones(x.type.shape, dtype=x.type.dtype) - test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) - expected_out = np.ones((2, *x.type.shape)) - np_inplace_f(expected_out, np.s_[:, core_idxs], test_y) - np.testing.assert_allclose(fn(test_x, test_y), expected_out) - - # Both x and y are batched, and do not need to be broadcasted - x = tensor("y", shape=(2, 6)) - y = tensor("y", shape=(2, *core_y_shape), dtype=int) - out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) - assert isinstance(out.owner.op, Blockwise) - - fn = pytensor.function([x, y], out, mode="FAST_RUN") - assert not any( - isinstance(node.op, Blockwise) for node in fn.maker.fgraph.apply_nodes + # Only x is batched + x = tensor("x", shape=(5, 2, 6, 6)) + y = tensor("y", shape=core_y_shape, dtype=int) + out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(x.type.shape, dtype=x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) + np.testing.assert_allclose(fn(test_x, test_y), ref_fn(test_x, test_y)) + + # Only y is batched + x = tensor("y", shape=(6, 6)) + y = tensor("y", shape=(2, *core_y_shape), dtype=int) + out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(x.type.shape, dtype=x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) + np.testing.assert_allclose(fn(test_x, test_y), ref_fn(test_x, test_y)) + + # Both x and y are batched, and do not need to be broadcasted + x = tensor("y", shape=(2, 6, 6)) + y = tensor("y", shape=(2, *core_y_shape), dtype=int) + out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(x.type.shape, dtype=x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) + np.testing.assert_allclose(fn(test_x, test_y), ref_fn(test_x, test_y)) + + # Both x and y are batched, but must be broadcasted + x = tensor("y", shape=(5, 1, 6, 6)) + y = tensor("y", shape=(1, 2, *core_y_shape), dtype=int) + out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(x.type.shape, dtype=x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) + np.testing.assert_allclose(fn(test_x, test_y), ref_fn(test_x, test_y)) + + @pytest.mark.parametrize("basic_idx", (True, False), ids=["basic_idx", "adv_idx"]) + @pytest.mark.parametrize( + "batched_y", (False, True), ids=("unbatched_y", "batched_y") ) - - test_x = np.ones(x.type.shape, dtype=x.type.dtype) - test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) - expected_out = test_x.copy() - np_inplace_f(expected_out, np.s_[:, core_idxs], test_y) - np.testing.assert_allclose(fn(test_x, test_y), expected_out) - - # Both x and y are batched, but must be broadcasted - x = tensor("y", shape=(5, 1, 6)) - y = tensor("y", shape=(1, 2, *core_y_shape), dtype=int) - out = vectorize_graph(core_graph, replace={core_x: x, core_y: y}) - assert isinstance(out.owner.op, Blockwise) - - fn = pytensor.function([x, y], out, mode="FAST_RUN") - assert not any( - isinstance(node.op, Blockwise) for node in fn.maker.fgraph.apply_nodes + @pytest.mark.parametrize( + "batched_x", (False, True), ids=("unbatched_x", "batched_x") ) + def test_vectorized_idxs( + self, + basic_idx, + batched_y, + batched_x, + ): + rng = np.random.default_rng([1874, basic_idx, batched_y, batched_x]) + + core_x = tensor("x", shape=(6, 6)) + core_y = tensor("y", shape=(), dtype=int) + scalar_idx = scalar("scalar_idx", dtype="int64") + vector_idx = vector("vector_idx", dtype="int64") + core_idxs = ( + (slice(None, 3), scalar_idx) if basic_idx else (scalar_idx, vector_idx) + ) + core_graph = inc_subtensor(core_x[core_idxs], core_y) + assert isinstance( + core_graph.owner.op, IncSubtensor if basic_idx else AdvancedIncSubtensor + ) + + # Indices don't broadcast with each other + x = pt.tensor("x", shape=(4, 1, *core_x.type.shape)) if batched_x else core_x + y = pt.tensor("y", shape=(2,)) if batched_y else core_y + out = vectorize_graph( + core_graph, + replace={ + scalar_idx: pt.constant([0, -1]), + vector_idx: pt.constant([[0, 2, 4], [1, 3, 5]]), + core_x: x, + core_y: y, + }, + ) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(x.type.shape, dtype=core_x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape) + np.testing.assert_allclose(ref_fn(test_x, test_y), ref_fn(test_x, test_y)) + + # Indices broadcast with each other + x = core_x + y = pt.tensor("y", shape=(2,)) if batched_y else core_y + out = vectorize_graph( + core_graph, + replace={ + scalar_idx: pt.constant([0, -1, 0, -1])[:, None], + vector_idx: pt.constant([[0, 2, 4], [1, 3, 5]])[None, :], + core_x: x, + core_y: y, + }, + ) + fn, ref_fn = self.compile_fn_and_ref([x, y], out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_x = np.ones(core_x.type.shape, dtype=x.type.dtype) + test_y = rng.integers(1, 10, size=y.type.shape) + np.testing.assert_allclose(fn(test_x, test_y), ref_fn(test_x, test_y)) - test_x = np.ones(x.type.shape, dtype=x.type.dtype) - test_y = rng.integers(1, 10, size=y.type.shape, dtype=y.type.dtype) - final_shape = ( - *np.broadcast_shapes(x.type.shape[:2], y.type.shape[:2]), - x.type.shape[-1], + @pytest.mark.parametrize( + "basic_idx", + [ + True, + pytest.param( + False, + marks=pytest.mark.xfail( + reason="AdvancedIncSubtensor with slices can't be blockwise" + ), + ), + ], + ids=["basic_idx", "adv_idx"], ) - expected_out = np.broadcast_to(test_x, final_shape).copy() - np_inplace_f(expected_out, np.s_[:, :, core_idxs], test_y) - np.testing.assert_allclose(fn(test_x, test_y), expected_out) + @pytest.mark.parametrize( + "vectorize_idx", (False, True), ids=lambda x: f"vectorize_idx={x}" + ) + def test_non_consecutive_integer_indices(self, vectorize_idx, basic_idx): + """Test numpy special behavior of transposing non-consecutive advanced indices to the front. + + Either in the original graph (id adv_idx) or in the induced graph after rewrite + """ + + core_a = pt.tensor("a", shape=(4, 3, 2)) + core_v = pt.tensor("v", dtype="float64", shape=(3,) if basic_idx else (2, 3)) + core_idx = pt.tensor("idx", dtype=int, shape=() if basic_idx else (2,)) + + # The empty slice before core_idx, will lead to a transposition of the advanced view + # once it is paired with an new arange slice on the batched dimensions. + # That's why core_v is (2, 3), and not (3, 2), in the case of advanced indexing + core_out = core_a[0, :, core_idx].set(core_v) + + vec_a = pt.tensor(shape=(2, 2, 4, 3, 2)) + vec_idx = pt.constant([0, -1]) if vectorize_idx else pt.constant(-1, dtype=int) + vec_v = pt.constant([[0, 1, 2], [2, 1, 0]]) + if not basic_idx: + vec_idx = pt.repeat(vec_idx[..., None], 2, axis=-1) + vec_v = pt.repeat(vec_v[None], repeats=2, axis=0) + + vec_out = vectorize_graph( + core_out, + {core_a: vec_a, core_v: vec_v, core_idx: vec_idx}, + ) + + fn, ref_fn = self.compile_fn_and_ref([vec_a], vec_out) + assert self.has_blockwise(ref_fn) + assert not self.has_blockwise(fn) + test_vec_a = np.arange(np.prod(vec_a.type.shape)).reshape(vec_a.type.shape) + np.testing.assert_allclose(fn(test_vec_a), ref_fn(test_vec_a)) class TestUselessSlice: