From 4cb7808259d72b180ef21158a5619ceb2dd7022b Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 29 Sep 2023 12:20:53 -0400 Subject: [PATCH 01/17] Uncomment code after reducing runtime and cost --- ...ing_the_tensor_network_simulator_TN1.ipynb | 420 +++++++++--------- .../2_Graph_optimization_with_QAOA.ipynb | 171 ++++--- 2 files changed, 304 insertions(+), 287 deletions(-) diff --git a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb index 06714bb10..38cc34a65 100644 --- a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb +++ b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb @@ -69,11 +69,11 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "scrolled": false, "ExecuteTime": { "end_time": "2023-08-29T21:54:15.038574Z", "start_time": "2023-08-29T21:54:12.272012Z" - } + }, + "scrolled": false }, "outputs": [], "source": [ @@ -139,11 +139,11 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": false, "ExecuteTime": { "end_time": "2023-08-29T21:57:31.935938Z", "start_time": "2023-08-29T21:54:15.062606Z" - } + }, + "scrolled": false }, "outputs": [ { @@ -196,13 +196,14 @@ "T : |0|1|2|3|4|5|6|7|8|9|10|11|12|13|14|15|16|17|18|19|\n", "20-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 1670 ms\n", - "Measurement results: Counter({'00000000000000000000': 51, '11111111111111111111': 49})\n", + "This quantum task ran 50 shots and the total runtime was 12548 ms\n", + "Measurement results: Counter({'00000000000000000000': 27, '11111111111111111111': 23})\n", "\n", "20-qubit SV1 task COMPLETED.\n", "State vector simulator:\n", - "This quantum task ran 100 shots and the total runtime was 18 ms\n", - "Measurement results: Counter({'11111111111111111111': 54, '00000000000000000000': 46})\n", + "This quantum task ran 50 shots and the total runtime was 18 ms\n", + "Measurement results: Counter({'11111111111111111111': 26, '00000000000000000000': 24})\n", + "\n", "GHZ circuit:\n", "T : |0|1|2|3|4|5|6|7|8|9|10|11|12|13|14|15|16|17|18|19|20|21|22|23|24|\n", " \n", @@ -259,13 +260,14 @@ "T : |0|1|2|3|4|5|6|7|8|9|10|11|12|13|14|15|16|17|18|19|20|21|22|23|24|\n", "25-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 3088 ms\n", - "Measurement results: Counter({'1111111111111111111111111': 55, '0000000000000000000000000': 45})\n", + "This quantum task ran 50 shots and the total runtime was 12624 ms\n", + "Measurement results: Counter({'0000000000000000000000000': 29, '1111111111111111111111111': 21})\n", "\n", "25-qubit SV1 task COMPLETED.\n", "State vector simulator:\n", - "This quantum task ran 100 shots and the total runtime was 600 ms\n", - "Measurement results: Counter({'0000000000000000000000000': 57, '1111111111111111111111111': 43})\n", + "This quantum task ran 50 shots and the total runtime was 478 ms\n", + "Measurement results: Counter({'1111111111111111111111111': 30, '0000000000000000000000000': 20})\n", + "\n", "GHZ circuit:\n", "T : |0|1|2|3|4|5|6|7|8|9|10|11|12|13|14|15|16|17|18|19|20|21|22|23|24|25|26|27|28|29|\n", " \n", @@ -332,36 +334,47 @@ "T : |0|1|2|3|4|5|6|7|8|9|10|11|12|13|14|15|16|17|18|19|20|21|22|23|24|25|26|27|28|29|\n", "30-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 19330 ms\n", - "Measurement results: Counter({'111111111111111111111111111111': 52, '000000000000000000000000000000': 48})\n", + "This quantum task ran 50 shots and the total runtime was 2324 ms\n", + "Measurement results: Counter({'000000000000000000000000000000': 30, '111111111111111111111111111111': 20})\n", "\n", "30-qubit SV1 task COMPLETED.\n", "State vector simulator:\n", - "This quantum task ran 100 shots and the total runtime was 15609 ms\n", - "Measurement results: Counter({'111111111111111111111111111111': 53, '000000000000000000000000000000': 47})\n", + "This quantum task ran 50 shots and the total runtime was 15494 ms\n", + "Measurement results: Counter({'111111111111111111111111111111': 33, '000000000000000000000000000000': 17})\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "35-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 18789 ms\n", - "Measurement results: Counter({'11111111111111111111111111111111111': 54, '00000000000000000000000000000000000': 46})\n", + "This quantum task ran 50 shots and the total runtime was 2284 ms\n", + "Measurement results: Counter({'11111111111111111111111111111111111': 29, '00000000000000000000000000000000000': 21})\n", + "\n", "40-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 3267 ms\n", - "Measurement results: Counter({'0000000000000000000000000000000000000000': 51, '1111111111111111111111111111111111111111': 49})\n", + "This quantum task ran 50 shots and the total runtime was 2412 ms\n", + "Measurement results: Counter({'1111111111111111111111111111111111111111': 29, '0000000000000000000000000000000000000000': 21})\n", + "\n", "45-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 19083 ms\n", - "Measurement results: Counter({'111111111111111111111111111111111111111111111': 51, '000000000000000000000000000000000000000000000': 49})\n", + "This quantum task ran 50 shots and the total runtime was 2377 ms\n", + "Measurement results: Counter({'000000000000000000000000000000000000000000000': 26, '111111111111111111111111111111111111111111111': 24})\n", + "\n", "50-qubit TN1 task COMPLETED.\n", "Tensor network simulator:\n", - "This quantum task ran 100 shots and the total runtime was 3803 ms\n", - "Measurement results: Counter({'00000000000000000000000000000000000000000000000000': 50, '11111111111111111111111111111111111111111111111111': 50})\n" + "This quantum task ran 50 shots and the total runtime was 2434 ms\n", + "Measurement results: Counter({'00000000000000000000000000000000000000000000000000': 25, '11111111111111111111111111111111111111111111111111': 25})\n", + "\n" ] } ], "source": [ "qubit_range = range(20, 31, 5)\n", "tn_qubit_range = range(35, 51, 5)\n", - "n_shots = 100\n", + "n_shots = 50\n", "ghz_circs = {}\n", "sv_tasks = {}\n", "tn_tasks = {}\n", @@ -489,11 +502,11 @@ "cell_type": "code", "execution_count": 6, "metadata": { - "scrolled": false, "ExecuteTime": { "end_time": "2023-08-29T21:58:24.654423Z", "start_time": "2023-08-29T21:57:31.957381Z" - } + }, + "scrolled": false }, "outputs": [ { @@ -502,25 +515,24 @@ "text": [ "20-qubit task COMPLETED.\n", "QFT:\n", - "This quantum task ran 100 shots and the total runtime was 10269 ms\n", - "Measurement results: Counter({'11010010111001011011': 1, '00100011100010111011': 1, '01111001110110111000': 1, '11011110001011011101': 1, '01100010011001110011': 1, '11111101110110001100': 1, '10000101110101010110': 1, '00100100000000000011': 1, '01100011010011110110': 1, '00110100111011001001': 1, '01000001101101010110': 1, '00100101001100100111': 1, '01100001011001001000': 1, '11001100110101110101': 1, '10000100011111101000': 1, '00011010001001000001': 1, '10111100010000101010': 1, '10011010111000001011': 1, '01110111011001110000': 1, '10101010011100000100': 1, '11000010100000100101': 1, '10111101111111110000': 1, '00000110110001111010': 1, '11101000101010111110': 1, '11101110100000011110': 1, '10110011010010000100': 1, '10100110010011100010': 1, '10000110100111001010': 1, '10110010010000010110': 1, '01001100110100011010': 1, '01001111110010010010': 1, '10001010110000111100': 1, '11001011110111101110': 1, '10011001010011110000': 1, '01001001001001100000': 1, '10000110101100000011': 1, '01111101111100011000': 1, '10111001001110101100': 1, '00010100101000101100': 1, '10101000001001110111': 1, '10101110100001101100': 1, '11111101111110000101': 1, '00111001101010101100': 1, '00000000100000001110': 1, '11111010110011101010': 1, '11100011111110011011': 1, '10011001011100111111': 1, '00010110111010110011': 1, '00111100101000001100': 1, '11011001000000100111': 1, '00000110101001110100': 1, '11010001000001111111': 1, '10101011111010111011': 1, '10100011100011000100': 1, '00001010000011100000': 1, '00101101000101111101': 1, '11011001110100100110': 1, '00011001111010001011': 1, '01111011101000011000': 1, '01110101111100011000': 1, '11011010111011010101': 1, '10011101101001001101': 1, '10110010001100000001': 1, '11011000000100000010': 1, '10101011101010101111': 1, '01000111000110010000': 1, '01011111101111110000': 1, '00011111000000101010': 1, '11010101010100010101': 1, '10101001000111011000': 1, '01011110001111011100': 1, '10111011001010111001': 1, '11100111100001011111': 1, '00110111000001110111': 1, '00110100000111010110': 1, '10111011101110010100': 1, '01010101110100101101': 1, '11100000110001110000': 1, '01110000111000011111': 1, '11011101000101100101': 1, '01000110111011001101': 1, '01010101100111110101': 1, '01011101111110011000': 1, '11101010100100110011': 1, '00100000010010101000': 1, '10011010110110000100': 1, '01011000100010001001': 1, '11001010001100000111': 1, '00010110010011110010': 1, '00011111001110100011': 1, '10101000101000101001': 1, '10100110111001010010': 1, '10010110101010101010': 1, '01011110111100111110': 1, '01001010011010101011': 1, '00110010001101111111': 1, '10010000111111111001': 1, '00101110110010100001': 1, '00101000111100010111': 1, '11110001011101010010': 1})\n", + "This quantum task ran 50 shots and the total runtime was 2210 ms\n", + "Measurement results: Counter({'10111011100101010111': 1, '00111001010110001110': 1, '01011010001110100100': 1, '01000110101110001101': 1, '00111111100101100100': 1, '10100011010111101001': 1, '00100000010010100001': 1, '10110011111011100101': 1, '01110011001001110001': 1, '01010011110010110110': 1, '10010000110100010100': 1, '10000101000110011000': 1, '01101011110100010111': 1, '10111111100011010011': 1, '10110000101110011110': 1, '10000111111001001000': 1, '10011010001001001011': 1, '01000010110110101111': 1, '00110011110110011000': 1, '11001101000001101000': 1, '11110110111001101011': 1, '00110010101111011011': 1, '11000100000001110101': 1, '01011011110001111010': 1, '00010101000010111010': 1, '11000001111110111100': 1, '10000110010111101100': 1, '11010110101110110010': 1, '01010111000011010110': 1, '01010100001110100101': 1, '00111100000101101111': 1, '00010101101100001010': 1, '10001110100100011010': 1, '00011000000101100011': 1, '11100011000010010111': 1, '00111011001000001101': 1, '10011101101111111110': 1, '10000100100000000010': 1, '00001001110001000011': 1, '10001001110010001110': 1, '01001111101010010101': 1, '01111110101101010011': 1, '01001000000101000101': 1, '00000001101111111111': 1, '00010001110001111101': 1, '10010000111101101010': 1, '11010101101010110010': 1, '01111010100011000011': 1, '01101111101001001010': 1, '01011110111010011011': 1})\n", + "\n", "30-qubit task COMPLETED.\n", "QFT:\n", - "This quantum task ran 100 shots and the total runtime was 7887 ms\n", - "Measurement results: Counter({'111001110010010011000010011001': 1, '011111010110101000100100101101': 1, '010001100001101111010011101001': 1, '110010100101100100111110000000': 1, '110011111000001101001000011101': 1, '110000100000000010011010111101': 1, '011001110111010101111011100110': 1, '100011110100110000010101011110': 1, '111111101100100011110001110011': 1, '010001111110010001100011011111': 1, '000001110011010101000010101101': 1, '000001011001100000100011110000': 1, '000011111110011010100011000000': 1, '101100001000100110010011001010': 1, '000110101101000111011001101000': 1, '110111110000111000101110100000': 1, '100100100101011100110101100101': 1, '001011011001000110011100110000': 1, '001110011010010111000011011110': 1, '001111101101010011011000001001': 1, '101000011101000000000101110100': 1, '011110110100011100100010011010': 1, '110010100001001001011010110011': 1, '101110001011110001111101110110': 1, '000100011111010000100010000011': 1, '010111100011101010011110100000': 1, '001101000111011001100100010000': 1, '010110001000101010100011011001': 1, '001011111010110101111111100001': 1, '110001111001000101111111000011': 1, '000001000111010111011111000000': 1, '101011000111111000000011100000': 1, '101100110111110011110011100101': 1, '110111011111000010011101101101': 1, '011101100100000110111110001001': 1, '011110000111110100000101101010': 1, '011001001100111111100110011100': 1, '000101100111111110001010000101': 1, '000111110011000100101001101000': 1, '011100111110111100111110000010': 1, '011101101100111101101110000111': 1, '011111011111001101100101001000': 1, '000101110011110101111111100101': 1, '101100110111010001111101000110': 1, '100101100000101011010011111010': 1, '011100110100011111100001010100': 1, '100100010100100111101101011010': 1, '110001001011111001110110010010': 1, '111000101111001000101111011001': 1, '100111101010100100001110001001': 1, '110010100100011000011100010010': 1, '111101001100001110011001011001': 1, '100100101110010111110000011010': 1, '111110000101001100011101001101': 1, '111001110001001111001000000001': 1, '100010110101100100111111011010': 1, '110101101110011010011000111111': 1, '010110010101111001010101100101': 1, '000110001111001100111001010010': 1, '010001110010011111010010011111': 1, '101100000111101011100100001011': 1, '001101100001000100110001111000': 1, '001001101110010010011011100010': 1, '000010011000001101010101111111': 1, '101011111010000110000111001011': 1, '101110101110101000010000101010': 1, '000111010111000111111101100010': 1, '100111110010110010000110011010': 1, '001100101001000100000000010010': 1, '100101010110010011101010010000': 1, '011001001000110001101111000100': 1, '101000000111010010111000110001': 1, '000001010100011100111010100111': 1, '101100101110100100100000111100': 1, '100000101101000011101000100111': 1, '110110100111111000111100011010': 1, '100111001110011011101110010110': 1, '000101001110100000101000000010': 1, '001111000110001000101110010101': 1, '111010101011000110100111101010': 1, '000111001110110011111110100011': 1, '111001101100010101110011111010': 1, '000111101110000100101000101100': 1, '111110111011110101111100101011': 1, '011111110001111100001101100101': 1, '011100111101101010001101001000': 1, '111010011101100110010111000100': 1, '110111101101111000110000000101': 1, '010011001011011100101010111101': 1, '000101111101100001010100100110': 1, '111000110001010010010100010010': 1, '110011001010101001101000000110': 1, '110110101001101011001110011000': 1, '010111111011100100111011000000': 1, '101110011110110110011001000011': 1, '011001010100000101111100100000': 1, '111010101001000011100010010000': 1, '010000101101101010011001111100': 1, '100100111011101100001110100011': 1, '110100011010010000000011000101': 1})\n", + "This quantum task ran 50 shots and the total runtime was 13817 ms\n", + "Measurement results: Counter({'110000110010001001010100001011': 1, '001011111011010011001100101010': 1, '101001000011011010111010111101': 1, '010001011100111110110110000010': 1, '111000011111100111000001100010': 1, '000001111101111101010001011100': 1, '100000010001101111011010010010': 1, '011111100001010100011001010011': 1, '111100101110111101101111111001': 1, '100110101001000100000111111001': 1, '111110101010100110000101111111': 1, '110001101001000101000100101100': 1, '001011011001011111010000111101': 1, '010000101000001010100001001111': 1, '110001000001011000000000010110': 1, '111100010000101101111010100011': 1, '011101010111111001000011100100': 1, '001100100010001101110100001001': 1, '100001010011010100110000101111': 1, '100001110000110000011010110010': 1, '101101101001101100111010101111': 1, '101100010000000100010110100100': 1, '110001010000001011111010011011': 1, '111011101100000111001000001000': 1, '111100000011011010010101011001': 1, '101010010001011011011100011111': 1, '011010101000100110100000011001': 1, '100011100011110110011010011011': 1, '010011010101101100101001000010': 1, '010101000001100011011100111101': 1, '000000011101001000100011001101': 1, '101101101001101111110000011001': 1, '011011001010011100100011001001': 1, '000100101010110010010011110101': 1, '101011100001101111110110100001': 1, '011001111010111001011011010111': 1, '111010011001010001010011110001': 1, '111001101110100110111111000100': 1, '010111110011111001100110000011': 1, '100001000101001101110011100100': 1, '000111010000111110111101111011': 1, '011001000000110000000101101001': 1, '100000100100111010100001111010': 1, '000001101001100101111100011011': 1, '001101110010000101101100011000': 1, '101011100001001000001000100000': 1, '111000111011001101110101110011': 1, '110000010011100010011010110000': 1, '110100110000111011010111110100': 1, '011000010110101101000100011101': 1})\n", + "\n", "40-qubit task COMPLETED.\n", "QFT:\n", - "This quantum task ran 100 shots and the total runtime was 16919 ms\n", - "Measurement results: Counter({'0000001001000100111110000101001011000010': 1, '0010111100101100010100010101100011011000': 1, '0111010100000001111001010001010100111101': 1, '1000111110011011111110110010001001010011': 1, '0001110101001000110101100010101010001111': 1, '1110000000101011001100100001001011101000': 1, '1101010111010101101000111000110000010001': 1, '0000111001011111001001001000010110101000': 1, '1100000110000010101011011000111100111000': 1, '0010100110001111101100011100100110010000': 1, '0001001100010100010101101110101001011101': 1, '0100101010111111000101111101010001101110': 1, '1010001100100110011101110000001100010000': 1, '1101101101000011010111011011010011001010': 1, '0001101101100100110100010010011011101111': 1, '0101110011111100111011010011001010000001': 1, '1111101001101010110110010101001000011101': 1, '0111110001011110010011110100100100001101': 1, '1011000110010111110111010111011000010111': 1, '1101001011000100110101111001110100110000': 1, '1011011001111111101101010111100101000001': 1, '1100011111110000101010110110100111010101': 1, '0101100111110001110010100101000001011011': 1, '1101011011111010111100111001000000110111': 1, '0000110000001110010111001010110111011001': 1, '1001001011111110100111111111001110100011': 1, '0001010010011111010010001101000000001100': 1, '1111001001011011001100000010100001010011': 1, '1000011000011001010111100100010111010110': 1, '0010100000011000100000001010100111000110': 1, '1010000111100011111010101100110110101100': 1, '0010011001011001001010010101101001111000': 1, '0001111000001000010011001000011111100111': 1, '1111000010101101000001011011001110001001': 1, '0011010000010100110001000000100011111110': 1, '1110011111110110100111110100110101110000': 1, '0111011001000100010111100000011011001101': 1, '0100100001000110100110110111000101010001': 1, '1111010100011110000101101110010001011001': 1, '1100100110110110100111001011000011000110': 1, '1011010110111110100100100000101110111011': 1, '0010101011010010101001000111011001000100': 1, '0101011100001001010010000111001111101111': 1, '1110011111000000111101011010111011111010': 1, '1111110011001101011101010001001110010100': 1, '1111101010101011101000111111111100001100': 1, '1010101101000001101001000001000110010100': 1, '0101011000010000101110000100000111010000': 1, '1011000011101110100110111001111100001010': 1, '0010010110010010110111000101110000110110': 1, '0000101010000100101101000001101000100010': 1, '1011001100001101101010011011001101010111': 1, '1111001000110111110011010101011000111011': 1, '1101110011110100100100010110101100111000': 1, '1111010001111011011010010010010011110110': 1, '1011101011011010010100100001101011010111': 1, '0011010000010110110101101101010011111100': 1, '0011001111011111010011000011111000111101': 1, '0100101011000000111011101111000010000011': 1, '0110101001111100101111110011000111100110': 1, '1011110101111000011101000011111000111001': 1, '0001000010001000110101101100010111000101': 1, '0111010100011001000001011111101001110000': 1, '1100010001001110010011000001011000011010': 1, '1011110111111101010110111101111010111110': 1, '1001000101010011000000011100000011101010': 1, '0111101100100100011111110100001010101111': 1, '0110010011101101111010011001110010110101': 1, '0111110000111101001110110001001111011100': 1, '1001011101010101110101011111101110100011': 1, '0111110100011011111100011001001101010000': 1, '0100010100000101001101011101100101100100': 1, '1101110111110000101000100010010110010011': 1, '1101010000111010011000101111000010110001': 1, '0111110010011010110010001110101010011001': 1, '0110010110101000100001001101000101011110': 1, '0101000100011111100011010001111111100100': 1, '0011101010101100000110111011100010111101': 1, '1101000001000101011010110100111101010100': 1, '0110010001011010011111001101011010111000': 1, '0001010100110100100000001110001010111011': 1, '1001011110101110001101100111010111110001': 1, '0100010100111110110111110000000001111110': 1, '1100110011011011110100111101111011001010': 1, '1000011011011000001001010110101001011000': 1, '0010101110010011010101000001110011110101': 1, '1001001110101110101010011000010111011110': 1, '0011000011010001100100001000100111110010': 1, '0011100110010000101010010000011100100111': 1, '1000100011100111010101111100011001111000': 1, '0001110001101110000101011110101010011110': 1, '0111000010101100010000011101001001001010': 1, '0010001100111001000010110011100010000010': 1, '0111011110110111000101100110001111101011': 1, '1100110101111110010100000000111011101100': 1, '0100101100110111010000110010000000001100': 1, '1000001011011011010011001000000010000100': 1, '0111010111011001011010011001110100000010': 1, '0001011000101111010110001110100000101111': 1, '0110011010001100010101011000111010001100': 1})\n", - "50-qubit task COMPLETED.\n", - "QFT:\n", - "This quantum task ran 100 shots and the total runtime was 39142 ms\n", - "Measurement results: Counter({'00001000100111000111111000000000011100100100011011': 1, '01101100001000101100011011000011011001111011011100': 1, '00010010110111100010111111000001000011000110010101': 1, '10001101011011010100111001010011010101110001100110': 1, '11100001100001100010000010101000110110011110101100': 1, '11101010101011100011001001101000100101010110010101': 1, '00111010110001101010011001111110101111110010101011': 1, '01100111001001110111010111011100011011101111011111': 1, '01011111010000001000011111010111110100101000111010': 1, '11000111100100011011000010011100011001001000100011': 1, '01111001110111000001001000111010110010011001001100': 1, '10101101111111001001000100001000110111010101101100': 1, '00110111011000011101101011101011010011110010110111': 1, '11000001100001000110110000111111100110101011010100': 1, '00101001010100111001000000101110100100010011011111': 1, '01100000110110110111011111100011111111100001110000': 1, '10100110101111100101010000011111000011000110101110': 1, '00010110110010011100001011000010011100110011110100': 1, '10101011000101001001010101010011010101011001111111': 1, '01001111000110110001000101001000101010111001101111': 1, '10111101111111111101011101000110010001110111101111': 1, '01001011011011101101110010101001000100111000001111': 1, '00110011011000001011111010100010000010111111011100': 1, '01100111000111110001000100001110010100111100000111': 1, '00100010000111011100000001000101000001100001110100': 1, '11011100100001001000001011010011000011000010000010': 1, '11111001100101110110101111011101000101011000010110': 1, '11100010010101111101001011100100101100010011101101': 1, '10110010011000000011000011000101010100110000100011': 1, '11000101100011110101101011101100101000000110010000': 1, '10101010100001111110000110110101101101001110011111': 1, '11110111110000110100000000111010011010001111101101': 1, '00010000010010111110010010001001000000110000110111': 1, '00010000110111010010110001111111111100111001010101': 1, '11110110001000010110011011011110011110000000101000': 1, '10011010101101001010101110000101110101111011101011': 1, '01111001111010001111011000111010111011100011110010': 1, '10001111000111111001000010100110110000111000010000': 1, '01010110101111100000000101011000011110111010011101': 1, '00010000101101011010101100010100101110100000101100': 1, '10100001110100100010001100011100100010111000011110': 1, '00111001110100010100010101000010011111010101100001': 1, '10011100100001010101011000000011101101100001001000': 1, '01010101011010010011000101001011100001010001110000': 1, '01011010001010110010010011110000101110100010111010': 1, '10011110110010011011110111111111011111010011001101': 1, '00000101001001011100111000111100101001001011000001': 1, '01110010010000110000100111001100010000000101011100': 1, '00010101010110000100011101100001110010001111000010': 1, '01110111100001001010000010001100010010010110110110': 1, '11110101110011000101001110010100000001010011010101': 1, '01010110101100110000111111110110011100011000011100': 1, '10100011001001110101011010100001010101111110000010': 1, '01001101111101100010100001100100100111101101100010': 1, '11011111100011010111011100011101010011101111111101': 1, '10000010110001001110001101110000001000000010100101': 1, '01111001011101111101001100010110111110000101001000': 1, '00110101111001110010010111110000000010101001010101': 1, '00011100000010011110111100011001000110111000011100': 1, '11110001101111001011000010101000001100000011010100': 1, '01000101110001101101011111001100110011100110100000': 1, '11011011011000111110100010100111111001110110100011': 1, '00110101101010010010000101010000110110111011111001': 1, '01001111101001100000100101110111010101001000011000': 1, '01111111001101011000000111110101000011010001111010': 1, '00100111111101010011000011110001111110000110011101': 1, '11101001010101111101101001000111111100101101101100': 1, '10110010101001111100111110100101110000000000110000': 1, '01101110111101010000010011000101010001000011000100': 1, '10011001101101101101000111010101011010010011000000': 1, '01011000110111000100001011111011111101000000111100': 1, '11010100000011101001100010011010111111001111101010': 1, '11010010001110101001111101110001100000100010011011': 1, '01011110010011101010101110110111101010010110100100': 1, '00000011100101000111000110100110001111100010010110': 1, '01011010101011101010000010011000010011111001101110': 1, '10110110100111010001111110111001111000010110100001': 1, '11111110001011101101100100111100011011110011100001': 1, '10110111001000111111101100000111101100100001110111': 1, '11101100001101111011101100011100111101111000110100': 1, '01000111000110001010010100101110000100001000001111': 1, '01100101101101001110010111110100110010111000100111': 1, '00001111101100011110010010011010000010110101010011': 1, '10110001111100101001101101000010011010001010011001': 1, '10111111101010001101011000110101000001110001100101': 1, '01010010000101001110011011011011010100011111011100': 1, '11011001000011101000100001010110010100011100110001': 1, '10001100001011111101111110000110001101001011101001': 1, '11111101100010011111101011000010101010101011100110': 1, '00011100001010011011001110001111001000010011010110': 1, '11111101001001111001011010000111100000111110110011': 1, '01101110101100111111101100110111001001111100110110': 1, '01001011000101010100110110110110100010001100011001': 1, '10001110100011100001010111110111101100001110100110': 1, '11011110010100100011010110010011110011010001110111': 1, '11101110011001110110000110101111000011111100010110': 1, '10101001011000001010100001011101101010010011000001': 1, '10101001010001101011011010110100101100011011110010': 1, '11000111110010001110101010100100000111001100100100': 1, '00111110100010000011001000110101001011011101111110': 1})\n" + "This quantum task ran 50 shots and the total runtime was 20795 ms\n", + "Measurement results: Counter({'1101001000110111001111100110100001001000': 1, '0000111010001100100100100011000111001101': 1, '0111101111110001010110001010110011110011': 1, '0010001110011000111000010011011010111010': 1, '0000010111101100100010100100010111000111': 1, '1011100100101011100000101110110100010110': 1, '1110110100011100101101100000110111000010': 1, '1101001111100001110011001101110101111101': 1, '0110000100111100110111001000110001001000': 1, '1100111110010011100000101110101100000000': 1, '0011010111011101011111011110100010101110': 1, '1110111101110001101001011101110110001100': 1, '1100010100000011100111111111100100110110': 1, '0000010010101111100100110101110101010011': 1, '1111111101100000011010110100000001100101': 1, '1111100001000110001001111110101111111001': 1, '0110110011100011000011001001011110000111': 1, '1110001011100010001001110000101101110010': 1, '0101100001111110010000010101111000111111': 1, '1010000101100011110011101111001100011010': 1, '1011110001011011000011100100011000001001': 1, '1011100101000100010010110000010000000100': 1, '0110110101110011111000110100100011001101': 1, '0111100101000011101011001101001011100011': 1, '0110011000010001110101001001100110011100': 1, '0110101100010000010000010001001111011010': 1, '1011001001111110101100100010010101010111': 1, '0011101110000111010011010100100101100001': 1, '1100010001011001000011111111101101110001': 1, '0001111111001101101110101001010010100100': 1, '0011100010111111001000001000110001111001': 1, '0010110000011100000110101101101110000001': 1, '0011100101001111101010000001110111101111': 1, '1100010011011000100101100111100100001111': 1, '0110110011010011100110010010101110110000': 1, '0100000100000000011101101110101111111100': 1, '1110011000010110111100101001001000011111': 1, '0110110000101000010100100010110000111110': 1, '1100001101000011111010011010101111110110': 1, '0001111011011001011100100100010110000000': 1, '0010100000000011001100111000101001000001': 1, '1010101100101111011011101000010001011100': 1, '0101110110000101101111111000101110101111': 1, '0000001001011010000000000101001100111010': 1, '0001011110000111000111110001100111110010': 1, '1000101111111001000011000000000100000111': 1, '0111001010010011110110010000101000010000': 1, '0111100100111001101111111101110100110100': 1, '0000111111100000111111010110111101000110': 1, '1100000101111101100101101001011001000010': 1})\n", + "\n" ] } ], "source": [ - "qubit_range = range(20, 51, 10)\n", + "qubit_range = range(20, 41, 10)\n", "tn_tasks = {}\n", "tn_results = {}\n", "for num_qubits in qubit_range:\n", @@ -540,7 +552,6 @@ " # get the measurement counts\n", " tn_counts = tn_results[num_qubits].measurement_counts\n", " \n", - "\n", " print('{}-qubit task {}.'.format(num_qubits,tn_status))\n", " print('QFT:')\n", " print('This quantum task ran {} shots and the total runtime was {} ms'.format(tn_num_shots,tn_runtime))\n", @@ -614,11 +625,11 @@ "cell_type": "code", "execution_count": 8, "metadata": { - "scrolled": false, "ExecuteTime": { "end_time": "2023-08-29T21:58:24.702643Z", "start_time": "2023-08-29T21:58:24.696509Z" - } + }, + "scrolled": false }, "outputs": [ { @@ -627,77 +638,77 @@ "text": [ "\n", "HAYDEN PRESKILL CIRCUIT WITH 5 GATES:\n", - "T : | 0 | 1 | 2 |3|\n", - " \n", - "q1 : -Rz(0.44)---------------------\n", - " \n", - "q2 : -C----------------------------\n", - " | \n", - "q3 : -Z--------Ry(0.60)-Ry(0.74)-C-\n", - " | \n", - "q4 : ----------------------------Z-\n", + "T : | 0 | 1 |2|\n", + " \n", + "q0 : -C-------------------\n", + " | \n", + "q1 : -Z-------------------\n", + " \n", + "q2 : -Ry(6.24)------------\n", + " \n", + "q3 : -C--------Rx(2.63)-C-\n", + " | | \n", + "q4 : -Z-----------------Z-\n", "\n", - "T : | 0 | 1 | 2 |3|\n", + "T : | 0 | 1 |2|\n", "\n", "HAYDEN PRESKILL CIRCUIT WITH 10 GATES:\n", - "T : | 0 |1| 2 |3|4| 5 |6|\n", - " \n", - "q0 : ----------C-Rz(1.86)----------------\n", - " | \n", - "q1 : -Rx(1.72)-Z-C-----------------------\n", - " | \n", - "q2 : ------------Z--------C-H----------C-\n", - " | | \n", - "q3 : -C-------------------Z-C-Rz(3.70)-Z-\n", - " | | \n", - "q4 : -Z---------------------Z------------\n", + "T : |0| 1 |2|3| 4 | 5 |\n", + " \n", + "q1 : --------------C-Rx(4.33)-Rx(0.81)-\n", + " | \n", + "q2 : -H----------C-Z-C-----------------\n", + " | | \n", + "q3 : -C-H--------Z-C-Z-----------------\n", + " | | \n", + "q4 : -Z-Rx(1.79)---Z-------------------\n", "\n", - "T : | 0 |1| 2 |3|4| 5 |6|\n", + "T : |0| 1 |2|3| 4 | 5 |\n", "\n", "HAYDEN PRESKILL CIRCUIT WITH 15 GATES:\n", - "T : |0|1|2| 3 |4| 5 | 6 |\n", + "T : | 0 |1| 2 |3| 4 |5|6|\n", " \n", - "q0 : -C----------------C--------C--------\n", - " | | | \n", - "q1 : -Z-C------------C-Z--------Z--------\n", - " | | \n", - "q2 : ---Z-C-Rx(1.33)-Z-Ry(3.61)-Rz(2.73)-\n", - " | \n", - "q3 : -C---Z-Rz(4.31)-C-------------------\n", - " | | \n", - "q4 : -Z-H------------Z-H--------Rz(5.25)-\n", + "q0 : ---------------------C-Rx(2.12)-----\n", + " | \n", + "q1 : -Ry(4.60)-H-H--------Z-C--------C---\n", + " | | \n", + "q2 : -C--------C------------Z--------Z-H-\n", + " | | \n", + "q3 : -Z--------Z-Ry(3.82)-C-C------------\n", + " | | \n", + "q4 : -Rz(5.56)-H----------Z-Z------------\n", "\n", - "T : |0|1|2| 3 |4| 5 | 6 |\n", + "T : | 0 |1| 2 |3| 4 |5|6|\n", "\n", "HAYDEN PRESKILL CIRCUIT WITH 20 GATES:\n", - "T : | 0 | 1 | 2 |3|4|5| 6 | 7 | 8 |9|10|11|12|13| 14 |15|\n", - " \n", - "q0 : ----------------------------C----------------------------------------------------------\n", - " | \n", - "q1 : -H--------Ry(0.22)-Rz(5.02)-Z-C-C-Rx(5.17)-C-------------------C--C--------------------\n", - " | | | | | \n", - "q2 : -Rx(0.17)---------------------Z-Z-C--------Z-----------------C-Z--Z--C-----------------\n", - " | | | \n", - "q3 : ----------------------------------Z--------Ry(0.16)-Ry(5.64)-Z-------Z--C--Ry(2.37)-C--\n", - " | | \n", - "q4 : -Rz(1.49)---------------------------------------------------------------Z-----------Z--\n", + "T : | 0 |1| 2 | 3 | 4 |5| 6 |7|8|9|\n", + " \n", + "q0 : -Ry(5.21)-C-Rx(4.17)---------------------C--------------\n", + " | | \n", + "q1 : -Rx(2.00)-Z----------C-----------------C-Z----------C---\n", + " | | | \n", + "q2 : -Ry(3.59)-C-Rz(0.74)-Z--------Rz(4.65)-Z-Ry(1.62)-C-Z-C-\n", + " | | | \n", + "q3 : ----------Z-H--------Ry(1.07)-C-------------------Z-C-Z-\n", + " | | \n", + "q4 : -Rx(5.20)---------------------Z---------------------Z---\n", "\n", - "T : | 0 | 1 | 2 |3|4|5| 6 | 7 | 8 |9|10|11|12|13| 14 |15|\n", + "T : | 0 |1| 2 | 3 | 4 |5| 6 |7|8|9|\n", "\n", "HAYDEN PRESKILL CIRCUIT WITH 25 GATES:\n", - "T : | 0 | 1 | 2 | 3 |4|5|6|7| 8 |9| 10 |11|12|\n", - " \n", - "q0 : -Rz(0.66)-Rx(0.16)-Ry(0.10)-Rx(0.85)-----------------------------------\n", - " \n", - "q1 : -Rz(1.28)-H-------------------------------------------C----------------\n", - " | \n", - "q2 : ----------C--------H--------Ry(2.26)-C-------C--------Z-Rz(5.43)-------\n", - " | | | \n", - "q3 : -C--------Z--------H-----------------Z-H-C-C-Z--------C-C--------C--H--\n", - " | | | | | | \n", - "q4 : -Z--------Rz(0.33)-----------------------Z-Z-Rz(2.78)-Z-Z--------Z--H--\n", + "T : |0|1|2| 3 | 4 | 5 |6|7|8|9|10|11| 12 | 13 |14|\n", + " \n", + "q0 : -H-C------------C----------------------------------------------------\n", + " | | \n", + "q1 : ---Z-C-Rx(1.07)-Z--------C--------C-H--------------------------------\n", + " | | | \n", + "q2 : ---C-Z-------------------Z--------Z-C-C---C--C--Rz(1.98)-Rx(6.11)----\n", + " | | | | | \n", + "q3 : -H-Z-C-C----------------------------Z-Z-H-Z--Z--C--------H--------C--\n", + " | | | | \n", + "q4 : -H---Z-Z--------Rx(4.46)-Rx(3.80)---------------Z-----------------Z--\n", "\n", - "T : | 0 | 1 | 2 | 3 |4|5|6|7| 8 |9| 10 |11|12|\n" + "T : |0|1|2| 3 | 4 | 5 |6|7|8|9|10|11| 12 | 13 |14|\n" ] } ], @@ -719,59 +730,66 @@ "We will examine runtimes for various depths of circuits at relatively low (for TN1) qubit counts. This is to ensure that our job finishes in a reasonable amount of time. We'll examine the measurement counts at the end of each simulation. Because these are random circuits, we should not expect to see the measurement counts highly concentrated in a few outcomes." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "Caution: Running the following cell will take about 2 minutes. Only uncomment it if you are happy to wait.\n", - "
" - ] - }, { "cell_type": "code", "execution_count": 9, "metadata": { - "scrolled": false, "ExecuteTime": { "end_time": "2023-08-29T21:58:24.709311Z", "start_time": "2023-08-29T21:58:24.702265Z" - } + }, + "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20-qubit 48-depth task COMPLETED.\n", + "Hayden-Preskill circuit:\n", + "This task ran 5 shots and the total runtime was 6795 ms\n", + "Measurement results: Counter({'11010111111101110111': 1, '11000011111000101101': 1, '11100110100100010110': 1, '11000010001100101111': 1, '10000001011010111100': 1})\n", + "\n", + "20-qubit 69-depth task COMPLETED.\n", + "Hayden-Preskill circuit:\n", + "This task ran 5 shots and the total runtime was 22773 ms\n", + "Measurement results: Counter({'00110010000101010000': 1, '00010001010101000001': 1, '11011100010101000111': 1, '11101100011011001100': 1, '10001110000001110111': 1})\n", + "\n" + ] + } + ], "source": [ - "#num_qubits = 50\n", - "#n_shots = 10\n", - "#gate_range = range(500, 1001, 250)\n", - "#tn_tasks = {}\n", - "#tn_results = {}\n", - "#for gates in gate_range:\n", - "# # construct HP circuit\n", - "# circ = Circuit()\n", - "# # ensure the HP circuit is runnable -- circuits must have depth <= 100\n", - "# while True:\n", - "# circ = local_Hayden_Preskill(num_qubits, gates)\n", - "# if circ.depth <= 100:\n", - "# break\n", - "# tn_tasks[circ.depth] = tn_device.run(circ, shots=n_shots)\n", - "#\n", - "#for depth in tn_tasks.keys():\n", - "# tn_status = tn_tasks[depth].state()\n", - "# while tn_status != 'COMPLETED':\n", - "# tn_status = tn_tasks[depth].state()\n", - "#\n", - "# tn_results[depth] = tn_tasks[depth].result()\n", - "# # get the running time of the task\n", - "# tn_runtime = tn_results[depth].additional_metadata.simulatorMetadata.executionDuration\n", - "#\n", - "# # get the measurement counts\n", - "# tn_counts = tn_results[depth].measurement_counts\n", - "# \n", - "#\n", - "# print('{}-qubit {}-depth task {}.'.format(num_qubits,depth,tn_status))\n", - "# print('Hayden-Preskill circuit:')\n", - "# print('This task ran {} shots and the total runtime was {} ms'.format(n_shots,tn_runtime))\n", - "# print(\"Measurement results: {}\\n\".format(tn_counts))" + "num_qubits = 20\n", + "n_shots = 5\n", + "gate_range = [250, 500]\n", + "tn_tasks = {}\n", + "tn_results = {}\n", + "for gates in gate_range:\n", + " # construct HP circuit\n", + " circ = Circuit()\n", + " # ensure the HP circuit is runnable -- circuits must have depth <= 100\n", + " while True:\n", + " circ = local_Hayden_Preskill(num_qubits, gates)\n", + " if circ.depth <= 100:\n", + " break\n", + " tn_tasks[circ.depth] = tn_device.run(circ, shots=n_shots)\n", + "\n", + "for depth in tn_tasks.keys():\n", + " tn_status = tn_tasks[depth].state()\n", + " while tn_status != 'COMPLETED':\n", + " tn_status = tn_tasks[depth].state()\n", + "\n", + " tn_results[depth] = tn_tasks[depth].result()\n", + " # get the running time of the task\n", + " tn_runtime = tn_results[depth].additional_metadata.simulatorMetadata.executionDuration\n", + "\n", + " # get the measurement counts\n", + " tn_counts = tn_results[depth].measurement_counts\n", + " \n", + " print('{}-qubit {}-depth task {}.'.format(num_qubits,depth,tn_status))\n", + " print('Hayden-Preskill circuit:')\n", + " print('This task ran {} shots and the total runtime was {} ms'.format(n_shots,tn_runtime))\n", + " print(\"Measurement results: {}\\n\".format(tn_counts))" ] }, { @@ -792,15 +810,6 @@ "" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "Caution: Running the following cell will take about 3 minutes. Only uncomment it if you are happy to wait.\n", - "
" - ] - }, { "cell_type": "code", "execution_count": 10, @@ -810,51 +819,64 @@ "start_time": "2023-08-29T21:58:24.709746Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GHZ task ran 5 shots and the total runtime was 1696 ms\n", + "QFT task ran 5 shots and the total runtime was 2940 ms\n", + "HP task ran 5 shots and the total runtime was 40343 ms\n", + "GHZ task ran 20 shots and the total runtime was 1315 ms\n", + "QFT task ran 20 shots and the total runtime was 2916 ms\n", + "HP task ran 20 shots and the total runtime was 38092 ms\n" + ] + } + ], "source": [ - "#num_qubits = 30\n", - "#ghz_circ = ghz_circuit(num_qubits)\n", - "#qft_circ = qft(range(num_qubits))\n", - "#hp_circ = Circuit()\n", - "#while True:\n", - "# hp_circ = local_Hayden_Preskill(num_qubits, 750)\n", - "# if circ.depth <= 100:\n", - "# break\n", - "#ghz_tasks = {}\n", - "#ghz_results = {}\n", - "#qft_tasks = {}\n", - "#qft_results = {}\n", - "#hp_tasks = {}\n", - "#hp_results = {}\n", - "#for n_shots in [10, 40]:\n", - "# ghz_tasks[n_shots] = tn_device.run(ghz_circ, shots=n_shots)\n", - "# qft_tasks[n_shots] = tn_device.run(qft_circ, shots=n_shots)\n", - "# hp_tasks[n_shots] = tn_device.run(hp_circ, shots=n_shots)\n", - "#\n", - "#for n_shots in [10, 40]:\n", - "# ghz_status = ghz_tasks[n_shots].state()\n", - "# while ghz_status != 'COMPLETED':\n", - "# ghz_status = ghz_tasks[n_shots].state()\n", - "#\n", - "# qft_status = qft_tasks[n_shots].state()\n", - "# while qft_status != 'COMPLETED':\n", - "# qft_status = qft_tasks[n_shots].state()\n", - "#\n", - "# hp_status = hp_tasks[n_shots].state()\n", - "# while hp_status != 'COMPLETED':\n", - "# hp_status = hp_tasks[n_shots].state()\n", - "#\n", - "# ghz_results[n_shots] = ghz_tasks[n_shots].result()\n", - "# qft_results[n_shots] = qft_tasks[n_shots].result()\n", - "# hp_results[n_shots] = hp_tasks[n_shots].result()\n", - "# # get the running time of the task\n", - "# ghz_runtime = ghz_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", - "# qft_runtime = qft_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", - "# hp_runtime = hp_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", - "#\n", - "# print('GHZ task ran {} shots and the total runtime was {} ms'.format(n_shots,ghz_runtime))\n", - "# print('QFT task ran {} shots and the total runtime was {} ms'.format(n_shots,qft_runtime))\n", - "# print('HP task ran {} shots and the total runtime was {} ms'.format(n_shots,hp_runtime))" + "num_qubits = 25\n", + "ghz_circ = ghz_circuit(num_qubits)\n", + "qft_circ = qft(range(num_qubits))\n", + "hp_circ = Circuit()\n", + "while True:\n", + " hp_circ = local_Hayden_Preskill(num_qubits, 750)\n", + " if circ.depth <= 100:\n", + " break\n", + "ghz_tasks = {}\n", + "ghz_results = {}\n", + "qft_tasks = {}\n", + "qft_results = {}\n", + "hp_tasks = {}\n", + "hp_results = {}\n", + "for n_shots in [5, 20]:\n", + " ghz_tasks[n_shots] = tn_device.run(ghz_circ, shots=n_shots)\n", + " qft_tasks[n_shots] = tn_device.run(qft_circ, shots=n_shots)\n", + " hp_tasks[n_shots] = tn_device.run(hp_circ, shots=n_shots)\n", + "\n", + "for n_shots in [5, 20]:\n", + " ghz_status = ghz_tasks[n_shots].state()\n", + " while ghz_status != 'COMPLETED':\n", + " ghz_status = ghz_tasks[n_shots].state()\n", + "\n", + " qft_status = qft_tasks[n_shots].state()\n", + " while qft_status != 'COMPLETED':\n", + " qft_status = qft_tasks[n_shots].state()\n", + "\n", + " hp_status = hp_tasks[n_shots].state()\n", + " while hp_status != 'COMPLETED':\n", + " hp_status = hp_tasks[n_shots].state()\n", + "\n", + " ghz_results[n_shots] = ghz_tasks[n_shots].result()\n", + " qft_results[n_shots] = qft_tasks[n_shots].result()\n", + " hp_results[n_shots] = hp_tasks[n_shots].result()\n", + " # get the running time of the task\n", + " ghz_runtime = ghz_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", + " qft_runtime = qft_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", + " hp_runtime = hp_results[n_shots].additional_metadata.simulatorMetadata.executionDuration\n", + "\n", + " print('GHZ task ran {} shots and the total runtime was {} ms'.format(n_shots,ghz_runtime))\n", + " print('QFT task ran {} shots and the total runtime was {} ms'.format(n_shots,qft_runtime))\n", + " print('HP task ran {} shots and the total runtime was {} ms'.format(n_shots,hp_runtime))" ] }, { @@ -872,9 +894,9 @@ "output_type": "stream", "text": [ "Quantum Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 300, 'tasks': {'COMPLETED': 3}, 'execution_duration': datetime.timedelta(seconds=16, microseconds=227000), 'billed_execution_duration': datetime.timedelta(seconds=21, microseconds=609000)}, 'arn:aws:braket:::device/quantum-simulator/amazon/tn1': {'shots': 1100, 'tasks': {'COMPLETED': 11}, 'execution_duration': datetime.timedelta(seconds=143, microseconds=247000), 'billed_execution_duration': datetime.timedelta(seconds=144, microseconds=577000)}}\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 150, 'tasks': {'COMPLETED': 3}, 'execution_duration': datetime.timedelta(seconds=15, microseconds=990000), 'billed_execution_duration': datetime.timedelta(seconds=21, microseconds=494000)}, 'arn:aws:braket:::device/quantum-simulator/amazon/tn1': {'shots': 585, 'tasks': {'COMPLETED': 18}, 'execution_duration': datetime.timedelta(seconds=190, microseconds=695000), 'billed_execution_duration': datetime.timedelta(seconds=197, microseconds=787000)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", - "Estimated cost to run this example: 0.690 USD\n" + "Estimated cost to run this example: 0.933 USD\n" ] } ], @@ -888,7 +910,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.10 ('venv': venv)", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -902,7 +924,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.11.4" }, "vscode": { "interpreter": { diff --git a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb index 1a36f7627..dc228503b 100644 --- a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb +++ b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb @@ -26,7 +26,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -42,9 +41,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -108,7 +107,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -198,7 +196,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -352,17 +349,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial cost: 0.6516478992954955\n", - "Completed iteration 1, cost function: -0.6687410127547244\n", - "Completed iteration 2, cost function: -1.7159072783906053\n", - "Completed iteration 3, cost function: -1.950115458213473\n", - "Completed iteration 4, cost function: -2.033092951409877\n", - "Completed iteration 5, cost function: -2.105710086578066\n", - "Completed iteration 6, cost function: -2.1748317555275776\n", - "Completed iteration 7, cost function: -2.242888962573281\n", - "Completed iteration 8, cost function: -2.311283045926767\n", - "Completed iteration 9, cost function: -2.3807887017553835\n", - "Completed iteration 10, cost function: -2.451785569648757\n" + "Initial cost: 0.6516478992954963\n", + "Completed iteration 1, cost function: -0.6687410127547252\n", + "Completed iteration 2, cost function: -1.7159072783906075\n", + "Completed iteration 3, cost function: -1.9501154582134768\n", + "Completed iteration 4, cost function: -2.0330929514098766\n", + "Completed iteration 5, cost function: -2.1057100865780685\n", + "Completed iteration 6, cost function: -2.1748317555275736\n", + "Completed iteration 7, cost function: -2.2428889625732786\n", + "Completed iteration 8, cost function: -2.31128304592676\n", + "Completed iteration 9, cost function: -2.380788701755378\n", + "Completed iteration 10, cost function: -2.45178556964876\n" ] } ], @@ -445,9 +442,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -458,7 +455,7 @@ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", - "plt.style.use(\"seaborn\")\n", + "plt.style.use(\"seaborn-v0_8\")\n", "labels = [\"{0:{fill}6b}\".format(i, fill='0') for i in range(len(probs))]\n", "\n", "plt.bar(range(2 ** wires), probs.values())\n", @@ -487,9 +484,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -530,9 +527,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzMAAAI5CAYAAACVR2RkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzddVhU29cH8O/QnQPSKGErJgrYCSao2O01ULEwUVRUxMTuRGwsLLBFBVTQK3ixQWmkJCVnzvuHL/MTCYkZhlif5+G5l5l99l4zisw6e++1WQzDMCCEEEIIIYSQWkZE2AEQQgghhBBCSGVQMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiVKZgghhBBCCCG1EiUzhBBCCCGEkFqJkhlCCCGEEEJIrUTJDCGEEEIIIaRWomSGEEIIIYQQUitRMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiVKZgghhBBCCCG1EiUzhBBCCCGEkFqJkhlCCCGEEEJIrUTJDCGEEEIIIaRWomSGEEIIIYQQUitRMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiVKZgghhBBCCCG1EiUzhBBCCCGEkFqJkhlCCCGEEEJIrUTJDCGEEEIIIaRWomSGEEIIIYQQUitRMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiVKZgghhBBCCCG1EiUzhBBCCCGEkFqJkhlCCCGEEEJIrUTJDCGEEEIIIaRWomSGEEIIIYQQUitRMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiVKZgghhBBCCCG1EiUzhBBCCCGEkFqJkhlCCCGEEEJIrUTJDCGEEEIIIaRWomSGEEIIIYQQUitRMkMIIYQQQgiplSiZIYQQQgghhNRKlMwQQgghhBBCaiUxYQdACCGE1EYpWXnwehODd3HpSM7MRQGXgZgIC6pykmiuqYChbbShIish7DAJIaROYzEMwwg7CEIIIaS2CI5KxQHfMLyJSkV8ek6p7TQUpNBGVwl23Q1hoqtUfQESQkg9QskMIYQQUg55BVy4er/HjZBYJGXmlfs6tpwEhphoYYVVM4iL0upuQgjhJ0pmCCGEkL/Iyi3APx5BCAhLrnQfZoaqODqhA2QlaYU3IYTwC90iIoQQQsqQz+FWOZEBgICwZEz3CEI+h8unyAghhFAyQwghhJRho/f7YolMQXoiIneMQk5ESJHHc6L+Q/zppYh0s0X0/ilIuXcI3NyfvOf9w5Lh6v2+WuImhJD6gJIZQgghpBTBUam4ERxb5LGCtAR8P+8EJjeryON5id/w/bwTWKLiULNeDkWL0cgKfYSk61uLtLseHIvgqFRBh04IIfUCLdwlhBBCSnHAN4y32Z9huMh6+wA/Hh4vsW3WO1+wWCyoDV8FEQnpXw9yOUi5sx8FaQkQU1QHACRl5uGAbxgOjm9fLa+BEELqMpqZIYQQQkqQkpWHN7/NoOQnfEPynf2QbdUL7MGLirVnCvIBEVGwxCV5j4lIKwAAONnpRdq+iUpFSlb5K6IRQggpGSUzhBBCSAm83sQUOUdGVEEN2jOPQKX3dLDEJIu1lzPpB7BY+PHgKDjZ6chLjECa3zmIqzWEhHqjIm3j03NwPThG4K+BEELqOlpmRgghhJTgXVzR2RRRaXlAWr7U9hJsPSh3n4yUeweREXT91zUK6tAYvxksEdG/9k8IIaTiaGaGEEIIKUFyZm6F2qcFXETK3f2Qb2sF9dEuYA9dChEJKXw/txKcrB/F2idlVKx/QgghxVEyQwghhJSggFv+M6UZLgdp/hcg26IHVPrZQbqhCWSbdUODMS7gZKYg/cWVKvVPCCGkZJTMEEIIISUQE2GVuy3nZxqY/FxIajcv8riorDLEVXWQlxRZpf4JIYSUjPbMEEIIIf+voKAAAQEB8Pb2xrNISUC3Q7muE5VRhIiUPHKiQyHfbgDvcc7PNOSnxEBWs3Gxa9jyxYsIEEIIqRhKZgghhNRrMTEx8PHxgbe3N+7fv4+0tDSw2Wy0GjYX4eXsgyUiCsWuY/Hj3iEkS0hDpmkXcLPTkRbgCRZLBAqmNsWuaa6pwN8XQggh9RAlM4QQQuqV/Px8+Pn5wdvbGz4+PggJCQGLxUKnTp2waNEiWFlZoX379kjNLsCA3U+LlGcui0L7wRCRlEP6y6vIfHsfotIKkNRtAfVhqyCm1KBIWw0FKQwx0RbEyyOEkHqFxTAM7UAkhBBSp0VFRRWZfcnIyIC6ujosLS1hZWWFvn37QlVVtdh1s06/gk9oPN/jsWyhgYPj2/O9X0IIqW9oZoYQQkidk5eXh2fPnsHb2xve3t4IDQ2FiIgIzMzMsGzZMlhaWqJt27YQESm7Do5dd0MERaQgKTOPb7Gx5SRg192Qb/0RQkh9RskMIYSQOiEiIoKXvDx48ABZWVnQ1NSEpaUlVq9ejb59+0JZWblCfZroKmGIiRaO+33jS4wMw4WhWCpMdJX40h8hhNR3tMyMEEJIrZSbm4snT57wEpgPHz5AVFQUFhYWvOVjJiYmYLGqVgI5n8PFxBMvERCWXOWYlfMS8GbndMy3n4tt27ZBTIzuKRJCSFVQMkMIIaTWCA8P5yUvjx49ws+fP6Gtrc1LXvr06QNFRUW+j5uVW4DpHkHw/5IEVDI5MjdUxeHx7XHy6CEsWLAAPXv2xIULF6CiosLnaAkhpP6gZIYQQkiNlZ2dDV9fX97m/U+fPkFMTAxdunSBlZUVrKys0LJlyyrPvpTH+4+f0NV+O9jtrZAD8XJfx5aTwBATLaywagZx0V97dB4+fAhbW1soKyvDy8sLLVq0EFTYhBBSp1EyQwghpEb58uULb/bl8ePHyM7Ohq6uLi956dWrFxQUqv+MlmHDhiEoKAieD1/ixPMYvIlKLbNss4aCFNroKsGuu2GJe2TCw8MxdOhQfPv2DWfPnsXgwYMFGD0hhNRNlMwQQggRqp8/f+Lx48e8BCYsLAzi4uLo1q0bb/lY8+bNq2X2pTS+vr7o0aMHzpw5g7FjxwIAUrLycD04Bu/i0pGYkYvb3nfQtIkx/gsKwOh+Flg/3RoqshJl9puRkYGJEyfCy8sLGzZswIoVK4T6OgkhpLahZIYQQki1YhgGnz594iUvvr6+yM3NRcOGDWFlZQVLS0v06tULcnJywg4VAMDlcmFqagoRERE8f/681HLOmpqasLOzw/nz59G9e3ccOHCg3P07Oztj3bp1GDVqFI4fPw4ZGRl+vgRCCKmzqIwKIYQQgcvKysLDhw/h7e0NHx8ffP36FRISEujevTtcXV1hZWWFJk2a1MhZiTNnzuDVq1d4+vRpmefSsNlsJCUlwdzcHH5+fuXuX0REBM7OzmjVqhUmTZqELl264Nq1a9DT0+NH+IQQUqfRzAwhhBC+YxgG79+/5yUvT548QV5eHgwMDHh7X3r06AFZWVlhh1qmnz9/onHjxjAzM4Onp2eZbXv27AlNTU307dsX06ZNQ0pKCpSUlCo03ps3b2BtbY3s7GxcvnwZXbp0qUL0hBBS99HMDCGEEL7IyMjgzb54e3sjMjISUlJS6NGjB7Zu3QorKysYGRnVyNmX0ri5uSExMRGbNm36a9vCmRkLCwswDIMXL16gf//+FRqvTZs2CAwMxIgRI9CrVy/s27cP06dPr2z4hBBS51EyQwghpFIYhkFoaCgveXn27Bny8/NhbGwMa2trWFpaokePHpCWlhZ2qJUSFxeHTZs2wd7eHoaGhn9tz2azERYWBmNjY7DZbPj5+VU4mQEANTU13Lt3D/Pnz8eMGTMQHByMHTt2QFy8/OWgCSGkvqBkhhBCSLmlp6fj/v37vOVj0dHRkJaWRq9eveDm5gYrK6tyffCvDZycnCAlJYVVq1aVq72qqiqSkpLAYrFgbm4Of3//So8tISGBAwcOwMTEBPb29nj37h0uXrwINptd6T4JIaQuomSGEEJIqRiGQUhICG/2xd/fHwUFBWjSpAlGjBgBKysrdOvWDVJSUsIOla+Cg4Nx/Phx7N69u9z7XgqXmQGAubk51q9fj4KCAoiJVf5X7axZs9CsWTOMGDECpqam8PLyQqtWrSrdHyGE1DVUAIAQQkgRqampuHfvHnx8fODj44PY2FjIysqiV69evNLJjRo1EnaYAsMwDPr27Yvo6Gi8ffu23Mu7Tp8+jQkTJiArKwuvX79G165d8fr1a7Rt27bKMX379g1Dhw5FWFgYPDw8YGNjU+U+CSGkLqCZGUIIqee4XC7evHkDHx8feHt7IyAgABwOB82bN8eYMWNgZWWFLl26QFJSUtihVovbt2/jwYMHuH79eoX2qRQuAUtOTkb79u0hLi4OPz8/viQzDRs2hL+/PyZPnoxhw4bB2dkZq1atKrNUNCGE1Ac0M0MIIfVQSkoK7t27x9v78v37d8jJyaFPnz6wsrJC//79oa+vL+wwq11+fj5at24NLS0t3L9/v0KV14KCgtCxY0febIyZmRkaNmyIc+fO8S0+hmGwYcMGrF69GsOHD8fJkydrzOGihBAiDDQzQwgh9QCXy8Xr1695e19evHgBLpeLVq1aYeLEibCysoKFhQUkJCSEHapQHT58GB8/fsS5c+cqXEK6cGamcN+MhYXFX8+mqSgWiwUnJye0atUKEyZMgIWFBby8vNCwYUO+jkMIIbUFzcwQQkgdlZSUhLt378Lb2xt37txBYmIiFBQUeLMvlpaW0NHREXaYNUZqaiqMjY0xePBgHD9+vMLXZ2ZmQl5eHmfPnsWYMWNw5coVDB8+HFFRUQJ5n//77z8MGTIEGRkZuHTpErp37873MQghpKajmRlCCKkjOBwOgoKCeEvHXr58CYZhYGJigmnTpsHKygpmZmZ0XkkpNm7ciJ8/f2LDhg2Vul5WVhaSkpJFKpoBgL+/P0aOHMm3OAu1bNkSgYGBGDlyJPr06YPdu3fDzs6O7+MQQkhNRskMIYTUYgkJCUVmX5KTk6GoqIh+/fph5syZ6N+/P7S0tIQdZo0XHh6OXbt2YeXKlZV+v1gsFu+sGQDQ0NCAgYEB/Pz8BJLMAL/OtvHx8YGDgwNmz56N4OBg7N69u94vFySE1B+UzBBCSC3C4XDw8uVL3t6XV69egWEYtGvXDrNmzYKlpSU6d+5cpbNN6qPly5dDTU0NDg4OVern97NmgF/7Zvz8/KoaXpnExcWxe/dutG7dGrNnz8a7d+9w6dIlqKurC3RcQgipCei3HSGE1HDx8fG4c+cOvL29cffuXfz48QPKysro378/5s6di/79+0NDQ0PYYdZa/v7+8PT0xMmTJyErK1ulvthsNpKTk3nfm5ub4+zZs8jKyqpy33/zzz//oFmzZhg2bBg6duwILy8vtGnTRqBjEkKIsFEBAEIIqWEKCgrw/Plz3uzLv//+CxaLhQ4dOsDS0hJWVlYwNTWFqKiosEOt9bhcLszMzFBQUIDAwMAqn9syatQoJCcn4/79+wCAt2/fonXr1nj48CF69uzJj5D/KjIyEjY2Nvjw4QNOnjwJW1vbahmXEEKEgWZmCCGkBoiNjYWPjw98fHxw7949pKamQlVVFf3798eiRYvQr18/WjYkABcuXMDLly/x6NEjvhxAyWaz8fHjR973LVq0gIKCAvz9/astmdHT08PTp08xbdo0jBw5EqtWrYKzszMdsEkIqZMomSGEECHIz8+Hv78/fHx84O3tjeDgYLBYLJiammLBggWwsrJC+/btafZFgLKzs7F8+XJYW1ujR48efOnzzz0zIiIiMDMzE/i+mT/JyMjg7NmzaN26NVauXIm3b9/Cw8MD8vLy1RoHIYQIGiUzhBBSTaKjo3nJy/3795Geng41NTVYWlpi2bJl6Nu3L+/gRSJ4u3btQmxsLO7du8e3PguTGYZheIduWlhYwM3NDVwut1pnR1gsFlasWIFWrVph7NixMDMzg5eXFwwNDastBkIIETSacyaEEAHJy8vDo0ePsHTpUrRq1Qq6urqYOXMm4uPjsWTJEgQGBiI+Ph6nTp3CmDFjKJGpRt+/f8fGjRsxZ84cNG7cmG/9qqqqIjc3F1lZWbzHzM3NkZqaivfv3/NtnIoYNGgQnj9/jtzcXJiamuLBgwdCiYMQQgSBZmYIIYSPIiMjeRv3Hzx4gMzMTDRo0ACWlpZYtWoV+vbtCxUVFWGHWe+tWbMGYmJiWL16NV/7LUxIk5KSICcnBwDo1KkTRERE4OfnhxYtWvB1vPJq3rw5Xr58iVGjRqF///5wc3ODvb09b/aIEEJqK0pmCCGkCnJzc/H06VN4e3vDx8cH7969g7icElpYTYLZgn2QV9OCjKw8RERZCBKVxM/3aRjaRg4qsnSoobCEhobiyJEj2L59O98Ty9+TmYYNGwIA5OTkYGJiAn9/f8yYMYOv41WEsrIybt++jaVLl2L+/PkICQnBvn37ICkpKbSYCCGkqqg0MyGEVNDXr195ycvDhw+RlZUFLS0tmA0cjVzDbkjgyOB7Rl6p12soSKGNrhLsuhvCRFep+gInAAArKyt8+fIFoaGhkJDgb1IZGRkJfX19+Pj4oH///rzH7e3t4ePjg8+fP/N1vMpyd3fHjBkz0KFDB1y+fJnOKSKE1Fq0Z4YQQv4iJycHd+/excKFC9G0aVMYGBhg/vz5SE9Ph5OTE4Jev8GMg3fwTd8Sb1PFykxkACA+PQc+ofGYdioQ626GIp/DraZXQgrLX2/ZsoXviQxQdGbmdxYWFvjy5QsSEhL4PmZlTJo0Cb6+vggPD0fHjh3x6tUrYYdECCGVQjMzhBBSgi9fvvAqjz169AjZ2dnQ0dGBlZUVLC0t0adPHygoKCArtwD/eAQhICz5752WwsxQFUcndICsJK38FaSCggK0adMGqqqqePz4scD2i8jIyMDV1RXz58/nPVY4Y3P16lVYW1sLZNzKiImJgY2NDd6+fYvjx49jzJgxwg6JEEIqhH5zEkIIfp058vjxY97m/S9fvkBcXBxdu3aFs7MzrKys0KJFiyIfgPM53ConMgAQEJaM6R5BcJ9iCnFRmjAXlOPHjyM0NBSBgYEC3fj+51kzwK+DLHV0dODv71+jkhltbW34+vpixowZGDt2LEJCQrBhwwY634gQUmtQMkMIqZcYhsHnz595yYuvry9ycnKgp6cHKysrbNu2Db169SrzkMGN3u+rnMgU8g9Lhqv3e6weJJxqV3Vd4ZLACRMmoEOHDgIdq6RkBvhVorm6D88sD2lpaZw6dQomJiZYtmwZ3r59izNnzkBRUVHYoRFCyF9RMkMIqTeysrLw6NEj3ub98PBwSEhIoFu3bnBxcYGVlRWaNm1arrv2wVGpuBEcW+zxgvRExB6bC/VhKyGl3/p/j2ck4cejE8gJfw2GWwBJzcZQ7jkVEhr/O8DwenAshppoU1EAAdi0aRMyMjLg4uIi8LFUVVVLTGYsLCywZMkS5OTkQEpKSuBxVASLxcLixYvRsmVLjB49Gp07d8b169dhbGws7NAIIaRMtJ6BEFJnMQyD9+/fY8eOHejXrx9UVVUxePBgeHt7w9LSEjdu3EBycjLu3buHRYsWoVmzZuVefnTANwxJmUU3+hekJeD7eScwuVlFHufm/sT3M8uR9z0MKpZzwB6yBNy8bHy/4ISCzBReu6TMPBzwDav6CydFREREwM3NDYsXL4aurq7AxytrZiYvLw+vX78WeAyVZWlpiRcvXoBhGJiamuLu3bvCDokQQspEMzOEkDolMzMTDx8+5C0fi4iIgKSkJHr06IHNmzfD0tISjRs3rtKeiZSsPLyJSuV9zzBcZL19gB8Pj5fYPj3QC5zsdGhNPwgxuV/nmkhqGCPu5HzkRr6FWPPuvLZvolKRkpVH59DwkaOjI5SVlbF06dJqGY/NZiM0NLTY4yYmJpCRkYGfnx/Mzc2rJZbKaNKkCZ4/f44xY8bAysoKW7duxcKFC+mATUJIjUTJDCGkVmMYBu/eveMlL0+fPkV+fj6MjIwwZMgQWFpaokePHpCRkeHbmF5vYhCfnsP7Pj/hG5Lv7Id8uwGQbtgGCZ7ORdr//OgHmSYWvEQGAETllKEz91SxvuPTc3A9OAaTzRvxLd767MWLFzh79iyOHj0KOTm5ahmztJkZcXFxdOrUCf7+/tUSR1UoKSnh5s2bWLFiBRwcHBASEoKDBw/WuOVxhBBCyQwhpNZJT0/HgwcPeHtfoqKiIC0tjZ49e2L79u2wsrKCkZGRwMZ/F5de5HtRBTVozzwCMQU2ciJCijzHcAqQnxwF2ZY9kfrEA5nBd8HJToekdjOo9J0FCfWGf+2fVA7DMFi0aBFat26NyZMnV9u4hckMwzDFZjPMzc1x+PDhEp+raURFRbFlyxa0bt0a//zzDz58+IArV65AS0tL2KERQggPJTOEkBqPYRi8ffuWl7w8e/YMBQUFaNy4MYYNGwYrKyt069YN0tLS1RJPcmZuke9FpeUB6ZKrnnFzMgEuBxmBXhBT0oCK1TyAk4/Up6fx/ewKaE7bAzF5dpFrkjJyS+yLVMylS5fg7++Pe/fuVWupYTabjfz8fGRkZEBBQaHIcxYWFnBxcUFYWJhAE25+Gj9+PJo0aQJra2t07NgRV69ehampqbDDIoQQAJTMEEJqqLS0NNy7d493YntMTAxkZGTQq1cv7Nq1C5aWljAwMBBKbHkF3HK3ZTgFvP9XH+kMEYlfCZeEhhFiDs9AxqubUO4xucg1BVw6y7iqcnNzsWzZMgwcOBB9+vSp1rHZ7F/JaVJSUrFkpnPnzgAAPz+/WpPMAEDHjh0RFBSEYcOGoVu3bjhy5AgmTJgg7LAIIYSSGULqk5SsPHi9icG7uHQkZ+aigMtATIQFVTlJNNdUwNA22kLbeM4wDN68eQMfHx94e3vD398fHA4HzZo1w6hRo2BlZYUuXbpU25r9vLw8fP36FV++fMHnz5+L/Dez3XhIG5XvznRh8iKp14r3/wAgpqgOcVVd5CV8LXaNmEjNXn5UG+zZsweRkZG4detWtY/9ezLzZ8KtrKyMFi1awM/PD5MmTar22KpCU1MTjx49gp2dHSZOnIiQkBBs2rSJDtgkhAgVJTOE1APBUak44BuGN1GpRTau/+nQk3C00VWCXXfDajnr5MePH7h37x5v+Vh8fDzk5OTQu3dv7N27F5aWlmjYsKHAxi8tYfn8+TMiIiLA5f6agZGSkoKhoSGMjY0xfPhwfFBsgZDM8o0hIiULERkloCC/+JNcDlhixZNHtrxkFV4VSUxMxPr16zFr1iw0a9as2sdXVVUFgBKLAAC/9s3UhiIAJZGSksLx48dhYmICBwcH/Pfffzh37hyUlJSEHRohpJ6iZIaQOiyvgAtX7/e4ERJb7EyUksSn58AnNB5BESkYYqKFFVbNIC7Kv+OouFwu/v33X17lsefPn4PL5aJly5YYP348b/ZFQoJ/s0OFCcufsyslJSxGRkYwMjLCiBEjYGRkBGNjYxgZGUFbWxsiIv97H074fUXIzXfljkHaoD1+fg4A52caRGV+naqenxyN/ORoyLXuV6x9c02FYo+R8nN2dgaLxcKaNWuEMv7fkhkLCwscOXIEP378gLKycnWGxhcsFgsLFixAixYtMGrUKHTq1AleXl5o2rSpsEMjhNRDlMwQUkdl5RbgH48gBIQlV/japMw8HPf7hvfxGTg6oQNkJSv/T0VycjLu3r0Lb29v3LlzBwkJCZCXl0efPn1w8OBBWFpaVvkgw5ISlsL/LylhMTY2xogRI3jJirGxMbS0tIokLGUZ2kYbh56ElznL9TvFLmPw8/NzJFxYDUWL0WC4HKT6ukNUQQ1yJkWTGQ0FKQwx0a7YG0B4Pnz4gIMHD8LV1RVqampCiUFaWhqysrJITi75Z8/CwgIA8Pz5c1hZWVVnaHzVt29fvHz5EkOGDEGnTp1w7tw5DBgwQNhhEULqGUpmCKmD8jncSicyvwsIS8Z0jyC4TzEt9wwNl8tFUFAQb+/Ly5cvweVy0bp1a0yZMgVWVlYwNzeHuLh4hWLJy8tDeHh4iXtYBJGwlEVFVgJtdJXgExpfrvbiShrQmLAVqY9OIOmmG8ASgXTDNlDuPR0ikkXPv2mjq0QHZlbBkiVLoKenB3t7e6HGUdpZMwBgaGgINTU1+Pn51epkBgCMjIzw/PlzjB8/HoMGDcKmTZuwZMmSGl92mhBSd1AyQ0gdtNH7fYmJTEF6ImKPzYX6sJWQ0m/Ne/znpwCk+Z1Hfko0RKQVINeqDxTNR4IlKg7/sGS4er/H6kEtSh0vMTERd+7cgY+PD+7cuYOkpCQoKiqib9++mD59Ovr37w9t7b/PNuTm5pa6JCwyMpKXsEhLS/OWhNna2hZZEsavhOVv7LobIigipdjyPSn91tBffrNYewm2HtRty172VJD5A0lPHiKhny7U1dX5Gm99cP/+fdy8eRMXL14U+uGOZSUzLBYLFhYWtXbfzJ8UFBRw7do1ODk5YdmyZQgODsbRo0errVQ6IaR+o2SGkDomOCoVN4Jjiz1ekJaA7xdWg8nNKvJ4dlggEq9shGzrPlDqOQX5yVFI9T0FTmYKVK1+3d2+HhyLoSbavKIAHA4HgYGBvL0vQUFBYBgGbdu2xYwZM2BpaYnOnTuXOPtSmYRl5MiRvITF2NgYmpqa1ZKwlMVEVwlDTLRw3O8b3/rspCGCh9tPoPHFY3B2dsacOXMgJkb/TJcHh8OBg4MDzM3NMWLECGGHU2YyA/wqArB27Vrk5+dXeJayJhIREYGLiwtvBvbTp0+4evUqdHR0hB0aIaSOo9+ShNQxB3zDiswWMAwXWW8f4MfD4yW2TwvwhIRWY7AHzAcASDdsA+7PdKQFXPy1DEpCCkmZedh5NxQ9xcPg7e2Nu3fvIiUlBcrKyujXrx9mz56N/v37Q1NTE8CvhOXLly8lLgkrKWExNjbGyJEjiywJqwkJy9+ssGqG9/EZVV7OBwDmhqpwn2KFtJn9sGrVKixcuBBHjhzBnj170LNnTz5EW7e5u7sjJCQEz58/rxFLnNhsNqKiokp93sLCAj9//kRwcDA6dOhQjZEJ1qhRo2BsbAxra2t06NABV69ehZmZmbDDIoTUYSyGYeh0NkLqiJSsPAzY/bTIxvS87+GIO+UA+XYDIN2wDRI8ndFgzEbeMrP8H3EAlwNx1f/dQU3zv4jUJx7QXXAOIlJyAH4tUYs7MR9tmxvDysoKvXv3hqqqKr59+1Zs431kZCQK/2n5PWH5PVkpXBJWEz54VkVWbgGmewTBv5IJDcNwIZ0ehYDNk6Es/7/9M69fv4a9vT38/f0xcuRIbNu2rcqFEuqqzMxMGBsbo2fPnjh79qywwwEALFiwAPfu3UNoaGiJz+fk5EBRURFbt27FvHnzqjk6wfv+/TuGDx+OwMBAHDx4EFOmTBF2SISQOoqSGULqkBN+X+H8R8lgTnYGmPxciCmwkRMRgu/nHIskM7/j5mQh+9sbpPjsgbRhR7AHOxR53ijtNVifnxRLWGRkZHhLwupiwvI3+RwuNnq/h4fvexSIlX+fAFtOAu1VGZxcaI0Rw2zg4eFRZDaKYRicPn0aS5cuRXp6OhwdHeHg4CD0/SA1zerVq7FlyxZ8/PgR+vr6wg4HALB+/Xrs3bsX379/L7WNhYUFdHR0cOHChWqMrPrk5eVhzpw5OHr0KObPn49t27bRsklCCN/RvyqE1CHv4tKLPSYqLQ9Iy//12oKMJMTsmwwAEFNsAMUuY4u1iUjnwERREaNHjy62JKyuJyxlERcVwbQ2itg0cxW6zFiHDAnVMss2ayhIFTmctI+qO0aNGgUdHR1s3ryZ147FYmHChAkYOnQo1q9fj7Vr1+L48ePYtWsXBg0aVB0vrcaLjo7Gtm3bsHDhwhqTyAC/lpklJyeDYZhSfzYsLCxw7ty5ao6s+khISODw4cNo06YN5s+fj9DQUFy4cAEqKirCDo0QUodQMkNIHZKcmVvpa0XEpaA+2gVMbhbSAjwRf3IBGkzYCgm2Hq9N1z4DcHzyWj5EWvccPHgQ4hmxuLLICvkikrgeHIMHrz7hzhN/dOveAwpysmDLS6K5pgKGmGgXKb9sa2uLmJgYLFy4ELq6upg7d26RvhUUFLB161ZMnToV8+fPx+DBgzFgwADs3LkTxsbG1f1Sa5SVK1dCTk4OK1asEHYoRbDZbHA4HKSlpUFJSanENubm5ti6dSsiIyOhp6dXYpvajsViYc6cOWjWrBlsbW1hamoKLy8vtGhRenVEQgipiJq9u5YQUiEF3MqvGhWRkoN0QxPINDGH+uj1YABkBF4r0iY2/jtev37Nu+NMfsnJycGhQ4cwefJkyMvLQ0VWApPNG2FqSwkkXlqHzVZ6OD7ZFFuGm2CyeaMSz5FZsGABFi1ahHnz5uHKlSsljtOsWTPcuXMHV65cQWhoKFq2bIkVK1YgMzNT0C+xRgoKCsKpU6ewfv16KCgoCDucIthsNgD8taIZgDpTorksvXr1QmBgIKSlpdG5c2dcv35d2CERQuoISmYIqUPERCq21IvhcpD1/gny4sOKPC4qJQdxJQ0UpBf9IPb6VRDat28PNpsNeXl5tGjRAgMGDICdnR1cXV1x9uxZ+Pn5ITo6GhwOp8qvp7a4cOECkpKSis2oFFZtK+8SvK1bt2LkyJEYN24c/Pz8SmzDYrFgY2OD9+/fw9HRETt37kTTpk1x7ty5epVgMgwDBwcHtGjRAtOmTRN2OMWUJ5lRV1eHkZFRqX/WdY2BgQH8/f3Rp08fWFtbw8XFpV79nSWECAYtMyOkDlGVk6xQe5aIKH48OgFxFR00GL2e93hBWgLyk6Mh37BNkfajhg7AxKWDEBERUeQrICAAFy5cwI8fP3htxcXFoaOjA319/WJfenp60NPTg6RkxeKtiRiGwZ49e2BpaYnGjRsXew5AuUtMi4iIwN3dHf3798fgwYPh7++Ppk2blthWWloaa9aswaRJk+Dg4ICxY8fi4MGD2LNnD1q3Ll7coa7x8vLCkydP4O3tXSM3lZcnmQF+7ZupL8kMAMjLy+Py5ctwdnbGqlWrEBISguPHj0NWVlbYoRFCaqma9xuAEFJpzTUrvtRGqctYJN/ehWTv3ZBp1g2cjGSk+Z2HiLQ8FExtirRtb6COjh0boWPHjiX2lZ6ejsjIyGLJzsePH3H37l3ExcUVaa+hoVFislP4VdOWDpXk+fPnePXqFW7dulXsuYrOzACApKQkrl27hi5dusDS0hIBAQG883tK0rBhQ1y+fBn37t3DvHnz0LZtW8yePRvr1q2DsrJyxV9QLZCXl4clS5agf//+sLS0FHY4JVJVVQXw92TG3NwcHh4eyMzMhJycXHWEJnQiIiJwdnZG69atMXHiRHTp0gVeXl51dt8QIUSwKJkhpA4Z2kYbh56El1lJ609yrfuCJSGN9OeXkPXOFywxSUgbtIdSj0kQlVXitdNQkMIQE+0y+1JQUEDLli3RsmXLEp/Pzc1FVFRUiQlPUFAQoqKikJ+fz2uvpKQEPT29UpMddXV1oVdR2717N4yMjEr8UF3RmZlCSkpK8Pb2hpmZGQYOHAhfX1/Iy5ddka5v374IDg7Gnj174OzsjPPnz2Pjxo2YOnUqREVFKzR+Tbd//36Eh4fj6tWrwg6lVBISElBQUCjXzAyXy8WLFy/Qu3fvaoquZhg+fDiMjIwwdOhQdOjQAZcvX0bXrl2FHRYhpJahc2YIqWNmnX4Fn9B4vvdr2UIDB8e353u/v+NwOIiPjy+S5PyZ+Py+2V1KSoqX7JSU9Ojo6Ah0CVJsbCz09fWxbds2zJ8/v9jz3t7eGDBgAKKioqCjo1NCD2V7+/YtunTpgs6dO+PmzZsQFxcv13VxcXFYvnw5Tp06hfbt22Pv3r3o3LlzhceviVJSUmBkZISRI0fi4MGDwg6nTAYGBhg5ciQ2bdpUahsulwtVVVUsWrQITk5O1RhdzZGYmAhbW1v4+/tj3759mD59urBDIoTUIjQzQ0gdY9fdEEERKUjKzONbn2w5Cdh1N+Rbf6URFRWFtrY2tLW1eZWefscwDH78+FFsViciIgLBwcG4fv06EhMTee1FRESgra1d4p6dwv+XkZGpdLyHDh2CpKQkJk+eXOLzlZ2ZKdSqVStcu3YN/fv3xz///IOTJ0+WayZKU1MT7u7umDlzJubOnQszMzNMmjQJmzZtgoaGRqViqSnWr1+P/Px8ODs7CzuUv2Kz2X+dmREREYGZmVm92jfzJzU1Ndy7dw/z58/HjBkzEBwcjB07dpQ7eSeE1G+UzBBSxzTXkIV0wjsw0gZgsfhTsHCIiRZMdJX40ldVsFgsqKioQEVFBW3bti2xzc+fP0tcxhYREYEnT54gJiaGt5cF+PWBs6x9O8rKyiUmELm5uTh48CAmT54MRUXFEmOpzJ6ZP/Xs2RPu7u4YO3YsdHV1sWHDhnJfa25ujsDAQBw9ehSOjo64evUq1qxZA3t7+1r5QfHTp0/Yu3cv1q1bhwYNGgg7nL8qPDjzbywsLLBlyxZwudxKJ761nbi4OPbv3w8TExPMnTsXoaGh8PT05BVSIISQ0tAyM0LqkMzMTNja2uL+w0fosuocvv4sfp5JRZkbqsJ9iinERevGh6z8/HzExsaWmOwULmvLyfnfniM5ObkSl7B9+PAB69atQ2hoKJo3b17iWDdu3MCQIUMQHx9f5Q/fW7duxdKlS3Hw4EHMnDmzwtenpKTAyckJBw8eRJMmTbBnz55at0fDxsYGr1+/xocPHyAtLS3scP5q4sSJ+Pr1K54+fVpmu0ePHqFXr14ICQlBq1atqim6muvJkycYPnw45OTkcP36dXpPCCFlopkZQuqI+Ph4DBw4EJ8/f8btmzdg3q0npnsEwT/s73eGS2NuqIojEzrUmUQG+HUHuDAhKQnDMEhISChxv05AQADOnz+P1NRUXvs2bdpAV1e3xH07MTExAKo2M1No8eLFiIqKwuzZs6GpqYkhQ4ZU6HoVFRXefgR7e3v06dMHw4cPx/bt20t9L2oSX19fXLt2DWfPnq0ViQzwa2YmMDDwr+1MTU0hKioKPz8/+uAOoFu3bggKCsLQoUNhZmaGU6dOYdiwYcIOixBSQ9HMDCF1wPv372FlZYX8/Hzcvn0bJiYmAIB8Dhcbvd/jRnBsxfbQ5KRjSq/WcBzQrE4lMvzy8OFD9O7dG05OTmjQoEGxYgV/lqBu0KABGjVqVOq+nfKWoOZwOBg5ciS8vb3x8OHDSm/qZxgG586dw+LFi5Gamorly5djyZIlNTZJ4HK56NixI8TExPD8+XOhV7Arr40bN2LHjh1F9nGVpkOHDmjevDlOnTpVDZHVDllZWZgyZQo8PT2xdu1aODk51dtleISQ0lEyQ0gt9/TpUwwdOhTa2tq4ffs2dHV1i7UJjkrFAd8wvIlKLbNss4aCFJI/BSHS5xhO73aBra2tIEOvtcaPH4+AgAB8+vSpxLLHhSWoT58+DWdnZyxevBiJiYm8pCcqKgoFBQW89kpKSqXu2dHT0ytSgjo7Oxt9+/bFx48f4e/vD2Nj40q/joyMDGzYsAE7duyAjo4OduzYgSFDhtS4ZOHUqVOYNGkSnj17BgsLC2GHU26HDx+GnZ0d8vLy/loee/78+bh58ybCwsKqKbragWEYuLi4wMnJCcOGDYO7u3u9OY+HEFI+lMwQUotdvHgREyZMgIWFBa5cuQIlJaUy26dk5eF6cAx2e1xFHksC7Tp0hJgIC2x5STTXVMAQE228fxOILl26oEGDBoiMjISERNX33dQl8fHx0NPTw6ZNm7Bo0aIy216+fBkjRoxASkpKkQMsSypB/edXVlYWr/3vJaj19fWhpqbGq2zm5eWFNm3aVKkE9cePH7FgwQL4+Pigf//+2LVrF5o0aVLp/vgpKysLTZo0gbm5OS5evCjscCqk8M8/KSmJd4hmaS5evIhRo0YhLi6u1lecEwQvLy+MHz8eBgYG8PLyQsOGDYUdEiGkhqBkhpBaiGEYuLm5YfHixRg3bhyOHz9eoaSjS5cuMDQ0hLu7e4nPd+3aFc+ePYObmxsWLlzIr7DrhHXr1mHz5s2IiYn5a/Lo6emJkSNH4sePH39t+zuGYZCSklLivp3Cr99L/oqIiEBHR6fUA0b19PT+WoKaYRjcuHEDCxYsQHR0NBYsWAAnJ6e/HtYpaOvWrYOLiwvev38PAwMDocZSUb6+vujRowc+fPjw1+QwOjoaurq6uHz5Mu0PKcV///2HoUOHIi0tDZcuXUKPHj2EHRIhpAagZIaQWobD4WDhwoXYs2cPVqxYARcXlwovC2rcuDGGDh2KrVu3lvh8YGAgTE1NISsri6ioqCKzCvVZXl4e9PX1YW1tjQMHDvy1feHd9rS0tHLviymvrKws3LlzB+PHj4ehoSEGDhyI6OhoXrLzZwlqNTW1Evfr/FmCOicnB9u2bcPGjRuhpKSELVu2YNy4cUJZehYbGwtjY2PMnj271L+rNVloaChatmxZ7uVx+vr6sLW1xbZt26ohutopOTkZI0eOxJMnT7B7927Y2dkJOyRCiJBRNTNCapGfP39i/Pjx8PLyqnSJXuDXidtqamqlPt+xY0f0798fd+/exfr16+Hm5lbZkOuUy5cvIz4+HnPnzi1Xe36cM1MaWVlZDBs2DF5eXhgwYAA6deoEDw8P3lj5+fmIiYkpcVbn1q1biIiIQG5uLq8/OTm5IsnN/Pnz8ejRI0yYMAG7d+/GwYMH0a5dO76/jrI4OTlBWloaK1eurNZx+aXwjJTynDUD/DoXqD4fnlkeqqqq8PHxgYODA2bPno3g4GDs3r2blsMSUo9RMkNILZGYmIghQ4YgJCQEXl5eGDRoUKX6ycvLQ2pqKtTV1ctst3nzZty5cwe7d+/G3Llza90SH0HYs2cPevXqhRYtWpSrfeHEtyArMPXt2xfHjh3DpEmToKurizVr1gD4VYK6YcOGpe4t+L0E9Z9ffn5+iIiIQFpaGoBfM3Xt27eHgoICWrduDSMjo2IzO7q6unz9QPnmzRucOHECe/bsqdASvZpERUUFAIosCSyLhYUFLl++jOzs7BpbWa4mEBcXx+7du2FiYgI7Ozu8e/cOly5d+uu/aYSQuomSGUJqgS9fvsDKygrp6el4/PgxOnbsWOm+CsvE/u0Xv4mJCWxsbHD9+nUsW7YMnp6elR6zLggKCkJAQACuXr1a7msEOTPzu4kTJyI6OhorV66Ejo4Opk2b9tdrWCwWGjRogAYNGsDU1LTENmlpaYiMjERYWBhOnz6NGzdu4OXLl4iOjkZ2dja+f/9epD8NDY1Sq7Lp6+uXe/8NwzBwcHBAkyZNMGPGjPK9CTWQuLg4lJSUyp3MmJubIz8/H69evUKXLl0EHF3tN23aNDRt2hTDhg1Dx44decUwCCH1CyUzhNRwL168wKBBg6CiooKAgIAqz5AkJCQA+HsyAwAbNmzAtWvXcOnSJTx//rzS55rUBXv27IG+vj4GDx5c7muqY2am0IoVKxAVFYWZM2dCU1MTAwYMqHKfioqKaNWqFVq1agVra2t8//4dy5cvx8mTJ9G2bVucPXsWurq6xc7ZiYiIwMuXL4uVoFZWVi5z346amhpYLBZu3bqFhw8f4saNGxAXF6/y6xAmNptd7mSmdevWkJWVhZ+fHyUz5WRhYYGgoCBYW1vD3Nwc7u7uVFKekHqGkhlCajAvLy+MGTMGbdu2xfXr1/9a3rU8CmdmytozU6h58+YYM2YMPD09sWjRIvj5+dW4M0iqQ0JCAs6fP48NGzb89byQ31XXzEzhGHv37kVsbCxsbW3h6+uLDh068HWMBg0a4MSJE5g5cybs7e3Ru3dvjB8/Hlu2bEGfPn2KtedwOIiLiytxKduDBw+KlaCWlpaGrq4uoqOjoaWlhTdv3iA1NZWX+Ghra1epBLUwVCSZERMTQ+fOneHv7y/gqOoWXV1dPH36FNOmTcPIkSOxatUqODs70wGbhNQTVM2MkBpq3759mDdvHmxsbODh4cG3NfSnT5/GhAkTkJWV9ddyvQDw+fNnNG3aFFwut96WjXVxcYGLiwuio6N5+yDKw93dHZMnT0ZeXl61zTD8/PkTvXv3Rnh4OF9m8krD5XJx/PhxrFixAjk5OVizZg3mzZtXoX0zv5egLvzy8vLC48eP0bRpUyQmJhbZPC8qKgptbe0yDxitaXtNBg0aBBEREVy/fr1c7VevXo0DBw4gISGhXt44qAqGYbB582Y4OjpiyJAh8PDwEHppcUKI4FEyQ0gNw+VysWLFCmzZsgULFizAtm3bKjQb8Ddubm5Ys2YNMjIyyn3NtGnTcPr0aejo6OD9+/f1qnJQfn4+GjZsiIEDB+Lw4cMVuvbEiROYOnUq8vPzq3VGISkpCebm5gAAPz+/cs3CVdaPHz+wZs0a7Nu3D8bGxti9ezf69etXqb5SU1NhZGSEoUOH4tixYwB+laAu7aydiIgIxMbGllqCuqQvJSWlak0SJk+ejE+fPpV7tuXOnTuwtLTEx48f0bhxYwFHVzfdvHkTY8eOhZ6eHry8vGBoaCjskAghAkTJDCE1SG5uLiZPnowLFy5g+/btAjmwcvny5bh48SLCw8PLfc23b99gbGwMDoeDnTt3Yt68eXyPq6YqPCsmJCQErVq1qtC1x48fx7Rp08DhcKp9yUt4eDjMzMzQqFEjPHz4sFyzcFUREhICe3t7PHnyBNbW1nBzc0OjRo0q1MeSJUtw4MABfPr0CVpaWuW6Jj8/n3e+TklJT2RkZJES1PLy8qXu2dHX14eGhgZf/6wWL16MGzdu4OPHj+Vqn5aWBmVlZRw7dgxTpkzhWxz1zfv37zFkyBAkJyfD09MTvXv3FnZIhBABoWSGkBrix48fsLGxwfPnz3H69GmMGDFCIONMmzYNoaGheP78eYWus7Ozw4kTJyAjI4Pw8PBaWy63orp27QpRUVE8fvy4wtcePXoU06dPB5fLFcqSoaCgIPTo0QO9e/fG5cuXBT47xDAMLly4gMWLFyM5ORnLli3DsmXLyrX0KywsDM2bN8eqVavg5OTEt5i4XG6JJah/T3wKS1ADgISEBHR1dUstVFDREtSbNm3C1q1by33WDPCrEICpqSmOHj1aoddKivrx4wdGjx6NBw8ewM3NDfb29rR0j5A6iJIZQmqAiIgIDBgwAPHx8fDy8hJoJaPBgweDxWKVew1/oejoaBgZGYHL5WLBggXYsmWLgCKsOf7991+0a9eu0nuFjhw5ghkzZkCY/8x6e3tj8ODBmD59Ovbv318tH+YyMzOxceNGbN++HZqamnBzc4ONjU2ZY9va2iIgIACfPn0S+CzSn9LS0kpdxhYZGYn4+HheWxaLBU1NzTL37fy+T+Po0aOYMWMG8vLyyp1Mzpo1C0+ePMG7d+/4/lrrm4KCAixbtgxubm6YOnUq9u/fD0lJSWGHRQjhI0pmCBGyN2/eYMCAAZCSkoK3tzeaNGki0PE6deqEVq1aVequ74IFC3Do0CFwOBx8+vSp1AMZ64qpU6fi/v37CA8Pr9SsxqFDh2BnZ1dkT4cwFC53c3FxgaOjY7WN+/nzZyxcuBC3bt1Cnz59sHv3bjRr1qxYu8JSxO7u7pg4cWK1xVdeOTk5iIqKKjXhiY6OLrUEdUFBAW7duoVjx46hdevW0NfXB5vNLjOx8/DwwMSJE5GcnFyhghOkdO7u7pgxYwY6dOiAy5cvQ0NDQ9ghEUL4hJIZQoTozp07GDFiBJo2bYqbN2+iQYMGAh/TwMAAo0aNgqura4WvjY+Ph4GBAURFRTF48GCcPXtWABHWDElJSdDR0cHatWuxfPnySvVx8OBBzJ07t8gHXWFxdnbG2rVrhZIw3Lx5EwsWLEBERATmzZuHNWvWQEFBAcCvZWBmZmYoKChAYGBgrSyny+FwEBsbW+Kenffv3yMiIqJIe2lp6VL37Ojr6yMnJwdNmjTBzZs3MXDgQCG9qrrn+fPnsLGxgZiYGK5du4b27dsLOyRCCB9QMkOIkJw4cQLTp0+HpaUlLly4AFlZ2WoZV05ODuvXr690cYGlS5di9+7dyM3NxYsXL0o9Pb6227RpE9auXYvo6Giw2exK9bF//37Mnz8f+fn5fI6u4hiGwYwZM3Dy5EncunWr0hXHKisnJwdubm5wcXGBvLw8tmzZgvHjx+P8+fMYN24cHj9+jO7du1drTNXhw4cPaNasGa5fvw4tLa0S9+xEREQU2VNTmNBpa2ujR48exRKfmliCuraIiYmBjY0N3r59i+PHj2PMmDHCDokQUkWUzBBSzRiGgbOzM5ydnTFz5kzs3bu32sr2ZmVlQU5ODqdPn8a4ceMq1UdSUhIaNWoEKSkpNG3aFE+ePKlzm2oLCgpgYGCAvn378koEV8bevXvh4OBQpJqWMBUUFGDo0KF48uQJnjx5grZt21Z7DFFRUViyZAkuXLiATp064du3bzA3N8eVK1eqPZbqkJiYCHV1dVy5cgU2NjaltsvMzCyS4OzYsQM/fvyAsbExIiMjERMTU2Tvlbq6eql7doRRgro2yc7OxowZM3D69GksW7YMLi4ufy1/n5KVB683MXgXl47kzFwUcBmIibCgKieJ5poKGNpGGyqy9adkPSE1Se06SpmQWi4/Px8zZ87EiRMnsHHjRixfvrxaP3AkJiYC+PVBqLLYbDbmz5+Pbdu24dmzZ7h27VqZH9JqIy8vL0RFRcHe3r5K/TAMU6OWTYmJieHChQvo2bMnBgwYgICAgGrf96Srq4vz589j1qxZGD16NL5//w4JCQkkJSVVegasJlNWVgaLxUJSUlKZ7eTk5NC8eXM0b94cwK8bD6tWrcLjx48hLi5epAT1n19v3rxBZGQk8vLyeP0VlqAu7atBgwY16u9mdZKWlsapU6dgYmKCZcuW4b///sOZM2egqKhYrG1wVCoO+IbhTVQq4tNzSu3z0JNwtNFVgl13Q5joKgkwekLIn2hmhpBqkpGRAVtbWzx8+BDHjx/H+PHjqz2GwMBAmJqa4t9//0WbNm0q3c+PHz/QqFEjKCoqQkJCAqGhoXXqIM0ePXqAw+Hg6dOnVepn165dWLFiBX7+/MmnyPgjISEBZmZmkJCQgJ+fn1A2mX///h2Ghobo0KED3rx5AxEREaxfvx4zZ86s1gNGq4OqqiqWLFlSob1Xz58/h5mZWbmXcpZWgvr3r/T0dF77P0tQ//mlo6NTp36mS+Pj44PRo0dDU1MTXl5evINK8wq4cPV+jxshsUjKzPtLL//DlpPAEBMtrLBqBnHR+pksElLd6tZvDEJqqNjYWAwcOBDh4eHw8fFBr169hBJHQkICgKrNzAC/7jY7ODhgw4YNyM/Px6FDh6o8i1FThISEwNfXFxcvXqxyXzVtZqaQuro6fHx8YGZmhqFDh+LevXuQkpKq1hhWr14NCQkJXLlyBQUFBXB0dIS9vT2OHDmCPXv2oGvXrtUajyCx2ey/zsz8qW3btpCUlIS/v3+5khkRERFoaGhAQ0MDnTp1KrFNampqiXt2QkNDcfv2bXz//p3XlsViQUtLq8wDRuXk5Cr0mmoiS0tLvHjxAkOHDkWnTp1w/vx5dOnRG/94BCEgrPxnAxVKyszDcb9veB+fgaMTOkBWkj5mESJoNDNDiICFhoZiwIAB4HK5uH37doVPkeenEydOYOrUqcjNza3yXdf09HQ0atQI6urqSExMxJcvX+rEQZrTp0+Ht7c3vn79CnFx8Sr15ebmhjVr1iAjI4NP0fHX8+fP0atXLwwYMAAXLlz4674Bfvnvv/9gYmICNzc3zJ8/n/d4YGAg5s6di5cvX2Ls2LHYsmULtLW1qyUmQbKwsICxsTFOnjxZoeu6du0KDQ0NeHp6CiawP+Tk5JRYka3wsaioKHA4HF57FRWVUvfslKcEdU2SlpaGMWPG4M69+zBbcRrR+VUvyGJuqAr3KaY0Q0OIgNEtA0IE6PHjx7C2toa+vj5u3boFHR0docaTkJAAJSUlviwfUVBQwNKlS+Hk5ARRUVG4urpi8+bNfIhSeJKTk3HmzBmsXLmyyokMUHNnZgp17twZ58+fh42NDRYtWoSdO3dWy4fPxYsXw8DAAHZ2dkUe79ixIwICAuDu7o7ly5ejSZMmcHJywoIFC2r1QYeVmZkBfiVBHh4eYBimWv5cpKSk0LhxY95Sqz8VlqAuaQnbnTt3EBERgezsbF57GRmZMktQa2lpVVsC/TeKioq4ceMGrByP4mOeNPjxdvuHJcPV+z1WD2pR9c4IIaWiZIYQATl37hwmT56Mrl274vLlyyVuLq1uhZWV+GXu3Llwc3ODtrY2du3aBTs7u1p9kOaxY8fA4XAwffp0vvTH5XJr/J3pIUOGYN++fbCzs4Ouri4WL14s0PF8fHxw584dXL16tcSkWkREBFOmTIGNjQ2cnZ2xcuVKHDt2DLt27YKVlZVAYxMUNpuN0NDQCl9nbm6OzZs3IyIiokb8XImKikJXVxe6urro0qVLsecZhkFycnKJyU5gYCAuXbqElJSUIv3p6OiUmuzo6elV6/LH/2IzkKJgAFYpe2QYhkFm8B1kvLqJgtR4iMooQtq4E5S6joeIpEyJ11wPjsVQE20qCkCIAFEyQwifMQyDLVu2YPny5Zg4cSKOHDlSYzbSJiQk8DWZkZWVxYoVK7B48WKoqKhg5cqVOHPmDN/6r04cDgf79+/HmDFj+PYe1fSZmUKzZs3ilUzW1tYW2NkbBQUFcHBwQPfu3TF06NAy2yopKWHHjh2YNm0a5s2bhwEDBmDw4MHYsWMHDA0NBRKfoFR2Zsbc3BwA4OfnVyOSmb9hsVhgs9lgs9mlHkiZmZlZ4jk7YWFhePjwIWJjY4uUoG7QoEGZszv8XNp6wDeszM3+6S8uI9X3FBQ6DYNUwzYo+BGL1CenkZ8YAfXRG0q8cZGUmYcDvmE4OJ4O6CREUCiZIYSPOBwO7O3tceDAAaxatQrr1q2rUXfm+Z3MAL8+CG/duhV6eno4e/YsFixYgI4dO/J1jOpw48YNRERE8LWQQW2YmSm0YcMGREdHY9KkSdDQ0EDPnj35PsbRo0fx/v17eHh4lPt9admyJR48eIBLly7BwcEBLVq0wJIlS7BixQrIyJR8N7ymUVVVrVQyw2az0bhxY/j7+1f6XKiaRk5ODi1atECLFiUvvcrLyytWgrow8SmpBLWCgkKpe3YqUoI6JSsPb6JSS32eYbhID/CEXFsrKPeY/OvBhm0gIq2ApGubkBf/BZKaxiVe+yYqFSlZeXQODSECQskMIXzy8+dPjBkzBrdu3cLhw4f5tlSJnxISEspVGakipKSksHLlSsydOxdGRkZYvHgxHj9+XGs+xBfas2cPzMzMSr2jXBm1ZWYG+HVX/ciRI4iLi4O1tTWePXvG12IV6enpWL16NSZMmIB27dpVODZbW1sMGDAArq6u2LJlC9zd3bF9+3aMGDGixv9dY7PZSEtLQ35+foX3YllYWMDPz09AkdU8EhISMDAwgIGBQYnPc7lcfP/+vcSlbL6+voiIiChScENCQqLUmR09PT3o6upCXFwcXm9iyjxHhsn9CdkWPSHTvFuRx8WVtQAABalxpSYz8ek5uB4cg8nmjSr6dhBCyoGSGUL4ICEhAYMHD0ZoaCiuX7+OAQMGCDukEvF7z0yhadOmYfPmzdDS0sKTJ09w/fr1vy4jqkn+++8/PHz4EOfOneNrv7VpZgb49cHv8uXL6NatG6ysrBAQEABdXV2+9O3q6orMzEy4uLhUug9ZWVls2LABU6ZMwcKFCzFy5Ej06tULu3fvLvVOf01QeBhoSkoKGjRoUKFrzc3N4e7ujvT0dCgoKAgivFpFREQEmpqa0NTUROfOnUts83sJ6t+/3r59i5s3b/JK1AP/K0Gt0McO0GxT+rhSclDpN6vY4z8/BQAAxNn6Zcb9Li69zOcJIZVHyQwhVfT582dYWloiKysLvr6+fL2zz08MwwhkmRkASEpKYvXq1fjnn39gZmaGpUuXYsCAAXypCFYd9u7dC01NTQwfPpyv/dammZlC8vLyuH37NszMzGBlZYVnz55VeV/Ct2/fsGPHDixbtowvFf0MDQ1x/fp1eHt7Y/78+TAxMYG9vT3Wrl1bIwpt/KkwmUlKSqpwMmNhYQEul4sXL16gb9++ggivzlFSUoKSkhJMTExKfD47OxtRUVFFEp2bGeqo6NG2OdHvkfb8EqSNO0NCrexkJikjt4K9E0LKq3b9liWkhgkICICZmRnExcUREBBQYxMZ4Ncyn7y8PIEkMwAwceJEGBoaQkpKCp8/f8bhw4cFMg6//fjxAx4eHpg1axbfk6/aNjNTSFNTE97e3oiNjYW1tTVyc6v2QczR0RHKyspYsmQJnyL8xcrKCm/fvoWLiwuOHDmCxo0b48SJE+ByuXwdp6p+T2YqqkmTJlBRUYG/vz+/w6q3pKWl0bhxY/Tt2xf//PMP1q1bh6bNm1eoj5yo/5DguRbiyppQHTD/r+0LuHSkHyGCQskMIZV09epV9OrVC82aNYO/vz8aNarZ66ELl1aoqakJpH9xcXGsWbMGjx49wuDBg7F27VqkpaUJZCx+On78OPLz8zFz5ky+910bZ2YKNWvWDDdu3MDz588xadKkSicIz58/x7lz5+Di4iKQE+MlJSWxbNkyfPz4EX369MHUqVNhbm6OwMBAvo9VWVVJZkRERGBmZlav9s3wW15eHr5+/QpfX194eHjAxcUFs2bNwoABA9CyZUsoKiriwb275e4v650vvp93gpiCGhqMdoGotPxfrxETqX03NQipLWiZGSGVsGfPHsyfPx8jRozAqVOnqvUshMpKTEwEAIHNzADA2LFjsXHjRmRkZODnz59wdXXFpk2bBDZeVXE4HOzbtw+jRo2q8PKf8qitMzOFLCwscPbsWYwYMQI6OjrYtm1bha5nGAaLFi2CiYkJJk2aJKAof9HW1saZM2cwc+ZM2Nvbo1OnTpg6dSpcXV0FlsCXl5KSEkRERCqVzAC//hxcXV3B4XBqzCGTNUXh2TaRkZHFvqKiohAZGYm4uLgi5Z5VVVWhp6cHPT099OrVC3p6enjOGCEopYyB/l/ai8tIfXQSkrotoD7cCSJSsuWKky1few99JaSmo2SGkArgcrlYunQptm/fjkWLFmHr1q215s574cyMIJMZUVFRODs7Y9SoUZgyZQp27twJOzs76OuXvZ5cWG7fvo2vX7/i/PnzAum/Ns/MFBo2bBh27dqFefPmQVdXF/Pn/31JTSFPT08EBATg/v371fYhvFu3bnj16hUOHToEJycnXLp0CevWrcPs2bMhJiacX3kiIiKVLs8M/CoCkJGRgf/++6/UfSB1VeH+lsLEpKSEJTs7m9deUlKSl6g0bdoU/fr1431fWL2spJLeJ/y+IujmuzJjyfjXG6mPTkCmaVewBy8CS7T8y1Kba1LxBkIEhZIZQsopJycHkyZNgqenJ+/DXW2SkJAAFosFFRUVgY4zYsQItG7dGuHh4VBSUsLKlStx+vRpgY5ZWXv27IGpqSnfy1UXqu0zM4Xs7e0RFRWFhQsXQltbGyNGjPjrNTk5OVi+fDkGDRqE3r17V0OU/yMmJoY5c+Zg1KhRWLlyJRYsWICjR49iz5496N69e7XGUqgqyUzHjh0hJiYGPz+/OpXMFJZZ/nMm5fevwhnlQhoaGrzEpHXr1tDV1S2SrKipqVXqZ25oG20cehJeanlmTuYP/HhwFKIK6pBvPwh58WFFnhdT1oSoTMnFJzQUJDHERLvCMRFCyoeSGULKISUlBdbW1ggMDMTly5dhY2Mj7JAqLCEhAWw2W+B3yEVERODs7AwbGxs4ODhg+/btWLBgATp06CDQcSvq/fv3uHfvnkATrbowM1No06ZNiI6Oxvjx49GgQQN07dq1zPZ79uxBZGQkbt++XU0RFsdms3Ho0CHMmDED9vb26NGjB0aNGoVt27bxpapaRWOpbDIjIyODtm3bwt/fH7Nnz+ZzZIKTkZFRYoJS+FhUVBTy8/N57WVlZXlJSbt27WBtbc2bTdHT04OOjg4kJQWzXEtFVgJtdJXgExpf4vPZYYFgCnLBSU/A9zPLij2vOmAB5Fr3KfHa2Lf+OHkoBDNmzBDIvjFC6jsW8/tCUkJIMd++fYOVlRUSExNx48YNmJmZCTukSpk/fz4ePHiA//77T+BjMQyDjh07QkpKCj9+/ICamhoePXpUo2Yp5syZg8uXLyMyMhISEoI5mXvFihW4cOECwsPDBdJ/dcvNzYWVlRX+/fdf+Pn5oXkpFaASExNhZGSEiRMnYs+ePdUcZcm4XC5Onz6NpUuXIiMjAytXroSDg4PAPhz/ycbGBrm5uZVO7hYuXIhr167h69evfI6scgoKChAXF1fi0q/CROXHjx+89iIiItDW1i42k/L78i9lZWWh/hsRHJWKaacCkZSZx7c+laREYBh9D9dP7oGioiLmz5+PuXPnQllZmW9jEFLfUTJDSBlev36NgQMHQkZGBt7e3mjcuLGwQ6q0MWPG4Pv373j48GG1jHf79m0MHDgQGzZswKpVq+Dl5YUhQ4ZUy9h/k5aWBm1tbTg4OMDZ2Vlg4yxfvhyXLl3Cly9fBDZGdUtLS0PXrl2RlpaGgIAAaGlpFWszZ84cnDlzBl++fOFV8qop0tLSsG7dOuzevRv6+vrYtWsXBg4cKPBxp0+fjuDgYLx8+bJS11+6dAm2traIiYkp8T3nJ4ZhkJqaWubyr5iYmCIV7pSUlIokJn8mK1paWkLbs1QR626G4rjfN771N9WiIVYPaoGIiAhs27YNR48ehZiYGGbPno1FixYJpPAIIfUNJTOElMLb2xu2trZo0aIFbty4IdCN89Whd+/eYLPZuHDhQrWMxzAMLCwsUFBQAEVFRURFReHt27c14iDNnTt3YsmSJYiMjISmpqbAxlm6dCmuXr2Kz58/C2wMYYiOjoaZmRlUVFTw9OnTIifTv3//Hq1atcKmTZuwePFiIUZZtvfv32PevHm4f/8+Bg4ciJ07d8LIyEhg41V1li42Nhba2trw9PQs156lsuTl5SE6OrrEpV+FX5mZmbz2YmJixRKU37/X1dUt8negNsvncDHxxEsEhCVXuS9zQ1W4TzGFuOj/lpp+//4dO3bswP79+5Gfn49p06ZhyZIlNbZICiG1ASUzhJTg6NGjvHMIzp07B1nZ8pXfrMlatWqFHj16VOuynwcPHqBPnz7YtWsXFixYgL179wp9zT+Xy0WTJk3QsWNHnD17VqBjLVmyBNevX8fHjx8FOo4whIaGwsLCAh06dMDt27d5S/UGDRqEd+/e4f3799W2hKuyGIbBlStXsGjRIsTHx8PBwQErV64UyM/79u3b4ezsjPT09Er30ahRI1hbW2PHjh2ltmEYBklJSWUu/4qPjy9SqpjNZpe69EtPTw8NGjSoVyWhs3ILMN0jCP5VSGjMDVVxZEIHyEqWPBv148cP7Nu3Dzt37kRaWhrGjRuH5cuXo2nTppUek5D6ipIZQn7DMAzWrFmD9evXw87ODnv27Kkzv8Q1NDQwZ84cODk5VduYDMOgZ8+eSEtLQ5s2bXDz5k18+fIFioolV/2pDoXL3/z9/QW+/8nBwQG3bt3Chw8fBDqOsPj6+qJfv34YOXIkTp06hfv376Nfv358mT2oTj9//sTmzZuxefNmsNlsbNu2DaNGjeLr/g13d3dMnjwZOTk5lU7yxo0bh0+fPuH06dOlLv+KiopCTs7/KnJJSUmVuvSrcFN9SaWK67t8Dhcbvd/jRnBshfbQsOUkMMRECyusmhWZkSlNZmYmjhw5gm3btiEuLg7Dhw/HihUr0K5du6qET0i9QskMIf8vLy8PM2bMgLu7OzZt2oSlS5fWqA3rVcHlciEuLo79+/cL5KT7sjx9+hTdunXDoUOHsGDBAixYsAAbN26s1hh+Z2lpiaSkJAQGBgr8z3fRokXw8fHBu3dln19Rm124cAGjR4/G0qVL4e3tDQUFBTx9+rRW/ux8/foVixYtwrVr19C9e3fs2bMHrVq14kvft27dwqBBg8rc88LlchEfH1/q8q+PHz8iKyuryDWamppl7lVhs9m18s+ipgiOSsUB3zC8iUottWwzAGgoSKGNrhLsuhvCRFepwuPk5ubi1KlT2LRpE8LDw2FpaYmVK1eiS5cuVYiekPqBkhlCAKSnp2P48OHw9fXFyZMnMXbsWGGHxFdJSUlQU1PD5cuXMWzYsGofv1+/foiJiYGNjQ22b9+Ojx8/Qk9Pr9rj+PjxI5o2bQp3d3dMnDhR4OMtWLAA9+7dQ2hoqMDHEiY3Nzc4ODgAAF68eCGwc3uqy927dzFv3jx8+fIFs2fPhrOzc5WrTz1//hxmZma4fPkypKWlS0xYoqOji5QqlpOTK5KYiIuL85YmDR48GNra2jV+KV9dkZKVh2ELNyIhXwKdu/dBRFQ03oYEg5OViomDesJp0gCoyFa9KmJBQQEuXryIjRs3IjQ0FF27doWjoyP69+9PSSkhpaj5pUUIEbCYmBgMGDAAERERuHv3Lnr06CHskPiu8OA5YRUxWL9+PTp37oxFixZBUVERq1atwqlTp6o9jn379kFNTQ2jRo2qlvHq0jkzZZk+fTqcnJzw8+dPxMbGCjucKuvXrx9CQkKwe/duODs749y5c3B1dcXUqVNL/fPMz89HbGxsqSfVF5ZUHj58OABAVFQUWlpavESlc+fOxfarKCkpFfkAy+FwcOrUKfz8+RMGBgaCfyMIj4qsBDJe3YB527Y4OtkUDx9movfqddDU1IRoc3GoyFrzZRwxMTGMHTsWo0ePxs2bN+Hi4gIrKyu0a9cOjo6OsLGxqRf/phBSEZTMkHrt7du3GDBgAFgsFvz8/NCiRQthhyQQCQkJAISXzHTq1AmDBg3C5s2bsWbNGsyePRvz589H+/btqy2G9PR0nDx5EvPmzau2u9lcLrde3E3dsmULOBwOBg4ciDFjxuDBgwcwNzcXdlhVIiEhgcWLF2Ps2LFYtmwZpk+fjh07dmDy5MmQlpYulrTExsYWKVWsrKzMS0q6du2KYcOGwdnZGevWrcPkyZOhqalZ4VLFoqKi6Ny5M/z9/fn9cslfMAyDT58+YfTo0QDAm1lu0qQJnj9/zvfxREREMGTIEAwePBgPHz7Exo0bMWLECDRt2hTLly/H2LFja0RlSEJqAkpmSL318OFD2NjYoFGjRrh9+7bAz24QpsJkRk1NTWgxrFu3Du3atYOEhASaN2+OxYsX4+HDh9X2Yd/d3R0/f/6EnZ1dtYwH1I+ZmaioKGzbtg0ODg5wcnJC//79MXjwYPj7+6NJkybCDq9ccnNzi5Uq/nO/CgC8e/eOt5dOV1cXBgYGMDIyQq9evYqVKpaXly8yBsMw2LBhA9hsNnR1dSsdq7m5Ofbs2QMul1vn/27VJHFxccjMzOSdNaajowPg156lK1euIC8vTyCH77JYLPTu3Ru9e/fG8+fPsXHjRkyePBlr1qzB0qVLMWXKFEhLS/N9XEJqE0pmSL10+vRpTJ06FT169MClS5fqzBkJpUlISICYmBiUlJSEFkPbtm0xbNgwuLi4YMeOHbC2tsbNmzcxePBggY/N5XKxd+9eDB8+HNra2gIf7/dx6/rMzMqVK6GgoIDly5dDSkoK165dQ5cuXWBpaYmAgABoaGgINT6GYZCQkFDq8q/IyEh8//69yDVqamq8xKRfv35FDn58+vQptmzZgtTUVAwdOhRz5swp1x1yFosFNpuNpKSkKr0eCwsLODs74+PHj2jWrFmV+iLlV1hevTBBl5KSQoMGDSAnJ4fc3Fy8efNG4HvFOnfujOvXryMkJASbNm2Cvb091q1bh0WLFsHOzq5YAk1IfUHJDKlXGIbBpk2b4OjoiMmTJ+Pw4cP1Yqo+MTER6urqQv9g7ezsjNatWyMuLg69e/fGkiVLYGlpKfA/g3v37uHTp084duyYQMf5U12fmQkKCoKHhwcOHTrE+yClrKwMb29vmJmZYeDAgXj8+LFAP2RlZWXxEpXSShXn5uby2ktLS/NmUVq1aoWBAwcWK1Vc1p1uc3Nz/PPPP3BycoKDgwOOHj2K3bt3o1evXn+NlR/JTKdOnSAiIgJ/f39KZqrRp0+fICoqWmSvkp6eHvLz8yEpKYmAgIBqK3zRunVrnD17Fs7OztiyZQtWrVoFV1dXzJs3D/PmzYOqqmq1xEFITUHVzEi9UVBQgLlz5+LQoUNYs2YN1qxZI/QP99Vl9uzZCAgIwL///ivsUDB27Fg8ffoUly5dgpmZGfbt2yfwpV8DBw5EXFwcXr16xZc/85SsPHi9icG7uHQkZ+aigMtATIQFVTlJNNdUwNA22lCRlcDMmTPx+vVrBAYG8uFV1CwMw6B79+748eMH/v3332L7P4KDg9G1a1eYm5vjxo0blUpYORxOsVLFfyYtycn/O9iQxWL9tVSxqqoq337u//33X9jb28PPzw8jRozA9u3by6zS16NHD2hra+PMmTNVGrdNmzZo164djh8/XqV+SPktWrQIN2/exKdPn3iPjRgxAunp6cjKyoKuri7Onz8vlNiio6Oxfft2HDp0CCIiIpg5cyYcHBzq9NJpQn5HyQypF7KysjB69Gh4e3vj0KFDmDZtmrBDqlaFv3Tv3r0r7FDw8eNHNG/eHDt37sSrV69w+/ZtfPnyRWBL/b58+YLGjRvj2LFjmDJlSpX6quiZEynPzuPba1+8fPmySuPWRFevXsWwYcNw584d9OvXr8Q2Dx48gJWVFcaNG4fjx48XSyLS0tJKXf4VFRWF6OhoFBQU8NrLyclBX1+/xFPq9fT0oK2tLZB9C2VhGAZnzpzB0qVLkZqaCkdHRyxevBhSUlLF2g4fPhyZmZm4c+dOlcacPXs2Hj58WGcPY62JBg4cCBaLhZs3b/IeW7RoEW7fvo1BgwbB09MTERERQozw1wz8rl27sHfvXmRnZ2PKlClYunQpVb4jdR4lM6TO+/79OwYNGoQPHz7A09MTlpaWwg6p2nXr1g16eno4ffq0sEMBAEyePBl37tzBkydPYGJigoULF8LFxUUgYy1cuBAeHh6Iioqq9EbZvAIuXL3f40ZIxU4Dl+BkQyw2GMHuzuU6Dby2yMvLQ/PmzWFsbAxvb+8S2+Tn5yMmJgbHjh3Dhg0b0LNnTzRp0qRIwpKens5rLyoqCm1t7RJPqS9MWBQVFWvsbGpGRgbWr1+PHTt2QE9PDzt27MDgwYOLxDtz5kwEBQXh1atXVRrrzJkzGD9+PBITE8Fms6saOikHIyMjDB06FNu3b+c9tnPnTjg6OuLUqVOwtbUt80DU6pSWloYDBw7Azc0NKSkpGDNmDJYvX15nq3USQskMqdM+fvwIKysrZGdn4/bt22jbtq2wQxKKZs2awcrKCm5ubsIOBQAQHh6OJk2awNXVFWlpadi2bRs+ffpUpSpPJcnMzIS2tjZmz54NV1fXSvWRlVuAfzyCEBCW/PfGJWEYmBmxcXRCB8hK1o1tim5ubliyZAkuXLgAcXHxEverxMbG4s9fLzo6Omjbtm2JCYuGhkaFSxXXRB8+fMD8+fNx9+5dWFpaYteuXbwKWCtXrsSZM2fw7du3Ko3x7ds3NGrUCNevX6+WAhr1XV5eHqSlpXHgwAHMmDGD9/iVK1cwfPhwvH37Fq1atcKlS5d45wjVBD9//sSxY8ewdetWREVFwdraGo6OjujYsaOwQyOEr2r/bw5CSuHn54chQ4agQYMGePToEfT19YUdktAkJCQI7YyZkhgYGGDq1KnYvHkzgoODcfjwYaxatQru7u58HefUqVPIysqq9J6cfA63aokMALBYCAhLxnSPILhPMa0VMzQ5OTklliqOjIzEt2/f8PnzZwCAra0tgF9nshTOnjRu3Bi9e/cutql+xYoVOHDgAA4cOIBBgwYJ8+UJVNOmTeHj4wMvLy8sXLgQLVu2xMKFC7Fq1Sq+FAAAAH19fWhqasLPz4+SmWoQFhYGLpfLS0oLFe6PysvLg56eHgICAmpUMiMjIwN7e3vMnDkTp0+fxqZNm2Bqaoq+ffvC0dER3bt3r7EznYRUBM3MkDrp8uXLGDduHDp37oyrV69CWVlZ2CEJTX5+PiQkJHD06NEatVcoKioKRkZGWLNmDVRVVWFnZ4egoCC0a9eOL/0zDIMWLVqgefPmuHTpUqX6cL4ZihN+30run8tB+osryAy+C05mMsSUtaDQaTjkWvYstb+pFg2xepBwl3pwuVwkJCSUWv0rMjKSdy5RIXV1dV5iEh4ejvfv32Pfvn1o1aoV9PT0oK6u/teqbRwOB7a2trhz5w4ePXpUbZWfhCk7Oxtbt26Fq6srVFRUMGTIEBw8eBA/f/6s8tkgtra2iI+Px9OnT/kULSnNtWvXYGNjg9jYWGhqavIeT0hIQIMGDXDt2jWcO3cOUVFR8PPzE2KkZeNwOLh8+TI2btyI4OBgmJmZwdHRkbcfiJDaipIZUufs3LkTixYtwqhRo3Dy5MlqO+29poqLi4OWllaNXJJib2+PM2fO4PPnz+jatSs0NDTw4MEDvvxivX//Pvr27YvHjx+je/fuFb4+OCoV004FlrpH5sejE0gP9IJSt/GQ0DBCdlgQMgKvgT14MWRb9CjxGracBI5N7AgTXaUKx1NemZmZRZKUPxOWqKgo5OX97zVJS0uXuOyrcK/K76WKP336hBYtWmD9+vVYvnx5hWPLzs5Gnz598OnTJwQEBMDIyIhvr7smi4iIgIODAy5fvgwAZRZNKK8dO3ZgxYoVSE9Pr/aiB/XNli1bsGHDBqSlpRX5t4lhGEhLS2Pr1q3gcrlYtmxZrfjzYBgGt2/fhouLCwICAtC6dWs4OjpixIgREBUVFXZ4hFQYJTOkzuByuXBwcMDOnTuxdOlSuLq61ukzPsrye+ngr7FJeOrnB3OzzjDSaVCkdLCwxcXFwcDAAMuWLUPHjh0xaNAg3Lx5EwMHDqxy30OGDEFERATevHlTqeRo1ulX8AmNL/E5bl42onePh3z7QVDu+b8KafFnloPh5ENz4vYSrwMAyxYaODi+fYXjAX7dWY2Liyu1+ldkZCRSUlJ47VksFrS0tEotU6ynpwcVFZVyvz/W1tZ48+YNPnz4UGK1rvJITk6GhYUFCgoKEBAQADU1tUr1Uxvt27cPc+fOBYvFgp2dHdavXw8VFZVK9fXy5Ut06tQJAQEB6Ny5M58jJb+bNm0aQkJCSiyx3rhxYwwdOhS2trbo1KkTnj9/jk6dOgkhyopjGAZPnjzBxo0bcffuXRgbG2PZsmWYMGFCjU/ICPkdJTOkTsjJycGECRNw5coV7N69G3PmzBF2SEJR0dLBdt0NBTpLUB6LFy/G4cOHER4ejlGjRiEuLg4hISFV2gweHh4OIyMjHD58GP/880+Fr0/JysOA3U9LfQ8ZLgf5iREQlVOGqOz/ljB+P+8EbnY6NKfsKrVvDQUp3J7XtVgyyTBMmaWKIyMjERMTAw6Hw7tGXl6+SKniPxMWbW1tvh1I+vjxY/Ts2RPnzp3D6NGjq9TX169fYWZmBn19fTx8+BCysrJ8ibGm+/r1KwwMDDBz5kycPXsWEhIScHFxwT///FPhO+LxPzLR3GoiOlkNh6a+calnHZGq69KlC/T19Us8H6h3795gs9nw8PCAoqIiXF1dsWDBguoPsooCAwPh6uqKq1evQkdHB0uWLME///wDGRkZYYdGyF9RMkNqveTkZAwdOhSvX7/GuXPnMHToUGGHVO0qWzqYLSeBISZaWGHVTGgb0xMTE9GoUSPY29tj5MiRaN++Pfbv349Zs2ZVus/Fixfj+PHjiI6OrtQv4xN+X+F881252jIMA25WKjLf3kOqrwdUrOwhb1L2EqKBDbKg/fNLsWQlIyOD10ZUVBQ6OjqllikuLFVcHbhcLjp06AAJCQkEBATwZRng69ev0b17d/To0QNXr16tE5XM/iY9PR2Kioo4d+4cevTogeXLl8Pd3R3t2rXD3r17YWZm9tc+auMNi9pOTU0N9vb2WL16dbHnpkyZgg8fPiAgIABdunSBtrY2Lly4IIQo+SM0NBSbNm3CuXPnoKKigoULF2L27NnV9m8NIZVByQyp1b5+/QorKyskJyfj5s2btWZ6n5+qXDoYgJmhqlBLBzs6OmLXrl34+vUrlixZAh8fH3z+/LlSB2lmZWVBR0cH06dPx5YtWyoVz5JLwfB8FV2utpmhj5B849eyMmnDDmAPXQYRibI3d2cE3wXr5ZlSl34VliquKevX3d3dMXnyZPj5+cHc3Jxv/d65cweDBg3C1KlTcfDgwTq/CZlhGEhKSsLNzQ1z584FAAQEBMDe3h6vXr3CxIkTsXnzZmhoaBS7tjbfsKjNUlJSoKqqivPnz2PUqFHFnl+zZg2OHj2KmJgYXrnyyMhIIUTKX+Hh4di6dSuOHz8OKSkpzJ07FwsWLKhXy0JJ7UH/spFaKygoCJ07dwaHw0FAQEC9TGT4UjoY4JUOzudw+RRZxSxevBhiYmLYvHkzNmzYgPT09EonIqdPn0Z6ejpmz55d6XgS07PL3VZSqwkajN0EFcu5yIsPQ7zHEjAFZX/Y7GDRA2fPnsX+/fvh4uKCxYsXY9q0aRg2bBjMzMygra1dYxKZrKwsODo6YuTIkXxNZACgf//+OHLkCA4fPiywQ1NrEhaLBTabjeTk//28mpmZ4cWLFzh8+DBu3bqFxo0bY/v27cjPz+e1ycotwKSTL3HC/1uFEhkASMrMw3G/b5h44iWycgv49lrqi0+fPgFAsbLMhfT09BAXF4e8vDx07twZUVFRiImJqc4QBcLAwAAHDhzA169fMX36dOzatQv6+vpYsGABoqKihB0eIUXQzAyplW7duoWRI0eidevWuH79er29W1RS6eCC9ETEHpsL9WErIaXfmvd43CkH5MV+LNaHxoRtkNRuCkC4pYPXrl2LzZs3IywsDPv27YObmxs+f/4MHR2dcvfBMAxatWoFY2NjXL16FQCQm5uL5ORkJCcnIykpifdV1vcyA5ZA2qDim/SzvwUj4fxKqA52gFyL0ks0Z4cFIcFzbYnPSUpKQl5evlJfCgoKRb6XlZWtchEMZ2dnbNy4ER8+fECjRo2q1FdpNmzYACcnJ5w4cQKTJ08WyBg1RevWrdG9e3fs2bOn2HMpKSlYvXo1Dhw4gMaNG2P37t3o0as3Jp54WeUbFgBgbqhaa846qikKZyUzMzNL3Nt179499OvXD+Hh4ZCUlIS2tnaNOzyTH5KTk7Fnzx7s3r0bmZmZmDhxIpYtWwZjY2Nhh0YIJTOk9jl8+DDs7OwwePBgnD17tt5uUCypdHBBWgK+X1iNgpRoNBizkZfMMAwXUW62kG83EDKNi95dF1fT5y2Lqo7SwaVJS0tDo0aNMHbsWGzcuBFGRkYYMGAATp48yWuTl5fHSzpKSkb+++8/3L9/H40bN0Z+fj6SkpKK7EMpJCoqCjabDTabDVVVVd7/F37vk90InzJL3zzNyUpFdvgrSBu0h6isEu9xbu5PRO0YCaXuk6BoZlvq9V0MlLChrzYyMjKq/MXllj2bJicnV+nkKDs7G9bW1pg6dSq2bt0KKSkpgSwFYxgGs2bNwvHjx3Hz5k3079+f72PUFL169UKDBg1w7ty5UtsEBwfD3t4eT58+RceZm5Cg3LJYm9JuWuREhCD12VnkJ3wFxMQhqd0Myj2nQFxZC0DNOOuoNnF0dISHh0epsxEfP35E06ZNeSXg9fX1YWtri23btlVzpNUjIyMDBw8exPbt25GYmIiRI0dixYoVaN269d8vJkRA6v6OS1JnMAyDlStXwtXVFXPnzsXOnTtrzFIcYTjgG8ZLZBiGi6y3D/Dj4fES2xakxIDJz4W0YUfeLExJkjLzcMA3rNKlgysiPz+/WELSvXt3HDx4ENnZ2WjUqBHc3d0RGBiI7OzsMhOTwoTk+/fvkJeXR7du3aCmplZqsqKoqFjmh/KvZ17g03+ln9TOzc9B8q0dUOo2EYrmI3mPZ399DQCQUC97BkNLRQ4NGzb8yzv0dwzDIDs7u1JJUExMDNLT04s89vPnzxLH2bdvH/bt2wdRUdEKzQz97atw0z+LxcK+ffsQFxeH4cOH48mTJ3w7PLWmYbPZSEoq/e8WAJiYmMDX1xdbj1/Evrcc/Pk3tfCmBZObVeTx3Jj3+H7BCTJGnaA4ZDG4+blI87+A+NNLoTVtH0RlFHE9OBZDTbSpKEA5ffr0CU2aNCn1eV1dXQDg7ZMxMzNDQEBAtcQmDPLy8liyZAns7e1x4sQJbN68GSYmJhg0aBAcHR3LVcSCEH6jZIbUCnl5eZg6dSrOnDmDrVu3wsHBoc5vFi5LSlYe3kSl8r7PT/iG5Dv7Id9uAKQbtkGCp3OR9nnfwwH8/UM2ALyJSkVKVl6FyroWJiYVWcqVnp5erJ/CP9MrV66gZcuWkJOTQ2pqKiZMmAA1NbVSExMRERFERETAwMAA+/fvx8yZM8sde6GEhARcvXoVly5dwss0GSj3nlFqW3ElDci27IVUv3OAiAgkNIyRF/8Zaf4XINWoHaT+skStuWbFCxuUhMViQUZGBjIyMmjQoEGV++NwOMjMzERGRgZevHgBW1tbzJ07F7169fprcvT9+/dij/1+OGdJpKSkiiQ3MjIyEBMTg4WFBYYMGQItLa1yJ0b8WFJXHdhsNj5//vzXdiwWC+GSRmBJ/++so7/dtEgL8IS4qi7YNsvBYv16LyR1miNm32Rkvn0AxU7DqvWGRV3w8eNHdO3atdTnZWRkwGaziyQz165dQ15eXp0+q0VKSgp2dnb4559/cO7cObi6usLc3Bw9e/aEo6MjevfuXa9/R5PqRckMqfHS0tIwbNgwPHv2rNSKMvWN15uYImVZRRXUoD3zCMQU2MiJCCnWPi/hK1iSski5fwTZX16Cm58DKf3WUOk9HeKqRfekxKfn4MzTD+ilK1ru5CQtLa3YmCIiIlBRUSmSfLRq1apYMvL794qKitixYweWL1+OkydP4v379xg8eDC6deuGAQMGlPme7N+/HwoKChg/fny538f4+HhcvXoVnp6e8PX1BQD07NkTayYNxPlUcSRk5pd6raqlPcRVtJEZcg8FT89AVE4FCh2GQNF8dJm/xOVF8tG/qWq5Y6xOoqKiUFRUhIKCAvbt24emTZvCzc2t0mWT8/LyKjxjpKSkhMePH+P69evQ1dVFdnY20tPTkZmZWeaSOhaLVaUldX9+SUpKCuTDWHlmZoDiNyyAv9+0kNBsDBnjzrxEBgDE5FQgIimDgtQ43mOVuWFRH3E4HHz+/PmvZ1Xp6ekVSWZyc3Px77//1ouiNOLi4pg4cSLGjx+Pa9euwcXFBX379oWpqSkcHR0xePDgWnGTgdRulMyQGi0qKgoDBgxAdHQ07t27h27dugk7pBrhXVzRWQ1RaXlAWr7U9nnfw8HkZkFURhFqw1eiIC0RaX5nEX9mGTSn7IaYfNEP12t3H8M8792871ksFlRVVYskH61atSpxpqTw/5WUlCr1S8zOzg7bt2/HunXrcPLkSfTs2RNLlixBv379Sv1Q/fPnTxw5cgTTpk376wGMcXFxuHLlCjw9PfHkyROIiIigV69eOHjwIKytrXnFJD6dfgWf0PhS+2GJiUPRfBQUzSuWXH9//xIdW8+Fo6Mjpk2bBklJyQpdXx1u3ryJR48e4ebNm1U6/0VCQoL396Yivnz5AnNzc7DZbDx48ADS0tJgGAY/f/6s1JK6qKioYo+VtqSukJiYGF+KMMjLy0NOTo73PqqqqiIpKQkMw5SZLP15wwL4+00LJYvih5nmRISAm5MJCbY+77H49BxcD47BZHPBFHSoK6KiopCbm1vmMjOgaDLTpk0bSElJ1bsKmyIiIhg2bBhsbGxw9+5dbNy4EdbW1mjRogVWrFiBUaNG1YuzpIhwUAEAUmOFhIRgwIABEBUVhbe3N5o3by7skGqMqSdf4uHHxBKfy4kIwfdzjkUKAOR9D/81G6Pzv/cwPzUesUdmQaHDUCj3nFKkjxZKXDh2USmSmFTn/qS9e/di/vz5CA0Nxc+fP9G+fXscOnQIM2aUvPTr6NGjmDFjBr58+QIDA4Niz8fExODy5cu4dOkSnj17BlFRUfTp0wcjRoyAtbV1iR+2SyqwUFVsOQk4dVeH58GtOHv2LHR0dODo6IgpU6bUmKQmPz8fLVu2hJ6eHu7evSu0pSIvX75Ez5490a9fP1y6dInvf/9+X1JXla/CfUe/l1IuibS0NOTlf91wSEhIgLm5OZSUlEpNiu6mqeHVj9L/TpT0c17sNf5MQ/ypxWA4+dCafqDI+UcjO+hgy3CTSrxz9cedO3dgaWmJ8PDwMiv5zZ8/H/fv30doaCgA1InDM/nh2bNn2LhxI7y9vWFgYIBly5Zh0qRJNebfOlJ3UJpMaqT79+9j2LBhMDIywq1bt6CpqSnskGqUAm7F7kFINCj+AV9cSQPiqrrIS/ha7DlVNXVYWAjvrmLhgZfOzs44d+4cJkyYgNWrV2PMmDG8D4SFGIbBnj17MGjQoCKJTFRUFC5fvgxPT0/4+/tDXFwcffv2xbFjxzB06FCoqKiUGYOJrhKGmGjh+B+lr6tiiIkWhnZpgaFdTmPVqlVYt24dZs+ejY0bN2LlypWYMmWK0NfZHzx4EJ8/f4anp6dQ17ybmpriwoULGDp0KObPn489e/bwNZ7CJXX8Otk8Nze3XMlPSEgIPD090aBBA3C5XCQmJiI8PLxYO/ZwJ8gYmVY6noKMZCRcXA3Oz1Q0GONS7CDXpIzcqr7kOu/jx4+QlJSEnp5eme0KZ2YKZ9vMzMzqfSID/Erqbt++jX///Reurq6YNWsWnJ2d4eDggBkzZkBOTk7YIZI6ghYykhrn1KlTsLKygoWFBXx9fSmRKYGYSPk/1DGcAmSG3EduzIfizxXkQVSm+Gb073Gx+Pz5M4Q1cSspKYlVq1bhwoULePv2LTZs2IC0tDRs3bq1WNunT58iJCQE9vb2iIiIwPbt22FmZgY9PT0sW7YMKioqcHd3x/fv33Hr1i1MmTLlr4lMoRVWzWBmyJ/9LeaGqlhh1Yz3fdOmTXH27Fn8999/sLCwgJ2dHRo3bowjR478deO8oPz48QPOzs6YNm1ajSi1OmjQIBw8eBD79u2r9CGq1UVSUhJsNhuNGjVC69atYWFhAUtLS9ja2mLq1KmYP38+Vq1ahWXLlgEAVq1ahWvXruHBgwd4+fIl3r9/j+joaKSlpYHD4aBvv8qXp85L+IZ4j8XgZCRDfeQ6SGoWP/AxJ6/smSTyK5kxMjL666ygnp4eMjMzkZqaCuDXvpm6cngmP7Rt2xYXL17E+/fv0a9fPyxbtgwNGzbE+vXr8ePHD2GHR+oASmZIjcEwDDZs2IBJkyZh0qRJuH79erG78OQXVbnyT9OzRMWQ+uwMfjw6UeTx3PgvKPgRB0m9VsWuCfJ7jMaNG0NFRQWWlpZYs2YNbt26hcTEkpe2CcKUKVPQsGFDrFmzBnp6eli4cCG2bdtW7AOCq6sr1NXV4ejoiIYNG2LlypVQV1eHh4cHEhIScOPGDUycOBHKysoVjkFcVARHJ3SAeVUSGoaBuaEqjkzoUOJhhc2bN8e5c+fw9u1bdOrUCTNnzkSTJk1w9OjRvy5d4jcXFxfk5ORg/fr11TpuWaZPnw4nJycsX74cZ86cEXY4VcZmswGgzCIALBYLkuKVWziR/S0Y8aeXAAyDBuM2QUqnWYnt7t+7iwYNGsDCwgKTJk3C+vXrce7cOQQGBtIHzP/3t7LMhQpnbn4vAgCgTpdorowmTZrgxIkT+PLlC8aMGYONGzfybjp9//5d2OGRWoySGVIjFBQUYMaMGXBycoKzszOOHDkCcXFxYYdVY1W0tK+SxRjkRoci6eYOZH/9FxlvfJDo6QxxtYaQa9Wn+AU/fh0Qx+Fw8O7dO+zYsQODBg2Curo6DAwMMHr0aOzYsQN+fn7Izs7mx0sqRlxcHGvWrMHVq1fx+vVrLF++HHJycli1ahXCwsKwefNmtG7dGj4+PkhJSYGuri7OnDmDhIQEeHl5Yfz48XxZQiQrKQb3KaaYYtEQbLmKLQETzc9Cg7R3cJ9iClnJsj+ctmjRAhcuXEBISAg6duyI6dOno3Hjxjh27Fi1JDVhYWHYvXs3li9fDg0NDYGPVxHOzs6YMmUKpkyZggcPHgg7nCopTzIDVOyGRaG8+DAkXl4HMQU1aEzcBgm1hqW27drRBHPmzIGhoSE+f/6MPXv2YOzYsTA1NYWKigpUVVXRqVMnjBs3DmvWrIGHhwf8/f2RkJAgtBnb6vbx40c0blx8VutPfyYzmpqa0NfXp2SmFPr6+tizZw++ffuGOXPm4MCBA2jYsCHmzp2LiIgIYYdHaiEqAECELjMzEyNHjsS9e/dw9OhRTJo0Sdgh1XgpWXkYsPtpsWpHQOkbg7Pe+SL9xRXkp0SDJS4FmcZmUOo+6VcltN9oKEjh6syOCH39Et7e3vDx8cG7d+8gIiICIyMjsNlsZGZm4uPHj8jNzYWoqChat26NTp06wdTUFKampmjatClfNmwXFBSgRYsWMDY2xo4dO+Dg4IAbN24A+LWhunCtelhYWLUsRwyOSsUB3zC8iUot8b0vpKEghTa6Svjvohu0pQsqtX7+7du3WLduHS5dugQDAwOsWrUK48ePF1iSP2LECLx48QIfP36EjIyMQMaoivz8fAwZMgR+fn54+vQpTExq5+Z1hmEgIyODzZs3Y968eaW2O+H3Fc4335X6fEk/53En5iMvMQLsIYshJs8u0l5ERhHiyv/7GVk7uHmxamZpaWkICwvDly9fin3Fxf2vtLO8vDyMjIxK/NLU1KwT54tkZWVBTk4OJ06cwOTJk8tsy+VyISUlhR07dmDOnDkAgDFjxiAiIgL+/v7VEG3t9uPHD+zbtw87d+5EWloaxo0bh+XLl6Np09IPeCbkd5TMEKGKj4/HwIED8fnzZ1y+fBl9+/YVdki1xqy/lA6uLMsWGsUO1IuMjISPjw98fHxw//59ZGRkQE1NDaamplBXV0dOTg5CQkLw7t07MAwDeXl5dOjQgZfgdOrUCVpaWhWO5ePHj3BycoKnpyeAXwmMmJgYGjZsiAcPHqBZs2aYMGECduzYwZfXXl4pWXm4HhyDd3HpSMrIRQGXgZgIC+HvgvHt36d4fe0oVGQl0Lt3b6irq+PcuXOVHiskJATOzs64cuUKDA0NeUkNP8ucPnv2DF27dsWpU6cwYcIEvvXLb5mZmejevTvi4+MREBDw143ZNZWuri6mTJmCdevWldqmrBsWQPFkJj81HrEHSz8PRbZlb7AHLQTwK9m+Pa9rhc6ZycrKQnh4eImJTlRUFG+2RkZGBoaGhrzk5vf/19HRqdaqiFURHByMNm3awN/fv1yn2hsaGmLEiBHYvHkzAGD37t1YsmQJ0tPTqXpXOWVmZuLIkSPYtm0b4uLiMHz4cKxYsQLt2rUTdmikhqNkhgjNhw8fYGVlhby8PNy+fbvW3mkVFkGVDj42sSNMdJVKbZOfnw9/f39ecvPmzRuwWCx06NABPXv2hK6uLjIyMhAUFIQXL17w9rhoa2vzEhtTU1N06NChxD1R7969w6VLl+Dp6Yn//vsPMjIyEBcXR8OGDeHv74/79+9j6NChWLBgAXbt2oVPnz7ByMiIb+9BVVy6dAm2traIjY2FpqYmevbsCU1NTZw9e7bKfb958wbr1q3D1atXYWRkBCcnJ4wdO7bKSQ2Xy0Xnzp3B5XLx8uXLGn/AXXx8PMzMzCAtLQ0/P79K7YUStjZt2sDc3Bz79+8vtU1wcDDG7n+ELBVjvo9f0g2LqsjJycHXr19LTHQiIiLA4XAA/Dp3yMDAoMQZHX19/Rp1DsnFixcxatQoJCcnl6tgyJ8/64GBgTA1NUVAQAA6d+4s6HDrlNzcXJw6dQqbNm1CeHg4LC0tsXLlSnTp0kXYoZEaipIZIhRPnz7F0KFDoaWlBW9vb+jq6go7pFpp3c1Q/pUOZhhM7KSLdTYVSyrj4uJw584deHt74+7du0hNTYWysjL69u0LKysrtG7dGhEREXj58iVevHiBwMBAZGZmgsVioXnz5jA1NYWOjg7i4+Ph5+eHd+/eQV5eHoMHD4atrS369++P27dvY8SIEfD19UXXrl3Rs2dPvHjxAj169IC3tzd/Xj8fREdHQ1dXF1evXoW1tTV69OgBHR0dnD59mm9j/Pvvv3B2doaXlxeMjY3h5OSEMWPGVPqD4JkzZzB+/Hj4+vrWmkNpP378CAsLCzRv3hx3796FlJSUsEOqkD59+kBFRQUXL14s9lx8fDycnJxw7NgxGHTsBel+C5BRwMeS1PlZODyuHXq3rZ4bAPn5+YiIiCgx0QkPD+ftByuccS1pRqdRo0bVPruxfv167Nq16697mwpNmjQJYWFhePbsGQAgLy8PioqK2LhxIxYuXCjIUOusgoICXLx4ERs3bkRoaCi6du0KR0dH9O/fv04sZST8Q8kMqXaenp6YMGECzM3NceXKFSgpKQk7pForn8PFxBMvERCWXOW+8iJDoPf1Jm54XYOamlql+igoKEBgYCBvr01QUBAYhoGJiQmsrKxgaWmJTp06ISwsDJcvX4aXlxdCQ0ORm/vrzAtRUVEYGxujX79+MDc3R6dOnaCvrw+GYXgzOY8fP8axY8cwffp0zJs3D7t27arya+cnXV1djB07Fps3b0a3bt2gr68PDw8Pvo/z+vVrODs74/r162jcuDFWr16N0aNHV2gZT3Z2Npo0aYKOHTvi8uXLfI9RkAICAtCrVy8MHjwY58+fr/EzSr8bPXo0EhMTixQzyM7Oxo4dO+Dq6gpxcXGsXbsWdnZ2cL3zia9nHRWE3kWO/xneeUvCxOFwEBUVVSzJKdy3k5Pza4kdi8WCnp5eiTM6BgYGAtnjNX78eHz9+hV+fn7lau/k5AR3d3deEQDg1zkrWlpaJSatpPy4XC5u3rwJFxcXvHz5Eu3atYOjoyNsbGxq1c89ERxKZki1YRiGt4l73LhxOHbsGK0l5oOs3AJM9wiCfxUSGnNDVcxqwYKt9RDIy8vj9u3b5ari8zeJiYm4e/cufHx8cOfOHSQmJkJCQgLi4uLIysqCgoICbGxsMGTIECgrK+PNmze8GZyvX38d5lm4N0dJSQlnzpzBlStXcP78eXh7e0NGRgZfvnypUYev2draIiEhgTeLZGBgAHd3d4GN9+rVK6xduxY3b95EkyZNsHr1aowaNapcSc3GjRuxdu1avHv3rsYs1auIa9euYfjw4Zg3b16175uqirlz5+Lp06cIDg4GwzA4d+4cli9fjri4ONjb22PVqlW8pU35HC4mHn+BgPCUKo/bqaESdlkbY9bMGfDy8sL06dOxY8cOyMrKVrlvfuNyuYiLiytxRufLly/IzMzktdXW1i42m1P4vYJCxSo/FjI1NUXLli1x/PjxcrU/fPgw7OzskJuby5slXbJkCc6fP4+oqKhKxUCKYhgGDx8+xMaNG/Hw4UM0bdoUy5cvx9ixY6n6aT1HKS2pFhwOBwsWLICDgwNWrFiBU6dOUSLDJ1UpHcyWk8BUi4Zwn2KKbmad8Pz5c4iLi8PMzKzcdyTL7J/NRtOmTaGtrc3bHyMiIgJZWVmIiIggPT0dgYGB8PPzA4fDwezZs3Hu3DmEh4cjISEBN2/ehJ2dHQoKCnDr1i0AwLBhw3Dx4kU0bNgQycnJWLBgAW9mpyYwMzNDYGAg8vPzweVyBX7nsH379rhx4wYCAwNhZGSEcePGoVWrVjh//jxvr0JJ4uPj4erqirlz59bKRAYArK2tsWfPHuzcuRNubm7CDqfc2Gw2kpKSeJvLx40bh/bt2+Pdu3dwc3MrskdDXFQE2uE3kfPtDYDK33vMi3qLjNvbwFZVwdWrV3H48GGcOXMGbdu2RWBgYNVfFJ+JiIhAW1sb3bt3x7Rp0+Dq6gpPT0/8+++/SE9PR3x8PJ49e4aTJ09iypQp0NTUxNu3b7FlyxaMHDkS7dq1g6KiYqXO0mEYBh8/fizXGTOF9PT0wOVyERsby3vMzMwM0dHRiI6OrtJ7QX5hsVjo3bs3Hjx4gICAABgbG2Py5MkwNjbG/v37BXZMAKn5aGaGCFx2djbGjRsHLy8v7Nu3D7NmzRJ2SHVWRUsH23U3LLbZ/8ePH7CxscHz589x6tQpjBw5skIxMAyDoKAgeHp64tKlS/j69StUVVVhY2ODESNGoFevXhAXF8ePHz9w//593pK0uLg4yMjIoGfPnrwlaYaGhkX6PXnyJKZOnQpRUVG0adMG//77L7hcLsTExNC2bdsi1dOMjIyEsgTB398fFhYWePXqFebMmYNmzZqV++4uP7x8+RLOzs64ffs2mjdvjtWrV8PW1rbYezFjxgxcvnwZX758qZWb6H+3YsUKbNq0CefPn8eoUaOEHc5fOTs7Y926deByuWjbti3c3NzQo0ePEtt6eHhg4sSJ2Lx1G7KbWuJGcGyFin6w5SQwxEQL7UUiMXTIYEybNg0HDx4Ei8XCp0+fMG7cOLx58wZr167F8uXLa021sbKkpKSUOqPz+8G/KioqxWZzjIyMoKCggFatWuHKlSuwsbEp15jv3r1DixYt8PTpU95G9bi4OGhpacHT0xMjRowQyGut70JCQrBp0yZcuHABampqWLRoEezs7OjA7XqGkhkiUElJSRgyZAiCg4Nx/vx5DB48WNgh1QullQ5my0uiuaYChphol1mWNTc3F9OmTcOZM2ewefNmLFmypMwNlwzD4MWLF7h06RIuXbqEiIgIsNlsDBs2DLa2tujevXuZywAYhsHbt295ic2zZ89QUFAAIyMjXmLTo0cPsFgsKCoqQklJCd+/f0dSUhIaN26MZs2awcjICC9fvsTHjx8BAEpKSrxzbwoTHHV19cq/qeWUk5MDBQUF7NixAx4eHmjZsiWOHj0q8HH/9OLFC6xduxY+Pj5o3rw51qxZgxEjRkBERARv375FmzZtsGPHjjLPOqktGIbBxIkTcfHiRdy5c6fUxEDY0tPTsXHjRmzfvh0FBQXYv38/ZsyYUWoC4e/vj549e/KW5bJYLN4Ni8DwBCRnc0sdq6QbFsePH8e0adPg4uICR0dHAL826Ds7O8PV1RXm5ubw8PBAw4YN+f3Sa4w/z9L5/f9/n1UBgGbNmqFly5blOksnIyMDCgoKOHPmDMaOHct7vGHDhhg+fDi2b99eLa+vvvr8+TO2bNkCd3d3yMrKYt68eZg3bx5UVVWFHRqpDgwhAvLlyxfG2NiYUVNTY16+fCnscEgFcblcZtWqVQwAZtasWUx+fn6R5zkcDuPn58csXLiQ0dXVZQAw6urqzKxZs5gHDx4Ua18RaWlpzNWrV5mZM2cyenp6DABGUlKSadmyJYNfa22Yy5cvMwzDMHv37mVYLBYTHBzMMAzDpKSkMHfv3mU2bNjADB48mFFXV+ddo6+vz4wcOZLZtm0b8/TpUyYrK6vyb1AZTE1NmfHjxzMdO3Zk/vnnH4GMUV7+/v5M//79GQBMy5YtmYsXLzJ9+vRhjI2NmdzcXKHGxk+5ublMnz59GEVFRebt27fCDqeI/Px85uDBg4yamhojLS3NjB8/ngHAhIeHl3rNt2/fGDU1NaZr165MTk5Osec3bt/FKHeyZhZdeMVMOfGCmXDsOTPlxAtmyaU3zAm/cCY5s+Q/27Vr1zIAGHd39yKPP3nyhNHX12cUFBSY06dPV+0F11KZmZlMSEgIY2dnx7BYLGbatGlMr169GD09PYbFYvH+HZGWlmZatmzJWFtbM4sXL2YOHjzI3L9/n1FQUGBcXFyK9Dl69GjGzMxMSK+o/omKimLmz5/PSEtLM7KyssyiRYuYmJgYYYdFBIySGSIQL168YNTU1BhjY2Pmy5cvwg6HVMHRo0cZUVFRZsCAAUxaWhrz9OlTZt68eYy2tjYDgNHQ0GDmzJnDPHr0iCkoKOD7+Fwul3n37h2zfft2Rl5envehQlxcnJkxYwZz6dIlxsjIiOnXr1+p13/79o25ePEi4+DgwHTt2pWRkZFhADCioqKMiYkJM2PGDObo0aPM27dv+fIa5s2bxxgaGjIdOnRgZsyYUeX++MHPz4/p27cv7wPZ0qVLGQ6HI+yw+CotLY0xMTFhdHR0mKioKGGHwzAMw/j4+DAtWrRgADATJkxgoqKimNevXzMASr3Jk56ezrRq1Ypp1KgRk5CQUGIba2trpkePHhWOh8vlMlOnTmXExMSYu3fvFnkuNTWVl2iNGTOG+fHjR4X7rwscHBwYAwODIo9lZ2cz7969Y65fv864ubkxc+bMYfr3788YGhoyoqKivJ8rERERpmnTpsygQYOYBQsWMCNGjGDExMSY0NBQJi8vT0ivqP5JSEhgVq5cySgoKDASEhLMzJkzmbCwMGGHRQSEkhnCd15eXoy0tDRjZmbGJCYmCjscUkUFBQXM1q1bGXFxcUZMTIwBwGhpaTH29vaMr6+vQBKYkvj7+/NmZLZt28ZLpADw4po2bRoTHBzMcLncMvvKz89n3rx5wxw+fJiZNm0a06pVK0ZERIQBwMjJyTE9evRgli5dyly6dImJior6a39/OnfuHAOAad26NTNz5syqvGy+ys/PZxo2bMgoKyvz4rty5UqdSmpiYmIYPT09plWrVkxqaqrQ4ggNDWWsrKwYAEzXrl2ZwMBA3nORkZEMAMbb27vYdQUFBcyQIUMYeXl55r///iuxbw6Hw6ioqDCrV6+uVGx5eXlM//79GXl5eebNmzfFnj979iyjqKjI6OnpMb6+vpUaozYbNGjQ/7F33nE1/u8ff51z2juVdiF7ZUQKkT4kyawP2SJ7kz2y986ObD4VKi2EhJayN6GUor3nua/fH37OV9p1ms7z8TiPB/f9Htd9Ovd9v6/3tcjMzKzc7fPy8ujDhw+kr69P7dq1o/nz55O5uTm1atWK92z6tXmio6NDpqamNHv2bNq7dy9dv36d3rx5U6z1TUDVSUlJoS1btpCSkhJxOBwaN25cifeVgPqLQJkRwFcOHTpEbDabRowYQVlZWbUtjoBKkp+fT3fu3KGZM2eSsrIyz4VMSkqKGjduzHPpqkmsra2pefPmvIW3mZkZtWrVit68eUMHDhygRo0a8aw2ampqZGNjQ87OzuXeXU5PTyd/f3/avn07jRw5kuc6B4BUVVVp2LBhtGXLFrp9+zalpqaWOtbnz58JADVr1oxmzpxZ1UvnG4cPHyYWi0Xh4eEUEBBA/fr1IwDUqVMnunbtWoWVtrrKq1evSE5OjoyNjWt8kfjjxw+aOXMmcTgcatasGbm6uhb5XjMzMwkAnTt3rkj/pUuXEpvNJi8vrxLnePHiBQGg27dvV1rOtLQ06ty5M6mpqVFkZGSR81++fCEjIyNisVi0fPnyBuWSWBYtW7akBQsWVLjf7NmzqUOHDoWOZWVlkYiICM2YMYOOHj1KS5YsoWHDhlH79u1JTEyM94xhsVikra1NJiYmNH36dNq5cyddu3aNXrx4UW3usH8TmZmZdODAAdLQ0CAANGzYMIH7ewNCoMwI4AtcLpeWLVtGAGj+/Pk1tlsvgH/k5+fTrVu3aPr06aSkpEQASEtLixYtWkSBgYHE5XIpOjqadHV1SUZGhvz8/GpMtm/fvpGQkBDt3buXdywsLKyQ739oaCgBoIULF9KiRYuoTZs2vN3Qnj170saNGyksLKxCVohv376Rm5sbrVixgkxMTEhGRoa38GjTpg1NmjSJDh8+TOHh4YVcSBiGIRUVFWrcuDHNmjWLb99DVUhJSSElJSWaOHFioeP37t0jY2NjAkCdO3cmd3f3BqHUBAQEkKioKFlbW9eI5SknJ4d27NhBMjIyJCsrS7t27SpVkZKQkCj0eyYiOn36NAGgPXv2lDqXg4MDCQsLV3mR++3bN9LW1qa2bdtSUlJSkfMFBQW0detWEhISoq5du9Lbt2+rNF99IC8vj4SEhOjIkSMV7rt9+3aSlZUtcrxXr15kZWVV5PivZ6q/vz85OjrS8uXLydLSkjp16kRSUlI8RefXBo2RkRHZ2NjQli1byNnZmR4/flzmxoqAwuTm5tLJkyepRYsWBID69+9Pd+/ebRDPvL8ZgTIjoMrk5OSQtbV1uV7CAuoWeXl5dOPGDbK1tSVFRUVekPySJUsoODi42Ad8amoqmZqakpCQEJ0+fbpG5Fy3bh1JSkoWcRsaNmwYNWvWjKdIjBkzhlRUVCg9PZ2Ifu4uHzt2jIYNG8ZbHCgpKdG4cePowoULFXaD5HK59Pr1azp9+jTNnDmTunbtynMjERMTI0NDQ1qwYAFdvHiR+vfvT5KSkjRnzhz+fAlVZNmyZSQuLk7R0dHFnvf396c+ffoQAOrSpQt5eHjU+xe8i4sLsVgssrOzq7Y5GIYhFxcXatq0KXE4HJo9e3aJcS6/o6WlRatWreL9//79+yQsLExTpkwp83u3srIiQ0PDKstORPT69WuSl5enPn36lKh8hYWFUatWrUhcXJyOHDlS738XpfH27dtKW71+uZf++Zyys7MjDQ2NCo3FMAzFxcXRw4cP6cyZM7RmzRqytrambt26kZycXCFFp3HjxmRoaEgTJkygDRs20IULFygkJIQSExMrfA1/CwUFBXT58mXq2LEjASADAwO6fv16g/5tN2QEyoyAKpGcnEx9+/YlUVFRcnZ2rm1xBJSD3Nxc8vHxIRsbG2rUqBHPHWrp0qX06NGjcj3M8/LyaOrUqQSA1q1bV60vgNzcXFJWVi7WwvHs2TMCQCdOnCCin+5doqKitG7dumLHuXv3Li1btox0dXV5FpZu3brR2rVrKTAwsFIWxaysLAoMDKS9e/eStbU16ejoFFpoaGtrk729Pfn4+FBCQkKFx+cHnz59IhERkWK/lz+5e/cuGRkZEQDq2rVrvX/B79u3jwDQgQMH+D52aGgo9erViwDQoEGD6PXr1+Xu26VLF1481efPn0lRUZGMjIzKdOdiGIaUlZVpxYoVVZL9d+7fv0+ioqI0evToEq1YGRkZNGPGDAJAFhYW5VLY6iPu7u4EoESlvzQePnxIAIpk07t69SoB4GtSisTERAoJCaELFy7Q+vXrafz48WRgYMCzqv/6yMvLU7du3cja2prWrFlDZ86coYcPH9L379/r9X3NLxiGIU9PTzIwMODFEV6+fFngXVLPECgzAipNZGQktW3bluTl5en+/fu1LY6AUsjNzSUvLy+aNGkSL/i7efPmtGLFCgoPD6/US41hGNqyZQsBoAkTJlSbT/358+cJQIkLxX///Zc0NTV5u8pLly4lCQmJMtNxxsTE0KlTp+jff//l7XTKy8vTqFGjyMnJiWJjYystc3x8PG3fvp0Xb6OgoMBbXOjo6NCYMWNo3759FBQURNnZ2ZWep7yMGjWKVFVVKSMjo1ztGYah27dv8xbq3bp1Iy8vr3q7+Fm8eDGxWCxydXXly3hRUVG8rF/t27enGzduVHiMAQMG0MiRIyktLY3at29PzZo1K5el8JflwNfXtzKil0h5rVgeHh6kpKREysrK5O3tzVcZ6gI7d+4kSUnJSv3Wv379SgCKxDvFxsYSgBrb8EtNTaXHjx+Ts7MzbdmyhWxsbMjIyIjU1NQKKTrS0tLUuXNnsrKyohUrVtDJkyfJ39+foqOjG1RSkPLAMAzdvXuXl/GxRYsW5Ojo+FfFitVnBMqMgErx5MkTUlVVpSZNmtCbN29qWxwBxZCTk0MeHh40YcIEkpWVJQDUsmVLWrVqFT19+pRvC9MLFy6QiIgI9evXr1pSuerr69M///xT4vnXr18Tm80mBwcHIvppLVRQUKApU6aUe478/Hx6+PAhrVmzhvT09Hgv+06dOtHy5cvp3r17FU6r+ivIu1+/fsQwDH38+JEuXrxI8+fPJwMDAxIVFeWlmNbT06NZs2bRmTNn6M2bN3xdSPzKAnfq1KkK92UYhvz8/Khnz54EgLp3707e3t71Tqnhcrk0evRoEhUVrdLGS3p6Oq1Zs4bExcWpcePGdOzYsUrXU7K2tiYjIyMaPHgwycjI0KtXr8rV79ixY8ThcCgtLa1S85bG3r17y2XFio2NpYEDBxIAmjNnToNK9jJ16lTq3LlzpfoWFBQQh8MpNt6mSZMmtHDhwqqKV2V+1dK5evUq7dixg6ZNm1ahWjpfvnxp8FaL0NBQGj58OAEgDQ0N2r9/vyAJQx1HoMwIqDA3btwgKSkp6tq1a5V2rwXwn+zsbHJzc6OxY8fygtVbt25Na9asoefPn1fbIvTevXskLy9P7dq1oy9fvvBt3JCQEAJAHh4epbYbP348qaqq8hZVBw4cKFRIs6J8//6dzp07R2PHjuXFEklLS9Pw4cPp+PHjFBUVVa5xREVFqV27dsWey83NpbCwMDp06BBNnDiRl7AAAMnKytI///xDK1euJHd390rfZwzDUI8ePahTp05VWoAwDEM3b97kuWLo6+uTr69vvVJqcnJyqG/fviQvL18hdzCin4vUkydPkoqKComKitKKFSuqHHg9d+5cUlBQIDabXWyK5pIYM2YMdevWrUpzl8bChQuJxWLR1atXS23HMAwdPHiQxMTEqG3btvTkyZNqk6km6d27N40ePbrS/bW1tYt1AbS2tqYePXpURbRqJzs7m968eUPXr1+nvXv3llhLR0REhFdLZ/78+XTw4EHy8fGhDx8+NKhaOi9fvqRx48YRh8MhJSUl2rJlS62mexdQMgJlRkCFcHJyIiEhIRo0aBAvyFpA7ZKVlUVXr14la2trXpB7u3btyN7evkbz6b9584aaNGlCKioqFB4ezpcxx40bR02bNi1zIf7hwwficDi8BBR5eXnUokULMjU1rbIMXC6XQkNDacOGDWRoaMirR9OuXTtavHgx3bp1q8TAaTk5OZKXly/3XCkpKeTn50ebN2+moUOH8uro/MosZ2lpSTt27KB79+6V6/67fPlylVP4/g7DMHTjxg3q0aMHL2j2xo0b9UapSU5Opvbt25O2tjZ9+/atXH3u3LlDnTp1IgA0evRo+vz5M19kGTZsGAGgffv2lbsPwzCkrq5OS5Ys4YsMxcHlcsnKyorExMTo4cOHZbZ/+fIl6erqkoiICO3cubPeuycpKyuXK7asJHr37k1jx44tcvzAgQMkIiJSb+vJ/Kql4+PjQwcPHixUS0dERKRB19KJiIig6dOnk4iICMnKytKqVav4FjOWmJFLpx58oiUuT2myUwiNPxlMk51CaInLUzr14BMlZgjc3MqDQJkRUC4YhiF7e3sCQNOmTau0a4UA/pCZmUkuLi40atQokpSUJADUoUMH2rBhQ4V3nflJXFwcde/enSQlJen69etVGis2NpaEhYVp165d5Wo/ZcoUaty4MW+Rf+3atWqJLUhMTKT//vuPJk+eTKqqqgSAJCQkaPDgweTg4FCoyvQvZaSyWYUYhqGoqChydXUlOzs76tOnD+/vzWazqWPHjjR16lQ6ceIEPXv2rNB9mZ2dTU2aNKEhQ4ZU+ZqLk8vX15f09fUJABkaGtKtW7fqhVITFRVF6urq1Llz51Jdtd69e0dDhgzhWaICAwP5JkNAQACx2WxisVgVWvxHREQQgCrfW2WRnZ1NvXr1okaNGpUrHXNOTg4tWbKE51bJz0D3miQlJYUA0MWLFys9xtixY6l3795Fjv9KHc/P31FdoaCggL58+UJ+fn7lqqXTr18/mjZtGu3YsYOuXr1Kz58/rxduXDExMbR48WKSlJQkcXFxmj9/fqV/60+jkmn6uTDS3+JH2ss9S/zob/Gj6efC6GlUMn8vpoEhUGYElEleXh7Z2NgQANq8eXO9WLA0RDIyMui///4jS0tLkpCQ4MV0bNq0qU7Vf8jMzKShQ4cSm82mw4cPV3qc9evXk4SERLH1L4rjy5cvJCwsTFu3biWinwvu3r17U4cOHarNx5thGHr69Clt27aN+vTpw0vT3KJFC5o3bx4vsxA/A6Xz8/Pp+fPndOLECbK1taWOHTvyrEWSkpJkZGRES5YsoXHjxpGQkFC1xrQxDEPe3t7UrVs3AkC9evUiPz+/Ov+MeP78OcnIyNCAAQOKuMUkJibS/PnzSUhIiLS0tOjSpUt8vZ6IiAhSUFCgtm3bFpvGtzROnTpFLBarWmLT/iQxMZFat25NTZs2pbi4uHL1uX37Nqmrq5O8vDy5uLhUs4T855dba1hYWKXHWLFiBWlraxc5npubS2JiYrR79+4qSFj/KKmWTufOnettLZ2EhARau3YtycnJkbCwME2dOpU+fPhQrr65+Vyy93hJXTfdLFWJ+fPTddNNWn/9JeUV1G/LZ3XBIiKCAAElkJ6eDisrK9y+fRunTp3C+PHja1ukv4r09HR4eXnBxcUFPj4+yM7ORpcuXWBlZYWRI0eiRYsWtS1isXC5XCxatAgHDhzAkiVLsH37drDZ7HL3z8vLQ5MmTTBkyBAcPXq03P1mz56Ny5cv4/Pnz5CRkUFoaCj09fVx8uRJ2NjYVOZSKkRaWhpu374NX19f+Pj44OvXrwAAHR0dzJkzBwMHDkSrVq3AYrH4Om9mZibCw8MRGhqK0NBQBAYGIiYmBgCgoqKC7t27o3v37tDX14eenh7k5OT4Oj8RwcfHB+vWrUNYWBh69+4Ne3t7GBsb8/1a+cXdu3cxcOBAjB49GqdPn0Z+fj6OHDmC9evXIz8/HytXrsSCBQsgLi7OtznT0tJgYGCA3Nxc7Ny5EyNGjMDHjx+ho6NTrv6TJ0/G06dP8eTJE77JVBpfvnyBgYEB1NXV4e/vDykpqTL7JCUlYcaMGXBxccGkSZNw4MABSEtL14C0VefcuXOYMGEC0tLSKi3z0aNHMWfOHOTm5oLD4RQ617t3b6iqqsLZ2Zkf4tZ7iAjx8fH4+PFjkc+HDx+QkpLCa6ukpITmzZsX+2nUqFGtyJ+eno6jR49i9+7diI+Px7///osVK1agY8eOxbbPzC3A1HNhCIpIrPScBjoKcByvB0lRoUqP0RARKDMCSiQ2Nhbm5uaIiIjA1atXYWJiUtsi/RWkpaXh+vXrcHV1ha+vL3JycqCnpwcrKytYWlqiWbNmtS1iudm/fz8WLlwIS0tLnD17FmJiYuXqd/nyZVhbW+PFixdo3759ueeLiYmBjo4OVq5cibVr1wIAxowZA39/f3z48AGSkpKVuo7KQETQ0NBAbm4uiAgZGRk8JW3gwIEwMzODsbFxtSz0Zs2ahYsXL8LBwQFv375FSEgIHj16hNTUVABA69atecpN9+7d0bFjR4iIiFR5XiKCl5cX7O3tER4eDiMjI6xfvx59+/at8tjVwa/fmZWVFZ4+fYqIiAhMnToVGzZsgLKyMl/n4nK5GDJkCB4+fIjg4GDk5eVBV1cXwcHB0NfXL9cYzZo1w5AhQ7Bv3z6+ylYaT548gZGREYyMjODu7g4hobIXUUSEs2fPYs6cOWjcuDHOnz8PAwODGpC2aqxZswanTp3ibQRUBm9vb5ibmyM6Ohrq6uqFzi1duhSXLl3ibXIIKJ2kpKQiSk5ERAQ+fvyIHz9+8NrJy8uXqOgoKSlV+4ZKdnY2nJycsGPHDkRGRsLCwgIrV65Ejx49eG3yuQwmOIVWSZH5haGOAs5M7g5hTvk3CBs8tWUSElC3efXqFWlpaZG6ujo9f/68tsVp8CQnJ9PZs2fJwsKCF0ypr69PO3fu5FvAcW1x9epVEhcXJ0NDw3LV0SAiMjQ0JGNj40rNt2DBApKRkeHFqXz+/JlERERo/fr1lRqvKmhra1Pfvn1JRkaG0tLSyNPTk2bPnk3NmjXjpWU2NjamHTt28C3b3KtXr4jD4RSJNeJyufT27Vs6c+YMzZ49m/T09EhYWJgAkKioKPXo0YPmzZtHFy5coA8fPlRJFoZhyMPDgzp37kwAqG/fvuTv71/VS+M7T5484RU5bdOmTbU+6xYtWkRsNptXkyYmJoYAkKenZ7n6R0VFEQC6cuVKtclYEr6+vsThcMjW1rZCv4uPHz9Sjx49iMPh0Lp16+p8rKWVlVWlnzu/ePHiRYmxMdVRPPNvpby1dKSkpKhTp05kaWlJy5cvJ0dHx2qrpZOXl0dnzpyh1q1bEwAyNjbmud3aX39ZLncy8ZYGxJFpXGa79ddrLrlPfUCgzAgogr+/P8nJyVGHDh0ED91qJCkpiZycnMjc3Jy3qDQwMKA9e/ZQZGRkbYvHV4KDg0lJSYlatGhRpm9xWFgYAaBr165Vaq64uDiSkJCglStX8o7Z2dmRpKRkuTNY8QtNTU1eccU/M8t9+PCBDhw4QIMGDSJxcXECQOrq6jRlyhRycXGpdFzEoEGDqFmzZuXKHJSdnU1BQUG0f/9+GjNmDDVv3py3CGjUqBENHDiQ1q5dS15eXuVWRH+HYRhyc3PjZQMzNjamgICAylwWX/n27RvZ2NgQi8WiVq1a0ZAhQ4jNZpO7u3u1zOfo6FikfktOTg4BoNOnT5drjF/FYyvzd+AHp06dIgC0cePGCvXLz88ne3t74nA41KNHD/r48WM1SVh1OnbsSNOnT6/SGL+SCFy+fLnIuZounvm38mctnenTp5OJiQlpa2uXq5bO58+fqxRnyeVyydXVlbp06UIAqLPJUGq3+nqZCorC4MU/M8KVQ5npuummICnAbwiUGQGFuHTpEomIiJCJiYkgn3o1kJiYSCdPniQzMzOeAtOzZ0/at29fuWuX1FciIiKoVatWpKCgUGrK14kTJ5K2tnaVXibLli0jSUlJXvrM5ORkatSoEU2dOrXSY1YGDQ0NWrZsGbHZbHJ0dCyxXXZ2Nt24cYMWLlzIqzfD4XCoV69etGnTJgoPDy/XLuKNGzcIQJUq3SckJJCPjw+tX7+eBg0axKuzA4CaNWtGo0ePpr1799LDhw/LXSyRYRi6du0a6erqEgAyMTGpUvHKypKZmUkbNmwgSUlJUlBQIAcHB8rLy6OCggIaOXIkiYuLU1BQEF/n9Pf3J2FhYZoxY0YRq4aUlFS5s/XZ2tqWWLOopli/fn2FFLDfCQwMpGbNmpGUlBQ5OTnVuSQRXC6XxMXFeendq4KMjAzt2LGj2HN1pXjm30pOTk65a+m0atWKzM3NK11L51fWx9ZTd5WpnKjPPkNsMSniSCuWS5nRXu5J089VPlFFQ0MQMyMAwE8f5127dmHp0qUYP348HB0d+eJDLwBISEiAm5sbXFxccOfOHXC5XPTu3RuWlpYYMWJEEb/qhkxSUhKGDRuG0NBQnD9/HpaWloXO//jxA5qamti4cSOWLl1a6XkSExPRtGlTTJ8+HTt37gQAHDhwAAsXLsTTp0/RoUOHKl1HeVFXV4etrS2uXbuG7t2748SJE+Xq9+XLF9y4cQM+Pj64ffs2MjIy0LhxY5iamsLMzAz9+/eHoqJioT5cLhedO3eGrKwsAgIC+OYnTkT4/PkzL7lASEgIHj9+jJycHAgJCaFjx46F4m9at25dYrIHhmHg7u4Oe3t7PH/+HP/88w/Wr18PQ0NDvshaEgzD4OLFi1ixYgW+f/+OefPmYfXq1YUSIeTk5KB///54+/YtAgMD+ZJcIyIiAvr6+tDV1YWvry+EhYULnW/atCmsra2xZcuWMsdq1aoVTExMcPjw4SrLVVmICLa2tjhz5gy8vb3Rv3//CvVPT0/H/Pnz4eTkBEtLSxw7dqzWgrf/JCoqCtra2vDy8sKgQYOqNFaHDh3Qt29fHDx4sMi5MWPG4PPnzwgKCqrSHAL4T35+PiIjIwvF5vz6fPr0CXl5eQAADoeDJk2aFInP0dHRQdOmTQvFhiZl5mHQgfuIS8spde7vzuvAFpUAiyOCnKgX0Jh1qkx5VWTE4D2vNxpJCtZqAmVGALhcLubNm4fDhw9j1apV2LhxY53NQFRf+PHjB65duwZXV1fcvXsXRAQjIyNYWVlh+PDhUFVVrW0Ra42cnBxMnjwZ//33H3bu3IlFixbxfm+bN2/G5s2bER0dXeVFztq1a7Fr1y5ERERAVVUVeXl5aNeuHZo3bw4fHx9+XEqZqKmpYcaMGfj27RsePHiAly9fVniMvLw8BAYGwsfHB76+vnj+/DlYLBa6desGMzMzDBw4EN26dYOTkxNsbW0RGhqKbt26VcPV/I/8/Hy8ePGCp9yEhobizZs3ICJIS0ujW7duPOWme/fuUFNTK9SfYRhcu3YN9vb2ePnyJQYMGAB7e/tqCRJ/8OABFi1ahEePHmHkyJHYvn17idnDkpKS0KtXL+Tm5iIwMLBKSQBSU1NhYGCA/Px8hISEFPt77tatGzp37ozjx4+XOlZsbCzU1NRw+fJljBo1qtIy8YP8/HwMHToUDx48QEBAADp16lThMVxdXTFt2jRISEjgzJkzdSK5zK1btzBgwAB8+PABzZs3r9JY5ubmEBISgru7e5FzBw8exJIlS5CWlgZRUdEqzSOg5uByuYiOji4281pERASys7MBACwWC5qamjwFJ1O9Gx5kl/6+T392Ayn3zkFt6iEk3zlVbmUGAOwt2mKSYdMqX199R6DM/OVkZWVhzJgx8PT0xOHDhzFt2rTaFqne8v37d1y9ehWurq7w9/cHABgbG8PS0hLDhw/ne3ak+gzDMFi9ejW2bt2K2bNnY9++fSAiNG3aFGZmZuW2YJRGSkoKmjZtivHjx+PAgQMAgKtXr2LkyJG4ceMGBgwYUOU5ykJFRQWzZ8+GpqYmbGxskJycDFlZ2SqNGRMTgxs3bsDX1xe3bt1CSkoK5OXlkZWVhS5duuDq1atQUVHh0xWUn7S0NISFhfEUnJCQEMTGxgIANDQ0Cllv9PT0ICUlBYZhcPXqVdjb2+PVq1cwNTWFvb19oSxAleXTp09YtmwZXF1d0bVrV+zZswdGRkZl9ouMjOSlI75792650hH/SUFBASwsLBAUFISQkBC0atWq2HZmZmYQFxfH1atXSx3P2dkZo0aNQmxsbK38bf8kIyMDffr0QWxsLIKDg6GlpVXhMaKjozFx4kTcuXMHixcvxubNm2t1ce/g4IBFixYhKyurXBnbSmPmzJkIDg4uNoV2WFgYunXrhsDAwHqR4U1A2TAMg9jY2GItOt80+0GsrXGJfQtSf+DbydlQGLQAkq17IsFzb4WUmX/1NLBjpC6/LqXeIsjr9hcTHx+Pfv364datW/Dw8BAoMpUgNjYWhw4dQt++faGqqoq5c+eCw+HgyJEjiIuLg5+fH2bMmCFQZP6AzWZjy5YtOHbsGI4ePYrhw4fj8uXLiImJwdy5c/kyh5ycHBYvXoxjx47xUqEOHz4cPXv2hJ2dHbhcLl/mKQ0iApvNhoGBAYgIoaGhVR5TXV0dNjY2cHZ2Rnx8PB48eIC2bdsiLy8PQUFBUFVVRZcuXbBy5Urcv38f+fn5fLiSspGRkUG/fv2wfPlyXLt2Dd++fcPXr19x5coVjB07FklJSdi4cSOMjY0hKyuLDh06wNbWFklJSTh79iwuXryIr1+/wsDAAGZmZpX+rlJTU7F06VK0adMGQUFBOHv2LEJDQ8ulyACAtrY2vL298e7dO4waNQoFBQUVlsHOzg63bt2Ci4tLiYoMACgqKiIhIaHM8e7du4eWLVvWCUUGAKSkpODl5QVRUVGYmZkhOTm5wmNoaGjg1q1b2LVrFw4ePAh9fX28evWqGqQtH+/fv0fz5s2rrMgAgJaWFqKiooo9p6urC3FxcYGbWQOCzWZDXV0dffr0gY2NDbZs2QJnZ2c8fvwYZsP/LbEfESHRex/EdfQg2bpnpeZOSM+trNgNCoEy85fy4cMHGBgY4PPnz7h3716VfYT/JmJiYnDw4EEYGRlBXV0dCxYsgJiYGE6cOIG4uDjcvHkT06ZNg5KSUm2LWueZNm0arl+/Dn9/f8yaNQs9evQoseBYZZg/fz6kpaWxefNmAD9dAHbv3o3nz5/j7NmzfJunJBiGAYvFQosWLSAvL4/g4GC+ji8kJAQtLS2Eh4dj5cqV+P79O86dO4c2bdrg+PHjMDIygqKiIkaOHAlHR0dER0fzdf6y0NDQwIgRI7Bt2zbcvXsXKSkpePHiBU6cOAFDQ0M8fvwYs2bNQteuXTFlyhTIy8vD3NwcL168gL6+PszNzfHo0aNyzVVQUIDDhw+jefPmOHToEFatWoV3795h/PjxFSrYCgCdOnXClStXcPPmTcyYMQMVcWA4ceIE9u3bh/3795cZU1IRZaa8ylhNoaKiAl9fX8TFxWHYsGHIza34oorNZmPx4sUIDQ1Ffn4+9PT04ODgUKHvm1+8e/euVMWzImhpaSEpKQkZGRlFzgkLC0NPT0+gzDRAiAjfv39HaGgoXFxcsGvXLrx89brE9umPPZH34wsamUwDMVwQw8XP/AP4+X9iypyzgBE4VwEQ1Jn5GwkKCiJFRUVq1aoVffr0qbbFqRdERUXR3r17qWfPnrz6IIMGDaJTp07x6pkIqDyXL18mAKSkpESvXr3i69g7duwgISGhQr/10aNHk5qaGmVkZPB1rj9RUFCgrVu3EhGRmZkZmZmZ8X2OcePGkbKyMqWlpRU6XlBQQKGhobR+/XoyMDAgNptNAKh9+/a0ZMkS8vPzK1f65uomMzOT7t+/T7t376Z///2XmjRpwsso9Cu7UMuWLengwYOUlJRU7Bje3t7Upk0bYrFYNGnSJIqJieGLbGfPniUAZG9vX672d+/eJSEhIZo1a1a52m/atImUlJRKbRMfH08A6Ny5c+Uas6Z58OABiYqK0qhRo6pUtyMrK4vmzp1LAMjMzIxiY2P5KGXZaGtr09KlS/kyVkBAAAGg169fF3t+6dKlpK6uzpe5BNQceXl59OnTJ7p79y6dOXOGNmzYQFOmTKF//vmHWrRoQaKiooVq3EhKSlLTSTtKzEYmqtm+UPs/P7I9rcvMaDbZKaS2v5Y6gSBm5i/Dzc0N1tbW6Nq1K9zd3aGgoFDbItVZIiMjceXKFbi4uCA4OBgiIiIYMGAALC0tMWTIEMjLy9e2iA2GKVOmwMfHBwoKCvj69SuuXbsGY+OS/YwrQlZWFpo1a4ZBgwbh1KmffsifP39G69atsXr1aqxZs4Yv8xRHo0aNsGzZMixbtgwbNmzAvn37kJiYyLcEG48ePUL37t1x/Phx2Nralto2KSkJt27dgq+vL29HXVJSEv369cPAgQNhZmaGpk3rRiDp9+/f8ejRIwQHB8PDwwOvXr0Cw/zcpdTS0oKRkRH09fWhoKAAJycn3Lp1C3369MGePXvQpUsXvsqydetWrFy5Eo6OjpgyZUqJ7T5+/Ah9fX107twZPj4+RTKXFcfRo0cxe/Zs5Ofnl2g9unbtGkaMGIGoqChoampW+jqqkytXrsDKygqLFy/mZQ+sLD4+Ppg8eTK4XC5OnToFCwsLPklZMtnZ2ZCUlISjoyNsbGyqPF5kZCSaNGkCX19fmJqaFjnv5uaG4cOH1+m/6d9IZmYmIiMji3yioqIQGRmJb9++8Z5DAKCkpARtbW3eR0tLi/dvcXFxBAYG4lBYKhJlWxY7X35iNJi87ELHUh9cRN73CCiNXAOOVCMISZe+RhPEzPxEoMz8RTg4OGDevHkYOXIkzp07Vyh9oICffP78mafAhIaGQlRUFKamprCysoKFhUWVg7cFFCUhIQGamppYu3YtZs2aBSsrK/j7++PkyZMYP348X+bYv38/Fi1ahDdv3qBly58vFjs7Oxw5cgQfP36stlgEeXl5rFy5EnZ2drh58yZMTU3x9u1bvriz0P9nyEtNTcWTJ0/A4XDK3ZdhGDx//hy+vr7w8fFBYGAgCgoK0LJlS55i06dPH4iLi1dZTn5QUFCAffv2Yffu3YiLi4OMjAzS09N57kgtWrSAqakp9PX1oa+vj+bNm/M1NfXs2bNx/PhxeHh4FOuSm5KSAgMDAzAMg+Dg4HJvdLi6usLKygqJiYklZu9bsGAB3N3d8fnz5ypdR3Vz4MABzJ8/H/v378e8efOqNFZ8fDymTp0KDw8PTJ8+Hbt374akpCSfJC3Kixcv0LFjRzx48AA9e1YuduF38vPzISYmhqNHjxa7yfD9+3eoqKjgv//+w7//lhxTIYB/EBESEhKKKCi/f5KSknjtORwONDQ0iigpvz6ampqQkJDgtWcYBo8fP4aXlxe8vLzw6NEjsFgstBsxB+ktiiq0JVHRBACCbGY/qXqkm4A6D8MwWLZsGXbt2oWFCxdi165dFfYhb8h8+vQJLi4ucHV1RVhYGC+o9cKFCxg8eDBkZGRqW8QGjaOjI69+haysLLy8vDB9+nRMmDABX758werVq6u8MP1Vb2b9+vW4cOECAGDlypU4deoU1q1bh2PHjvHjUorwK2YGAPT19cFisRAcHMwXZebq1at48OABbt68WSFFBvgZq9CpUyd06tQJy5cvR2pqKu7cuQMfHx9cvXoVBw4cgJiYGPr27YuBAwdi4MCBaNmyZa2lbBcSEsKSJUswY8YMTJkyBS4uLiAi6OjoYPjw4bxYNQcHBwA/lcg/00M3bty4UnOzWCwcPHgQ3759g5WVFe7duwc9PT3e+YKCAowePRpxcXEICQmpkMX2V62g0pSZe/fuoU+fPpWSvSaZN28eoqKisGDBAl6sVGVRUlKCm5sbjh8/joULF+Lu3bu4ePEiunbtykeJ/8e7d+8AgG8xM8LCwlBTUysxCYCysjKaNm2KoKAggTLDJwoKChATE1OiohIVFcVLnwwA4uLiPMWkW7dusLS0LKS4qKmplZkMIj09Hbdu3YKXlxe8vb0RFxcHWVlZmJqaYs6cOTAzMwNHQrZcdWYqg4qMGIbo/j116kpDYJlp4OTk5GDSpElwdnbG3r17MX/+/NoWqU7w8eNHuLi4wMXFBU+ePIG4uDgGDRoES0tLmJubQ1paurZF/CsoKChAs2bN8M8///BcwICfu2ibN2/GmjVrMHnyZBw7dqxcbjulcfToUcyaNQsvXrxAu3btAPzPYvP8+XPeMX4iLS2N9evXY9GiRQCAdu3aoXfv3jh69GiVxs3NzUW7du3QsmVLeHt780NUHkSE169f89zRAgICkJeXh6ZNm/IUm379+lUqZXFVZHJxccGyZcsQHR2NGTNmoE2bNtizZw8iIiIwfPhwrFu3DpqamggLC+PVvgkJCUF8fDwAoEmTJoWUmy5duhTaWS2LrKwsmJiY4NOnTwgKCkKzZs0A/EwycejQIfj6+uKff/6p0HW9fPkSHTp0KDFNb0pKCho1aoSTJ09i8uTJFRq7NmAYBtbW1vDw8ICfnx9frBzv3r3D2LFj8ezZM2zcuBF2dnYVVt7LYvPmzdi9ezdfXUB79uyJ5s2b48yZM8WeHzNmDD59+sT3pCANlaysrBKVlMjISMTExBTKUKmgoFCiC5i2tjYUFBQq9bf+8OEDz/py79495Ofno02bNjA3N8fgwYNhaGhY5F0143w4fF/FVfk7+JOB7VRwdFz1KPj1DYEy04BJSkrC8OHDedXWR44cWdsi1Srv3r2Dq6srXFxc8OzZM0hISMDc3BxWVlYwMzOr0cWZgJ/8qvvy+PFjdO7cucj58+fPw8bGBn369IGrq2uV3Pzy8vLQqlUr6OnpwcXFhXesbdu2aNWqFby8vCo9dklISUlh06ZNWLBgAQBg6tSpCAsLw9OnT6s07p49e7B06VI8f/4cbdu2rbqgpZCRkQF/f3+eS9qnT58gLCyM3r1781zS2rVrV21Wm5CQECxcuBBBQUGwsLDAzp07eTvoBQUFOH/+PDZu3IhPnz5hxIgRWLduHS8jHhEhMjKyUHHP8PBwZGdng8PhoEOHDjwFR19fH61bty51oZyQkABDQ0MAwMOHD3H16lXMmDEDhw8fxsyZMyt8bXFxcVBVVYWHh0exsSGenp6wsLBAREQET3mq6+Tk5MDU1BQvX75EYGAgX6wdeXl5sLe3x7Zt29C7d2+cO3euUrVtSmLixIl4//49XzOMWVtbIy4uDnfv3i32/MGDB7F48WKkpaX99S7fRISkpKRilZRfn9+z/v1KhVySoqKlpcU3t8S8vDzcv3+fp8C8f/8eIiIiMDY2hrm5OczNzcu8N599TcHEU0FIySk7O1l5UZQSwckJ3aCrKce3MeszAmWmgRIZGQkzMzP8+PEDHh4evBfw38abN294FpiXL19CUlISgwcP5ikwFdmZFcB/+vbti4KCAjx48KDENv7+/hg+fDg0NDTg7e1dpYDZU6dOYcqUKXjy5AmvcvmVK1dgaWmJW7duVXhnvSwkJCSwdetWnkXU0dER06dPR0pKSqWtf4mJiWjevDmsra1x+PBhfopbJkSEjx8/8hSbu3fvIicnB+rq6jzFxsTEBHJyclWeKyoqCitWrMDFixfRsWNH7Nmzp8RK8fn5+Tyl5vPnz7C0tMTatWvRoUOHYtu+evWKp9yEhobi1atXICJISUlBT0+vkIKjrl7YjePTp08wMDCAgoIC3r9/j5kzZ+LgwYOVusb8/HyIiIjg1KlTxVpe7OzscOnSJXz9+rXWXPwqQ3JyMnr27Ins7GwEBQXxLSYtICAA48ePR2pqKo4cOQJra2u+jNujRw+0bt0ap0+f5st4AHgFWyMiIoo9/zcVz+Ryufj27VupLmCZmZm89mJiYiXGqmhpaUFdXb3KlvrSiIuLg4+PDzw9PXHr1i2kp6dDTU2NZ30xMTGpkLJ0584djNl1BWIdBwIs/rj42/RsgrWD+e9NUF8RKDMNkMePH8Pc3BwSEhLw8fHhBTz/DRARXr16xbPAvH79GlJSUhgyZAgsLS0xcODAOhPU/Lfz/Plz6OrqlisI9vXr1xg0aBDy8vLg5eVVrBWnPBQUFKBNmzZo06YNPDw8APz8zfTq1QuZmZkIDw/nqwuLuLg4duzYwSsE+urVK7Rv3x537typdLa2+fPn4/Tp0/jw4UOl40D4RXZ2NgICAnguaW/fvgWHw4GhoSHPJa1Tp04VitFLT0/Htm3bsGfPHsjKymLz5s2YNGlSuf4u+fn5OHfuHDZu3IgvX77AysoK69atK9OFMD09HeHh4YXc02JiYgAAampqhdzT9PT04Ofnh5EjR0JJSQlRUVFV2lmXk5PDqlWrYGdnV+Tcr2QGv+K86hORkZEwMDCAmpoa/P39+Wb5TklJwezZs3Hx4kWMHTsWhw4dqpLFlojQqFEj2NnZYeXKlXyREQAOHTqEhQsXIicnp9jff35+PmRlZbFp0yaeG2p9JTs7G1+/fi3RBSw6OrpQ8Vl5eflilZRf/1ZSUqpR5f334H1PT0+EhYWBxWJBX18fgwcPhrm5OXR1dSsl04ULFzB58mQY9/sHssNWIjQytcryGuoo4Mzk7hDmCGKfedRMBmgBNYWPjw9JSkpSt27d6Pv377UtTo3AMAw9e/aMVq9eTa1btyYAJCMjQ+PGjSN3d3fKzs6ubREFFIOtrS2pq6tTXl5eudrHxsaSnp4eSUlJkbe3d6XnPX/+PAGgkJD/5ecPCgoiAOTk5FTpcYtDRESEDh48yPs/l8slGRkZ2rJlS6XGe/v2LQkJCdG2bdv4JSJf+fTpEx05coSGDh1KUlJSBICUlZVpwoQJdPHiRUpISCixb0FBAZ04cYKUlZVJTEyMVq1aVaR2TnnJy8ujEydOkLa2NrFYLBo1alSF6xdFR0fT1atXafny5dSvXz+Slpbm1X8QEREhCQkJYrPZZGlpSbm5uZWSk4hIR0en2PomaWlpxOFw6NixY5Ueu7Z58uQJSUlJkZmZGeXn5/N17PPnz5OMjAxpa2tTQEBApcf5/v07ASBXV1c+Skfk4eFBAOjbt28ltunduzdZWlrydV5+wzAMJSUl0ZMnT8jNzY32799PixcvJktLS+rWrRs1bty4UG0UFotF6urqZGhoSNbW1rRs2TI6fPgweXl50cuXLyt9T/ObtLQ0unLlCk2ePJlUVFR+1nWRlaVRo0bR2bNn6cePH1Uan2EY2rp1KwGgyZMnU15eHmXk5JP1iaAya8eU9rE+EUQZOfy9lxoCAmWmAeHo6EgcDocsLCyqvRhgbcMwDD158oRWrlxJLVu25D2IJkyYQNevX68TxQAFlExiYiKJi4vTxo0bK9QvIyODLCwsqrTIKygooLZt25KpqWmh4//++y+pqalRZmZmpcYtDmFhYTp06FChY/379ycLC4tKjTdkyBDS1tauFwp6bm4u3blzh5YuXUodOnTgLXT09fVp3bp1FBwcTAUFBURE5OfnRx07diQANHbsWIqMjOSbDMePHyctLS1isVg0evToEgsZlkVBQQE9e/aM2rZtS6KiorwinQBISEiIDA0NaeHChXTp0iX69OkTMQxTrnG7d+9ONjY2RY77+voSAHrz5k2l5K0r3Lhxg4SEhGjq1Knl/k7Ky+fPn6lXr17EZrNp5cqV5d4Y+Z379+8TAHrx4gVfZXv69CkBoODg4BLb1IXimVwul6Kjo+nhw4d06dIl2rZtG82cOZMGDRpE7dq1K6TEAyBRUVFq0aIFmZiYkI2NDa1fv55Onz5Nd+/epYiIiCop9tXN+/fvac+ePWRiYkLCwsIEgNq0aUN2dnbk7+9fqd9PcRQUFNDMmTMJAK1bt67Q7z6vgEv2119S1003K6TEdN10k9Zff0l5BZUvTNuQESgzDQCGYWjt2rUEgGbOnMn3HbC6AsMwFBYWRsuXL6fmzZsTAJKXl6fJkyeTl5dXnX6ICijMjh07SEREpFLWw4KCApozZw4BoGXLllWq6rizszMBoPv37/OORUREkLCwcIUVrNLgcDh0+PDhQsfWrFlDSkpKFV7Y3blzhwDQ5cuX+SZfTRIdHU2Ojo5kaWlJsrKyBIDk5ORITU2NAJCenl6pC7+qkJubS0ePHiVNTU1isVg0ZsyYSikJc+bMISEhIbpz5w4R/axaP2XKFAJA+vr61LRpU96iT0lJiczNzWn9+vXk4+NDiYmJxY45aNAgGjJkSJHjK1euJGVlZb4rALXB6dOnCQBt2LCB72MXFBTQ5s2bSUhIiLp160bv3r2rUH9HR0disVh83yBISkoiAOTs7Fxim2vXrhEAioqK4uvcv5OTk0Pv378nPz8/OnnyJK1du5YmTpxIxsbG1KxZM96i/tdHVlaWOnbsSBYWFjRnzhzauXMn/ffffxQcHEyxsbGVet7WFrm5uXTr1i1asGABtWjRgqeMDRw4kA4ePEifPn3i+5yZmZk0ZMgQ4nA45OjoWGK7p1HJNP1cGOlv8StVidHf4kfTz4XR06hkvsvakBAoM/WcvLw8mjRpEgGgrVu3NogX3+8wDEOhoaFkZ2fHWyg0atSIpkyZQr6+vnzbSRFQcxQUFFCTJk1owoQJlR6DYRjavXs3b7e9ogsRLpdLHTt2pL59+xY6vmjRIpKUlKTY2NhKy/Y7bDabjh49WuiYt7c3AaCPHz+We5yCggLq1KkT9ejRo0Hc43FxcTRy5EhisVgkIiLCW0h16dKFVq5cSQEBAdWyKZOTk0NHjhwhDQ0NYrPZNHbsWHr79m25+h46dIgAFPl7MgxDU6dOJSEhIbpx4wb9+PGDPD09ae3atTRw4EBq1KgR7/qaN29OY8eOpf3791NwcDBlZ2fThAkTqGfPnkXm69mzJ1lZWfHluusCGzdurBZXzl+EhoZSixYtSEJCgo4fP17u+8TOzo6aNGnCd3kYhiEpKSnavXt3iW3i4uIIAP3333+VniclJYWePXtGHh4edPDgQVqyZAn9+++/pK+vz3Of+v2jqqpKPXr0oFGjRpGdnR05ODjQ9evX6fnz55SSklJpOeoKsbGxdPLkSRoxYgTPqqSurk7Tpk0jd3f3avVa+fHjB+nr65OkpGS5XaETM3LJ6eEnsnN9SpOdQmj8yWCa7BRCdq5PyenhJ0rMEGzSlgeBMlOPSU1Npf79+5OwsDBduHChtsXhGwzDUHBwMC1evJi0tbUJACkqKtK0adPo5s2bAgWmnuPm5kYA6NGjR1Uey9XVlcTExKhXr16lxmOUJsft27d5xxITE0leXp6mT59eZdmIiAAUcYdLTEwkAHT+/Plyj+Pk5EQAKDAwkC9y1Ra5ubm0Z88ekpOTI2lpadq+fTtlZ2dTXFwcnT17lqytrUlBQYG3Qzxy5EhydHSkr1+/8lWOnJwcOnz4ME+pGTduXKk7+rdu3SIOh0Pz5s0r9nx+fj4NGjSIpKSk6PHjx4XOMQxDHz58oPPnz9O8efNIX1+fp8AJCwuTsrIyycnJ0ZkzZ+jt27fE5XIpMzOThIWFC8Vb1XcYhiFbW1sSEhIiX1/fapkjIyODpk2bRgBo6NChFB8fX2afoUOHFnE55Rdt27al+fPnl9qmadOmtGDBgmLPcblc+vbtGwUFBdHly5dpx44dNHv2bBo8eDB16NCBZGRkCikqwsLCpKOjQ8bGxjRp0iRat24dnTp1im7fvk0fPnxokO7XXC6XQkNDad26daSnp8dzZzUwMKBNmzbRkydPamQD6MOHD9S8eXNSVlamsLCwap9PQGEEykw9JTo6mnR1dUlWVpbn8lCf4XK59PDhQ1q4cCFpamoSAGrcuDHNmDGD/Pz8Gqzr3N9Iv379yMDAgG/jBQYGkqKiIrVs2ZIiIiLK3Y9hGNLT0yNDQ8NCL7s9e/YQm82ucMB4ceMDoBMnThQ516pVK5o9e3a5xsnIyCBVVVUaNWpUleSpTRiGoatXr1Lz5s2JzWbTjBkzSnQxLCgooJCQELK3t6cePXrw4lLat29PdnZ2dPv2bb4tynJycsjBwYHU1NSIzWbThAkT6P3794XavHv3juTk5MjU1LTU51B6ejrp6emRiooKff78udR5c3Nz6dGjR+Tg4ECdO3cmDofDW5DKyclR165dCQAdOHCA4uLi+HGpdYLSlD5+4ubmRgoKCqSiolKm4tS6desSldSqYmpqSsOHDy/xfG5uLllYWFDr1q3JycmJ7O3tafLkydSvXz9q3rx5IaslAJKWlqb27duTubk5zZo1i7Zv306XLl2iwMBAiomJqVcuYFUhNTWVXF1dafLkyaSsrMy7b/gVvF9RgoODSVFRkVq1alUtrmsCykagzNRDXrx4QZqamqSpqcn3oMWahMvl0v3792n+/Pmkrq7Oy3w0a9Ysunv3Li84WEDD4eXLlwSALl68yNdxP3z4QC1atCAlJSUKCgoqdz8fHx8CQD4+Prxjubm5pKOjQ+bm5lWSicvlEoBi/aYnTpxIXbt2Ldc469atI1FR0TIXyHWV8PBw6tOnDwEgU1NTevnyZYX6JyQk0KVLl2jixIm8hYukpCQNGTKEDh8+zJfFQ3Z2Nh04cIBUVVWJw+HQxIkT6ePHj5SUlEQtWrSg1q1bl8sF5/v379SsWTNq3bp1iTEyf3L8+HFisViUkJBAN2/epE2bNlHLli15ShwA0tLSIisrK9q5cycFBATU6wQvvyt9X758qbZ5vn37RqampgSA5s2bR1lZWUXa5OfnF5ukg19MnDiR2rZtS56ennTo0CFaunQpjR49mgwMDEhNTa3Q3/jX+6979+5kZWVFixcvpgMHDpC7uzs9ffqUkpOTG4SLaWV59+5dkeD9tm3bkp2dHd27d6/WNjzd3d1JXFycDA0NK+wdIIB/CJSZesadO3d4AXrR0dG1LU6FKSgooHv37tGcOXNIVVWV58M7d+5cunfvnkCBaeDMmDGDVFRUqiVZQ3x8PPXs2ZPExMTo6tWr5erDMAwZGhqSnp5eoYWCi4sLASA/P79Ky1NQUEAA6NSpU0XOHTlyhISEhMrMnBYdHU0SEhLFpu6t60RHR9PEiROJxWJR27ZtCymMlYXL5dLjx49py5Yt1Lt3b55Fo1WrVjR//nzy9fUtdtFaXrKzs2n//v2koqJCbDabVFVVSU5Ojj58+FDuMd6/f0+KiorUs2fPcsly9epVAlDIJapv3740bNgwioyMJGdnZ1qyZAn17t2bJCQkCABxOBzS1dUlW1tbOnHiBD1//rxePTvj4uKoadOm1KZNm3IrfZWBy+XS/v37SVRUlNq1a0fPnj0rdP79+/cEgG7dulXhsRmGobi4OAoJCSFnZ2fatWsXzZ07l4YMGUK6urokLy9fSFEREhKipk2bUp8+fWjChAm0Zs0acnR05MViNQQPC37ye/D+r4Q/v4L3HRwc6oQF5MiRI8Rms2nEiBFVeu4IqDoCZaYecf78eRIWFqb+/ftTampqbYtTbgoKCujOnTs0a9YsXkCiuro6zZ8/n+7fv//XmMb/dpKTk0lCQoLs7e2rbY7s7Gz6999/icVi0d69e8vV5/bt2wSA3NzceMcYhiEDAwPq1KlTpX+feXl5JQY8/0rbWlZ9jEmTJpGiomK9CszNyMgge3t7kpCQIEVFRTp8+HC17ZqmpKTQlStXaOrUqaShoUEASExMjAYOHEj79++nd+/eVWo3Oysri3r27EkAiM1mk42NTYUWT8HBwSQuLk4jRowoU8kICAgolII5JyeHxMTEaM+ePUXa5ufn07Nnz+j48eM0depU6tChA7HZbJ61qk+fPmRnZ0eurq4UFRVVp3fy3717RwoKCtS7d+9qTzX+4sUL6tixI4mIiNCePXt497Snp2eJ2cTy8vLo06dP5O/vT2fOnKENGzbQlClT6J9//qGWLVuSmJhYIWVFUlKS2rZtS2ZmZjRjxgzaunUrzZgxgwDQ+/fvS/wd5OXlkbi4OO3atatav4P6wO/B+7/qVP0K3vfw8KgzFkmGYWjFihU8q1992khoqAiUmXoAwzC0ZcsWAkATJ06sFwHw+fn55OfnRzNmzOAV1dLU1KSFCxdSYGCgQIH5C9m9ezcJCwvzLVNYSXC5XFq6dGmFXjTGxsbUsWPHQr/LwMBAAkBnzpyplBy5ubkl9s/PzydJSUnavn17if3Dw8OJxWIVSe1cV+FyuXTmzBlSV1cnERERWrp0aY0qYQzD0MuXL2nnzp2FXFGaNm1Ks2bNIg8PD0pPTy/XWA4ODgSAHBwcaM+ePaSsrMyrlVJedz8PDw9is9k0d+7cUpWKV69eFUoT/qvuSXh4eLnmSU9PJ39/f9qxYweNHDmSF3MIgFRUVGjo0KG0efNm8vPzq3NK8cOHD0lMTIysrKyq/Z2QnZ1NixYtIgD0zz//0IcPH8jOzo5ERUXp0KFDtHz5chozZgz17NmTlxjid2VFSUmJ9PT0aOTIkbRo0SLat28fXbt2jR4/fkyJiYnF/o3v3r1LAMpMF21kZEQjR46srkuvs/wevP8rTuxX8P7mzZvp6dOndU4hz83NpXHjxhEA2r17d52T729FoMzUcfLz83m7O2vXrq3TN05eXh7dvHmTbG1tSVFRkQCQtrY2LV68mIKDg+u07AKql4KCAmrWrBmNHTu2xub85QIwdOjQMnf0Hjx4UGxNCCsrK9LQ0KhUIc3s7GwCQGfPni32vLGxcYnBwQzDUN++falNmzb1IvmFv78/denShQCQlZVVhRIxVBfp6enk4eFBs2bN4qV1FxERIRMTE9q5cye9fPmy2GfSzZs3icPhFMowlZmZSbt376bGjRuTkJAQ2dralive4+jRowSAduzYUeRcYkYunXrwieacDSYly7VkutWDJjuFUP/VZ0ippyX9SK2828q3b9/Izc2NVq5cSSYmJrysVywWi9q0aUMTJ06kQ4cOUVhYWK3X57p69SqxWCxatGgR38ZkGIZ+/PhBjx49IldXV9qzZw/Nnz+fhg0bRs2bNy8Sq8LhcEhbW5uMjIxo3LhxtGrVKjp+/DjduHGD3r59W+lCuhEREeVyY1u2bBmpqan9Fe/IX8H7kyZNKhS8P3r0aDp37ly5MtDVFikpKWRiYkIiIiL1tt5XQ0WgzNRhMjIyaPDgwWUWX6pN8vLyyMfHh6ZMmcJLqdq0aVNaunQphYaG/hUPZwFlc/36dQJKr4ZdHXh5eZGkpCR169atzKxQpqam1KZNm0KWnI8fP5KwsDBt3ry5wnNnZWWVmoJ5xYoVpKKiUuw94u7uTgDIy8urwvPWJB8+fKDhw4cTAOrWrRs9ePCgtkUqFoZh6N27d7R//34aOHAgz0VIQ0ODpk6dSleuXKGUlBR68+YNycrKkpmZWbFKZEZGBu3cuZOUlJRIWFiYpk+fTpGRkaXOvWrVKgLAS59fG8XyuFwuvX79mk6fPk0zZ86krl27kpCQEC8OwcDAgObPn08XL16kjx8/1vhz++DBgwSg3K6h+fn59OXLFwoICKBz587Rpk2byNbWlgYMGECtW7fmxRb9+oiLi1Pr1q3J1NSUpk2bRqtWreKl8dXU1KTk5ORqua6cnBxisVh08uTJUtv9ShNf1m+pvvLu3TvavXs39evXj2cxbdeuHS1durRWg/crwtevX6lDhw4kJydH9+7dq21xBPwBi4gIAuoc379/h4WFBV6/fg0XFxeYmZnVtkg88vLy4OfnBxcXF7i7uyM5ORk6OjqwsrKClZUVOnfuDBaLVdtiCqhDDBgwAKmpqQgJCanxuR8/fozBgwdDVFQU3t7eaNOmTbHtQkNDoa+vj3PnzmHcuHG844sWLcKJEyfw8eNHKCsrl3vezMxMSElJ4cKFCxgzZkyR89evX8eQIUPw5csXaGtr847n5eWhffv2aNKkCW7cuFEn76Xk5GRs2rQJBw8ehLKyMrZt2wZra2uw2ezaFq1cZGdnIyAgAD4+PvD19cW7d+/A4XAgLCwMaWlpuLq6onfv3iV+95mZmTh8+DB27NiB1NRUTJkyBStWrICWllaRtkSEyZMn4+JlZ0zYcxVPkzlIyMgrt6yKUiIYoquGFWZtIMzh3/ebk5ODJ0+eIDQ0FCEhIQgNDUVERAQAQEFBAd27d0f37t2hr6+Pbt26QVFRkW9zF8fSpUuxa9cuODs7Y9CgQYiKikJkZCTv8/v/Y2JiwOVyeX0VFBSgra3N+2hpaRX6v4KCQpG/JRFBXl4eWVlZ0NLSwoULF6Cvr8/361JTU8O0adNgb29fYpvv379DRUUFly9fxqhRo/guQ02Tl5eHgIAAeHp6wsvLCx8/foSoqCj69esHc3NzmJubo0mTJrUtZrl5+fIlzMzMwGaz4ePjg7Zt29a2SAL+QKDM1EHev3+PgQMHIjs7G15eXujSpUtti4Tc3FzcunWLp8CkpqaiRYsWPAVGV1e3Ti66BNQ+b9++RZs2bYooCTVJVFQUBg0ahJiYGLi5uaFPnz7FthsyZAjevHmDN2/eQEhICACQlJQEHR0djB49GkeOHCn3nBkZGZCWlsalS5cwevToIud//PgBZWXlIguYAwcOYOHChXj69Ck6dOhQwSutXvLz83Hs2DHY29sjJycHy5cvx6JFiyAhIVHbolWJ9+/fw8LCAp8/f4awsDCysrKgoqICU1NTDBw4EAMGDECjRo2K9MvIyMChQ4ewc+dOpKWlYerUqVi5ciU0NDQKtUvJyIbBsjPIklYHi1U5hcRARwGO4/UgKSpUqf7lISEhAY8ePeIpN6GhoUhMTAQA6Ojo8JSb7t27o1OnThAXF6/wHESEpKSkIkrKly9f4O/vj+Tk5ELt2Ww21NXVi1VStLW1oampCSkpqQrLkZaWBllZWezatQsuLi4ICwvD2rVrsXLlSt69zw969OiBtm3b4tSpU6W2a9asGYYMGYJ9+/bxbe6aJDY2Ft7e3vDy8sKtW7eQkZEBDQ0NnvLSr18/SEpK1raYFebu3bsYPnw4mjRpAm9vb6ipqdW2SAKKQaDM1DECAwMxZMgQNG7cGN7e3rW6e5GTk4MbN27A1dUVHh4eSEtLQ+vWrWFlZQVLS0t06NBBoMAIKJM5c+bAxcUFUVFREBUVrTU5UlNTMXLkSNy/fx9OTk7FWkuePn2Kzp074+TJk7CxseEd37NnD5YuXYrnz5+Xe1fu12KptN3W5s2bY/DgwbwFTHJyMpo3b46RI0fi+PHjFb/IaoKI4OXlhSVLluD9+/ewsbHBxo0boaqqWtuiVRkiwsyZM3Hq1Cn4+flBX18fDx8+hK+vL3x8fPDy5Uuw2Wx0794dAwcOhJmZGbp27QoOh8MbIyMjAw4ODti5cycyMjJga2uLFStWQF1dHflcBhOcQhEUkVhlWQ11FHBmcne+WmhKg4jw6dOnQtabx48fIzc3F0JCQtDV1S2k4LRq1QpEhG/fvhWxrPyuuGRmZvLmEBMT4ykpGhoauHv3LuLj43H48GEYGRlBXV0dwsLCfL+2sLAwdOvWDaGhoejUqRM2bdqETZs2oUePHjh//jyaNm3Kl3n+/fdfJCUlwc/Pr9R2Y8eOxcePH2vFel0ZGIZBWFgYvLy84OXlhfDwcLDZbPTo0YOnwHTs2LFerxEuXryISZMmoW/fvnB1dYWMjExtiySgJGrFuU1AsVy5coXExMTIyMiIkpKSakWGrKwsunr1KllbW/NSI7Zr147WrVtXYsCsAAElkZKSQpKSkrRmzZraFoWIfmaimThxIgGgTZs2Fft7trS0JG1t7UKB0Tk5OdS0aVMaPHhwuedKSUkpNqnA74wdO5b09fV5/1+0aBFJSUlVe8a3ivDs2TP6559/CAD169ePnj59Wtsi8ZUDBw6UWNyU6KevvKOjI40cOZIXSK+goEDW1tZ09uzZQrFYaWlptGXLFmrUqBGJiIjQnDlzyO5SSLExMeqznIglKknK1lsKHVeyXEsiqi0IHGHiSDUi6a4WpLnQmXd+/fWKFR3lN7/SYc+dO5cMDAx4sZL4/wQDfwbXy8vLU6dOnWjo0KE0b9482rVrF7m4uFBoaCh9//69yD2YnJxMbdu2JW1t7Wq9Dy5cuEAACpU5ePjwITVt2pSkpaXpzJkzfHnfLV68mFq0aFFmu4MHD5KwsHC1p6muCqmpqeTi4kKTJk3iZSmtL8H7FYFhGNq+fXu9yiD7tyNQZuoI+/btIxaLRaNGjarxh1lmZia5urrSqFGjSFJSkgBQhw4daMOGDfT69esalUVAw2Lfvn0kJCREMTExtS0KD4ZhaP369QSApk6dWuRF9fLly2JTIv/3338EgG7fvl2ueZKSkggAubi4lNjGwcGBt4D58OEDCQsL06ZNmyp+UdVAbGwsTZ06ldhsNrVs2ZI8PDwa3GaGr68vsdnscmfSysvLo/v379PKlSt52dsAUNeuXWnVqlV0//59ys/Pp9TUVNq0aRMptOxCGnPPFVVkZp4ioUY/6+L8rswoDV9JAItEtTqS0sg1pDhsBQk3bkYiKi1Ia6k7aS/3pK6bbvIlKUBxMAxDSUlJ9OTJE3Jzc6P9+/fT4sWLydLSkrp168ZbwP6uvKirq5O+vj4ZGxuTkZERdezYsVDBSE1NTRo5ciTt2LGD/P39y5UeOzIyklRVValLly6UlpZWLde6du1aUlFRKXI8NTWVJkyYQADo33//rfLG4q+inWXdO2FhYQSAHj58WKX5+AnDMPT27Vte8P6vpBG/gvcDAgLqRfB+RSgoKKDZs2cTAFqzZk2De+Y1VARuZrUMwzBYsmQJ9u7dCzs7O2zbtq1GgmgzMzPh5eUFV1dXeHl5ISsrC7q6ujwXslatWlW7DAIaNgzDoFWrVtDT08OlS5dqW5winD17FlOmTIGJiQmcnZ0LuRCMHTsW9+7dw8ePHyEmJgbgp8uNgYEB8vLyEBYWVuZ9mpSUBAUFBVy5cgUjRowotk14eDj09PQQGBiIXbt24dGjR3j37l2lYhH4RXZ2Nvbu3YutW7dCWFgY9vb2mDlzZrW4+tQmb968gYGBAXr27AkPD49CbmPl5fv377hx4wZ8fX1x48YNJCUlQVZWFv3798fAgQNxJ68ZHkZl8doTMch8cRvJd37GTzA56VC23gIx7Y4AgG8n5wDEQHXyfrA4P79vbmYKYo5OhbzJVEh3GggAGNhOBUfHda2wvAzDIDY2tkhA/e9uYOnp6bz2IiIixcap/O4WJiIiUmQeIkJ0dHQh97SwsDBkZmaCzWajXbt2hdzT2rVrVyRO5enTpzAyMuL9ffj9+xs9ejRiY2Nx7969Ys87Oztj+vTpkJKSwtmzZ2FsbFypedzc3DB8+HB8//4djRs3LrFdfn4+ZGVlsXHjRixevLhSc/GD3NxcBAQEwMvLC56enoiIiKjXwfsVISsrC2PGjIGnpyeOHDkCW1vb2hZJQHmpXV3q7yY7O5usrKyIxWKRg4NDtc+Xnp5Oly5dohEjRpC4uDgBoC5dutCWLVvo/fv31T6/gL8Lb2/vOrfT+Ce3b98mWVlZ6tixI339+pV3/N27d8ThcGjfvn2F2j98+LDU2jG/Ex8fTwDo6tWrJbb5Vf171qxZpaZxrgkYhqGLFy+SlpYWCQkJ0cKFCykxMbHW5KlOEhISSEdHh9q1a1fIzagqFBQUUHBwMNnb25O+vj5xJGRJfZZTIYuM6uQDBI4wSXcbSo2t1hWxzIAtRNLdhhWx5IiotCDx5vqF0jYnZhStD5OTk0MfPnwgPz8/OnnyJK1du5YmTpxIxsbG1KxZM15a3F+fX799CwsLmjNnDu3YsYP+++8/Cg4OptjYWL4WsiwoKKDnz5+To6Mj2drakq6uLq8wpYSEBPXu3ZsWL15Mzs7O9OXLF2IYhm7evElCQkJkY2PD9x3yTp06ka2tbaltoqKiyNjYmFgsFtnZ2VFOTk6F5wkPDycA9OjRozLb1lbxzG/fvpGjoyMNGzaM516uoaFB06dPp+vXr1e6zk59Ij4+nnr06EESEhLk6elZ2+IIqCACy0wtkZSUhKFDhyIsLAyXLl3CsGHDqmWetLQ0eHp6wsXFBb6+vsjJyYGenh6srKwwcuRI6OjoVMu8AgSYmZkhPj4ejx49qtNBoK9evcKgQYPA5XLh5eUFXV1dAICNjQ28vb3x6dOnQtm6rKysEBwcjPfv35dqQYmPj0fjxo3h5uaGoUOHltiud+/eePXqFXR0dBASElIr6Y2DgoKwcOFChISEYNiwYdixYwdatGhR43LUBHl5eRgwYABevXqF0NBQvgV6/4nDzZfYdTey0DFudjooPxdCMorIiXyO75dWFrLMRDtMgKhaayiNWMnrQ9wCRB+aBI6kHNSmOPCO95NNgGLSq0KWlbi4uELzqaqqlpgFTEtLC7KystVy7eUlMzMTjx8/LpQ9LTLy53emrKyM7t27Q0REBFeuXMHy5cuxdetWvsxLRJCSksKGDRvKtIIwDIPdu3dj1apVaNeuHS5evFhievc/ScrMw4WH72C/zxH6RiZQbKwMITYLClKiaKsqg6Gd1NFI8n+WreXLl+PcuXOIjo6u1mfm78H7np6eePz4MS94f/DgwTA3N/+rEvxERETAzMwMqamp8PLygp6eXm2LJKCCVF+ORwEl8vnzZ5iZmSExMRF3795Fjx49+Dp+amoqPDw84Orqihs3biA3Nxfdu3fHxo0bYWlp2WBNxALqDu/fv4evry9Onz5d51+I7dq1Q3BwMAYPHozevXvDxcUFpqamWLNmDc6dO4dDhw7Bzs6O137r1q1o27Yt9u3bhxUrVpQ4LsMwAFDm9cvIyCA5ORl79uypcUXmy5cvWL58Of777z907twZd+/eRd++fWtUhpqEiDBnzhwEBgbi9u3b1abIAEBkGrfIMY64NCAuXWIfyY79kRb4H1KDXSHVsT8oPxcpAedAeVkgEbFCba8/eAKZN9ehra2NNm3aYODAgYUUF01NzVrNHlgeJCUl0bt3b/Tu3Zt3LC4urlB66ICAAADAtm3bcPr0afTv35/nnqarq1usm1tZxMTEICsrq1zu1Gw2G3Z2dvjnn38wduxYdOnSBbt378bMmTNLvLeffU3BkXsRePo1BXFpOZDWHYDXqQBSEwq1OxbwCZ005TCzjw50NeVgYGCA7du34+vXr8XWLKoKqampuHXrFjw9PeHj44MfP35ATk4OZmZmWLRoEQYOHAgFBQW+zlkfePToEczNzSEnJ4egoCA0a9astkUSUAkEykwNExYWhsGDB0NKSgpBQUFo3rw5X8ZNSUmBu7s7XF1dcfPmTeTl5cHAwABbtmzByJEjCxXlEyCgujl06BAUFRXrTQE4VVVV3Lt3D6NHj4a5uTmOHTuGKVOmYMqUKdi+fTtmzJgBaemfi9DmzZtj9uzZ2Lp1K6ZMmVKiH/wvo3dpCkpWVhYvFWt1Lqz/JC0tDVu3bsXevXvRqFEjODk5Yfz48ZWKG6lPHDhwACdOnICTk1OhBXR1kJiRW+E+cr3GAAwXKQHnkeJ/GmALQaqTKcRb9EB+QlShtoMtx8Bp0j7+CFuHUFFRgYWFBSwsLAD83BR4//49Zs2aBX9/f4SEhODy5cvIz8+HiIgIOnfuXCj+pnnz5mVuILx79w4A0LJly3LL1blzZ4SFhWHp0qWYPXs2vL29cfLkyUKFdPMKGGz1eYPrz7+VqzBqXFoOfF/FISwyCUN01TC1+8+inUFBQVVWZogI79+/5xWuvH//PgoKCtC+fXtMnjwZ5ubmMDAw4GtNnfqGp6cnRo0aBV1dXXh4eFR7YVgB1cff+yuuBEmZeXB/GoPXsWlIzMhFAUOlmoz/xNvbG1ZWVujQoQOuX78OJSWlqsmTlAR3d3e4uLjAz88P+fn56NmzJ3bs2IERI0ZAU1OzSuMLEFAZ0tPT4eTkhHnz5vGC5+sDUlJScHNzw7x58zB16lR8/vwZK1euhJOTE/bv34/Vq1fz2q5evRqnT5/G+vXrcejQoWLHK49lZu/evUhLSwMABAcHw9LSko9XVJSCggKcPHkSa9asQUZGBpYtWwY7O7tKFR2sb/j4+GDRokVYsmQJJk2aVO3zFTAV9+BmsTmQ7zsJcr3GID8lDkJSjcAWk0LcheVgixX+G3ErMX59hM1mo3Xr1rh58yaGDRsGf39/3Lt3D2w2m2e98fHxwcGDBwEA8vLyhZSb7t27F3nXvn//HkJCQhXeQJCQkICDgwPMzMxgY2ODDh064NSpUxg8eDAycwsw9VxYpeoJJWTk4dTDL3gTl46mLVsjKCioUhtBubm5uHfvHq/2S0REBMTExNCvXz/s378f5ubmgo3N/+fYsWOYNWsWhg4digsXLtRq0hUBVUcQM1MO/jQZl4SKjFghk/HvnDhxAjNnzsTgwYNx8eLFSlfMTkhIgJubG1xdXXH79m1wuVz06tULVlZWGDFiBNTV1Ss1rgAB/MLBwQELFizAly9filRCrw8QEXbt2oWlS5dizJgxkJeXx4ULF/D582fIycnx2u3evRvLli3Dy5cv0bp16yLjxMTEQENDA97e3jAzMytyPi4uDs2bN8f06dNx5coVWFpaYteuXdV2XTdv3sTixYvx8uVLjB8/Hlu2bKmXf5/K8Pr1axgYGMDIyAhubm41YoGyOR2KO+/iSzxfXMxMTtQLUEEexJv9L1MZMVxE7x8DyY7/oJHJ/7Ir9WulhFOTulffBdRBMjMz0bdvX3z9+hXBwcGFXKaTkpIKuaeFhIQgIeGnW1fTpk0LKTiXLl2Cn58f3r59W2lZfvz4ARsbG3h5eWH6zFlI1h2DkC8pVbxCQDYnDqJBjggNDipX+2/fvsHb2xteXl64desWMjMzoampycs81q9fv0qvNxoiRIQ1a9Zg8+bNmDNnDvbt29fgLdJ/AwLLTClU1WS8wqwNhNgs3o0ze/Zs7N+/v8I3Tnx8PK5duwZXV1fcuXMHRAQjIyPs27cPI0aMaBBVuAU0DBiGgYODA0aMGFFvF8osFgt2dnZo0qQJxo8fj86dOyM3Nxd79uzBhg0beO3mzJkDBwcHLFu2DO7u7kXGKcsys2bNGoiKimL16tWIiYlBUFD5Fi8V5fXr11iyZAl8fHzQu3dvPHr06K8KcE1ISICFhQW0tLRw8eLFGlu4SApXfJ8w6+0DZH0Mhfr0E2Bxfr6eM57fApObCYmWBoXaKkrX7XiY6kBSUhKenp4wNDTEwIEDERgYiEaNGgEAGjVqBFNTU5iamgL4uWj98uVLoeQC7u7uyMn5uSEpKyuLmTNn8qw3rVu3rtBvo3Hjxrh+/TqOHj2KdW7PISGTBLCKdynN/hSOlIBzyE/4CraEDKQ7m0Gmh1Wxz4ZUMWVkyHRETk5OsZZthmHw6NEjnvXlV/C+gYEBVq1ahcGDB6N9+/Z1PlaxNsjLy4OtrS3Onj2LnTt3YvHixYLvqYEgUGZKgB8m49ffUsF+cAKXzp3Gjh07sGTJknLfON+/f8fVq1fh6uoKf39/AEDfvn3h4OCA4cOHF/LTFSCgruDn54d3797hxIkTtS1KlbGysoKamhqGDh0KcXFx7NmzB/PmzeP5VYuKimLbtm0YPXo0/P39iwTOlxYz8/z5c5w8eRL79++HvLw8DAwM4Obmhry8vEoFNBdHfHw87O3tcezYMWhra8PV1RUjRoz4q17eeXl5GDlyJNLT03H79m1e3FN18ePHD97GU2iqBORNplWov1RnM6Q/u4EEr72Q6tgf+T++INn/NCTaGEFMs32htm1VZUoYpWGjrKwMHx8fGBoaYsiQIfDz8yt20c9isdC0aVM0bdoUo0ePBvCzlsvLly/Rv39/qKqqIiAgAMeOHQMRQVpaGnp6ejzrjb6+PtTU1EqVhcViwXCwNdR+NEFKDlNsm5zoN/jhuhGSbXpDzmg8cqJfI+XeOYAIsobFuZKxINaqN5xvh2CCeR8AP4P3b968CS8vL17wvry8PAYOHPhXB+9XhLS0NIwcORIBAQG4dOkS7zchoGEgcDMrhnwugwlOoZVSZP4kN/IZdlk0w1jrsm+c2NhYngITEBAAFosFY2NjWFlZYdiwYaUW3BIgoC4wePBgxMTE4PHjxw1m0fzhwwcMGDAAkZGRGDduHM6ePcs7R/9fSDM/Px+PHj0Cm83mxdaFfviGK143odddHypKirzYuiG6ahg9fDCioqLw8uVLCAsLIyQkBD169EBoaCi6detWJXlzc3Nx8OBBbNq0CcBPC9CcOXPqfGYrfkNEsLW1xblz53D79m306tWrWuaJjY3lKTD37t3jPbfNR4zCxSQt/MjIL7ZfcW5mAJD9+QlS7p1BfsJXcCTlINnBBLIG//IsNcBPl2bveb1LjdFs6AQFBfEKOTo7O5c7E2Bubi7ExcVx/PhxTJ06FWlpaQgPDy/knvbt2zcAgLq6eiH3ND09vSIK8Yzz4fB9FVfcVACA7/+tAZOTAdWJe3nHku86If2JNzTmngdbuPj7Up2Jx4jGiUWC983NzTF48GD06NHjrw7erwgxMTEYNGgQIiMj4ebm1qAzNv6tCJSZYljv+QpOD7/wbTybnk2wdnC7Ys/FxMTg6tWrcHFxwYMHD8DhcGBiYgJLS0sMGzZMkF1DQL0hIiICLVq0gKOjI2xsbGpbHL4SHx+Pzp07IyYmBqdPn8bEiRN55x48eIDevXtjy7ELiJRoVWZsnZwIEPP8IdZa9sDcsUMA/LQgyMjIYMeOHZg3b16lZCQiXLlyBUuXLkVUVBRmzJiBdevWVTnRSH1l7969WLRoUZG/Fz+IiYnBlStX4Orqyntu//PPP7C0tMTQoUN5z+2yFrqVRSY1AlcWmjXYWkDlxc3NDSNGjMD8+fOxd+/esjvgZ12p9u3bIyAgoMSMdjExMYWUm7CwMGRkZIDFYqFt27Y85aa1blcsu5uCuLTiM9dRQT6i9lpBrtdYyBpY8Y7nxr5H3JlFaDxqA8Sbdim2b0FaPJIuLoWxYTcMHjwYgwYNEgTvV4JXr17xYhZ9fHzQrl3xazEB9RuBWv8Hz76m4Pqzb6W2SX/qi/QwDxSkfgdHRgkyXQZDqot5iTvRHs++YaiuOi8pQHR0NK5cuQIXFxc8fPgQQkJC6N+/PxwdHTF06FCBuVhAveTQoUNo1KgRrK2ta1sUvqOkpITQ0FA0adIEkyZNQmpqKk/p6N7DEN2mb8fR1wBLvOyFa0oeINm6J858EUGy5yusMGsDERERdOnSBcHBwZVSZh49eoRFixbhwYMHGDRoELy8vMpd2K8h4uXlhSVLlmDp0qV8U2SioqJ4CkxgYCCEhYUxYMAAnDp1CkOHDoW8vHyRPjP76ODBu2/IKOBf/SApIQZpwa5o124JFi5ciFWrVkFG5u90ORs2bBgOHjyIOXPmQEtLCwsXLiyzT3nSMqurq2PEiBEYMWIEAIDL5eLNmze82JuQkBCcOXMGEp0GoVH/6SWOU5ASB3ALINyocGIeIfmf7mv5STElKjNCMkrYd+0+pvUtuxaOgOLx9/fHsGHDoK2tDW9vb0GCpAZMzZearuMcuRdRarB/+rMbSPJ1gJi2LpRGroFkq15IunUMaaHXSuyTkJGHPb4vsGfPHhgaGkJTUxN2dnaQk5PD6dOn8ePHD3h7e8PGxkagyAiol2RkZODkyZOwtbVtsCku1dTUsGrVKnA4HMyfPx8LFy5EWlYuJp4OxQ/5dmCJV6ya+q/YuglOocjMLYCBgUGFkwBER0dj/Pjx6N69O1JSUnDjxo2/XpF59eoVrK2tMXjwYGzZsqVKY33+/Bm7du1Cjx49oK2tjRUrVkBRURFnz57Fjx8/4OnpiUmTJhWryOTn5+PUrnWICfQA+OgA8a9+M7x5eANr1qzBwYMH0bJlSzg5OfESTvxtzJ49G0uXLsWiRYvg7OxcZvv3799DVla2Qm7bHA4H7du3h42NDY4ePYonT54gLS0NwyfPKbUfk5sBAGCJFs4mxhb5+Yyk3OxS+z+NTCj1vICSuXz5MkxNTdGtWzfcv39foMg0cATKzG8kZebh6deUUttkPr8FUY22aNR/OsSbdIKc0ThItOmF9Mdepfa7/TQCK9dvgZKSEs6ePYv4+Hh4enpi4sSJxb4IBQioT5w7dw4ZGRmYOXNmbYtSrSxcuBCysrLo3bs3DjgcguHyM1WOrQuKSITtuTB00++BL1++IC6ubOtORkYG1q5di5YtW+LmzZs4duwYnjx5ggEDBlRJlvpOfHw8LCws0LRpU5w/f75Smcs+fvyI7du3Q09PD82aNcOaNWugpqaGixcv4sePH3B3d8f48eMLpen+k9jYWBgbG+Pw4cOwH6YLAx3+bFLJZMdi6YCWEBcXx5o1a/Du3TuYmJjAxsYG+vr61ZYRr66zdetWWFtbY/z48bh//36pbd+9e4dWrVpVOaZPQkICHEm5UtuU6cVfhgwRMSWn9hZQPL9S61tbW2PUqFHw8vL6ay2XfxMCZeY33J/GlOrrDvz0gWX/scvCEZcBk51War9fJuNfL0JZ2Yrt4goQUFchIhw8eBDDhg2rctXquo6MjAzs7OwQHByMkRvPI12CP2nRAyMSEc79+d0FBweX2I7L5cLJyQktW7bEjh07sGDBAnz48AHTpk3764OBc3NzMWLECGRmZsLDw6NCmcvev3+PzZs3o3PnzmjRogU2bNiAZs2a4b///kN8fDyuXr0Ka2vrci2K7t+/jy5duuDz58+4d+8e5s+dA8cJ3WBYRYWmhTSD10fnY96c2bxFsqamJi5cuIAHDx6AYRgYGhpi3LhxiI6OrtJc9Q02mw0nJycYGhpi6NChePPmTYltfykz/KCswqhsUUkAAOVmFTrO5GUXOl8SySmpVZDu74PL5WL+/Pmws7PDqlWrcObMGb5lhxRQtxEoM7/xOrZ0hQQApLsNQ/bnJ8h4eRdMTiayP4Uj4+UdSLbvV2bfT8ll16oRIKC+cfv2bbx58wZz586tbVFqhLlz56JR8854msQG64+6EgVp8YjaOwo5kc8LHc9PjMYPF3tE7f0XX/dZI8F7P5icjEJt7n5Kg3oHwxKVmbt370JPTw82Njbo06cP3r59iy1btgh2HfFToZ45cyZCQ0Nx7dq1cgVKv379Ghs2bEDHjh3RqlUrbN26Fa1bt4arqyt+/PgBZ2dn/Pvvv5CSkiq3DPv27YOxsTFatmyJ8PBwGBoaAgAkRYVwZnJ3TO7ZBIpSFVtcKUqJwKZnE3gvM8fJY4dx4sQJLF26tNCuf8+ePfHo0SOcPHkSt27dQqtWrbBp0yZkZ5fuxtSQEBUVxbVr16CmpgYzMzPExsYW2+7du3elxstUBCF26ZYVYXlVgMVGfkphWQqSf8blCitqlto/JTmpagL+RWRnZ8PKygqHDh3C0aNHsWnTpgaTUVNA2fzdW3l/kJhRfEaS35Fs3Qs5kc+Q6Lkbv5xLxJp2KVSZuSQS0sseX4CA+sbBgwfRoUMH9OnTp7ZFqREkJSXRzmohIvIKxwYVpP7A9//WgnIzCx1ncjLw/fIqcKQaQXHwYnAzk5Fy1wnxaQlQHr2R1y4hIw+KRmMQFFTY7//9+/dYunQp3N3doa+vj8DAQBgYFC6g+LezZ88eODk54ezZszwF4k+ICC9fvoSrqytcXFzw5s0bSEtLY8iQIdiwYQNMTU0rHe+VkZEBW1tbXL58GYsWLcK2bdsgLCxcqI0wh411g9thmK46jtyLKDPrnYqMGDppymFmHx1e8piJEyciLS0N8+bNg5ycHFatWsVrz2azYWNjA0tLS2zcuBEbNmzAyZMnsWvXrr+mvpCcnBx8fHzQo0cPmJub4969e4UsdImJiUhKSuKbZUZeQrjU8ywhEYhqtkfWu0DIdP/f3yDr7UOwRSUholq6UpUcG1li8UwB/yMhIQFDhgzBs2fP4O7ujsGDB9e2SAJqGIEy8xtlmYwB4MeVjciNeQM548kQVW2JvB9fkPrgIuLdtkFpxKpSXxjlGV+AgPrE58+fcf36dRw7duyvWCwBP2PrMkQVgLyfllYiBpkvbiP5zqli26c/8f5ZZ2LyAXAkfrqXCkkr4oeLPXK+voKY5v9ShebLqCPsxVsUFBQgLS0NGzduhIODA9TU1HDp0iWMGjXqr/mey4unpyfs7OywfPlyjB8/vtA5IsKzZ8/g4uICV1dXXvD30KFDsWPHDvTv37/K9Xfev3+PESNG4MuXL/jvv//w77//ltpeV1MOR8d1RVJmHjyexeB1bBoS0nNRwBCE2CwoSv+qR6RebB2ZuXPnIjU1FatXr4asrCzmzCkchC4jI4OdO3fC1tYWixcvhqWlJfr27Yv9+/ejY8eORcZraGhqasLHxwe9evWClZUVrl+/zlMsf2Uyq4oyk5eXBz8/P7i4uMDrYxYkek0otb2s4Sj8uLwaCW7bINWxP3Jj3iAt5CrkjCeVWGPmFzmxHxEeHo6ePXtWWt6GzqdPn2BmZobk5GTcvXsX3bt3r22RBNQCAmXmN8oyGedEv0HO58doZDYX0rqmAAAxrQ4QklNBvOt6ZEc8gkTzkm+kssYXIKC+cfjwYcjJyWHs2LG1LUqN4f40Bt/T/+cymv/jCxJvHIZ0l0EQb9IJP1zWF2qf/ekxRDXa8RQZABBr1gUsEXFkfworpMxkkjDYTbth+fLlOHXqFPLz87FhwwYsWLCgwWaJqwovXryAtbU1hg4dis2bNwP4qcCEh4fD1dUVrq6uiIiIQKNGjTBs2DDs27cPJiYmfPOjd3Nzw4QJE6CmpobQ0FC0bdu23H0bSYpgkmHTSs27atUqpKSkYO7cuZCRkcGECUUX1C1btsT169fh6+uLhQsXonPnzpg2bRo2btzY4OuXdezYEdeuXcPAgQMxffp0nDx5EiwWi6fMVLQ+z+8KjJubG1JSUtCyZUtMsLTGXVEOErO5JfYVb6ILpeErkPLgIn5c3QQhKQXIG0+GjP6IUudUkRFFwpcwBAUFCZSZEggLC4O5uTlkZGQQFBQEHR2d2hZJQC0hUGZ+Q0Gq9F0SbtoPAICYeuEXlphWewBAfkIUUIoyoyj9d1XgFtCwyczMhKOjI2xtbSEhIVF2hwbCn7F1HBklqE8/ASEZxSKxMsDPeBnJNoWL87FYbAjJKqMgKaZIexFlHezZswdTp07Fxo0boayszN8LaCD8+PEDQ4YMgY6ODs6ePYtHjx7xFJgvX75AUVERw4cPx+HDh2FsbFzE7asqcLlcrF69Gtu2bcOIESPg5ORUo7FLLBYLO3fuREpKCmxsbCAjI4Nhw4YV23bgwIEwMTHBoUOHYG9vj8uXL2P9+vWYOXMmX7+TuoaJiQlOnTqFCRMmQEtLC/b29nj//j20tLTKtTFQkgIze/ZsWFlZoWPHjmCxWOUqjCrRyhASrYp3fyyJTpryEOvQ+q/NUFcW3t7evL+Dh4fHX1scWMBPBMrMb7RVLf1lJNxIAwCQE/2qUOBebvRrAICQbOmLjrLGFyCgPnHhwgWkpaVh1qxZtS1KjfJnbB1HXBoQLzlzFpObUaTOBACwRSXAFFNnQlRWEebm5jh+/HjVhW2g/MpclpaWBhMTE7Rr1w5fv35F48aNMWLECFhZWcHIyKhaMrzFx8djzJgxuHPnDnbs2IElS5bUiusfi8XCsWPHkJaWhlGjRsHb2xsmJibFthUWFsaCBQswduxYrFmzBgsWLMDRo0exb9++Bp3Oe/z48YiOjsbKlSuhqalZZiaz8iowvzOzjw7CIpNKrU9XURSlRDCzjw4uvzLAmTNnQEQC99LfOHHiBGbOnInBgwfj4sWLf9VmmoDiEWQz+42hndShIlNyoJ2Iig4kWhki+bYjUoNdkRP5HOnhnki4vhsiyjqQaFlyUG5BWjycdy6Dp6cnCgoKqkN8AQJqjF/pmC0sLNCkSZPaFqdGqXDsGwHFLkOIiq0zoa6hibdv31ZKtoYOl8tFQEAAOnfujIcPHyIpKQne3t4YOnQo/P398e3bNxw5cgT9+vWrFkUmNDQUXbt2xbNnz3Dr1i3Y2dnV6iKTw+Hg/PnzMDExwdChQ8vcxVdSUsLRo0fx+PFjKCkpwdTUFEOHDsXHjx9rSOKaZ/ny5ZgxYwamT5+OsLCwIspMXl4evL29MXnyZCgrK8Pc3ByBgYGYPXs2nj59irdv32LTpk3Q1dUt9m+tqymHIbpqfJV5iK4adDXlYGBggNjYWERFRfF1/PoKEWHt2rWYNm0apk+fjitXrggUGQEABMpMIRpJiqDT/2eNKQnFIXaQ6TYM6U988N15LdLC3CHV8R8oj90GFqfkl2c7ZUl8j4rgLf7Wrl2LyMhIPl+BAAE1g7+/P16+fIl58+bVtig1TkVj335aYLKKHGfysoutM9FIXg4fP35EQoKg+jfwU4Hx9/fH7NmzoaGhgT59+uDNmzcwNTXF/fv3ER0djYMHD6JPnz6VKpJZHogIx48fR+/evaGqqorw8HD061d2Ov6aQEREBK6urujSpQsGDRqE58+Lujr+SadOneDv7w9nZ2c8ffoUbdu2xbJly5Cenl4DEtcsLBYLBw8ehJmZGb5+/QoxMbEqKzB/ssKsDd8KoxrqKGCFWRsAQI8ePQBA4GoGID8/H5MnT8bGjRuxfft2ODg4VNv9LqD+IVBm/mBmH51S6wCwOMKQMxoHjZknoW3nBvXpJyBvbAO2SMk+uIpSItgxuT/Cw8MRHh4OCwsL7Nu3D02bNsXAgQNx5coV5OfnV8flCBBQLRw8eBDt2rWDsbFxbYtS45QVW/cnwgoaKPijzgQRg4LU78XWmWim9tP3u7TimQ2dgoIC+Pn5YcaMGVBTU4OxsTE8PT2hr68PFouFlStXwtfXF7169QKbXb2vsezsbEydOhXTp0/HlClTEBAQAE3N0uuD1DQSEhK4fv06mjVrhgEDBuDDhw9l9mGxWLCyssLbt2+xZs0aHDx4EC1btsTp06fBMEwNSF1zCAkJYf36n4k5Dhw4AEVFxSorML8jzGHDcbxelQujGuoo4MR4PQhzfv6mGzduDB0dnb9emUlLS4O5uTkuXryICxcuYOnSpQK3OwGFECgzf1CdJmMA6NKlC44cOYLY2FicPHkSaWlpsLS0hIaGBpYvX96gzf0CGgaRkZFwd3fHnDlz/soXSkVj38SadEZO1Etws/5XzTvn02NQXjbEm3Yu0l6/pRqUlZX/OmUmPz8fN27cgK2tLVRUVNC/f3/cvHkTkyZNQmhoKDw8PODn54dhw4Zh48aNZQ/IB758+YJevXrh4sWLOH36NA4fPlzlVM7VhaysLHx9fSEvL49//vkHX79+LVc/cXFxrFmzBu/evYOxsTEmT54MfX39BrGA/t0CY2RkBABgGAYiIiLw9/evkgLzJ/wojHpmcndIihb28DAwMGgQf4vK8u3bN/Tp0wchISG4ceMGxowZU9siCaiDCJSZYuCnyVgZKVg+sHWR45KSkpg8eTICAwPx4sULjB49GsePH0eLFi3Qr18/XLp0CTk5JRdUEyCgtjhy5AikpaUxbty42halVigrtu5PpLsMAktIBN8vr0bWu0CkP7uBhOu7INasK0TV2xRqqyIjhiG66n/NAuZPd5+BAwfC398f06ZNQ3h4OCIiIrB9+3ZoaWlhyJAhaNGiBc6dO1ft1hgAuHHjBrp27Yrk5GQEBgZi4sSJ1T5nVVFSUsKtW7fAYrHQv39/xMfHl7uvpqYmLl68iPv374NhGBgaGmL8+PGIiSmaca8uU5ILmaGhIURFRfHy5UuedY/f79hfhVFPTuiGge1UynxOMBmJGNC2MU5O6Ia1g9vxLDK/Y2BggCdPniA7u2iykIbO69evYWBggISEBDx48OCv9AQQUD4Eykwx8MtkrCGUiUe7p2LLptJ3Edu3b4/9+/cjJiYG58+fB8MwGDNmDNTV1bFw4UK8fv26SnIIEMAvsrOzceLECUyZMgVSUlK1LU6tUJ7Yut/hSMhCecwWcMRlkHB9N1LunYNE615QGrqsSNt2yhJoJCmCHj16IDQ0FFxuyfUr6is5OTnw8PDAhAkT0LhxY5ibmyMoKIjn7vP+/Xts2bIFXbp0AYvFQk5ODkaMGIG8vDx4eHhAUrJonBE/YRgGmzZtgpmZGfT19REWFobOnYta0OoqGhoa8PPzQ0pKCkxNTZGSklKh/r169UJoaCgcHR1x8+ZNtGzZEps3b67Ti+nyxMDo6OigZcuWaNWqFTw9PfHkyROMGzeuWu6xX4VRvef1hr1FW/yrp4F+rZRg1EIR/Vop4V89Ddh2kUXMybkYIv+d57lRHAYGBigoKEB4eDjf5azLBAQEoGfPnpCVlUVQUBA6dOhQ2yIJqMOwiEhQlr4E8rkMtvi8wfVn3yqUdlFRSgRDdNWwwqwN9uzaieXLl2PDhg1Ys2ZNucd49+4dHB0dcebMGcTHx6Nnz56wtbWFlZWVIHuHgFrj5MmTsLW1xcePH9GsWbPaFqfWePY1BVPOPuJrOlZuZjKyb+zFyulj0aFDBwwYMADPnj1rEFXbs7Oz4evrC1dXV1y/fh3p6elo164dLC0tYWVlhbZt2xbr5kNEmDhxIpydnXHv3j3o6+tXq5wpKSkYP348vLy8sHbtWqxdu7ZGrEDVwYsXL9CnTx+0bdsWN2/erNR7IzU1FZs2bcL+/fuhrq6OXbt2YcSIEXXCvbSkNMpWVlbFplE2MTFBo0aN4OLiAgDw8PDA8OHDMWfOHOzbt69WrklXVxetWrWCs7NziW0KCgogKysLe3t72NnZ1aB0tYezszPGjx+PXr164erVq5CVlS27k4C/GoEyUw6efU3BkXsRePo1BXFpJZulVWTE0ElTDjP7XGBdGgAAyYdJREFU6BTaadm8eTNWr16NzZs3Y+XKlRWaOy8vD+7u7jhx4gRu3boFWVlZjB07Fra2tujUqVMlr0iAgIpDROjcuTM0NTVx/fr12han1tng+QqnHn7h23ijOjVG6t2TOHHiBLS0tBAZGYkjR45g+vTpfJujJsnMzISPjw9cXV3h6emJzMxMdOzYEVZWVhg5ciTatGlT5hjbtm3DihUrcPHiRVhbW1ervM+fP8eIESOQmJiICxcuYNCgQdU6X00QEhICExMT9OrVCx4eHhARqVgsxy/ev3+PRYsWwcvLC8bGxti3b1+tKNkVVWB+R0NDA5MmTcKmTZt4x44cOYJZs2Zh9+7dWLRoUU1dBo/du3dj1apViI2Nhby8fInt+vbti0aNGuHq1as1KF3NQ0TYu3cvFi9ejLFjx+LUqVOV/s0K+LsQKDMVICkzDx7PYvA6Ng0J6bkoYAhCbBYUpUXRVlUGQ3TV0Uiy+Btvw4YNWLduHbZt24Zly4q6l5SHz58/4+TJkzh16hRiY2Ohp6cHW1tbWFtbQ1q65KJ9AgTwg4CAAPTp0wc3b95E//79a1ucWiefy2CCUyiCIhKrPJahjgLOTO4OYQ4bb968wbJly3D9+nUoKiriypUrvODluk5GRga8vLzg4uICb29vZGdno0uXLrC0tMTIkSPRsmXLco/l5uaGESNGYPXq1diwYUM1Sg2cP38e06ZNQ8uWLXH16tUGZXW8c+cOBg0aBAsLC1y+fLlK6Wx9fHywcOFCfPjwAdOnT8eGDRugqKjIR2mLUhUF5hcZGRmQlpbG2bNnMX78+ELnVqxYgW3btuHy5csYNWpUdV5KEWJjY6GhoYEjR45g2rRpJbZbsWIFTp8+jW/fvtUJq1h1wOVysXjxYuzfvx8rVqzA5s2bG+y1CqgGSECNsXbtWgJAO3furNI4+fn55ObmRubm5sRms0lSUpKmTp1KISEhxDAMn6QVIKAwlpaW1Lp1a8Fv7Dc+f/1GnRc7kdYyD9Je7lmpj/WJIMrIyS8y9tChQ0lMTIwA0JAhQ+jNmze1cIVlk5qaSufPn6dhw4bx5O3WrRtt376dPn78WKkxnzx5QpKSkjRy5Ejicrl8lvh/5Obm0pw5cwgATZgwgTIzM6ttrtrEzc2NOBwO2djYVPn+zcvLoz179pCsrCzJycnR/v37KS8vj0+S/iQ3N5e8vLxo0qRJJCcnRwCoZcuWtGrVKnr69GmFr+Hx48cEgIKDg4uc43K5NHbsWBIREaF79+7x6xLKzcCBA6lXr16ltnF3dycA9OXLlxqSqmbJysqikSNHEpvNpsOHD9e2OALqIQJlpgZhGIZWrVpFAGjPnj18GfPr16+0fv160tLSIgDUsWNHOnjwICUnJ/NlfAECiIiioqKIw+GQg4NDbYtSJ8jOzqZt27aRtLQ0yTVSoMFrT5PG3PMVUmK6brpJ66+/pLyC4hfrZ8+eJQB0/Phx0tbWJg6HQzNmzKC4uLgavtqiJCcn05kzZ8jCwoJEREQIAPXo0YN2795Nnz9/rtLYsbGxpKmpSV26dKGMjAz+CFwM0dHRZGBgQMLCwnT48OEGr6SfO3eOANDChQv5cq3fv3+nadOmEYvForZt29LNmzerNB6/FZjfuXTpEgEo8b2Ym5tL/fr1Izk5OXr16lWl56kMFy5cIAClKv7fv38nAHTp0qUalKxmSEhIoJ49e5K4uDi5u7vXtjgC6ikCZaaGYRiGli9fTgBo3759fBu3oKCAvL29afjw4SQkJETi4uI0YcIEun//foN/SQuoflasWEHS0tKUlpZW26LUKgzD0H///UdNmjQhISEhmjdvHiUkJNDevXtJXL0VTTgeQPpb/EpVYtRnOVHP5afpaVRyqXN9+PCBAJCPjw9lZ2fTzp07SU5OjqSkpGjDhg3VutAvjsTERDp16hSZmZmRsLAwsVgs6tWrF+3bt4+ioqL4Mkd2djb16NGDVFVV6evXr3wZszj8/f2pcePGpK6uTkFBQdU2T13DwcGBAND69ev5Nubjx4+pd+/ePAvihw8fyt23OhWY37G3t6fGjRuX2iYlJYU6dOhAWlpaFBMTw5d5y0NmZiZJSUmRvb19qe10dHRo3rx5NSRVzfDp0ydq1aoVKSoqFms1EyCgvAiUmVqAYRiys7MjANWy0x0bG0tbt24lHR0dAkBt2rSh3bt3U3x8PN/nEtDwyc7OJkVFRZo/f35ti1KrhISEkKGhIQEgCwsLevv2LRH9dLvR0tKicePGERFRYkYuOT38RB2mbKdmk3bSOMcgmuwUQnauT2mHWwixxWVIQkKC0tPTS52PYRhSVFSkdevW8Y4lJibSokWLSEREhFRVVenEiRNUUFBQbdccHx9Px48fpwEDBpCQkBCxWCzq06cPHTx4kO8LPoZhaOzYsSQmJkahoaF8Hfv3OXbv3k0cDoeMjY3p+/fv1TJPXWbz5s1830z7peRramqSiIgILVu2rMSNj5pSYH7H2tq6TFcuop+eDurq6qSrq0upqal8l6MkJk+eTM2aNSv12seNG0fdunWrMZmqm7CwMFJWViYdHZ0KKcACBBSHQJmpJRiGoUWLFhEAOnLkSLXMweVy6fbt2zR69GgSEREhERERGjVqFPn5+VWrH7qAhoWTkxMBoPfv39e2KLVCZGQkjRkzhufG6efnV+j8LzeRp0+fFjoeHBxMAOjixYuFjhsZGREA2rt3b5lzDx48mAYMGFDk+KdPn2j06NEEgNq3b0/e3t58WwTGxcXRkSNHyMTEhDgcDrHZbOrXrx8dPnyYYmNj+TJHcfxaZF++fLlaxk9LSyMrKysCQEuXLqX8/KJxSn8DDMPQ0qVLCQA5OTnxdezMzExav349iYuLk4qKCjk5ORGXy60VBeZ3unbtSlOmTClX2+fPn5OMjAz179+f77FAJXH37l0CQA8ePCixzaFDh0hISIiysrJqRKbqxNvbmyQlJal79+7048eP2hZHQANAoMzUIgzD0Pz58wkAHTt2rFrnio+Pp927d1Pr1q0JAOno6NDWrVurdXEioP7DMAx17tyZzMzMaluUGictLY1WrVpFYmJipKysTI6OjkWsIAzDUKdOnYpVOIiIzM3NqUWLFoUWzr+CeZWVlctcLG3atIlkZWVL3HwICQnhKUcmJib0+PHjCl7lT759+0YODg7Ut29fYrPZxOFwqH///nT8+PEaWWxcuXKFABSyQvGTN2/eUJs2bUhKSopcXV2rZY76BMMwNG3aNGKz2XTlyhW+jx8VFUWjRo0iAKSoqEhSUlI1rsD8gmEYkpKSoh07dpS7z+3bt0lYWJgmTpxYI3JyuVzS0tKi6dOnl9jmVxKD+/fvV7s81YmjoyNxOByysLBosAk3BNQ8AmWmlmEYhpdNx9HRsUbmu3//Pk2YMIHExMRISEiIhg8fTt7e3tXqriKgfvLgwQNe3MbfQkFBATk6OpKKigqJiYnRqlWrSnSZuXXrFgGgW7duFXs+PDy8yA54QUEBqaqqEgA6c+ZMqbLcvn2bAJQalMwwDLm7u1Pr1q2JxWLR+PHjKTIysszr/Pr1K+3bt4969epFLBaLhISEyMzMjE6ePEkJCQll9ucXjx8/JgkJCbKysqoWi/GVK1dIWlqa2rRpU2czwtUGBQUFNHr0aBIWFqYbN27wZcziLDCioqIEgMzNzas1DqokYmJiCECFg8t/WVzXrFlTTZIVZuXKlSQnJ0fZ2dnFns/PzydJSckKKWV1CYZheBldZ86c+ddaRgVUDwJlpg7AMAzNnDmTWCwW383+pZGcnEwODg7UsWNHAkBaWlpkb2/Pt2BeAfWfUaNGUYsWLf4at0Q/Pz/e/TB27NgylYIBAwZQp06dSt29HT58ODVt2rSQFWbz5s3EZrOpVatWpfZNS0sjNptNJ0+eLFP2/Px8OnLkCDVu3JhERUVp2bJllJKSUqjNly9faPfu3WRgYEAASEREhAYPHkynT5+mpKSkMufgN9++fSMNDQ3q2rUr33dp8/Pzee5UVlZWf33yiuLIy8sjc3NzkpCQoIcPH1ZqjLJcyPLz88nR0ZEaN25MkpKStHnz5hIX7NXBLxeuyiiy27Zt42UUrG7evHlDAMjFxaXENn379qXhw4dXuyz8Ji8vjyZPnkwAaOvWrYKkRAL4jkCZqSNwuVxemsuydmv5DcMwFBISQlOnTiVJSUlis9lkbm5Obm5ugt2Tv5jo6GgSEhKi/fv317Yo1c7bt2/JwsKCAJChoWG5Mus8ffq02JiYP3n+/DmxWKxCrqTfv38nISEhAkCenp6l9u/YsSNNnTq1fBdCPxWgNWvWkISEBCkoKNDq1atpy5Yt1L17d95O+dChQ+n8+fNFlJ2aJCsri/T19UlNTY2io6P5Ovb379/J2NiYOBwO7dq1S7B4KoWsrCzq06cPycrK0pMnT8rVpzIxMCkpKbR48WISEhKiJk2a0JUrV2rk73L06FHicDiUm5tb4b4Mw9CsWbOIw+GUeZ/yg+7du5OFhUWJ51esWEEqKir16veclpZGpqamJCwsTOfOnattcQQ0UATKTB2Cy+XS1KlTicVi0fnz52tFhrS0NDp+/Djp6ekRAFJVVaWVK1fSp0+fakUeAbXH6tWrSUpKqkaz+tQ0CQkJNHfuXN4Cy9nZudwLhXHjxpG2tna5FP7Ro0eThoZGoR3pMWPGkJiYWJlZlqZNm0bt27cvl0y/+PDhA61YsYIUFBQIALFYLNLX16eLFy/WCQsFwzBkbW1N4uLi9OjRI76OHRwcTBoaGtS4cWO6e/cuX8duqKSmppKenh4pKSnRu3fvim2Tm5tL3t7eVQ7if/v2LZmbmxMAMjY2pmfPnvHzUoqwcOFCatGiRaX7FxQU0NChQ0lCQoLvv9U/cXBwICEhoRLj1Dw8PAhAlWs51RTfvn2jzp07k4yMTJHEKQIE8BOBMlPH4HK5NHnyZGKz2bVeIOvJkyc0a9YskpGRIQDUv39/cnZ2rtQOl4D6RU5ODjVu3JjmzJlT26JUC7m5ubRnzx6Sk5MjaWlp2r59e4VcX6KiokhISKjc6W3fvn1LbDabDhw4wDv28OFDAkAAKDAwsMS+p06dIhaLVaYV5e3bt7Rx40bS1dUlACQhIUH//vsv7dq1iwYMGMArbFlaxqSaYuPGjQSA/vvvP76NyTAMHTlyhISFhcnAwIDv1p6GTnx8PLVt25Y0NTV57pXFKTAtWrTgSxC/t7c3tWrVithsNs2aNava4rQGDRpE5ubmVRojMzOT9PX1qXHjxhQREcEnyYoSHx9PwsLChZ4Tv/Pjx49yWYPrAq9fvyZtbW1SV1evdoVVgACBMlMHKSgooAkTJhCHwyFnZ+faFocyMzPp9OnT1LNnTwJASkpKtGTJkhJ38ATUf35Vn/9VS6WhwDAMXbt2jZo3b05sNptmzJhRqVojixYtInl5+TJrxfzOhAkTSEVFhRcbwjAM6erqkpSUFA0bNqzEfr986YtLMvDy5Uuyt7en9u3bEwCSkpIia2trunLlSpEYFD8/P+rcuTMBoOHDh9fa/evq6sr3wo1ZWVk0ceJEAkCzZ88WbLhUkujoaGrSpAmpq6vTqFGj+K7A/MmvTQUZGRmSl5enAwcO8D0dcvPmzWnRokVVHufHjx/UvHlzatGiRbXWbBs6dCjp6emVeL558+Y0d+7capufHwQEBJC8vDy1b9++VpI+CPj7ECgzdZSCggIaO3YscTicOpVK9NWrV7RgwQJq1KgRASAjIyM6f/58jQZ0CqheGIYhPT29EtMN11fCw8Opb9++BIBMTU3p5cuXlRonOTmZpKSkaOXKlRXq9/HjRxISEqJdu3bxjh07doxYLFapAcpcLpfk5ORow4YNxDAMPXv2jNasWUNt2rQhACQjI0Pjx48nd3f3Mu9DLpdLZ8+eJU1NTRISEqLZs2fXaJ2H8PBwEhcXp1GjRvFtURwREUGdOnUicXFxOnv2LF/G/Nv43QIjLS3NSw6xePHiGkmj/P37d7K1tSUWi0Vt27YtMTtgRcnNzSUOh8O30gcfP34kJSUlMjAwqLZ6L7/SlJeUwXD8+PGlKju1jbOzM4mKipKxsTElJyfXtjgC/hIEykwdJj8/n0aPHk1CQv/H3l2HVbV1awB/d9AhLQpYmFiIYmFjF3ajYid2ByZ2d3ejHru7uzuxAxUBpfZe7/3D6/6OR0FiJ6zf85znu3fvteYcCGzWWGvOMeTctm2brsP5RXR0NNevX8+KFSsSAG1tbRkYGMhbt27pOjRRKp07dy5JG9MNxevXr9m2bVvVhVJqy0xPmDCBxsbGKerR1LFjRzo4OKie6ERFRdHa2pqWlpZs167dH88RBIGlS5emu7s7c+XKRQC0sbFh27ZtuXv3bsbExCQ7ju/fv3PixIm0tramlZUVx48fr/GeD2/evKGLiwu9vb3VdiG4d+9e2traMkeOHL81LRUlLrElZCEhIbSzs2Pp0qUZFRWltZiuXr3KsmXLEgD9/Pz4+PHjVI139+5dAuDx48fVFOGP3k5mZmasX7++RtoZxMTE0NbWloMHD/7j+/rcPHP69OmUSCRs0aJFij6XRKKUEpMZPRcfH88mTZpQLpcnu06+tjx8+JCDBg2ik5OTal3+smXLtPpHUKQ+LVq0oLu7u8GXY46KiuKoUaNobm5OBwcHzp8/P9XV+WJiYujs7Jys6mL/FhoaSmNjY44fP171WmBgIC0sLCiXy/n69WuSPxKYixcvcuDAgcyRI4dqE3+7du24b98+tS2j+vjxIwMDAymXy+nq6soVK1Zo5ALt+/fv9Pb2pouLi+prTA2lUslRo0ZRIpGwdu3aOikrbYiSswfm4sWLtLS0ZJUqVbR6YSoIAjdu3Eg3NzcaGxtz0KBBKS5asX37dgLgmzdv1Brjjh07KJVK2aNHD408teratStdXV3/+Bn8s3nmyZMn1T5vSimVSvbu3ZsAOHjwYIP/2yEyPGIyYwDi4uLYsGFDGhkZcdeuXboOJ0GxsbEMCQlhtWrVKJFIaGVlxS5duvDKlSu6Dk2URG/evKGRkRGnT5+u61BSTKlUctWqVXRxcaGxsTEHDhyothLEy5YtS3HPip+6d+9OW1tbVUw/98SYmZmxZcuW7NevH7Nmzaran9apUydOmDCBADS2z+XRo0ds1KgRAbBw4cJqa6JI/rg4bdq0Kc3MzNTyWfDp0yfWrFmTEomEY8aMES+c/iI1m/iPHTtGExMTNmjQQOtl+r99+8ZRo0bRzMyMzs7OXLlyZbK/15MmTaKVlZVGEo4FCxYQAKdMmaL2sX8+HT9y5Mhv7/1snjlp0iS1z5sS0dHRbNSoEaVSKefNm6frcETplJjMGIi4uDjWr1+fxsbG3LNnj67D+atnz55xxIgRdHFxIQB6eXlxwYIFabrMb1oQFBRECwsLg13rfOLECXp5eakaJaqz8pBSqWS+fPlYt27dVI3z+vVrmpqaMigoiEqlkqdPn6abmxulUikB0MnJid26dePRo0dVF5BfvnwhAI33oDp79ixLly5NAKxatapaqhCNHj2aANSy9+/atWvMnj07bW1tU71cMC1TZxWyXbt2US6Xs23btjpJHENDQ9m0aVMCYPHixXnu3Lkkn9uuXTuN7i8ZMmQIAai98qggCMyVKxfbtGnzx/crVKiQaNEQbfn06RPLlClDMzMz/vPPP7oOR5SOicmMAYmNjaWfnx9NTEy4f/9+XYeTJPHx8dy5cyfr1KlDqVRKc3NzBgQE8OzZswbV+Cs9iI2NpbOzM7t27arrUJLt0aNHbNCgAQHQ29tbI+WHd+3aRQCpHluhULBJkyY0NjZmxowZVXvOAFAmk/2yBO3fPDw82KVLl1TNnRSCIHDbtm3MlSsXJRIJ27Ztm+KKRJs3byYAjh07NtVxrVq1iqampixSpIjY9+oPNFlGef369ZRIJAwMDNTZ5/bJkydV1fj8/f2TtFzRx8eHLVu21FhMgiCwVatWNDY2VntPozFjxtDCwuKPy7X1oXnms2fPmDdvXjo4OCQrwRSJNEFMZgxMbGwsa9euTVNTU7VVfNGWV69ecezYsaolNAUKFOCsWbP46dMnXYcmIrlu3bpEq+jooy9fvrBv3740MjKiq6sr165dq7G7x+XKlWOpUqVSdG58fDyPHDnCrl27qhIYiUTCYsWK8fTp04yNjaWLiwvz5s1LZ2fnP1Yla9euHT09PVP7ZSRZXFwc586dSwcHB5qZmXHo0KHJerJ66dIlmpmZsXnz5qm66IqJiWHXrl0JgAEBAXq58VlXNJnA/NfPZVVBQUFqGzO5FAoFlyxZQkdHR1pYWHD8+PGJVvBzdHRUawnwP4mNjaWvry8zZMiQ4gqJf/L06VMC4Jo1a357T9fNM69cuUJnZ2e6u7vz4cOHOolBJPo3MZkxQDExMaxZsyZNTU3/uKZW3ymVSh44cICNGjWiXC6niYkJW7ZsyePHj4tPa3SoRIkS9PX11XUYSRIXF8c5c+bQ3t6eFhYWHDt2rEarcV24cIEAklVVMC4ujgcPHmSnTp3o6OhIAMyaNSv79+/P8+fPc9CgQTQ3N1f1uRkzZgzNzMwIgIsXL/5tvCVLllAqlSart406fP36lUOHDqWpqSkdHR05d+7cv/YCefXqFTNnzszixYunKvl4+fIlS5QoQWNjYy5atEj8fKB2E5j/mjhxIgHofE9deHg4+/XrR7lczmzZsnHr1q2/fd2fP38mAG7cuFEr8RQsWJBubm5qbdZarlw5VqlS5bfXddk8c9++fbSwsKC3t3eKenSJRJogJjMGKjo6mtWqVaOZmZnaH29r07t37zhp0iRVydncuXNzypQpWu19IfpRuQiA3lbM+0kQBO7evZt58+alRCJh+/bt1V6p6E8aNWrEXLly/bXSV2xsLPft28d27dqpejHlyJGDgwYN4qVLl3654AoLC6OVlZWqod+bN28ol8tZqFChP85169YtAtDZ7/vLly9VJa5z587Nbdu2/fHC+du3byxatChdXV1T9b05evQoHR0d6ebmxgsXLqQmdIOnywTmvwYPHkwAXLp0qdbmTMj9+/dZs2ZNAmClSpV48+ZN1Xs/N9Ffu3ZNK7G8fPmSrq6uLFSokNr2hi5dupQSieSPCZIummcuW7aMMpmMtWvXFquVivSKmMwYsO/fv7NKlSo0NzfniRMndB1OqgiCwGPHjrFFixY0NjamkZERGzduzIMHD4rVirTA39+f2bJl00hZXnW5efMmK1euTACsWLGi1i5SHj16RKlUyoULF/7x/ZiYGO7atYtt2rT55UJz6NChvHr1aqIXmkFBQTQ1NVWt/2/atCmzZMnyxw3zSqWS1tbWDA4OVt8XlwLXr19n1apVCYA+Pj6/rJdXKpVs3Lgxzc3NefXq1RSNLwgCJ0+eTKlUSl9f33R7Y0OfEph/EwSBXbt2pVQq5ebNm3USw3/t2bOHuXPnplQqZbdu3RgWFsaVK1cSgFYvum/dusUMGTKwcuXKaimfHh4eTlNTU06ePPm397TZPFMQBI4aNYoA2LlzZ61XthOJ/kZMZgzct2/fWKlSJVpYWPDUqVO6DkctwsLCOGPGDHp4eBAAs2fPznHjxqmlP4Xod+/evaOxsbFGSoyqw9u3b9mxY0dKpVLmzp2bO3fu1OqFXNeuXeno6PjLcqno6Gj+888/bNWqFa2trQmAefPm5YgRI3jz5s0kxxceHk5bW1v26NGD5I9qbD/LI3t7e/82TuXKlVNdTU1dDhw4wEKFCqkqxz1+/JhBQUEEwK1bt6ZozK9fv6oKOQwePDjdXTTpawLzX0qlki1atKCRkZHeVJWLjY3ltGnTaG1tTVtbW1atWpUuLi5aj+Po0aM0MjKiv7+/Wr5fTZs2Zf78+X8ba/78+VppnhkXF8d27doRAIODg/XmZ1Ak+jcxmUkDvn37xgoVKtDS0pJnzpzRdThqIwgCz5w5w7Zt29LMzIwymYx+fn7cvXu3Xj9BMDRjxoyhubm53jUe/P79O4ODg2lpaUlbW1vOmjVLbc0ik+rDhw80NTXlmDFj+O3bN27dupXNmzenpaWlqojF6NGjU1U0Yfz48TQ2NmZoaCgFQWD+/PlV5ZH/u6Rs+PDhdHR01JsLCoVCwRUrVtDFxYUymYwAOGzYsBSNdffuXebNm5dWVlbJ2ptk6AwlgfmvuLg41qlTh2ZmZnp1I+39+/fs2LEjAdDCwkInhXJ+FlNJ6e/Cv+3Zs4cAfnvSee3aNY03z4yMjGT16tUpl8u5evVqjc0jEqWWmMykEVFRUSxXrhytrKzSZJnE8PBwzp8/n56engRAV1dXjhw5kqGhoboOzaDFxcUxc+bM7NSpk65DUREEgevXr2eWLFkol8vZu3dvnVW8GzJkCE1MTFi3bl2am5sTAD09PTlu3LhUNc78t8jISDo4OLBjx44kf9xxlUqlzJs3L6tXr/7LsT8vbNTZP0cdTp48SblcTrlcTmtra06aNCnRKlP/tXnzZlpaWtLDw0NjjUH1iaEmMP8VHR3NihUr0traWu+aI7u7uzNTpkwEQD8/Pz5+/Fir80+aNIkAElyemlTx8fF0cnJi7969f3tdk80z3759Sy8vL1pZWRlc5VRR+iMmM2lIZGQky5QpQ2tra168eFHX4WiEIAi8dOkSO3XqREtLS0okElavXp1bt279a4Ul0e82btxIAL9snNWls2fPsmTJkqoLEF1c2EZERHD9+vWsW7cuARAAixYtygkTJvDRo0camXPKlCmUy+V88uQJIyIiaGVlRT8/PwL4pXFlWFgYAXDt2rUaiSMlXr58yUyZMrFkyZIMDQ1l9+7dKZfLmSVLFq5ZsybRPW/x8fHs168fAbBp06Zar9SmTWklgfmviIgIent708HBQW0JfmoplUqamJhwxowZ3LhxI93c3GhsbMzBgwczIiJCKzEIgsDu3btTKpVy165dqRqrT58+dHJy+m3ZZcWKFTXSPPPevXvMli0bM2fOzOvXr6t9fJFI3cRkJo2JiIhgqVKlaGNjw8uXL+s6HI2KjIzk0qVLWaJECQJgxowZOXjwYK3fgTNkpUuXZsWKFXUdBp89e6bq8u3p6cmjR49qdf7w8HCuWbNG1ZT2ZxlliUSileIa3759o7Ozs6rjd/fu3ZkxY0ZmyZLlt6Z/uXPnVu2x0bWoqCh6eXnRzc2Nb9++Vb3+4MED1q9fnwDo5eX1xxLy7969Y/ny5SmTyThjxgyDvZhPTFpNYP4rLCyMBQoUoIuLi856n/zbs2fPCEC1n+fbt2+qYhuZMmXiqlWrtFJYRqFQ0M/Pj+bm5qmqyHf16lUC4J49e355fejQocyYMaNaf45OnTpFW1tb5s+fny9evFDbuCKRJonJTBr09etXlihRgra2timuKGRobty4wR49eqguGCpVqsQNGzYwJiZG16HprStXriS7d4q6ff36lYMHD6aJiQkzZcrE5cuXa20/1OfPn7ly5UrWqlWLxsbGBMDSpUtz+vTpfPLkCd3d3dm0aVOtxEKSs2fPplQq5b1793j79m0CYJs2bSiTyX65QGzdujWLFi2qtbgSolQq2ahRI1pYWCR49/bUqVOqJ201atTgrVu3SP54Apc5c2ZmzJhRo2v+dSG9JDD/9ebNG+bIkYM5c+b8JbHVhf379xMAnz59+svroaGhqpsmxYsX5/nz5zUey7dv31iyZEk6Ojqm+EabIAgsUKDAb59Hu3bt+uPXmVIhISE0MTFhhQoV+OXLF7WMKRJpg5jMpFHh4eH09vamnZ1dunpM/P37d65evZply5YlANrb27NPnz68e/eurkPTO23btmWWLFl0UjEqPj6eixYtopOTE83MzDhy5EitLDEKCwvj0qVLVZtaJRIJy5Yty1mzZvHly5eq47Zs2UIAWn26GR0dTVdXVzZr1owkWb58eZYuXZr29va/9JNYsGAB5XK5RpuEJsWIESMIgNu3b0/0OEEQuHnzZrq7u1MikbBUqVI0MjKij49PmqlQmF4TmP96+vQpM2fOzIIFC+q0oMisWbNoYmKS4I2RkydPqvZf+vv7a/zn8OPHj8yVKxdz5crFjx8/pmiMyZMn08TE5Jck4+PHjwTAdevWpTrGmTNnUiKRsFmzZuJNQJHBEZOZNOzLly8sWrQo7e3tf1l3n17cvXuXffv2pb29PQGwTJkyXLVqlc4vAvXBhw8faGJiwokTJ2p97oMHD7JAgQKqCwlNL2V4//49Fy1axCpVqlAmk1EqlbJChQqcO3fuH5s6CoLA4sWL62T53cKFCymRSHjr1i1u3ryZANilSxeamZmpLoJ+VjHSZQWp9evXEwAnTJiQ5HO+fPnCYsWKEQDlcjmHDh2qtf0LmiAmMH92584d2tvbs2TJkjrbA9W9e3fmz58/0WMUCgUXL15MBwcHWlhYMDg4OFlFK5Lr8ePHdHR0ZMmSJVP0N+j169eUSqVcsmTJL6/nzJkzVctOlUol+/btSwAcOHCg2NdNZJDEZCaN+/TpE4sUKUIHBwfVEo/0JiYmhhs3bqSvry8BMEOGDOzevXu6emL1X+PHj6epqSnDwsK0Nufdu3dV3brLli3LS5cuaWyut2/fcv78+axUqRKlUillMhl9fX25cOFCvnv3LtFzf/Z62bt3r8biS0hsbCyzZ8/OBg0aMC4ujs7OzgwICKCZmRlHjRpF8n9VjP7USE8bzp8/TxMTk2T10Xj8+DELFSpEc3NzLl68mAMHDqSJiQkzZszIBQsWGEw/GTGBSZpLly7RysqKvr6+Gk0QElK5cmU2aNAgScd++fKFffr0oVwuZ/bs2blt2zaNfR8vXrxIc3Nz1qtXL0XLaatWrcqyZcv+8pq/v3+Kl51GR0ezSZMmlEgknDNnTorGEIn0gZjMpANhYWEsXLgwHR0dU9UPIy14/PgxhwwZQmdnZ9W66SVLlqTpKkr/FR8fT1dXV7Zv314r8338+JHdu3enTCZjjhw5GBISopGLhdevX3P27NksV64cJRIJ5XI5q1WrxiVLliSri3zt2rVZoEABnV2YrlixggB45coVjhw5kpaWluzUqRPt7e1V3cwrVKiQ5Is1dXrx4gWdnZ1ZqlSpJF+k7tq1ixkyZGDOnDl/qZoXGhpKf39/VcPRHTt26GUyICYwKXP8+HGamprSz89P68mqm5sbhwwZkqxz7t27x+rVq6v2XGqqwuOuXbsolUrZvXv3ZP/srFmz5rc9Mj+bZyb3ac+nT59YtmxZmpqapqu+TqK0SUxm0omPHz+yYMGCzJgxo96Uz9SluLg4btu2jTVq1KBEIqGlpSU7duzIixcvpvmLk5/7QTT9ZComJoZTpkxhhgwZmCFDBk6dOlXta7FfvHjBGTNm0MfHhwBoZGTEmjVrcvny5SnqTXPnzh0C4MqVK9UaZ3LEx8czd+7crFWrFl+9ekWZTMbRo0dTJpOp7p4OGTKEmTJl0urPalRUFD09PZklS5a/Pt0ifyzj+bmvpm7dugluKL569arqqWn58uX1oqy8mMCox549eyiXy+nv76+15Uvfvn0jAK5YsSJF5+/Zs4e5c+dWJRyaeHq9cOFCAkj209WoqChaWFhwzJgxqtd+LjtNTtXF58+fM1++fLS3t+fZs2eTFYNIpI/EZCYd+fDhAwsUKMBMmTKli8Z0SRUaGsqgoCC6uroSAAsXLsx58+YxPDxc16FpRNmyZVmuXDmNjS8IAkNCQpgjRw7KZDJ27949WU9G/ubZs2ecOnWqqkqWsbEx69Spw9WrV6e6Ak9AQABdXFwYGxurnmBT6GcH8XPnzrFhw4bMly8fmzdvzmzZsjE+Pp47duwgAK01jVUqlWzQoAEtLCyStP/u06dPrF69OiUSCcePH//XC1lBELh3717VXqpmzZqprUJTUokJjGZs3LiREomEPXr00Mq/4fXr1wkgVRfpsbGxnDp1Kq2trWlra8s5c+ao/enSsGHDCIDr169P1nlt2rRhzpw5Vf+WyW2eefXqVTo7OzN79uzidYAozRCTmXTm/fv39PDwYObMmfnw4UNdh6NXFAoF9+zZQz8/P8pkMpqZmbFNmzY8ffp0mrmQ+fmHfsuWLRoZ/9KlS6pKcjVr1lRbFbnHjx9z0qRJqg3kJiYmrFevHtetW8evX7+qZY7Xr1/TyMhIZ3tR/k2hUNDDw4NVqlTh0aNHCYBLlixRVS56//49AXDjxo1aiWfYsGGUSCTcsWPHX4+9cuUKs2XLRnt7ex44cCBZ8ygUCi5dupSZMmWisbEx+/btm6InbEklJjDasXjxYgLg8OHDNT7Xpk2bCEAtPzfv3r1jhw4dKJFImD9/fh4+fFgNEf4gCAJbt25NIyOjZPXVOnLkyG/JWlKbZx44cICWlpYsVqxYkp6uikSGQkxm0qG3b98yb968dHFxERtMJuD169ccP348s2fPTgD08PDg9OnTtbphXhPat29PV1dXtd9lfPnypWr/Q4ECBZJ9EfsnDx484Pjx41mkSBECoJmZGRs1asSNGzdqpArWoEGDaGVlpTdP5EJCQgiAx48fZ968edm4cWNWq1aNhQsXpiAIzJEjB3v37q3xONauXUsASbrzu3z5cpqYmLBo0aJ8/vx5iueMiorimDFjaGFhQVtbW7UuUfyZwAQEBIgJjBZNmTKFADhlyhSNzjNmzBg6ODiodcwrV66wTJkyBMB69eqp7e9mbGwsK1euzAwZMiS5QI9SqaSbmxu7dOmiei0pzTNXrFhBuVzOWrVqqfbeiURphZjMpFNv3rxh7ty56ebmxidPnug6HL2lVCp56NAhNmnShEZGRjQ2Nmbz5s159OhRg7voCQsLo6mpKcePH6+2MSMjIzly5EiamZnRycmJixYtSlWidPfuXY4ZM4aFChUiAFpYWLBp06bcsmWLRv8AR0REMEOGDOzfv7/G5kgupVJJT09PlitXjrNmzaJcLleVa96/fz9btGjBEiVKaDSGc+fO0cTEhG3atEn05z0mJoadOnUiAHbo0EFtFazevXvHLl26UCaTMVu2bFy/fn2K9l4klMAMHTpUTGC06OfSqsWLF2tsjlatWrF06dJqH1cQBG7YsIGurq40NjbmkCFD1HJT5evXryxUqBBdXV356tWrJJ0zZMgQ2traqhL8xJpnCoLA0aNHEwA7duxoMJUDRaLkEJOZdOzVq1fMmTMns2TJ8kuHcdGfffjwgVOmTGHu3LkJgDlz5uTEiRMN5nH9xIkTaWJiopb9K0qlksuXL2emTJloYmLCIUOGpGi5lyAIvHXrFoOCgujh4UEAtLKyYosWLbht2zZ+//491bEmxbRp02hkZPRL40x9sHPnTgLgP//8QwsLCwYFBdHb25sVK1bknDlzaGxsrLEGd6GhocyYMSN9fHwSnePFixf09vamiYnJbz0w1OXu3busW7cuAbBYsWI8fvz4X88RExj9IwgCu3fvTolEorElkt7e3gwICNDI2OSPAgNBQUE0NTVlpkyZuGrVqlQXN3j16hXd3NxYqFChJD0Zvnv3LgFw69atJBNunhkXF8f27dsTAMeNGyf+zIvSLDGZSedevnxJd3d3ZsuWLVXLQtITQRB44sQJtmrViiYmJpTL5WzQoAH37duXot4B2hAfH88sWbKwbdu2qR7r2LFjqqVfzZo1S3YiLAgCr1+/zmHDhjFPnjyq3j/+/v7cuXOn1vtSxMXF0c3NjW3atNHqvEnxs4FnyZIl2alTJ2bKlIkbNmxQVVxL7UbnhERGRrJw4cLMmjUr379/n+Bxhw8fpoODA7NkyaLRvkE/HT9+nN7e3gTAOnXq/LYnS0xg9J9SqaS/vz/lcjn37Nmj1rEFQaC1tbVWmgE/f/6cTZo0IQCWKFGC58+fT9V4t2/fZoYMGejr65ukAiTFihWjn5+f6v/PlSvXL80zIyMjWaNGDcrlcp1WZxSJtEFMZkR88eIFs2fPzhw5cmi8G3ta8/nzZ86ePVtVhSlr1qwcM2aM3t3h37Ztm6p3SUo9fPiQ9erVU/3xTs5FtCAIvHz5MgcPHsycOXMSAG1tbRkQEMA9e/Zo7OlCUvzs3aCvTWX3799PAJw7dy4BcNOmTcyVKxfr169PU1NTTp8+Xa3zKZVK1qtXj5aWlgn22hAEgRMmTKBUKmWVKlX48eNHtcbwt/g2bNjAbNmyUSaTsUOHDly7dq2YwBiQ+Ph41qtXj6ampskqKfw3b9++JQCt9k05ceIEPT09CYCtW7fm69evUzzWsWPHaGxszFatWv3153b27NmUy+Wq373WrVurmme+ffuWXl5etLKy4sGDB1Mcj0hkKMRkRkTyx12mbNmy0d3dPcnrdkX/IwgCz507x3bt2tHc3JxSqZS1a9fmjh079GKNcoUKFejj45Oicz9//szevXtTLpczS5Ys3LBhQ5IuEAVB4IULFzhgwABVIQV7e3t26NCB+/fvZ1xcXIriUSdBEFioUCHWqFFD16EkSBAElilThl5eXvTx8WHFihW5aNEiSiQSFi1alE2aNFHrfEOGDKFEIuGuXbv++P7Xr19Zv359AuCwYcN08jQyNjaWO3bsoLe3NyUSCQHQzs6O/fv3FxMYAxEdHU1fX19aWVnx8uXLahnzxIkTBKD15tAKhYKLFi2ig4MDLSwsGBwcnOInzD+fvA4dOjTR4z58+EC5XK7qPbVgwQLK5XJeu3aN2bJlY6ZMmXjt2rUUxSASGRoxmRGpPHv2jFmyZGGuXLlSdXcpvfv69SsXLlxILy8vAmDmzJk5fPhwje5L+hQVy+Wnn7L/lusMWHGB/svOM2DFBfbfcp3jtpyh1Mw62WvU4+LiOGvWLNrZ2dHS0pLBwcF/3cOiVCp59uxZ9u3bl1myZCEAOjo6snPnzjx8+LBeJHb/duDAAQJIVmlUXTh27BgBsE+fPgTAq1evMmPGjCxUqBDd3NzUNs/q1asTrTh1+/Zt5s6dm9bW1kkq06xOCS0h69OnD1u3bk1jY2NmypSJS5Ys0dvlnqJfRUZGskSJErS3t1dLArJ48WJKpVKdPen98uUL+/TpQ7lczuzZs3Pbtm0pSqx/Vn5bsGBBosfVrVuXxYsXJ/m/svvW1tb08PDQWg8qkUgfiMmM6BdPnjyhq6sr8+TJwzdv3ug6HIN35coVdunShVZWVpRIJKxatSq3bNmitqaM1198Yec1l1ki+DCzDt6d4H9Zeq5mx1UXef3Fl7+OKQgCd+7cqeqC3bFjx0SLHCiVSp46dYq9evVSNR51dnZm9+7deezYMb2+sKxcuTKLFi1qEHfyK1WqxPz589PR0ZE9evRgcHAw5XI5AajlaeqZM2dobGzMgICAP/57bNy4kebm5ixQoIDWelQlZw/M06dP2bx5cwJg/vz5uWfPHoP4vqZ3nz59YsGCBZk5c+ZUN0rt168f3d3d1RRZyt27d4/Vq1cnAPr6+iZ7CasgCOzZsyelUil37tyZ4HFbtmwhAN67d09V6TB79uz8/Plzar8EkcigiMmM6DePHj2ii4sL8+bNazCVuvRdVFQUly9fzlKlShEAnZycOGDAgBR3YI6NV3LUztssOu5goknMf/8rOu4gR++6zTjFn6vvXLt2jZUqVSIAVq5cOcFu7wqFgsePH2f37t2ZKVMmAqCLiwsDAwN58uRJvU5gfrpy5YpWG0+m1pkzZwiA9evXp5WVFV+8eEELCwsCYEhISKrGfv78OZ2cnFi2bNnf7mrHxcWpngi1aNFC4z0qUruJ/9KlSyxfvjwBsFKlSqnaJybSjrdv39Ld3Z05cuRI1U20OnXq6M2SUUEQuHv3bubKlYtSqZTdu3dPViNPhULB+vXr08zMjBcuXPjjMdHR0bSxsWGVKlUokUjo5OTE2rVrq+tLEIkMhoQkIRL9x6NHj1C+fHnY2tri2LFjcHJy0nVIacbt27exZMkSrFmzBl++fEGFChXQsWNHNGjQAKampn89/1usAh3WXMa5J59SHEMpd3ss9S8GCxM5AODt27cYMWIEli9fjjx58mDq1KmoWbMmJBKJ6hyFQoETJ04gJCQE27Ztw4cPH+Dm5oZGjRqhUaNGKFmyJKRSaYpj0rYWLVrg3LlzePToEeRyua7DSZKaNWvi4cOHePr0KebPn48nT55g2rRp6NGjB2bPnp2iMSMjI+Hj44PIyEhcvHgRjo6OqvfevXuHJk2a4Ny5c5g+fTp69Ojxy8+EusTFxeHIkSPYsmULtm/fjvDwcOTKlQuNGzdGkyZNUKhQoWTNSxJ79uzBwIEDce/ePbRq1Qrjxo1D1qxZ1R67SD2eP3+OsmXLIkOGDDhx4gTs7e2TPUaePHlQs2ZNzJgxQwMRpkxcXBzmzJmD0aNHw8jICGPGjEHnzp2T9JkTHR0NX19fPH78GGfPnkXOnDl/eV8QBBQpUgQ3b95Ev379YGJigqVLl+Ldu3ca+T0VifSVmMyIEvTgwQNUqFABDg4OOHr06C8XOaLUi4mJwdatW7FkyRKcOHECdnZ28Pf3R8eOHZE/f/4/nhOvFNB6xcVUJTI/lXa3x8JmBTF75gxMnDgRpqamGD16NDp16gQjI6Mf88XH49ixYwgJCcH27dsRFhaGbNmyoXHjxmjUqBG8vb0N8o9maGgo3N3dMWPGDPTs2VPX4STZ5cuX4e3tDS8vL8THx2Pv3r3IkiULsmbNimfPniV7PEEQUL9+fRw7dgxnz55FgQIFVO+dOXMGjRs3BgBs2bIFPj4+avs6APUnMH+iUCiwfPlyjBw5EuHh4QgMDMTQoUNhY2Ojni9CpFb3799H2bJlkSNHDhw+fBhWVlZJPjc+Ph7m5uaYM2cOunTposEoU+b9+/cYNmwYli9fDg8PD8yaNQu+vr5/PS8sLAw+Pj4QBAFnz55V/R2OiYlBmzZtsGXLFpDE0aNH8e3bN9SpUwdPnjxBjhw5NP0liUT6Q5ePhUT67+7du6qNxmFhYboOJ8168OABBwwYQEdHRwJgqVKluHz58t+W9IzadTvBJWRu/UIIiZQAfv1PZpTAObvo5teHRkZG7Nevn2qd9b+X+dja2hIA3d3dOXjwYF6+fDlN7EPo1asX7ezsNL5kShP8/PxUS/tOnjzJ4sWLE0CKupEPGjSIUqn0l34fgiBw1qxZlMvlLFu2LN++fau22HXVByYyMpJBQUE0NzennZ0dZ8yYobZ9ayL1unLlCq2trVmxYsVkVQS7f/++QRTzuHz5Mn18fFRLRp88efLXc548eUInJyeWKFGC37594+fPn1muXDmampoyJCSE7u7uDAgIUDXPXLt2rRa+EpFIf4jJjOiv7ty5Q0dHR3p6eiZrza8o+WJjY7l582ZWqVJFVZmma9euvHr1Kq+/+JLoHhln/6kEQIe6A+jsP/V//7WeluA57v02c/e5W4yJieHOnTvZunVrZsiQgQCYO3duDhs2jNeuXUsTCcxPnz9/poWFBUeMGKHrUFLkxo0bqn1XzZo1U5VyTe7X87Pp5rRp01SvRUVFsUWLFqrKaeoon61PjSzfvHnDjh07UiqVMkeOHNy0aVOa+tlOK06ePEkzMzPWrVs3yT+DO3fuVFsxDE0TBIHr16+nq6srjY2NOWTIEEZGRiZ6zqVLl2hubs7KlSszb968tLOz4+nTp0mSo0aNoqWlJb99+8ZcuXKxe/fu2vgyRCK9IS4zEyXJ7du3UbFiRWTJkgWHDx+Gra2trkNK8549e4Zly5Zh+fLlePv2LXIFTEZcRo8Ej4+8thefDy9Glr4hkMiSvgfE/vsLPFoxCJGRkfDw8ECjRo3QuHFj5M+f3yCXkP1NcHAwxo4di9DQUIPdC9akSRMcPnwYkZGRePz4MXLkyAEHBwe8ffs2SfuWzpw5g0qVKsHf3x9LliyBRCLBo0eP0KBBAzx9+hTLli1Ds2bNUhyfNpaQpcadO3cwcOBA7N27FyVKlMDUqVNRpkwZncUj+t3+/ftRt25dNGnSBKtXr/7rz/XUqVMxevRoREREGMzn1rdv3zB58mRMnjwZtra2mDRpElq2bJng1zpnzhwEBgbCysoKFy9eRN68eQEAT58+hbu7O9atW4cDBw7g9u3buHLlija/FJFIp8RkRpRkN2/eRMWKFZEjRw4cOnRIXHeuJQqFApv+2YOgczFQGFsmeNyn/XMR++YhMrdL3kZwSXQ4WtiFomWjevDwSDhZSgtiYmKQLVs21KtXDwsXLtR1OCl27949FChQADKZDANHjMbmC8/wSTBDifKV4eDoBLlUAntLE3hksoafpwvsLIxV5z5//hzFixdHvnz5cOjQIRgbG2Pnzp3w9/eHs7Mztm3bluCercToewLzJ0ePHsWAAQNw9epV1KtXD5MmTULu3Ll1HZbo/23ZsgXNmjVD586dMW/evER/fjp27IirV68a5EV8aGgoBg4ciM2bN6NEiRKYNWsWSpQo8csxBw8eRMOGDWFnZ4cXL15g4sSJGDRokOr9smXLwsLCAlXrNMDoVXvQru9IfI1RQiEw0c8DkSgtEJMZUbJcv34dlSpVQq5cuXDw4EFkyJBB1yGlCyvOPMPo3XcTPebt6n6AUgGpmRViX9+DRGYE87xlYFuxHaQm5omeO6qOB9qWzq7OkPXS0qVL0alTJzx48AC5cuXSdTip4tcuEBciM8AkU25ILOwSPM7Z2hSebjboWt4dOWxkKF26NL5//44LFy7A1tYWQUFBGD9+POrVq4eVK1cm63faEBOY/xIEARs2bMDQoUPx+vVrdO7cGUFBQQb71C6tWb58Odq3b48hQ4YgODg4wePKly+PzJkzY8OGDVqMTr1OnDiBXr164caNG2jTpg0mTJiATJkyYdWqVejQoQOqVKmCzZs3Y/LkyRg7dizWrl2Lli1bAgBGz1mJecceIXPB0giPS3iOf38eFHaz0c4XJhJpmJjMiJLt6tWr8PX1Rd68eXHgwAFYW1vrOqQ0b0DIDWy58irB90kBL6c3BiRS2FYIgJFDFsS9fYjwMxtg7JQdGVtOhESS8DKNJsVcMblhYU2ErjcEQYCHhwc8PDywbds2XYeTYnEKARP23cP2qy8RHqNM8nkOFsZg6CU8DpmKc2dOw8nJCS1atMCRI0cQHByMgQMHJinxSAsJzJ/ExMRgzpw5GD9+PARBwKBBg9CnTx+Ymyd+I0CkeTNmzEDfvn1/exrxb87OzujSpQtGjRql3eDUTKlUYtmyZRg2bBhiYmJQqlQpHDp0CB06dMCCBQsgl8tBEgEBAVi/fj12792Hc9HO2Hn9NT59j0/yPA6WxqhbODOG1MgHI5nhlNQXif5ETGZEKXL58mVUrlwZ+fPnx/79+5NVQlOUfO1WXsTRBx8TfJ+CErEv70BmaQsjezfV61F3juHTrmlwajwKZu7FEjy/Uh5HLG9bXK0x65udO3fCz88PZ8+eRalSpXQdToqktscQKSCvjRTDKziiVdPG+P79OzZu3PjXErFpNYH5k0+fPmHcuHGYN28enJycMHbsWLRu3RoymUzXoaVrQUFBGDNmDBYuXIjOnTv/8t7Xr19hY2OD9evXo3nz5jqKUL3CwsJQsWJF3L59G7a2tli2bBnq1aun+j2Lj49HjTr1cM+xHIxcC/xltIT9t+eYSGSIxHRclCLFihXDwYMHcfv2bdSsWRNRUVG6DilNUwiJ33OQSGUwzVrol0QGAMzdvQEAcR8S70Hyt/HTgsmTJ8PHx8dgE5l4pZDqZqkSiRQPvgJN5hyBk3MmXLlyJcFEJi4uDvv27UO7du2QMWNG1KxZE6dPn0a3bt1w/fp1PHjwAOPHj0fhwoXTTCIDAPb29pgxYwbu3bsHHx8ftGvXDl5eXjhw4ICuQ0vXRo0ahcDAQHTt2vW3pWQPHjwA8KNpZloQFRWFNm3a4P79+xg/fjyKFy+OBg0aoEqVKrh9+/aPg6Qy2NUbkqpEBgDOPfmEjmsuI14pqCFykUg3xGRGlGLFixfHgQMHcOPGDdSuXRvfvn3TdUhpllya+MWiIjIMkdf3QxER9svrguLH4mmpeeJLAf82vqE7d+4czpw5gwEDBug6lBQL3ncvwURGEfERL2Y0RUzozSS9Z+JWEDWHLkaWLFl+OTa9JjB/4u7ujk2bNuH8+fOwtrZG9erVUbVqVdy4cUPXoaVLEokEM2bMQOvWreHv749du3ap3nv48CEAGPw+OOBHc82KFSvi5MmT2L17N4YOHYp9+/Zh165dCA0NhaenJ3r27ImgbddwMfSrWuY8++QTJuy7p5axRCJdEJ8rilKlZMmS2L9/P6pVq4Y6depg9+7d4hpzDbC3NEn0fSoV+Lx/LjKUbgabcq1Ur3+/dwqQSGHqmnh1KgerxMc3dFOmTEGePHlQp04dXYeSIjdehmPXjTd/fE/x9QPebxoJxv5+MyHB9yQS7Ln9Hg28wpEvo/kfl5B169YtzS0hS4kSJUrg5MmT2LFjBwYNGoQiRYqgdevWGDduHFxdXXUdXroilUqxdOlSREZGonHjxti/fz8qVKiABw8eIHPmzAa/3Pnhw4eoXr06oqOjcfLkSRQpUgTAj0Sudu3aqFq1KmbPno3xC9fCSloSUnOb38aICb2J9xuGJjhHhjItYFOmxW+v77zxBn6FXcSiACKDJCYzolQrXbo09u3bh+rVq8PPzw87d+6EmZmZrsNKUzwyJf5kxcjGGRb5K+LrhRBI5EYwzpwHsa/u4uu5zbAqUhNG9olfdP1tfEP28OFD/PPPP1i0aFGSerDoowUnniAs6tcSRaSAb7eO4MvR5b8dn9h7P4VFxaHD9E14vHKwmMD8hUQiQb169VCrVi0sWbIEo0aNwqZNm9CnTx8MGjRIrOqoRXK5HOvXr0edOnVQp04dHD16FA8ePDD4JWZnz55F3bp14eTkhGPHjiFr1qy/HWNsbIz+/fvjtk0pHH8S/sdxjJ1zwtl/6m+vh59cg9h3j2DhUf6P54VFxWHBiSdY2Kpoqr4OkUgXDPMvu0jvlClTBnv27MHZs2dRr149xMTE6DqkNMXP0wXO1qaJHmNfoycylG6KqFtH8GHLaHy7fRQ2ZVrCtnLHRM9ztjZF3cIu6gxXr0yfPh1OTk7w9/fXdSgp8vlbHK6/DP/t9fgPz/HpwHxYFKwEhzp9k/zev30ULNCua2C6W0KWUkZGRujWrRseP36Mfv36YebMmciZMyfmzp2L+PikV5ISpY6JiQm2b9+OQoUKoXr16rh586ZBJzPbt2+Hr68vPDw8cPr06T8mMj99/haH+x8T/vsqNTGHiUveX/5TfgtHTOgN2NcIhJFdwp/111+G4/O3ROo6i0R6SkxmRGpTvnx57N69G6dOnUL9+vXFhEaN7CyM4fmXx/8SuTFsfJrDpfNiZB2wHS5dliJDqcaQSBOvwuTpZpNmm6h9+PABK1euRGBgIExNE08G9dWO66/xLuL33yWZtSNcOi+BnW9HSOQmSX7vF+a2KFi7rZjAJJO1tTXGjRuHR48eoW7duggMDET+/Pmxbds2iAVCtcPCwgJ79uyBm5sbHjx4AHt7e12HlCJz585Fw4YNUadOHRw8eBB2dgn3jAIS/jxIiBAfi8+HF8HM3RsWecskeuy7iBjsvPE6yWOLRPpCTGZEalWxYkXs2rULx48fR8OGDREbG6vrkNKMruXd4WCp3qTDwdIYXcu7q3VMfTJ37lzI5XJ07dpV16Gk2N23EX98XWZmBbm1Q7LfS+r4or9zcXHBsmXLcP36deTIkQMNGzZE2bJlce7cOV2Hli7Y2Nhg2bJlAH40xH392nAuxAVBwMCBA9GzZ0/06dMHGzduTNINl+T+vkZe2gFl5Ke/PqFP6fgikT4Q98yI1M7X1xc7duxA3bp10bhxY4SEhMDYOG3e+demwm42qFs4M5afea6W8UgB5h/vIo9jWbWMp2++ffuGefPmoUOHDrC1tdV1OCn2KUqzNwQ279yPkAH1VU9m/v2E5r+vJfS/4rE//rdo0aK4efMmSpcujYwZMyJ37tywtLTU+7gN+dgXL14A+FHOuFChQmjWrBnMzMz0Nl6JRAKFQoGtW7fi5s2bqFWrFhwdHTFlypQkjXvpqwuApBU6oDIeEVd2wsKjHIxsMyfpnLBI8QakyPCIyYxII6pWrYp//vkHfn5+aNq0KTZv3gwjIyNdh2XwhtTIh3vvIlPVa+Sn7ObxuDBnGEqfXIWQkBDkyJFDDRHqjxUrVuDr16/o06ePrkNJFU33AHLO7IKKTZsCwC9LpH7+33/737R8bHLPsbKyQtasWREaGoq7d+/i9OnTyJEjB3Lnzg1jY+O/jvvzP33999DHY798+QIAcHJywosXL7B8+XK4urqqin3oW7wk8fXrV8THx8PKygrnz5//5Une38azqDUQxlk9kRTf7p+G8C0c1sUbJOl4IH30HBOlPWIyI9KY6tWrY/v27ahfvz6aNWuGjRs3iglNKhnJpJjVIB+K918GOOUGUrjPobS7PZb4F8OjuqfRsGFDFC1aFKtWrULdunXVHLFuKBQKTJ8+HU2aNEl0M60h0HQPII88uTGhbau/HyhKlujoaMycORMTJkzAx48fMXToUAQGBoqVHtUsMDAQhw8fxt27d3H9+nVUqFABLi4u2Ldvn979W7948QI1a9aEUqnEzp07UaZM4ntY/qTdyos4+uBjko79fv8MjByywDhj0m9UpfWeY6K0SdwzI9KomjVrIiQkBLt27ULLli2hUCh0HZLBGzqwH8JCRqN+fttk76FxsDRGO59sWBVQHBYmcnh6euLKlSsoX748/Pz8MHjw4DTxPdq6dSuePXtm0E0yf/pbj6HUSus9hnTFzMwMQ4YMwZMnT9CmTRsMHz4cefLkwZo1ayAIYrd1dfl3WWZPT0/s2bMHly5dQuPGjfWqwtyNGzdQqlQpREVF4ezZsylKZICkfx5QqUDM82swz5u8ZcTi54HIEInJjEjj6tSpo2rI16pVqzRxsawr27dvx7JlyzBz+jTM8PfBstbeqJ7f+a9lm52tTVE9vzOWtfbGyNr5YST736++jY0Ntm/fjilTpmDq1KmoXLky3r17p+kvRWNIYsqUKfD19VU1nTNkmu4BlJZ7DOkDR0dHzJ49G3fv3kXx4sXRunVrFC1aFIcPH9Z1aGnCf3vM+Pj4YPv27Th48CBat24NpVKpw+h+OHz4MMqWLQtnZ2ecP38eefPmTfFYSf19jfv4HIyPhYlrPo2MLxLpEzGZEWmFn58fNm3ahJCQELRp00Yv/sAYmjdv3qBDhw6oV68e2rdvD+BHUYCFrYpib2BZjKrjgSbFXFEpjyPK5XJApTyOaFLMFaPqeGBvYFksbFU0we7OEokE/fv3VzWgK1KkCE6cOKHFr059jh8/jitXrqSJpzJA0noMpVRa7zGkT3LlyoWQkBCcOXMGZmZmqFKlCmrUqIFbt27pOjSDFR0djRcvXiB37ty/vF61alVs2LABmzdvRrdu3XRaLnvNmjWoUaMGfHx8cPz4cTg7O6dqvKR+HsR/DAUAGDlkSfLY4ueByFBJKBbFF2lRSEgImjVrhubNm2PlypWQyRLvgSL6QRAEVK9eHbdv38bNmzfh4JC0srsp8e7dOzRv3hwnT55EcHAwBg4caFA9SGrWrInXr1/j+vXrBhV3YjqtuYSDdz+ofdzq+Z3Fjt86QBLbtm3D4MGD8fTpU7Rt2xZjxoyBi4t4IZkct27dQqFChXD69Gn4+Pj89v6KFSvQrl07DBgwAJMmTdLq5wFJTJgwAcOGDUO7du2wcOFCte0Z7bL2CvbfSfzp+dfzIQg/vhJZ+m+DRJ605cji54HIUIlPZkRa1ahRI6xbtw7r169H+/btxbXjSTR79mwcOnQIK1eu1GgiAwDOzs44dOgQBg0ahMGDB6NevXoIDw/X6Jzqcvv2bezbtw8DBgxIM4nMnTt3cGnlOCijvqh13LTeY0ifSSQSNGzYEHfu3MHMmTOxY8cO5MqVCyNGjEBkZKSuwzMYDx48AIBflpn9W0BAAGbOnIkpU6Zg4sSJWotLoVCga9euGDZsGEaNGoWlS5eqtfhN57LZYSZJfD9QhpKNkHXw7iQnMuLngciQicmMSOuaNm2KtWvXYs2aNejYsaOY0PzFrVu3MHjwYPTu3RtVq1bVypxyuRzBwcHYuXMnTp48CS8vL1y7dk0rc6fG1KlT4ebmhqb/X2rYkCkUCgQHB8PLywsxbx6idqFMANT3IL1u4cwJLjsUaYexsTF69uyJJ0+eoFevXpg6dSpy5syJhQsXinsLk+Dhw4ews7NL9AZPr169MHr0aAwdOhTz58/XeEzfvn1D/fr1sXTpUixbtgxBQUFqvbHy+fNnBPVsi3cX9gBqXFgjfh6IDJmYzIh0onnz5li1ahVWrFiBLl26iAlNAmJiYtCiRQvkzp0bEyZM0Pr8derUwdWrV2Fra4tSpUph6dKlOl1/npjXr19j/fr16N27t8GXAL958yZKlCiBESNGoG/fvrh27RqqOEQhNvSmWsYv7W6PITWStzFYpDkZMmTAhAkT8PDhQ1SvXh3dunVDgQIFsGPHDr39fdMHDx48+G2/zJ+MGDECffr0Qffu3bF27VqNxfPhwwdUrFgRx44dw+7du9GuXTu1jn/x4kV4eXnh9OnTWNnLD6Vyqucpvfh5IDJ0YjIj0plWrVph5cqVWLp0Kbp37y7+0f6DIUOG4NGjR1i3bh1MTTWzCfxvsmfPjjNnzqBt27bo2LEjAgIC8P37d53EkphZs2bB3NwcHTt21HUoKRYXF4fRo0ejWLFiiIuLw4ULFzBhwgTs378fTZs0QmnlbZTKbpeKGYjYFzcRXD3rLxXtRPrBzc0Nq1atwtWrV+Hm5oZ69eqhQoUKuHjxoq5D00v/rWSWEIlEgmnTpqFdu3Zo27YtduzYofZYHj16hFKlSuHFixc4efIkqlevrraxSWLOnDkoU6YMMmbMiGvXrsGvbm0s9S+G0u72qRr7Z88x8fNAZMjEn16RTrVu3RrLli3DwoUL0aNHDzGh+ZeDBw9i5syZmDhxIgoWLKjTWExNTbFw4UKsXr0amzdvRsmSJfHw4UOdxvRvERERWLRoEbp06QIrKytdh5Mi165dQ/HixTF27FgMGjQIly9fRrFixbB9+3Y0btwY9evXx8a1q7C6fQkE+GRLUY+hFkUzIXLXRCxbpPnlNqKU8/T0xMGDB7Fv3z58/vwZJUqUQLNmzfD06VNdh6Y3SCY5mQF+JDSLFy9G/fr10aRJExw5ckRtsZw/fx6lSpWCkZERzp8/Dy8vL7WNHRERgaZNmyIwMBDdunXDqVOnVI2ALUzkWBVQPMWfB//uOSYSGTKxmplILyxduhQdO3ZEz549MWvWrDSzeTulwsLCULBgQRQsWBD79++HVKo/9x1u376Nhg0b4u3bt1i+fDkaNWqk65AwdepUDB06FM+fP0fmzJl1HU6yxMXFYdy4cZgwYQLy58+PFStWqPrjbNu2DU2bNkWDBg2wbt06yOX/u+i48TIcC048wfWX4XgXEZPg+M7WpvB0s0HX8u4o7GaDPn36YNWqVXjx4gUsLS01/vWJUkepVGLVqlUYMWIEPn78iB49emD48OGws0vNEzrD9/HjRzg5OSEkJAQNGzZM8nmxsbHw8/PD6dOnceTIEZQoUSJVcezYsQPNmjVD0aJFsXPnTrV+X27cuIFGjRrh/fv3f/2sTerngaO5DEWzO6o+D0SiNIEikZ5YuHAhAbB3794UBEHX4eiMIAisV68e7e3t+fr1a12H80dfv35l48aNCYB9+vRhXFyczmKJjY2li4sLAwICdBZDSl26dIkFChSgXC7n6NGjGRsbq3ovJCSEcrmcTZs2ZXx8fIJjfIqK5YozTzkg5DoDVlyg/7LzDFhxgQNCrnPFmaf8FBX7y/GhoaGUy+WcMWOGpr4skQZERUVx7NixtLS0pI2NDadMmcLo6Ghdh6Uzp06dIgDeunUr2edGRUXRx8eHtra2vHnzZopjmDt3LqVSKRs2bKjW74UgCFyyZAlNTEzo6enJR48eJfnchD4P+m68QkefRuw/bJTa4hSJ9IWYzIj0yrx58wiA/fr1S7cJzZIlSwiA27Zt03UoiRIEgTNnzqRcLmfp0qX56tUrncSxcuVKAuCdO3d0Mn9KREdHc/DgwZTJZPTy8uKNGzd+eT8kJIQymYzNmjVLNJFJKX9/f7q5uek0CRWlzLt379i1a1fKZDJmzZqV69ato1Kp1HVYWrd06VJKJJIUJxHh4eEsUqQInZ2dk5UskKRSqeSgQYNUN9/U+e8fFRVFf39/AmCnTp34/ft3tY3dsWNHZs2aNV3+vIjSNjGZEemdOXPmEAAHDRqU7hKahw8f0tzcnO3bt9d1KEl29uxZurq60tHRkYcOHdLq3IIgsECBAqxVq5ZW502Nc+fOMV++fDQ2Nub48eN/Syg2b95MmUzG5s2baySRIclbt24RAFetWqWR8UWad+/ePfr5+REAixYtymPHjuk6JK0aOHAgs2fPnqox3r9/zzx58jBr1qx8+fJlks6JiYlhixYtKJFIOH369FTN/1937tyhh4cHzc3NuWbNGrWOTf7vadbx48fVPrZIpEtiMiPSSzNnziQADh06NN0kNHFxcfT29mbOnDkZGRmp63CS5cOHD6xSpQolEgnHjh2rtTt/e/fuNZg/zt+/f2f//v0plUrp7e3N27dv/3bMpk2bKJPJ2KJFC40lMj/VqlWL+fPnTze/X2nVyZMnWbx4cQJg7dq1DeoJZWr4+fmxWrVqqR7nxYsXzJIlC/PmzcsPHz4keuyXL19YsWJFmpiYcPPmzame+9/WrFlDc3Nzenh4aOx7KAgCs2fPznbt2mlkfJFIV8RkRqS3pk2bRgAcMWKErkPRiuHDh1Mmk/H8+fO6DiVFFAoFg4KCKJFIWKNGDYaFhWl8zooVK7J48eJ6f0F++vRp5s6dmyYmJpw0adIfE5WNGzdSJpOxZcuWVCgUGo/pxIkTBMDdu3drfC6RZgmCwE2bNjFHjhyUSqXs1KkT3759q+uwNCpv3rwMDAxUy1gPHz5kxowZ6eXlxfDw8D8e8+LFCxYoUIC2trY8efKkWuYlf9zk6NixIwHQ39+fUVFRahv7T4KCgmhlZaXW5Wsika6JyYxIr02ePJkAOGpU2t60eOrUKUqlUo4ZM0bXoaTavn37aG9vzyxZsvDChQsam+fy5csEwC1btmhsjtSKiopir169KJFIWKpUKd67d++Px/1MZFq1aqWVRIb8cQFcsmRJli1bVivziTQvJiaGM2bMoJ2dHS0sLDhq1CiDe8qbFPHx8TQyMuK8efPUNuaNGzdoY2PDsmXL8tu3b7+95+LiwqxZs/Lu3btqm/PRo0f09PSkqakplyxZopWbMo8ePSIAbtiwQeNziUTaIiYzIr0XHBxMABw7dqyuQ9GI8PBwZsuWjaVLl9b40iJtCQ0NZYkSJVQXHJr4I920aVO6u7tr7eI/uY4fP053d3eamppy2rRpCca5YcMGSqVS+vv7a/1r2b59OwHw7NmzWp1XpFmfP3/mgAEDaGJiQmdnZy5evDjNfLaQ/7sgV/cevbNnz9LCwoI1atRQVRY8fPgwra2tWaRIEb5580Ztc23ZsoVWVlbMlSsXr1+/rrZxk6J06dKsUaOGVucUiTRJTGZEBmHs2LEEwODgYF2Honb+/v60srLi06dPdR2KWsXGxrJnz54EwObNm6v1DvHTp08plUrVemdWXSIjI9m9e3cCYNmyZfnw4cMEj12/fj2lUilbt26tk6RMqVQyT548rFevntbnFmne8+fP2bJlSwKgh4cHd+/erfdLMpNi9+7dBMAXL16ofexDhw7R2NiYTZo04apVq2hkZMRq1aoxIiJCLePHxsYyMDCQANi4cWN+/fpVLeMmx8KFCymVStP8UkRR+iEmMyKDMWrUKALgpEmTdB2K2mzcuDHNV5XauHEjLS0tmS9fPrUt0ejZsycdHBx+Ww6ia4cPH2a2bNlobm7O2bNnJ1oIYd26dZRKpWzTpo1Ony79LHGb0BI4keG7fPkyK1asSACsWLEiL1++rOuQUmXatGk0NzfXWKGRrVu3UiqVEgDbtm2rthLmz58/Z/HixWlkZMQ5c+boLLH8/PkzjY2NOW3aNJ3MLxKpm5jMiAzKiBEjCCBNfAi/ePGCNjY2bNKkSZq4W5qYe/fu0cPDgxYWFly/fn2qxgoLC6O5uTmDgoLUE5wafP36lZ07dyYAVqhQgU+ePEn0+LVr11IqlbJt27Y6XyYXExPDzJkzixWO0jhBELh79256eHgQAFu2bMlnz57pOqwU6dy5Mz09PTUydnx8PLt06UIABMC+ffuq5fN5165dtLW1ZdasWXnx4kU1RJo6jRo10ti/oUikbWIyIzIogiBw6NChBGDQHcwVCgUrVKhAV1dXfv78WdfhaEVUVJRqyUu3bt0YExOTonHGjBlDU1PTv5ZR1ZYDBw7Qzc2NlpaWnD9//l/vFq9Zs4ZSqZQBAQE6T2R+mjx5Mo2MjPj69WtdhyLSsPj4eC5evJjOzs40NjZm//79De4zqEKFCmzSpInax42KimKdOnUok8m4dOlSzp49O9X7NePj4zlw4EACYJ06dfjp0yc1RpxyO3bsIIDfGvaKRIZITGZEBkcQBFX35dmzZ+s6nBSZNGkSJRIJjx49qutQtEoQBC5YsIDGxsYsXrw4nz9/nqzzv3//TkdHR3bt2lVDESZdeHg427dvTwCsXLlyku5y/zuR0acu3OHh4bS2tuaAAQN0HYpISyIjIzlq1ChaWFjQzs6O06dPT/ENBm3LlCmT2kv2v3//nsWLF6eFhQX37t2rev3nfs2U/K159eoVy5YtS5lMxsmTJ+vVE/jY2Fg6ODiwf//+ug5FJEo1MZkRGSRBENi/f38C0MtN4Im5cuUKjYyM0vWF48WLF5k1a1ba2dn9cuHwNwsXLqREIuGjR480GN3f7dmzhy4uLrSyskpySdXVq1dTIpGwXbt2epXI/DRo0CBaWVnxy5cvug5FpEVv3rxhp06dKJVKmT17dm7atEmvLrr/6+vXrwTAtWvXqm3MR48e0d3dnRkzZvxtP5EgCOzXr1+y9zYePHiQjo6OzJw5M0+dOqW2WNWpZ8+edHZ2TlOV7kTpk5jMiAyWIAjs06cPAXDhwoW6DidJvn37xrx589LT09Ng7oJqyqdPn1izZk1KJBKOGDHir0uuFAoFc+XKxYYNG2opwt99/vyZrVu3JgBWr149ydWUVq5cSYlEwvbt2+tlIkP+uKg1NjbmhAkTdB2KSAfu3LnD2rVrEwBLlCihtxfgP/tLXbp0SS3jnT9/ng4ODsyTJ0+CFSUFQWCHDh0olUq5bdu2RMf7d/PgqlWr6s1y2D+5dOkSAXD//v26DkUkShUxmREZNEEQVGUuFy9erOtw/qpbt240NTVVa+M1Q6ZUKjl+/HhKpVJWrlw50T/827ZtIwCeP39eixH+z44dO+js7MwMGTJwxYoVSb57vWLFCkokEnbo0EFvE5mfOnbsSGdnZ0ZHR+s6FJGOHDt2jEWLFiUA1qtXj/fv39d1SL9Yt24dAailpPGOHTtoZmbG0qVLMywsLNFjFQoFmzRpQmNj4wT727x7946+vr6USCQcM2aM3uyJS4ggCMyXLx9btGih61BEolQRkxmRwRMEQdXXY9myZboOJ0E/eyPMnTtX16HonSNHjtDJyYkuLi48c+bMH48pVaoUy5Urp+XIflRPa9GiBQGwdu3afPXqVZLPXb58OSUSCTt16qT3iQxJPnjwgBKJxCBuDIg0R6lUct26dcyaNStlMhm7du3K9+/f6zoskuTIkSPp7Oyc6nHmz59PqVTKBg0a8Pv370k6JzY2ljVq1KC5uflvjWZPnDjBTJky0cnJiYcPH051fNoSHBxMMzMztfXREYl0QUxmRGmCIAjs0qULJRIJV65cqetwfvP+/Xs6OTmxZs2aer0eXZdevXpFHx8fyuVyTp8+/Zd/p9OnTxMAd+3apdWYQkJC6OTkRFtbW65ZsyZZ37tly5ZRIpGwc+fOBpHI/NSgQQPmypVL7+8qizQvOjqaU6ZMoY2NDS0tLTl27Fid93Zq2rQpy5cvn+LzlUolBw8eTAAMDAxM9s/5t2/fWLZsWdrY2PD69etUKpWcOHEiZTIZy5Urxzdv3qQ4Nl0IDQ2lRCLhihUrdB2KSJRiYjIjSjOUSiU7duxIiUTCNWvW6DocFUEQWKtWLTo6OvLdu3e6DkevxcXFqTbbNmzYULWUxM/Pj/ny5dNaUvD+/Xs2btxYtdQmuZ2yfyYyXbp0MahEhvyxhwAAt27dqutQRHri06dP7Nu3L42NjZk5c2YuW7ZMZ8lukSJF2LFjxxSdGxsbqyoPP23atBTfWAoPD6eXlxcdHR1ZoUIFAuCQIUMMdiN9pUqVWLFiRV2HIRKlmJjMiNIUpVLJ9u3bUyqVct26dboOh+SP5Qy6eKpgyLZu3Upra2vmypWLO3bsoEQi0coSQkEQuHHjRjo4ONDe3p4bNmxI9gXP0qVLCYBdu3Y1uETmp/Lly7N48eLiU0TRL54+fcpmzZoRAAsWLMh9+/Zp9WdEEARaWFhw6tSpyT43PDyclSpVorGxMTdu3JjqWPbv30+5XE6pVKqXqwGSY+XKlQSQ7FL5IpG+EJMZUZqjVCrZtm1bSqVStfzRSo179+7RzMxML/qiGJqHDx+yUKFClMlktLGx0Xj1t3fv3rFBgwYEwMaNG6doj8CSJUtUiYwhJwJ79+4lAB47dkzXoYj00IULF1iuXDlVj6Vr165pZd6XL1+m6MbQy5cvWbBgQdrY2PDEiROpikEQBM6cOZNGRkb08vKiq6sr8+TJozd7ilIiIiKC5ubmHD9+vK5DEYlSRExmRGmSQqGgv78/ZTIZN2/erJMYYmNj6eXlxbx58+p8nbmhevr0KaVSKQGwY8eOGqmyJQgC165dSzs7Ozo6OnLLli0pGmfx4sUEwG7duhl0IkP++DcpVKgQq1evrutQRHpKEATu2LGDefLkoUQiYevWrZNcqjyljhw5QgB8+PBhks+5efMmXVxcmCVLFt65cydV84eHh7Nhw4YEwD59+jA2NpaPHj2is7MzPT09DbpHU8uWLZk3b16D/+wSpU9iMiNKsxQKBVu0aEGZTKaT9f+DBg2ikZERr1y5ovW504qhQ4fS0tKSc+bMoampKYsUKcInT56obfzXr1+zTp06BMDmzZvz48ePKRpn0aJFBMDu3bunmYuBtWvXEgBv3Lih61BEeiwuLo7z58+nk5MTTU1NOXjwYIaHh2tkrvnz51MulzMuLi5Jxx85coTW1tYsXLgwX79+naq5r169Snd3d1pbW//Wa+bmzZu0tbWlj48Po6KiUjWPrhw4cIAAePHiRV2HIhIlm5jMiNK0+Ph4NmvWjHK5nNu3b9favMeOHaNEIuHEiRO1NmdaExkZSVtbW/bp04ckee3aNbq7uzNDhgzcsWNHqsYWBIErV66kjY0NM2bMmKqfjYULFxIAe/TokWYSGfLHRWqWLFnYsmVLXYciMgAREREcMWIEzczM6ODgwNmzZzM2NjbF432KiuXy00/Zf8t1Bqy4QP9l51l8wApmbzaCy08/5aeoxMdet24djYyMWKVKlVT1pBEEgQsXLqSJiQmLFCnCx48f//G48+fP08LCglWrVjXIhsgKhYKZMmVijx49dB2KSJRsYjIjSvPi4+PZuHFjGhkZcefOnRqf7/Pnz3Rzc2P58uXF8rapMHPmTMpkMoaGhqpe+/LlC+vVq0cAHDRoUIqqB718+ZI1atQgAPr7+/PTp08pjnHBggUEwJ49e6apROanWbNmUSaT8dmzZ7oORWQgXr9+rSrCkjNnToaEhCTrd+P6iy/svOYySwQfZtbBuxP8r0TwYXZec5nXX3z55XxBEDhx4kQCYJs2bZL8FOdPIiMjVdXPunbt+tdlrkeOHKGJiQkbNmxokJXNBgwYQHt7+1QloSKRLojJjChdiIuLY8OGDWlsbMw9e/ZobB5BENisWTNmyJDhl4twUfLEx8cza9asbNWq1W/vCYLAKVOmUCaTsXz58kkumywIApcsWUJra2tmzpyZu3fvTlWMP6vUBQYGpslEhiSjoqJoZ2fHwMBAXYciMjA3b95U3TQoXbp0gs1wf4qNV3LUztssOu5goknMf/8rOu4gR++6zTiFkgqFgt26dSMAjhgxIlW/l7dv32bevHlpYWGRrMqYO3bsoEwmY0BAgMFVM7x16xYB8J9//tF1KCJRskghEqUDRkZG2LBhA2rWrIn69etj//79Gpln3bp12LhxIxYuXIgsWbJoZI70YMuWLQgNDUX//v1/e08ikaB///44evQoHjx4gCJFiuDEiROJjhcaGopq1aqhY8eOaNSoEe7cuYNatWqlOL558+ahW7du6NWrF2bOnAmJRJLisfSZhYUFevTogaVLl+LTp0+6DkdkQAoWLIi9e/fi8OHD+P79O3x8fNCoUSM8evTot2O/xSrQZuVFrDj7HGFRccmaJywqDsvPPEerpedQr1FTLFq0CIsXL8aYMWNS/Hu5evVqFC9eHDKZDJcvX0aLFi2SfG7dunWxatUqrFy5Ev369QPJFMWgCwUKFICnpyfWrFmj61BEomQRkxlRumFkZIRNmzahevXqqFevHg4ePKjW8Z8/f47u3bujVatWaNasmVrHTk9IYsqUKahatSoKFy6c4HHlypXDtWvXkDdvXlSqVAmTJk367cJBEAQsXLgQBQoUwL1797Bv3z4sW7YMNjY2KY5v3rx56NGjB/r06YMZM2ak2UTmp549e4Ik5s6dq+tQRAbI19cXV65cwerVq3Hx4kV4eHggMDAQYWFhAIB4pYAOay7j3JPUJcsXnofjinlRbNu+Ax07dkzRGNHR0ejQoQPatGmDxo0b4+LFi8ibN2+yx2nZsiXmzp2LmTNnYsyYMSmKRVdat26NXbt24fPnz7oORSRKMgkN6baBSKQGsbGxaNiwIY4cOYJdu3ahcuXKqR5ToVCgQoUKePXqFW7cuIEMGTKoIdL06ciRI6hcuTIOHTqUpO+NQqHAyJEjMWHCBNVdURsbGzx79gzt27fHsWPH0KlTJ0yZMgXW1tapim3u3Lno2bMn+vbti6lTp6b5ROannj17YsOGDQgNDYWFhYWuwxEZqOjoaMyePRvBwcEAgCFDhuB7nhpYffGV2uZo55MNI2vnT/Z5Dx8+ROPGjfHw4UPMnz8fAQEBqY5lwoQJGDp0KGbMmIHevXunejxtePfuHVxdXTF37lx06dJF1+GIREkiJjOidCkmJgb169fHiRMnsHv3blSqVClV440bNw5BQUE4ceIEypQpo6Yo06fq1avj/fv3uHr1arKShd27d8Pf3x82NjZo0qQJ5s2bBwcHByxbtgy+vr6pjmvOnDkIDAxEv379MGXKlHSTyAA/njrmzJkTM2fORI8ePXQdjsjAhYWFYezYsViy9QAcG42ExOz3mz+KiI94s6wHnBoMg2nWQgCA0Im1ExzTJEtBOLeYAAdLYyxr7Y3CbjZJjmfz5s3o0KEDMmXKhC1btqBQoULJ/pr+hCQGDx6MyZMnY/ny5WpJkLShVq1a+PLlC86ePavrUESiJBGTGVG6FRMTAz8/P5w6dQr79u1D+fLlUzTOxYsXUbp0aQwePBjjxo1Tc5Tpy82bN1G4cGGsW7cuWevUfzp27Bjq1q2LqKgoVKhQATt27Ej10xgAmD17Nnr16oX+/ftj8uTJ6SqR+alFixY4d+4cHj16BLlcrutwRGlAq4UncDo06rfXFV8/4P2mkVB8foWMzYNVyUzs6/u/Hfv94VlEXNgGh7oDYOHx4zO8en5nLGxV9K/zx8bGon///pg7dy6aNm2KJUuWwMrKKpVf1a9IomvXrliyZAk2b96Mhg0bqnV8Tdi0aROaNWuGhw8fIleuXLoORyT6K3HPjCjdMjU1xT///AMfHx/UqlULp06dSvYYUVFRaNmyJby8vBAUFKSBKNOXKVOmIEuWLGjcuHGyzlMqlZgxYwZq1aoFR0dH1KlTB8ePH0dgYCC+f/+eqphmzZqFXr16YcCAAek2kQGAgQMH4vnz59i8ebOuQxGlAZ+/xeHxF8Uvr5ECom4ewtsVvSB8//rbOSYueX/5T2Zph8jrB2DlVUuVyADA9Zfh+Pwt8UICz549Q5kyZbB48WLMmzcPGzZsUHsiA/woWDJv3jw0bdoUzZs3x4EDB9Q+h7rVrVsX1tbWWLt2ra5DEYmSRExmROmamZkZduzYgRIlSqBmzZo4c+ZMss7v06cP3rx5g7Vr18LIyEhDUaYPL1++xMaNG9GnT59k/Vs+ePAA5cqVQ79+/dCpUyfcunULO3fuxOrVq7F582aULFkSDx8+TFFMM2fORO/evTFw4EBMmjQp3SYyAODp6Ylq1aph8uTJBlWhSaSfdlx/jXcRMb+8Fv/hOT4dmA+LgpXgUKfvX8f4cnQppEYmsCnf5pfX30XEYOeN1wmet3PnTnh5eSEsLAxnzpxBt27dNPq7LZPJsGrVKlStWhX169dP9t8ZbTMzM0Pjxo2xevVqCIKg63BEor8SkxlRumdubo6dO3eiWLFiqFGjBs6fP5+k87Zv346lS5di5syZyJ07t4ajTPtmzpwJS0tLdOjQIUnHK5VKTJkyBZ6envj48SNOnjyJmTNnqjao+/v74+LFi4iNjUWxYsUQEhKSrHhmzJiBPn36YNCgQZg4cWK6TmR+GjhwIG7cuKH2SoCi9Ofu24jfXpNZO8Kl8xLY+XaERG6S6Pkxr+7h+4OzsCnXGlIT8ySNHx8fj4EDB8LPzw/ly5fH1atXUaxYsZR/EclgZGSELVu2oHjx4qhVqxauXbumlXlTqnXr1nj+/LneJ14iESAmMyIRgB/9NHbv3q26+3zx4sVEj3/z5g06duwIPz+/JF98ixIWHh6OxYsXo2vXrrC0tPzr8Xfv3kXp0qUxaNAgdO/eHdevX/9j4YUCBQrg8uXLqF69Oho3boy+ffsiPj7+r+NPnz4dffv2xeDBgzFhwgQxkfl/FStWRLFixTBp0iRdhyIycJ+iYn97TWZmBbm1Q5LOj7iwFbIMGWFRoOIf3w+L/HX8V69eoUKFCpgxYwamTZuG7du3w9bWNvmBp4KZmRl27tyJXLlyoVq1anjw4IFW50+OMmXKIFu2bFi9erWuQxGJ/kpMZkSi/2dhYYG9e/eiYMGCqFq1Ki5fvvzH4wRBQEBAAIyMjLB06VLxQlcNFi1ahLi4OAQGBiZ6nEKhwIQJE1CkSBFERETgzJkzmDp1KszNf78z+5OVlRU2bdqEWbNmYc6cOaoS2gmZNm0a+vXrhyFDhiA4OFj8/v6LRCLBoEGDcOzYMVy6dEnX4YgMmEJI+VJFRcRHRD++COtidSGRyv46/sGDB1GkSBG8ePECJ06cQN++fXX2e21tbY19+/bB0dERVapUwYsXL3QSx99IpVL4+/tj8+bNiI6O1nU4IlGixGRGJPoXS0tL7Nu3Dx4eHqhSpQquXr362zFz5szBwYMHsXLlSjg4JO0uoihhsbGxmDVrFlq3bg1nZ+cEj7t16xZKliyJ4cOHo0+fPrh27RpKlSqVpDkkEgkCAwNx8uRJvHjxAl5eXjh8+PBvx02dOhX9+/fH0KFDMX78eDGR+YP69esjZ86cmDx5sq5DERkwuTTlv1vfH/woGWzhUS7R8ZVKJUaOHInq1aujWLFiuHbtGkqXLp3iedXFwcEBhw4dglwuR+XKlfH+/Xtdh/RH/v7+iIiIwK5du3QdikiUKDGZEYn+w8rKCvv27UPu3LlRuXLlX9Y237p1C4MGDUJgYCCqVaumwyjTjvXr1+Pt27fo16/fH9+Pj4/HmDFjULRoUcTExOD8+fOYOHEiTE1Nkz1XqVKlcPXqVXh6eqJq1aoYO3asaoPr5MmTMWDAAAwbNgzjxo0TE5kEyGQy9O/fH1u3bsWjR490HY7IQJDE48ePsXbtWvTo0QOnj+5P8VjRTy7BxK0AZBYJLxMzlwmoUqUKxo8fj7Fjx2LPnj16dfMpc+bMOHz4MKKiolCtWjV8+fJF1yH9JleuXChZsqS41Eyk98Q+MyJRAsLDw1GlShU8ffoUR48eRZ48eVC8eHEIgoBLly7BzMxM1yEaPEEQULBgQeTMmRM7duz47f3r16+jbdu2uH37NoYMGYLhw4fDxCTxjcFJoVQqMXbsWIwZMwbVq1eHt7c3xowZgxEjRmD06NFiIvMXMTExyJYtG/z8/LBo0SJdhyPSQ5GRkbh06RLOnTuH8+fP4/z58wgLCwMA5MmTB66+rfDYukiC58eE3sT7DUN/6TMD/EiKXs5sBuuitWFTzj/B8+PPr4Py3lFs2LABFSv+eV+NPrhz5w7KlSuHPHny4ODBg0naM6hNCxYsQM+ePfH69WtkzJhR1+GIRH8kPpkRiRJgY2ODgwcPIlu2bKhcuTI6deqEBw8eYP369WIioyb79u3D3bt3MWDAgF9ej4uLw8iRI+Ht7Q2SuHjxIsaOHauWRAb48XRh1KhR2Lt3L06cOIExY8agffv2YiKTRKampujVqxdWrVqFd+/e6TockY4JgoD79+9jxYoV6Ny5MwoXLgwbGxv4+vpiypQpiIuLQ7du3bB37158+vQJ9+/fx+bJA+Fsnfynq8qIj2DsNxg5ZEnwGEXER7jLw3H9+nW9TmQAIH/+/Ni/fz9u3bqF+vXrIzb298IIutS0aVNIpVJs2LBB16GIRAkSkxmRKBG2trY4dOgQMmTIgDVr1qBXr14oVKjQ308UJcmUKVNQsmRJ+Pj4qF67cuUKihUrhgkTJmD48OG4dOkSvLy8NDL/tWvX8P37d7i4uGD16tVYsGCB2EMlibp06QIjIyPMnj1b16GItCw8PBwHDhzA6NGjUb16ddjb2yNfvnxo3749zp49i+LFi2Px4sW4c+cOPn/+rDq2Ro0asLOzAwDYWRjD080m2XMrv/1YjiU1TfgJRnZrCY7t35XoHjx94u3tjV27duHUqVNo3rw5FArF30/SEjs7O9SpU0dcaibSa+IyM5HoLz59+oQCBQogKioK5ubmOH78OPLly6frsAzexYsXUaJECWzduhUNGjRATEwMxowZg8mTJ6NQoUJYsWIFChcurLH5g4ODMWzYMAQFBWHo0KHo378/5syZg+bNm2Px4sV6t9xDH/Xv3x9Lly7FixcvYG1tretwRBqgVCpx9+5dnD9/XrVk7N69ewB+XOiWLFkSpUqVQsmSJeHt7Y0MGTIkeewbL8PRfvUlhEXFqS1eRdQX2N3ahEUThia5QIi+2L17N+rXr4+WLVti+fLlkEr1437zjh07UK9ePdy6dQsFChTQdTgi0W/EZEYkSgRJNGrUCMePH8fx48fRsmVLfPz4EcePH0eePHl0HZ5Ba9y4Ma5fv4779+/j8uXLCAgIwOPHjxEUFISBAwfCyMhIY3OPHz8ew4cPx6hRoxAUFKR6fdOmTejQoQPc3NywdetWMWn9i9evXyN79uwIDg5G//79dR2OSA3CwsJw4cIFVeJy8eJFREZGQiqVolChQqrEpWTJksiVK1eql2WO2X0Hy888V0/wAGq6m+LiwkG4cuUKAgICMHHiRDg5OaltfE3bsGEDWrZsiR49emDWrFl6sew1Li4OmTNnRvv27cUeUyK9JCYzIlEili9fjvbt2yMkJAQNGzbEx48fUbFiRXz+/BnHjx9H7ty5dR2iQXry5Aly586NGTNm4NWrV5g2bRq8vLywYsUKjd/5GzdunGqj/8iRI397//79+2jYsCFCQ0OxZMkSNG/eXKPxGLp27drhwIEDePr0qdr2NIm0Q6FQ4NatW6rE5dy5c3j8+DEAwMnJ6ZfEpVixYhp5WhmvFNB6xUWce/Ip1WOVdrfHqoDikIJYsmQJhg4dCpIYP348OnfuDJnszz1p9M2iRYvQpUsXjBw5EqNHj9Z1OACAHj16YPv27Xjx4oXB/DuK0g8xmRGJEvD48WN4enqiSZMmWL58uer19+/fo2LFivj69StOnDiBnDlz6jBKw9S9e3esX78eDg4OePnyJUaPHo1+/fpBLpdrdN6xY8di5MiRqsplCfn27Rs6d+6MdevWoVu3bpg+fbp4oZ6Ae/fuwcPDA8uXL0dAQICuwxEl4t27d6rKYufOncPly5fx/ft3yOVyFClS5JclY9myZdPaU4FvsQp0XHMZZ1OR0JR2t8cS/2KwMPnfZ0hYWBiGDBmCpUuXokiRIpg3b57BLD2bPHkyBg0ahGnTpqFv3766Dke1LPjgwYOoUqWKrsMRiX4hJjMi0R/Ex8ejbNmyCAsLw7Vr12BlZfXL++/evUOFChXw7ds3nDhxAjly5NBRpIbnxYsXcHd3h0KhQMmSJbFixQrkzZtX4/OOGTMGQUFBGDt2LIYPH/7X40li0aJF6NWrFzw9PbF582ZkzZpV43EaIj8/Pzx8+BB37tzRm3X+6V1cXByuX7/+y16X58+fA/jR46RUqVKqxMXLy0vnFRrjlQKC993DrhtvkrWHxsHSGHULZ8aQGvlgJPvzz9758+fRvXt3XL16Fe3atcPEiRPh6OiortA1ZujQoZgwYQKWLFmCDh066DQWksiXLx+8vb2xZs0ancYiEv2XmMyIRH8QFBSE8ePH48yZMyhRosQfj3nz5g0qVKiA2NhYnDhxAtmyZdNukAbo5MmTqFevHr58+YIxY8Zg6NChWlmyMHr0aIwaNQrjxo3DsGHDknXu5cuX0ahRI0RGRmLt2rWoUaOGhqI0XGfPnoWPjw/++ecf+Pn56TqcdOnVq1e/9HS5cuUKYmNjYWxsjKJFi6oSl1KlSsHV1VXX4SboxstwLDjxBNdfhuNdREyCxzlbm8DTzRZdy7ujcBKqoimVSoNbekYS3bt3x8KFC7Fx40Y0adJEp/EEBwdj/PjxeP/+vVggRaRfKBKJfnHmzBlKpVKOHj36r8e+evWKOXPmZNasWfn8+XMtRGeYIiMj2aNHDwKgXC5nq1attDZ3UFAQAXD8+PEpHuPTp0+sVasWAXD48OFUKBRqjDBtKFOmDEuXLq3rMNKF6Ohonj59mlOnTmWjRo3o4uJCAATArFmzslmzZpw5cyYvXLjAmJgYXYebIp+iYrnizFMOCLnORrMPM1vbKczUdDQbTt7GFWee8lNUbIrG/fDhA9u3b08A9PLy4rlz59QcuXoplUq2aNGCRkZG3Lt3r05jef78OQFw1apVOo1DJPovMZkRif7l69evzJ49O0uXLs34+PgknfPy5UvmyJGD2bNnZ2hoqIYjNDxHjhxh9uzZaW5uzsaNG1MqlfLp06can1cQBI4cOZIAGBwcnOrxlEolx48fT6lUSl9fX75//14NUaYdO3fuJACeOnVK16GkKYIg8OnTp1y/fj0DAwPp7e1NIyMjAqCZmRnLlSvHgQMHcvv27Xzz5o2uw1W7FStW0MzMjAULFuT9+/fVNu65c+dYpEgRAmD79u354cMHtY2tbnFxcaxbty7NzMx48uRJncZSoUIF+vr66jQGkei/xGRGJPqXNm3a0MrKik+ePEnWeaGhocyePTtz5MjBly9faig6wxIREcEuXboQACtUqMAHDx7Q3d2dTZo00fjcgiBwxIgRBMAJEyaodewjR47QycmJLi4uPHPmjFrHNmRKpZIeHh6sXbu2rkMxaFFRUTx+/DgnTJhAPz8/ZsyYUfXUJWfOnGzVqhXnzZvHK1euMC4uTtfhasy3b98YEBBAAGzXrh2/ffum9jkUCgXnz59PGxsb2tracv78+Xr71DU6OpoVK1aktbU1r1y5orM4li9fTolEwhcvXugsBpHov8RkRiT6f5s3byYArly5MkXnP3/+nFmzZmXOnDn56tUrNUdnWA4cOMAsWbLQwsKC8+bNo1KpZEhICAHw0qVLGp1bEAQOHz6cADhp0iSNzPHq1Sv6+PhQLpdz+vTpFARBI/MYmpUrVxIAb926petQDIIgCHz48CFXrVrFrl27skiRIpTJZARAS0tL+vr6ctiwYdy1axc/fvyo63C15v79+yxYsCDNzMy4YsUKjc/336Vn58+f1/icKREREcHixYvTwcGBd+/e1UkMX79+pZmZmdpvEolEqSEmMyIRfywVs7W1ZePGjVN1Yfr06VO6ubkxd+7caXLJx9+Eh4erLgp8fX357Nkzkj8u2ooXL84KFSpodH5BEDhs2DAC4OTJkzU6V1xcHPv160cAbNiwIb9+/arR+QxBbGwsXV1d2aZNG12Hope+fv3KQ4cOcezYsaxZsybt7e1VT13y5cvHgIAALl68mDdv3tTbJwSatmHDBlpaWjJPnjxaT4rPnj2r90vPPn36xAIFCtDFxUX1+aptLVq0YL58+cSbOCK9ISYzonRPqVSyUqVKdHFx4adPn1I93uPHj+nq6sq8efPy7du3aojQMOzdu5eurq60srLiokWLfvlDd+LECQLgnj17NDa/IAgcOnQoAXDKlCkam+e/tm7dSmtra+bKlYs3b97U2rz6atq0aZTL5el+GYpSqeSdO3e4bNkydujQgQUKFKBEIiEA2tjYsFq1ahw1ahT379/Pz58/6zpcnYuJiWHXrl0JgM2bN2dkZKRO4lAoFJw3b55q6dmCBQv0LrF88+YNc+TIQXd3d53cNNu3bx8B8PLly1qfWyT6EzGZEaV7U6ZMoUQi4ZEjR9Q25qNHj5g5c2Z6eHik+Y3inz9/Zps2bQiA1apV+2MRhNq1azN//vwau5MnCAKHDBlCAJw6dapG5kjMw4cPWahQIZqZmaV4mWJaERERQRsbG/bp00fXoWjVp0+fuG/fPo4cOZJVq1ZlhgwZCIASiYQFCxZkp06duHz5ct67d49KpVLX4eqVJ0+esGjRojQ2NubChQv14o7/+/fv2a5dOwJg0aJF9W7p2dOnT5k5c2YWKFBALTfhkiM+Pp7Ozs4MDAzU6rwiUULEZEaUrl27do1GRkbs37+/2sd+8OABM2XKxPz58+vlcgV12LFjBzNlysQMGTJw+fLlf7wIuXPnTqr2Iv2NIAgcPHgwAXDatGkamSMpvn//rtqw3KFDB0ZHR+ssFl0bNmwYLSws0uwTB4VCwevXr3PhwoVs27Yt8+TJo1ouZm9vz9q1a3PcuHE8cuQIIyIidB2uXtu+fTszZMjAHDly6HRje0LOnj1LT09P1e+1Pu1dunPnDu3t7VmiRAmtP8nq168fHRwc0nQRCpHhEJMZUbr1/ft35suXj56enhrrxXDv3j1mzJiRBQsW1Ks/gqkVFhbGli1bEgBr1aqVaMGDdu3a0cXFhbGxKesLkRhBEDho0CAC4PTp09U+fkosW7aMpqamLFKkSLKr4qUV7969o4mJCceNG6frUNTiw4cP3LlzJ4cOHcqKFSvS0tKSACiTyejl5cVu3bpxzZo1fPTokV48VTAEcXFx7Nu3LwGwfv36/PLli65DSpBCoeDcuXNVS88WLlyoN0vPLl++TCsrK/r6+mr1BsqNGzcIgDt37tTanCJRQsRkRpRu9ejRg6amprxz545G57l79y6dnJxYuHBhhoWFaXQubdi6dSszZsxIW1tbrl69OtGLtzdv3tDY2Fgjm/EFQeDAgQP1KpH56dq1a3R3d2eGDBm4Y8cOXYejE126dKGjoyO/f/+u61CSJS4ujpcvX+acOXPYsmVLuru7q566ZMyYkfXq1eOkSZN44sQJjZQLTg9evHjBUqVKUS6Xc8aMGQaTAL5//1719LVYsWK8cOGCrkMi+WNPoqmpKf38/LT6pKRw4cJs1KiR1uYTiRIiJjOidGnPnj0EwDlz5mhlvtu3b9PR0ZFFihTR+vpmdfnw4QObNGlCAKxXr16SNp4OHjyYVlZWDA8PV2ssgiBwwIABBMAZM2aodWx1+fLlC+vVq0cAHDRoUJKbsKYVjx49olQq5fz583UdSqLevHnDrVu3csCAASxbtizNzMwIgEZGRixRogR79erFDRs28Pnz5wZz0a3P9u3bR3t7e7q5ufHcuXO6DidFfi49k0gk7Nixo148dd+zZw/lcjlbtWqltT1ZU6dOpYmJSZpdTioyHGIyI0p33r9/TycnJ9aoUUOrFyc3b96kvb09ixYtalAf/oIgcNOmTXRwcKC9vT03bNiQpH+3iIgIZsiQQe37kQRBYP/+/QmAM2fOVOvY6iYIAqdMmUKZTMZy5cqlu3LdjRs3Zo4cOfRmSU5MTAzPnTvHGTNmsGnTpsySJYvqqYubmxsbN27MadOm8ezZs+l6z5MmxMfHq8qm16xZ0+CfUv9cepYhQwba2dnpxdKzjRs3UiKRsHv37lr52/bmzRtKpVIuWrRI43OJRIkRkxlRuiIIAmvXrk0HBwedlE2+fv067ezs6O3trfanFZrw7t07NmjQgADYqFEjvnv3LsnnTp8+nXK5nC9fvlRbPIIgqHq7zJo1S23jatrJkyeZKVMmZsyYkcePH9d1OFpz+fJlAuCmTZu0PrcgCAwNDeWmTZvYu3dvlixZksbGxgRAU1NT+vj4sH///gwJCUn3TW417c2bN6xQoQKlUimDg4PTVDW39+/fs23btqqlZxcvXtRpPIsXLyYADhs2TCvzVa9enT4+PlqZSyRKiJjMiNKVBQsW6HzT4tWrV2lra8uSJUvqbaNFQRC4bt062tnZ0dHRkVu2bEnW+XFxcXRzc2Pr1q3VGlOfPn20ujxQnd6+fau6oJs4cWKauqBLjK+vL728vDR+p/j79+88deoUJ0+ezAYNGjBz5syqpy7Zs2dnixYtOHv2bF68eFEjxShEf3b06FFmzJiRzs7OaTqRP3PmjN4sPZsyZYpWGgeT5Pr16wmAjx8/1vhcIlFCxGRGlG7cu3ePZmZm7Ny5s65D4eXLl2ljY8PSpUvrXenWN2/esG7dugTAZs2apeiP8tq1awlAbU0kBUFg7969CYBz585Vy5i6EB8fr+qHU7duXYNabphSBw8eJAAeOnRIbWMKgsAnT55w7dq17NGjB4sWLUq5XE4ANDc3Z4UKFTh48GD+888/yXqaKFIfpVLJsWPHUiqV0tfXN118H+Lj4zlnzhzV0rNFixbpbOnZ8OHDCUDjS8C+fftGKysrBgUFaXQekSgxYjIjShdiY2Pp5eXF3LlzMyoqStfhkCQvXrzIDBkysEyZMjrrdv1vgiBw5cqVtLGxYcaMGbl9+/YUj1OoUCFWr15dbXH16tWLADhv3jy1jKlru3btoo2NDbNnz66XvTXUSRAEFilShFWqVEnxGJGRkTx69CiDg4NZp04dOjo6qp665M6dm61bt+aCBQt47dq1dFdoQR99/PiR1apVo0Qi4ciRI3W+l0Tb3r17p1p65u3trZOlZ4IgsEePHpRIJNywYYNG5woICGCOHDnEAhkinRGTGVG6MHjwYMrlcl6+fFnXofzi/PnztLa2Zrly5XSaZL18+ZI1a9YkALZq1SpVFdcOHDhAADxy5Eiq4/p3IqPvVbGS6+nTp/Ty8qKJiQkXL16cpi8ENmzYQABJStwEQeD9+/e5cuVKdu7cmYULF6ZUKiUAWllZsXLlyhwxYgT37Nlj8JvI06LTp0/TxcWFDg4OPHDggK7D0anTp0+zcOHClEgk7NSpk9Z/XpVKJf39/SmXy7l7926NzXPs2DEC4OnTpzU2h0iUGDGZEaV5x48fp0QiYXBwsK5D+aOzZ8/S0tKSFSpU0HrfCkEQuHTpUlpbWzNz5szctWtXqsesXLkyixYtmuqLc0EQGBgYSABcsGBBquPSR9HR0ezSpQsBsE2bNmm2b0l8fDyzZ8/Opk2b/vZeeHg4Dx48yNGjR7NGjRq0tbVVPXXx8PBg+/btuWTJEt6+fTvd3eE3JIIgcOrUqZTJZPTx8RGLKvy/+Ph4zp49W7X0bPHixVrdLxcfH8969erR1NRUY3uWlEols2TJwk6dOmlkfJHob8RkRpSmffnyhW5ubixXrpxeXwidPn2aFhYWrFSpktYuaENDQ1m1alUCYEBAgFo6cF+9epUAuHHjxlSNIwgCe/bsSQBcuHBhquPSd6tXr6aZmRkLFizIBw8e6DocjZg7dy4lEgn37t3LJUuWsH379vTw8KBEIiEA2traskaNGhw9ejQPHjyo1x3hRb/6/Pkz/fz8CIADBw7UauNGQ/Hu3Tu2adNGJ0vPoqOj6evrSysrK166dEkjcwwbNowZMmQQS5qLdEJMZkRpWvPmzZkhQwY+f/5c16H81YkTJ2hubs7KlStrtGu6IAhcuHAhLS0t6erqyn379qlt7BYtWjBbtmyp2rfwc623Njav6pNbt24xd+7ctLKySnb1OH0VFhbGPXv2cMSIEaxYsaIqcZFKpSxcuDA7d+7MlStX8v79++mmultac+nSJWbLlo22trY6rRJpKE6dOsVChQpRIpGwc+fOWlt6FhkZyZIlS9Le3p537txR+/j3798nAG7evFntY4tEfyMmM6I062dFrXXr1uk6lCQ7duwYzczMWK1aNY3c4Xr69CkrVapEAOzYsaNae908f/6cMpmMs2fPTvEYgiCwe/fu6S6R+SkiIoKNGzcmAPbp08eg7nDHx8fz2rVrnD9/Plu3bs3cuXOrlos5Ojqybt26rFy5Mo2MjPj06VNdhytKJUEQOHfuXBobG9Pb25vPnj3TdUgG4+fSM2tra9rb23PJkiVaSeY/f/7MggULMnPmzBr5HSxRogTr1Kmj9nFFor8RkxlRmvTs2TNaW1uzRYsWug4l2Y4cOUJTU1PWrFmTMTExahlTqVRy7ty5tLCwYNasWdVaJven3r17087OLsWFDARBYLdu3QiAixcvVnN0hkMQBM6aNYtyuZylS5dWa9NRdXr37h3/+ecfDh48mBUqVKCFhQUBUC6Xs1ixYuzRowfXrl3LJ0+eqPZPffr0iebm5hw+fLiOoxelRkREBJs2bUoA7Nmzp9o+p9Kbd+/esXXr1gTA4sWLa2wJ2L+9ffuWOXPmZI4cOfj69Wu1jj137lzK5XK+f/9ereOKRH8jJjOiNEehULBs2bLMkiWLwa67P3ToEE1NTVm7du1UXyg8evSI5cuXJwB269ZNI31tPn/+TAsLixRfpCqVSnbt2pUAuGTJEjVHZ5jOnj1LV1dXOjo6aiT5TI7Y2FhevHiRs2fPZvPmzZk9e3bVU5dMmTKxQYMGnDJlCk+dOvXXPV+9evWira2tXpQjFyXfjRs3VMshxSVF6vHvpWddunRJVTXJpHj+/DldXV2ZP39+tS5z+/jxI42MjDhr1iy1jSkSJYWYzIjSnPHjx1MqlfLkyZO6DiVVDhw4QBMTE9atWzdFHcsVCgVnzJhBMzMzZs+enUePHtVAlD8EBwfTxMQkRY3xlEolu3TpQolEwqVLl2ogOsP14cMHVqlShRKJhGPGjNHavpJXr14xJCSE/fr1o4+PD01NTQmAxsbGLFmyJPv06cNNmzYxNDQ02VXrQkNDKZfLOWPGDM0EL9IIQRC4bNkympqasnDhwnz48KGuQ0pT4uPjOWvWLK0tPbt37x4dHBzo7e2t1htc9erVY9GiRdU2nkiUFGIyI0pTLl26RLlczqFDh+o6FLXYt28fjY2NWb9+/WTtn7h//z5Lly5NAAwMDNRoD5vo6Gg6OzunqCynUqlkp06dKJFIuGzZMg1EZ/gUCgWDgoIokUhYvXp1tW8Yjo6O5tmzZzlt2jQ2btyYrq6uqqcuWbJkYdOmTTljxgyeO3dObcuJ/P396ebmZlB7gtKzqKgoVSWuDh06aLRASXr39u1b+vv7EwBLlCih0d5oV65cobW1NStUqKC27+m2bdsIQCNFBkSihIjJjCjNiIqKYu7cuVmsWLE0dZG0e/duGhkZsWHDhn/9uhQKBadMmUJTU1PmzJlTK0+nlixZQolEkuySwkqlkh07dqREIuGKFSs0E1wasn//ftrb2zNLliy8cOFCisYQBIHPnz/nhg0b2KtXLxYvXpxGRkYEQDMzM5YtW5YDBgzgtm3b1L6e/t9u3rxJAFy1apXG5hCpx927d5k/f36am5uL3y8tOnnyJAsWLKjxpWenTp2imZkZ69Spo5a/mzExMbSzs+PgwYPVEJ1IlDRiMiNKMzp16kRzc/M02adj586dNDIyYpMmTRIse3znzh2WKFGCEomEffv21Uq/GqVSyTx58rBevXrJPq9Dhw6USCRcuXKlhqJLe0JDQ1miRAkaGRlx7ty5f13i9e3bN544cYKTJk1ivXr16OzsrHrq4u7uzpYtW3Lu3Lm8fPmy1m8A1KxZk/nz5091c1WR5qxbt44WFhbMly8fb9++retw0p34+HjOnDlTtfRs6dKlGll6tm/fPhoZGbFFixZqGb9r1650dXXV695uorRFTGZEacI///yT5sv5bt++nXK5nM2bN/8loYmPj2dwcDCNjY2ZJ08enj17Vmsx7dixgwCSNaeYyKRObGysqqFo8+bNVRvpBUHgo0ePuGbNGnbr1o1eXl6UyWQEQAsLC1asWJFDhw7lzp07+eHDBx1/FT/6KgHg7t27dR2K6D+io6PZpUsXAmDLli3FYg069t+lZ1euXFH7HJs3b6ZUKmWXLl1SfYPh3LlzBMDDhw+rKTqRKHFiMiMyeG/fvqWDgwP9/PzS/F3ekJAQymQytmzZkgqFgrdu3WKxYsUolUo5cOBAra9lL1OmDH18fJJ8vFKpZPv27SmRSMQlK6m0YsUKmpqa0tHRkRUqVKCDg4PqqUvevHnZtm1bLly4kDdu3NDLO6SCILBkyZIsW7asrkMR/cvjx49ZpEgRmpiYcPHixWn+M9WQnDhxQrX0rGvXrmpferZs2TICSPUSMUEQmCtXLrZu3VpNkYlEiROTGZFBEwSB1atXp7Ozs17cbdaGn3fQPD09aWRkRA8PjxTvoUiNn3ff/vnnnyQdr1Qq2a5dO0okEq5evVrD0aUtSqWSd+/e5fLly9mpUyfVBQ0ASqVSymQyNmjQgPv27dN4WVd1+rlZWJtPE0UJ27p1K62trenu7s5r167pOhzRH/xcemZlZUUHBwe1Lz2bPn06AXDChAmpGmfs2LG0sLDQaPEZkegnMZkRGbTZs2cTAPft26frULTm2rVrzJYtGwGwUKFCOqss1KBBA+bJkydJf0iVSiUDAgIolUq5Zs0aLURn2D5//sz9+/czKCiI1apVo42NDQFQIpGwQIEC7NChA5ctW8Y7d+4wIiKCLVu2VPURMqQGhindcyVSr9jYWPbu3ZsA2LBhQ4aHh+s6JNFfvHnzhq1atdLI0rORI0cSABcsWJDiMZ49e0YA4ue9SCvEZEZksG7fvk0TExP27NlT16FoRWxsLEeOHEm5XM6CBQty3LhxlEqlbN++vdb6j/z08OFDSiQSLl68+K/HKhQKtm3bllKplGvXrtVCdIZFoVDw5s2bXLRoEQMCApgvXz7VcjF7e3vWqlWLY8eO5aFDh/j169c/jiEIAhcsWEBjY2N6e3vz+fPnWv4qUm7p0qWUSCS8d++erkNJl/5dVGL27NnisjIDc+LECRYoUIASiYTdunXj58+fUz2mIAjs1asXJRIJ161bl+JxypUrxypVqqQ6HpHob8RkRmSQYmJiWKhQIebPnz9d9Dy4fPkyCxYsSLlczqCgIFUTzTVr1lAikbBTp05aTWi6dOnCjBkzMjo6OtHjFAoF27RpQ6lUmqo/imnJx48fuWvXLg4bNoyVKlWipaUlAVAmk7FIkSLs2rUrV61axYcPHyb7wvLSpUvMmjUr7ezsuHfvXg19BeoVExPDTJkysV27droOJd3Zs2cP7ezsmCVLFp4/f17X4YhSKC4ujjNmzFAtPVu2bFmq/x4olUq2bduWMpmMO3fuTNEYP29UvHr1KlWxiER/IyYzIoPUr18/Ghsb8/r167oORaNiYmI4dOhQ1YXun9axr1y5UrUhVBt3Vd+/f09TU1OOGzcu0eMUCgVbt26drhOZ+Ph4XrlyhfPmzWOrVq2YM2dO1VMXJycn+vn5ceLEiTx+/Lja1pZ/+vSJtWrVIgAOHz5cLzf//9ekSZNoZGSk0d42ov+Jj4/nkCFDCIC1a9c2qH1WooS9efNGteS0ZMmSqV56Fh8fzwYNGtDExIRHjx5N9vnh4eE0NTXlpEmTUhWHSPQ3YjIjMjiHDx8mAE6dOlXXoWjUhQsX6OHhQSMjI44dOzbRPiA/q9D06NFD4wnNyJEjaWFhkegFkEKhoL+/P6VSKdevX6/RePTJ27dvuX37dg4cOJDlypWjubk5AVAul9Pb25uBgYFcv349nz59qtHvk1KpZHBwMKVSKX19ffn+/XuNzaUO4eHhtLa25oABA3QdSpr3+vVrlitXjjKZjJMmTdL6ElWR5h0/fpz58+enVCpl9+7dU7X0LCYmhlWqVKGlpWWKCs00a9aMHh4e4vJFkUaJyYzIoHz69IkuLi709fVNs3+Ev3//zgEDBlAqlbJYsWK8detWks5bvHgxAbBXr14a+8MRFRVFOzs7BgYGJniMQqFgq1atKJPJuHHjRo3EoQ9iY2N54cIFzpw5k82aNWPWrFlVT11cXFzYqFEjTp06lWfOnNHZUsgjR47QycmJLi4uPH36tE5iSKpBgwbRysqKX7580XUoadbhw4fp5OTEzJkz8+TJk7oOR6RBcXFxnD59Oq2srOjo6Mjly5en+G9mVFQUS5cuTTs7uyT/Pfpp7969BKCR3jgi0U9iMiMyGIIgsFGjRrS1teXLly91HY5GnDlzhnny5KGxsTEnTJjwS3PMpFiwYAEBsG/fvhpJaObMmUOZTMZnz5798X2FQsGWLVtSJpNx06ZNap9fl168eMHNmzezb9++LFWqFE1MTAiAJiYmLF26NPv27cstW7bo3c/mq1evWKZMGcrlck6fPl1v75C+efOGxsbGnDhxoq5DSXMUCgVHjx5NiUTCypUr6/2TOpH6/HvpWalSpXj16tUUjfPlyxcWLlyYmTJl4uPHj5N8Xnx8PDNmzMjevXunaF6RKCnEZEZkMFasWEEA3LJli65DUbtv376xT58+lEgkLFmyJO/evZvisebOnUsAHDBggFovXOPj45k9e3Y2b948wfdbtGhBmUzGzZs3q21eXfj+/TtPnz7NqVOnsmHDhnRxcVE9dcmWLRubNWvGWbNm8cKFC6piDPosLi6O/fr1U5XeTagqmq516NCBzs7Ofy0sIUq69+/fs0qVKpRIJBw1apRB7KESqZ86lp69f/+euXPnZrZs2ZK1qb9Pnz50cnJKdKm0SJQaYjIjMgiPHz+mpaUl27Ztq+tQ1O7EiRPMmTMnTU1NOXXqVLVcbPzsvzN48GC1JTSbNm0igD/e2YuPj2fz5s0NMpERBIFPnz7lunXr2LNnT3p7e9PIyIgAaGZmxnLlynHQoEHcvn073759q+twU+VnU8RcuXLx5s2bug7nNw8ePEhyyW/R3506dYqZM2emo6MjDx06pOtwRDoWFxfHadOmqZaerVixItlLz0JDQ+nm5sZ8+fLx48ePSTrn2rVrBMDdu3enJGyR6K/EZEak9+Lj41myZEnmyJGDERERug5HbaKiotizZ08CoI+PDx88eKDW8WfMmEEAHDZsWKoTGkEQWKxYMfr6+v72Xnx8PJs1a0aZTGYQT82ioqJ47NgxTpgwgXXr1qWTk5PqqUuuXLno7+/PefPm8erVq8le5mcIHj58yEKFCtHMzIwrV67UdTi/adCgAXPlyiU+QUgFpVLJyZMnUyaTsWzZsmKVONEvXr9+zRYtWqR46dmDBw/o6OjIokWLJukpryAILFiwIJs0aZLSkEWiRInJjEjvBQUFUSaT8ezZs7oORW2OHj3K7Nmz08zMjDNnztTYhdvUqVMJgEFBQaka59ixYwTA/fv3//L6z0RGLpczJCQkVXNogiAIfPDgAVetWsUuXbrQ09OTMpmMAGhlZUVfX18OGzaMu3fvTvJdxrTg+/fvDAgIIAB26NBBr5Z1nT9/ngC4detWXYdikD59+sQ6deqonsymxYRcpB7Hjh2jh4cHpVIpe/TokaziG9euXWOGDBlYrly5JBU4mTJlCk1MTMQCHyKNEJMZkV47e/YspVJpqi/G9UVERAS7du1KACxfvnyyNlKm1MSJEwmAY8aMSfCYT1GxXH76Kftvuc6AFRfov+w8A1ZcYP8t17n89FNWrdOAhQoV+uUJT3x8PJs2bUq5XK43F55fv37loUOHOGbMGNasWZN2dnaqpy758uVju3btuHjxYt68eVO8888fJb1NTU1ZpEgRPnnyRNfhqJQvX57FixfX22IF+urChQvMmjUrbW1txSU9oiT5ufTM0tIy2UvPTp8+TXNzc9asWfOvewdfv35NqVTKJUuWqCNskegXEpKESKSHIiMj4enpCScnJ5w6dQpyuVzXIaXKoUOH0LFjR4SFhWHy5Mno0qULpFKpVuYODg7GsGHDMH78eAwdOlT1+o2X4Vhw4gmuvwzHu4iYBM9XRHxEIRdrTPCvhMJuNlAoFGjZsiW2bduGzZs3o379+tr4Mn4hCALu37+Pc+fO4fz58zh37hzu3r0LkrCxsUHJkiVV/5UoUQI2NjZaj9EQXL9+HY0aNUJYWBhWr16NunXr6jok7Nu3DzVr1sSxY8dQoUIFXYej90hi7ty56NevH7y8vLBp0yZkzZpV12GJDMibN2/Qv39/bNiwAaVLl8a8efPg6en51/MOHjyIOnXqoH79+li3bh1kMlmCx1arVg3R0dE4efKkGiMXiQAxmRHprYCAAISEhOD69etwd3fXdTgp9vXrV/Tv3x9Lly5FpUqVsHTpUmTPnl3rcYwdOxYjR47ExIkT0affAEzYdw+7br5BWFRcksdwsDRGrQLOuLNuHHZs124i8/nzZ1y4cEGVuFy4cAERERGQSqUoUKAASpYsiVKlSqFkyZLInTu31hLFtCA8PBwBAQH4559/MHDgQIwfP16nNw9IonDhwnBxccG+fft0FochiIiIQIcOHbBlyxb07t0bkyZNgrGxsa7DEhmo48ePo3v37rh//z66d++OMWPG/PVG0LZt29C4cWO0b98eixYtgkQi+eNx69atQ6tWrfDkyRPkyJFDA9GL0isxmRHppZCQEDRu3BjLly9HQECArsNJsX379qFTp074+vUrpk6dio4dOyb4Qa8No0aNwpjgSSg1aBVeKyxSNgiJmBc3MauhB5o2rKfW+H5SKBS4c+eOKnE5f/48Hjx4AABwcHD4JXHx9vaGlZWVRuJIT0hi2rRpGDx4MHx8fLBx40ZkypRJZ/GsXbsW/v7+uHHjBgoVKqSzOPTZjRs30KhRI3z48AHLly9Hw4YNdR2SKA2Ij4/H7NmzMWrUKJibm2Py5Mnw9/dP9AbRypUrERAQgP79+2Py/7V373E53v8fwF+lk86UlSQRQ1GhMYcxhxm25ZjDEh3uNkaLyWxm5vD9MmYOw8J9d0Am6jtn2vgymjNRJoaWVCoqnW7q7u6+fn/4ad/WQemuu7tez8fDYw/3fV2f693W6n5dn8/1/qxeXeHvOalUCktLS8yfPx+LFy+uyy+BmhiGGWpwUlJS4OjoiCFDhiAiIkKlH/5f1ZMnT/DZZ58hNDQUw4cPh1gsho2NjarLgkxegre+3oMMmNR6rH52Ztju1RvazWo/A/Lo0SNcvHixNLhcunQJUqkUzZo1g5OTU2lw6du3Lzp06KCW3xPqIjo6GpMmTYJCocCePXswaNAgldRRXFyMjh074q233kJYWJhKamioBEGARCKBn58funbtioiICHTs2FHVZVEjk5qaioCAAISHh6N///7YvHkznJycKj1+w4YNmDNnTrnlzP/Ly8sL0dHRuHv3Ln+Ok9JwHQY1KAqFAp6enmjevHmV09UN2aFDh+Dg4IB9+/YhKCgIUVFRDSLIAMDKqNvlgow87zEerJuEwqS4Ss/Lu3wASd++D3lORulr5xKysPLYrRrXUFxcjCtXrmDTpk2YOnUq7OzsYGFhAVdXV4SEhMDU1BSLFy/GmTNnkJeXh6tXr5Y5Vh2/J9TJW2+9hZiYGNjb22PIkCFYtWoVFApFvdehra2NefPmITw8HPfv36/36zdUUqkU06dPx0cffQRPT0+cP3+eQYbqRJs2bbB7926cPHkS2dnZ6NmzJz799FPk5ORUeLy/vz+WLl2Kr776Cps3b67wGA8PDyQkJODChQt1WDk1NZyZoQbl+++/R0BAAI4fP45hw4apupwaycrKgr+/P3bt2oX33nsPW7duRZs2bVRdVqnY5Bz47Lhc5hkZee4jZOxZDHl2CiymrIBeu/LLeYqzU5EW/CkEeRHazAiClqlF6XvmhjoImvYGnNqaVnrdhw8f4sKFC6VLxq5cuYLCwkJoa2ujZ8+eZZaM2djYMKw0EHK5HIsXL8bKlSvh6uqK0NBQtGjRol5rkEqlsLGxwdSpU7Fhw4Z6vXZDFB8fDzc3NyQlJWHr1q1wd3dXdUnURBQXF2PDhg1YunQp9PX18d1338HDw6Pcz2tBEDBv3jysW7cOO3fuxNSpU8u8r1AoYGtri/feew+BgYH1+SVQI8YwQw1GbGwsevfuDT8/P6xZs0bV5dTIvn37MHPmTBQVFWHDhg0V/pBXtRlhVxF1Mx0AIAgKSG/8F09OBgMAFIX5FYYZQVGCjF0LIM/LREl+ZrkwAwAjHCyxZWovAEBRURGuXbtW5lmXBw8eAADatm1bJrj06NEDenp6df1lUy0dPnwYHh4eaNGiBSIjI9GzZ896vf4333yDNWvW4MGDBzAzM6vXazckYWFh+Pjjj9G+fXtERESga9euqi6JmqD/XXo2YMAAbNq0qdzSM0EQIBKJsH37dkRGRmLMmDFl3l+4cCECAwORnp4OXV3deqyeGiuGGWoQnj17BhcXF2hra+PixYtq8wPu8ePH8PPzw549ezB69GgEBgaq9KHpymRLZRj1Q3Rp+2VZxl9I2zEPRj1HobmtMx5FLK0wzOReiETB9SgYvzEG2ce3VBhmTLQU6F8QjWsXohETEwOZTAY9PT24uLiUaY/ckGapqGYSExMxYcIE3Lx5Exs3boRIJKq3sP748WO0a9cOCxYswDfffFMv12xInj17Bn9/f4jFYkybNg0//vgjDAxesXkHkZKcPHkSs2fPxp9//onZs2dj2bJlMDH5ewlzSUkJpkyZggMHDuDo0aMYOnRo6Xu3bt2Cvb09QndHQtG2J+LT8pBVUAS5QoCWpgbMDHVh39oYo53boKUBO/PRyzHMUIPw6aefQiwW48qVK3BwcFB1OdUSERGBWbNmQaFQYOPGjZg8eXKDm415IeRsIpYeji/9e8mzfAjFRdAyNkdhUhwydi8sF2Zkj5OQvn0uXpu4FPKcDGQdXV9hmAEAjasR6NequHTmxdHRke1hG5nCwkLMnTsXW7ZswbRp0xAYGAh9ff16ufbs2bMRHh6OpKSkJvVB/t69e3Bzc8Pt27exadMmeHt7N9ifMdT0yGSy0q5nhoaGpV3PXnyPymQyjB49GtHR0Thx4gTefPNNAM+XPLstEUPRwgZybcNKx7c01oNzW1PMHGRX5VJmIjYAIJWLiorCxo0bsXr1arUIMhkZGZgwYQImTpyIgQMH4ubNm5gyZUqD/pARn5ZX5u/NmhtBy9i80uMFRQmyjqyDoeNw6Nl0f+n4bh/Pxa5du+Dn5wcXFxcGmUZIT08PgYGB2LFjByIiIvDmm2/izp079XLtefPmIScnByEhIfVyvYbgxZI+qVSKCxcuwMfHp0H/jKGmR0dHBwEBAbh9+zbefvttTJ8+HQMHDkRcXFzp+//5z3/Qo0cPjBw5ElevxWLpoZvw2XEZstfsqwwyAJCeV4iom+nw2XEZyw7fRHFJ/TciIfXAMEMq9fjxY3h6emLEiBGYPXu2qsupkiAI2L17NxwcHHD69Gns3bsXkZGRsLAoP1PR0GQVFNXo+Nxze6AoLIDp257VOj4zv2bjk/ry8PDApUuXUFRUBBcXF0RGRtb5Ndu3b4+JEyfi+++/h1wur/PrqZJMJoO/vz/c3NwwYsQIXLlypcp2uESqZm1tjfDwcJw4cQKZmZno2bMn5syZg9zcXOjr6+Pw4cOw7dgZY9b/ipBz92u0UTMAZBbIEHz2PqaFXIK0qHH//0+vhmGGVObFQ4IlJSUICQlp0Hcd09LSMHbsWHz44YcYNmxYaVchdSFXVH81qSw9Abnn96LliNnQ0NKGoCgBhOd3xARB8fzvtRif1F+3bt1w5coVjBw5Em5ubvjss89QXFxcp9f8/PPPcf/+fezdu7dOr6NKSUlJeOuttxAYGIhNmzZhz549MDY2VnVZRNUydOhQxMbGYuXKlZBIJOjcuTN27tyJ5gaGsPNajWZW9rUa/3xCFnx3XuEMDZXDZ2ZIZbZt24aPP/4YBw4cgKurq6rLqZAgCNi5cyfmzJkDHR0dBAYGYuzYsaouq8a8Qy/h5J+PK3zvn8/M5ETvQu7Z3ZWOpdu2Gyzdvy3zWjutPHzZvwUcHR3RunXrBh1MSXkEQcDGjRsxb9489O7dG3v27IG1tXWdXe/dd99FRkYGrl271ui+xw4fPoxp06bBxMQEe/fuxRtvvKHqkoheWUpKCgICArBnzx44eHyDgjaVfz8Xpd7Gk9PbIUu7Aw3t5mjeoSdaDPZGMwPTCo/37m+Lxe83/CXpVH8YZkgl7ty5gx49emDq1KnYunWrqsupUGpqKj766CMcPXoUU6dOxfr169W2Nez8yFhEXE2p8L1/hhl5fhZKCrLLHPPs3iXknt2NVuO/hnbLNtA2K/uBtTD+FDIOfg8AMDMzg6OjI5ycnEr/aW9vzzbMjdj58+cxceJEFBYWYvfu3XW2R9TJkycxdOhQREVF4d13362Ta9Q3uVyOr776CqtXr8YHH3yA7du31/t+PkR1Rfzzr/h3dBagV/EMY1H6PWSEfQ69dk4wcvkAJfnZyDm9HVqmFrD0qHiLhursb0ZNC5eZUb0rLi6Gu7s7rK2tsXbtWlWXU44gCAgODoaDgwOuXbuGgwcPYufOnWobZJ4+fQpp8u1qH69lZAbd1p3K/NEyef5ckE4r23JBBgC+XTALiYmJ2L9/P/z9/WFmZoYjR47Ax8cHvXr1gqGhIezt7TFlyhSsXLkSR44cQUpKCngvpXHo27cvYmJi0KNHDwwfPhzLly+HQqH8pSCDBw+Gi4sLVq1apfSxVSE1NRVDhgzB999/j++++w4HDhxgkKFG5epTs0qDDAA8ORkM7dfao9X4RWjevicMHYeh5fCZkOdlojgnvcJzMgtkCDydUFclkxrSUnUB1PQsWbIE169fx/nz5xtcm9UHDx7go48+wi+//AJPT0+sXbtWbT9cXLt2DRKJBLt27UK+TIDtjC0o0VX++ntLYz24Oj3fD8DW1hajR48ufU8qleLmzZuIjY1FXFwc4uLicOzYMeTm5gIAWrRoUWYWx9HREQ4ODvXW8peUp1WrVjh27BiWL1+Ob775BufOnUNYWJhSbwJoaGjg888/x8SJE3H58mW1Xop1/PhxuLu7Q0dHB6dPn0b//v1VXRKRUmVLZbienFPp+yXP8lD04AbM3p8LDc1mpa/rd+4H/c79qhz7enIOsqUy7kNDALjMjOpZdHQ0Bg0ahH/9619YuHChqsspJQgCtm3bhvnz58PExATbtm3DyJEjVV1WjeXm5mL37t0Qi8WIiYmBlZUVvLy84O3tjdXnniDqZsV3umpjhIMltkztVe3jBUFAcnIy4uLiyoScO3fuQKFQQFNTE506dSoXcmxsbBrdcxKN1S+//AJ3d3cYGBggIiICvXv3VtrYJSUl6NKlC5ydnREREaG0cetLSUkJli9fjmXLluGdd95BWFgYWrVqpeqyiJTun/ub/dOLJc6vTVyKgj9O4tm9S4AgQP/1N9HinRlopld16+YlH9jDs197ZZdNaohhhupNbm4unJycYGNjg1OnTqFZs2YvP6ke3L9/HyKRCP/9738hEomwZs2aMjsZN3SCIODcuXMQi8XYu3cvZDIZ3nvvPYhEIowcORJaWs8nYGOTc+Cz43KN22JWRZlrl58+fYr4+PgyASc2NhZPnjwBAJiYmJQGmxchp1u3bg1udo+eS05OhpubG2JiYrBu3Tp88sknSgujW7duxcyZM/Hnn3+iU6dOShmzPmRkZMDd3R2nTp3C0qVLsXDhQmhqcrU3NU5VPasJANJb0cg8sArNDFuieQcX6NsPhPzJQ+T8th1aZtaw9PgOGhqV//8x0cUaq8ezbTlxmRnVo1mzZuHJkyc4ffp0gwgyCoUCgYGBWLBgAczMzPDrr7/inXfeUXVZ1fb48WPs2LEDEokEt2/fRocOHbBo0SJ4enrCysqq3PFObU3h6mSF4LP3lVaDq5OV0h7C1NfXh4uLC1xcXEpfEwQBqampZWZxTp06hS1btqCkpAQaGhro2LFjuZBja2vLWRwVa9u2Lc6cOYP58+dj9uzZ+P333yEWi2FoWPXd1uqYPn06Fi9ejDVr1jTYBiL/dObMGUyePBkKhQLHjx/HkCFDVF0SUZ3KfMn+ZkLJ8z1jdCw7wmzUp89ftHWGpq4BMg9+h8LEa2jeofJZf+5vRi8wzFC92L17N3bt2oWwsDC0a9dO1eUgISEBPj4+OH36NGbOnIlVq1bByMhI1WW9lEKhwIkTJyCRSLB//35oaGhg3Lhx2Lx5M95+++2X3uX9cmRX3ErPx/mErFrX0s/ODF+O7FrrcaqioaEBa2trWFtbY9SoUaWvFxYWIj4+vkzI+eGHH5CV9fzrMjIyKg04L0JOt27d1OK/cWOio6ODDRs2oF+/fhCJROjduzciIyNhb1+7/Sb09PTg7++PZcuWYenSpbC0tFRSxcqnUCjw3Xff4auvvsKAAQOwe/dutG7dWtVlEdWKIAjIyspCSkpKpX/yenpAp51zpWNo6jQHADTvWHYZ6osAI3uUWGWY4f5m9AKXmVGdS0pKgpOTE0aNGoWffvpJpbUoFAps3LgRCxcuhIWFBYKCgjB48GCV1lQdKSkpCAkJQVBQEJKSkuDg4ABfX19MnTq1xg9YS4vk8N15BedqEWj62ZlB7OECA92Gcz9EEASkpaWVWaIWFxeH27dvl+4ab2dnVy7ktG/fnkt96sHt27cxYcIE3L9/H2KxGFOmTKnVeE+ePIGNjQ38/PywYsUKJVWpXFlZWZg+fTqOHDmChQsXYunSpaXLPokaqpKSEjx69KjKoJKamoqior9nRpo1awYrK6vSm0/W1taIMeyN+8WV30CSZT5AmuQTtBj2MYxdPvj7+k9zkfKDO1oM+wjGLpXvQTekcysEeyrveTxSXwwzVKdKSkowZMgQ3L9/H7GxsTA1NVVZLXfu3IG3tzfOnj1b+gFIGUte6kpxcTEOHz4MiUSCqKgoNG/eHJMnT4ZIJEKfPn1qtYyquESBFcdu4VDswxo9Q2NuqANXJyt8ObIrtJupRwAoKirCrVu3ygSc2NhYPH78fBNRAwMDdO/evUyzAUdHR+68XgekUik+/vhj7Nq1C5988gnWrl0LXV3dVx4vICAAEokEDx48aHD/vS5evIiJEyeioKAAYWFhatlQhBqf4uJipKWllQkl/wwqDx8+LL0BBDyfYW3Tpk2ZoPLPPxYWFuWWj7/smRlBEJC6RQQtw5aw9Piu9PX82F+RfewHtPbcAB1Lu0rP5zMz9ALDDNWpb7/9FgsXLsSpU6cwaNAgldRQUlKC9evXY9GiRWjTpg2Cg4MxcOBAldRSHXfv3kVQUBBCQ0ORkZGB3r17QyQSYfLkyUpfJhWbnIPA0wm4npyD9LzCSo+zNNaDc1tTzBxk12g2KktPTy83i3Pr1i0UFxcDAGxtbcsEHCcnJ3To0KFBPO+lzgRBwNatW+Hv7w8nJydERES88tLTlJQUdOjQAStWrEBAQICSK301giDghx9+wPz589GrVy/s3bsXbdu2VXVZ1AQUFhbi4cOHVc6opKenl9nfS19fv8qQYm1tDXNz81e6efaybmYAIL39OzL3r4J+lwEwdBqO4qwU5JzZgebte6DV2Ko7nrKbGb3AMEN15urVq3jzzTcREBCAlStXqqSGW7duwdvbGxcvXsScOXPwr3/9q0HuYfLs2TP8/PPPEIvFOH36NExNTeHh4QGRSARHR8c6v362VIaDsamIT8tDZn4R5AoBWpoaMDfShX1r49J9ZBo7mUyG27dvlws56enPW1rr6+ujW7du5WZxVDnjqK6uXLmCCRMmID8/v1YzF15eXvj111+RmJgIHR3Vfo/m5ubC29sbP//8Mz777DOsXLlS5TVR4yCVSqtc8pWSklI62/yCiYlJheHkf2dZTE1N66xZSrZUhlE/RFd5owwAnt67hNyzuyF7dB/NmhvBwP5tmA70gIaWdqXnWBrr4einbzWJ30v0cgwzVCeePn2Knj17wsDAAOfPn6/3X+hyuRxr1qzBkiVLYGtri+DgYPTrV/UmXKoQGxsLiUSCsLAw5OTkYPDgwRCJRBg7diyaN2+u6vLo/z169Kg04LwIOfHx8ZDJni/Rs7GxKbcvTqdOnTiL8xLZ2dmYNm0ajhw5gkWLFmHJkiU1/nd269Yt2NvbIzg4GF5eXnVU6ctdu3YNbm5uyMzMREhICMaOHauyWkh9CIKA3NzcSpd8vfiTk5NT5jxzc/NyweSfgaUhNDyZEXa1QexvRo0bwwzViZkzZ2L79u2IiYlBly5d6vXaf/zxB7y8vBATE4OAgAAsWbKkQQWDvLw8hIeHQyKR4PLly7C0tISnpyd8fHzQsWNHVZdH1VRcXIw7d+6UeQ4nLi4ODx8+BPC841a3bt3KhZyWLVuquPKGRaFQYNWqVVi0aBEGDx6Mn376Ca+99lqNxhg9ejTu3LmDmzdv1nszhxcb7vr7+8PBwQF79+6FnV3l6/yp6ahOx6+UlBRIpdLSczQ0NGBhYVHlsi8rK6sG9TutKg19fzNqHBhmSOkOHToEV1dXBAYGYsaMGfV23eLiYqxatQrLli1Dp06dEBwcjD59+tTb9asiCAIuXLgAiUSC8PBwFBYWYuTIkfD19cWoUaOgrV35dDqpl8zMzHKzODdv3izt/GNtbV1uX5zXX3+9yXe5OnnyJKZMmQJtbW3s2bMH/fv3r/a5Z8+exYABA7B//36MHj26Dqssq6CgADNmzMCuXbswc+ZMrF27Fnp6evV2fVKdqjp+/e8My8s6fv1z6Vfr1q0b3dLEZYdvKnV/M+/+tlj8voPSxiP1xzBDSpWeno7u3bujb9++OHDgQL1tXBgbGwsvLy/ExcVhwYIFWLx4ca26JClLZmYmdu7cCYlEgvj4eNja2sLHxweenp6wtrZWdXlUT+RyOe7evVs6e/Mi5KSkPO/0o6urCwcHh3Ihx9zcXMWV16/U1FRMnjwZFy5cwOrVqzFnzpxq/wwZMGAABEHA2bNn67jK527evIkJEyYgOTlZKa2mqeEoLi5Genp6lbMpFXX8quiZlJd1/GoKiksUmBZySWn7m2336q023TSpfjDMkNIIgoBRo0YhJiYGN27cqPFSkVchk8mwYsUK/Pvf/0bXrl0REhKCXr1Uu45WoVDg5MmTkEgk2LdvHwRBwNixYyESiTB06FDuaUKlsrOzcePGjTIh548//sCzZ88AAK1bty7XUa1z586NeiavuLgYCxcuxJo1azB+/HgEBwdXq+3yixnh6OhoDBgwoE5r3LFjB2bMmAE7OztERETU+1JaenUNreNXU9FY9zejhoFhhpRm06ZN8PPzw5EjR8rs1l5XYmJi4OXlhfj4eCxcuBBfffWVSqfnU1NTERoaiqCgICQmJqJr164QiUTw8PBAq1atVFYXqZeSkhLcu3evzHM4cXFxSEpKAgBoa2vD3t6+XMipj5sH9Wnfvn3w9PSEhYUFIiMjX9rVT6FQoHv37ujQoQMOHTpUJzU9e/YMfn5+CAoKgqenJzZv3twguyM2VRV1/PrnQ/XV7fj1v7MsddnxqylpSvubUf1imCGliI+PR69eveDj44NNmzbV6bWKioqwfPlyfPvtt+jevTtCQkLg7Oxcp9esjFwux9GjRyEWi3H06FHo6elh0qRJEIlE6Nu3L38BktLk5OTgxo0bZULOjRs38PTpUwCAhYVFmSVqTk5O6NKli1qvv7937x4mTJiAO3fuIDAwENOnT6/y+NDQUHh5eeHGjRvo1q2bUmu5c+cO3NzccPfuXWzevFmlndOaGkEQkJeX99IH6dW141dT05T3N6O6wTBDtVZUVIQ+ffpAJpPh6tWrddpl5fLly/Dy8sKdO3fw9ddf44svvlDJkpuEhITSjS3T0tLg4uJSurGliYlJvddDTZNCoUBCQkK5fXESExMBAFpaWujatWu5WRwLCwu1CdrPnj3DrFmzEBISApFIhI0bN1b6kL1MJoOdnR2GDh2K0NBQpdWwd+9eiEQiWFlZISIiAt27d1fa2E0dO341XdzfjJSFYYZqbf78+diwYQMuXbpUZzMkhYWF+Oabb7BmzRr06NEDISEh9f6BorCwEPv27YNEIsHJkydhYmKCqVOnQiQSqWxmiKgieXl5Fc7iFBQUAABatWpVrmW0vb19g2iaUZng4GDMmjULXbt2RWRkJDp06FDhcWvXrsWCBQvw119/waClBQ5cf/5hKavg7w9LZobPPyyNdq76w1JRURECAgKwadMmTJ48Gdu2beOd/BpQKBTIyMiodMlXTTt+vZhNaYwdv4jo1THMUK2cPHkSw4YNw+rVqxEQEFAn1zh//jy8vLyQmJiIpUuXIiAgoF7b2P7xxx8Qi8XYuXMnnjx5goEDB8LX1xfjx4/nnT9SGwqFAomJieVmcRISEgA8/xDZpUuXciHHysqqwcziXL9+HRMmTEBmZiZ27NgBV1fXcsfk5+fDttcgdB7jB0ULm1dexpKYmIiJEyciLi4O69evx4wZMxrMv4eGQC6XIy0t7ZU7flW2/KupdvwiolfHMEOvLDs7G46OjujcuTOOHz+u9C5dT58+xddff41169ahd+/eCA4Ohr29vVKvUZmCgoLSjS0vXryI1157rXRjy9dff71eaiCqD/n5+fjjjz/KhZz8/HwAgJmZWbmW0fb29ioL8jk5OfDy8sL+/fvx+eef49///nfpzQ2ZXIGVx25h97k7KET179z/8wHjgwcPYvr06WjRogUiIiJU3iGxvhUVFVW5G31qairS09OhUChKz2HHLyJSFYYZeiWCIGDSpEk4ceIE4uLilL5nSnR0NLy9vZGSkoLly5dj7ty5dX63ThAEXLp0qXRjS6lUihEjRkAkEuH999/nsgZqMgRBQFJSUrl9ce7duwdBEKCpqYnOnTuXCznW1tb18mFVEITS5WT9+/dHeHg4jFu2gmjnlVrtZfFm+xZoffcg1q9ZhTFjxiAkJASmpqbKK7wB+N+OX5UFFnb8IiJ1wjBDr2T79u3w9PTE3r174ebmprRxpVIpFi5ciI0bN6Jfv34IDg6u85mQ7OxshIWFQSKR4MaNG7CxsYG3tze8vLxgY2NTp9cmUidSqbTCWZzc3FwAQIsWLUoDzouQ4+DgUGfti6OjozFp0iQoBA30+EyCW9mKl5/0EoVJsQhwaY55c6u/YWdDUNuOX5Ut/WLHLyJq6BhmqMb++usvODk5Yfz48UrtGPTbb7/Bx8cHaWlpWLFiBfz8/OpsNkahUOC3336DRCLBzz//jJKSEowZMwYikQjDhg3jmm2iahIEAcnJyeVmce7evQuFQgFNTU106tSpXMixsbFRSlhIT0/H8C+2IdeyBzQ0ql7qKs97jIdBs/HauK+g167yfWu8+9ti8fsOta5NWarq+PW/sysvGjwA7PhFRE0HwwzViFwux8CBA5Geno7r169Xa2ful8nPz8eCBQsQGBiIgQMHIigoCB07dlRCteWlpaWVbmyZkJCAzp07QyQSYdq0aY1u00EiVXr69Cni4+PLhZwnT54AAIyNjcs1G+jevTsMDAxqdJ3Y5Bx4b7+MLGnVm/DJcx8hY89iyLNTYDFlRZVhxtxQB0HT3qiXvS1edPyq6hmVmnb8sra2RuvWrVXStp6IqL7VX0soahRWrFiBixcvIjo6WilB5sSJExCJRMjMzMTGjRvxySefKL2RgFwuR1RUFCQSCQ4fPgwdHR24ubkhNDQU/fv3V6ulJETqQl9fHy4uLnBxcSl9TRAEpKamllmidurUKWzZsgUlJSXQ0NCAnZ1duX1x2rVrV+nPhcDTCVUGGUFQQHrjv3hyMrjatWcWyBB4OgFbptbuwX9ldPzq06dPuaVf7PhFRPQ3hhmqtgsXLmDZsmVYtGgR+vXrV6uxcnNzMX/+fIjFYgwZMgSnTp1C+/btlVTpc4mJiQgKCkJISAgePnyIHj16YOPGjZgyZUqje6iXSB1oaGiUfiAfNWpU6euFhYWIj48vE3J++OEHZGU9f5jfyMgI3bt3LzeLU6ypi+vJOVVes/jRfWT98iOMeo5Cc1tnPIpYWq1aryfnIFsqq3Qfmoo6fv3z71V1/OrYsSPefvttdvwiIqolLjOjasnPz0ePHj1gbm6O33//vVb7vERFRcHX1xc5OTlYs2YNPvroI6X98i4qKsL+/fshkUhw4sQJGBsbw93dHSKRCD179lTKNYio7gmCgLS0tHLNBm7fvl06k2E73BNCzwlVjlPyLB9CcRG0jM1RmBSHjN0LX7rM7IUPO2uhi2ZGhTMqNe34ZW1tDRMTEwYVIiIl48wMVcucOXOQnp6OqKioVw4yOTk5+OyzzxASEoJ33nkHYrEY7dq1U0p98fHxkEgk2LFjB7KysjBgwACEhoZiwoQJNV6DT0Sqp6GhASsrK1hZWWHEiBGlrxcVFeHWrVuIi4tD0B9FSHrJOM2aGwHNX60b19a9R5F97IcyHb/69OmD8ePHl1n6xY5fRESqwzBDL/Xzzz8jODi4Vg/mHz58GB9//DEKCgogkUjg7e1d6zuUUqkUe/fuhUQiwblz52Bubg5PT0+IRCJ06dKlVmMTUcOkq6sLZ2dnODs747fQS0j68/HLT3pFw94fi9D/fMuOX0REDRjDDFUpNTUVvr6+GDduHLy8vGp8fnZ2Nvz9/REWFoZRo0Zh69attdpgUxAEXL16FWKxGLt370ZBQQGGDx+OiIgIuLq6cmNLoiZErqjbVdK6es0ZZIiIGjiGGaqUQqGAp6cn9PT0sG3bthrPpOzfvx8zZsxAUVERtm/fDg8Pj1eejXny5Al27doFiUSC2NhYWFtbY+7cufDy8oKtre0rjUlE6k1Ls26fP6nr8YmIqPYYZqhSGzZswIkTJ/Drr7/CzMys2udlZmbCz88P4eHhcHV1RWBgIKysrGp8fUEQcObMGUgkEkRGRkIul+ODDz7AihUr8O6777I1KVETZ2aoW6fjmxvV7fhERFR7DDNUobi4OHzxxReYO3cu3nnnnWqfFxkZiU8++QQlJSXYtWsXpkyZUuPZmIyMjNKNLe/evYtOnTph6dKlmDZtGiwtLWv6pRBRI2XfuvZ7XalyfCIiqj2GGSqnsLAQ7u7u6Ny5M1asWFGtcx49eoRZs2YhMjIS48aNw48//ggLC4tqX7OkpAS//PILJBIJDh06BC0tLUyYMAFisRgDBw5kO1MiKme0cxtsPfMX0vMKlT62pbEeXJ3aKH1cIiJSLoYZKueLL77A3bt3ceXKFejp6VV5rCAICA8Ph5+fHzQ0NLBnzx64ublVO3wkJSUhODgYwcHBSElJgaOjI9atWwd3d3e0aNFCGV8OETVSLQ104NzWFFE306t1vF47R7T74nC1jnVua1rphplERNRwMMxQGb/++is2bNiA9evXo1u3blUem56ejpkzZ2L//v2YOHEiNm3ahFatWr30GjKZDAcPHoRYLMbx48dhYGCADz/8EL6+vujVqxdnYYio2mYOssOVpGxkFsiUNqa5oQ5mDrJT2nhERFR3NARBqNvelqQ2MjMz0b17dzg6OuLYsWPQ1NSs8DhBEBAWFgZ/f39oa2sjMDAQ48aNe+n4t2/fhkQiwfbt25GZmYl+/fpBJBLBzc0NhoaGyv5yiKiJWHb4JoLP3lfaeN79bbH4fQeljUdERHWHYYYAPA8o48aNQ3R0NG7cuIHWrVtXeFxqaipmzJiBw4cPw93dHRs2bKiy09nTp08REREBiUSC33//HWZmZpg2bRp8fHzg4MAPC0RUe8UlCkwLuYTzCVm1HqufnRm2e/WGdrOKb+YQEVHDwmVmjVi2VIYD11MRn5aHrIIiyBUCtDQ1YGaoC/vWxhjt3KZ0TXhQUBD279+Pffv2VRhkBEFAaGgo5s6dC319fRw4cACurq6VXjsmJgYSiQS7du1CXl4ehg0bhvDwcIwZMwa6umx3SkTKo91MExIPF/juvIJztQg0/ezMIPZwYZAhIlIjnJlphGKTcxB4OgHXk3Oq7PJjaawH57ameK+DNia/0xcffvghxGJxueOSk5Ph6+uLX375BdOnT8e6desqfDg/JycHP/30EyQSCa5duwYrKyt4e3vD29sb7du3V+rXSET0T8UlCqw4dguHYh/W6Bkac0MduDpZ4cuRXRlkiIjUDMNMIyKTK7Dy2C0ciqvZL3KNonxoPLiKq0Ffo4XJ3/sqCIIAiUSCefPmwdjYGNu2bcOoUaPKnCsIAn7//XdIJBJERERAJpPh/fffh0gkwogRI6Clxck/IqpfNb2hM3OQHZzamtZfgUREpDQMM42EtEgO0c4rtVoz3tfODBIPFxjoauH+/fvw9fXFiRMn4OPjg++//x4mJialxz569Ag7duyARCLBn3/+iQ4dOkAkEsHT07PS522IiOpTtlSGg7HPl9pm5v+91Nbc6PlSW1enNmy/TESk5hhmGgGlPvzaoSX6yq7hywWfw8zMDGKxGMOHDwfwfGPLEydOQCwW48CBA9DU1MT48ePh6+uLQYMGVdr9jIiIiIioLjDMNAJLD99EiLLakgoCci8fwOTXtbBq1SoYGxvjwYMHCAkJQXBwMB48eIBu3brB19cX7u7uVXYyIyIiIiKqSwwzai42OQc+Oy5X+oyMICiQd2k/Cq4dgzw/E1omFjDqMRJGLq6Vbk5prAMEe/bBg2tnIJFIEBUVBX19fUyZMgUikQi9e/fmxpZEREREpHIMM2puRthVRN1Mr/T97BNi5F85AMMeI6H/el/Ic9KRcyYMBg6D0XKYb6XnyROvIHXPEvTp0wcikQiTJk2CkZFRXXwJRERERESvhK2m1Fi2VIbryTmVvl/yNBf5Vw/B0OldmL07q/R1LeNWeBS5HEY9RkDbrG2F5xq2c0D0pWsY8IazkqsmIiIiIlIOPrGtxg5cT62y7Whx9kNAUKB5x95lXtdt2x0QFHiWcLXScws1m+NesUml7xMRERERqRrDjBqLT8ur8v1m+s/3jJHnPirzujwn7f9fz6jV+EREREREqsRlZmosq6Coyve1W7aBrrU9cn//CVpGZtBr5wR5TjqyojYBzbShKK58VgcAMvOrHp+IiIiISJUYZtSYXPHy3g2txn6JrKjNeLxvBQBAU9cApoO9kHtuDzS19Wo9PhERERGRqjDMqDEtzZe3R25m0AKvjV8ERWEB5AXZ0DZtDWhqIvuXH6GpZ1jr8YmIiIiIVIVhRo2ZGeq+9Bhp/Glom9tA57X20Pn/8FKUdhcQFNCx7FjlueZGLx+fiIiIiEhV2ABAjdm3Nn7pMbnn9iD3fESZ1/Iu74emrgH0bLrXenwiIiIiIlVhmFFjo53bwNK46udejFxc8fRWNHLOhqMwKQ5ZUZvwNP40TN+eDk1d/UrPszTWg6tTG2WXTERERESkNFxmpsZaGujAua0pom6mV3qMkfMICMVFyL96GHkXIqDd0hrmrvNhYD+oyrGd25qipYGOsksmIiIiIlIaDUEQ2LJKjcUm58Bnx2VkFsiUNqa5oQ6Cpr0Bp7amShuTiIiIiEjZuMxMzTm1NYWrk5VSx3R1smKQISIiIqIGj2GmEfhyZFf0tTNTylj97Mzw5ciuShmLiIiIiKguMcw0AtrNNCHxcEG/WgaafnZmEHu4QLsZvy2IiIiIqOHjMzONSHGJAiuO3cKh2Ic1eobG3FAHrk5W+HJkVwYZIiIiIlIbDDONUGxyDgJPJ+B6cg7S8worPc7SWA/ObU0xc5Adn5EhIiIiIrXDMNOIZUtlOBibivi0PGTmF0GuEKClqQFzI13YtzaGq1Mbtl8mIiIiIrXFMENERERERGqJD0gQEREREZFaYpghIiIiIiK1xDBDRERERERqiWGGiIiIiIjUEsMMERERERGpJYYZIiIiIiJSSwwzRERERESklhhmiIiIiIhILTHMEBERERGRWmKYISIiIiIitcQwQ0REREREaolhhoiIiIiI1BLDDBERERERqSWGGSIiIiIiUksMM0REREREpJYYZoiIiIiISC0xzBARERERkVpimCEiIiIiIrXEMENERERERGqJYYaIiIiIiNQSwwwREREREaklhhkiIiIiIlJLDDNERERERKSWGGaIiIiIiEgtMcwQEREREZFaYpghIiIiIiK1xDBDRERERERqiWGGiIiIiIjUEsMMERERERGpJYYZIiIiIiJSSwwzRERERESklhhmiIiIiIhILTHMEBERERGRWmKYISIiIiIitcQwQ0REREREaolhhoiIiIiI1BLDDBERERERqSWGGSIiIiIiUksMM0REREREpJYYZoiIiIiISC0xzBARERERkVpimCEiIiIiIrXEMENERERERGqJYYaIiIiIiNTS/wF+LCDUUnGHJAAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -601,7 +598,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -636,7 +632,7 @@ "source": [ "n_layers = 2\n", "\n", - "@qml.qnode(dev, diff_method='parameter-shift')\n", + "@qml.qnode(dev, diff_method='device')\n", "def cost_function(params, **kwargs):\n", " for i in range(wires): # Prepare an equal superposition over all qubits\n", " qml.Hadamard(wires=i)\n", @@ -678,7 +674,7 @@ "We're now set up to train the circuit! Note, if you are training this circuit yourself, you may want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers.\n", "\n", "
\n", - "Caution: Running the following cell will take a long time and will result in usage fees charged to your AWS account. Only uncomment the cell if you are comfortable with the potential wait-time and costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that hybrid jobs involving a large number of qubits can be costly.\n", + "Caution: Running the following cell will result in usage fees charged to your AWS account. The expected cost is less than $0.10 USD. Only run the cell if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that hybrid jobs involving a large number of qubits can be costly.\n", "
" ] }, @@ -686,78 +682,77 @@ "cell_type": "code", "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial cost: -29.985702340959527\n", + "Completed iteration 1\n", + "Time to complete iteration: 11.593365669250488 seconds\n", + "Cost at step 1: -27.154071768632175\n", + "Completed iteration 2\n", + "Time to complete iteration: 7.950595855712891 seconds\n", + "Cost at step 2: -29.987262300062294\n", + "Completed iteration 3\n", + "Time to complete iteration: 9.728818655014038 seconds\n", + "Cost at step 3: -29.99916315360007\n", + "Completed iteration 4\n", + "Time to complete iteration: 7.955800533294678 seconds\n", + "Cost at step 4: -30.00215864604427\n", + "Completed iteration 5\n", + "Time to complete iteration: 8.598181962966919 seconds\n", + "Cost at step 5: -30.01205844401181\n", + "Completed iteration 6\n", + "Time to complete iteration: 7.819090843200684 seconds\n", + "Cost at step 6: -30.06370971261279\n", + "Completed iteration 7\n", + "Time to complete iteration: 7.722463607788086 seconds\n", + "Cost at step 7: -30.325223047053033\n", + "Completed iteration 8\n", + "Time to complete iteration: 9.111560106277466 seconds\n", + "Cost at step 8: -31.41103033197652\n", + "Completed iteration 9\n", + "Time to complete iteration: 7.728586912155151 seconds\n", + "Cost at step 9: -33.87153965616794\n", + "Completed iteration 10\n", + "Time to complete iteration: 7.529972076416016 seconds\n", + "Cost at step 10: -36.05424874438716\n", + "Parameters saved to params.npy\n" + ] + } + ], "source": [ - "# import time\n", + "import time\n", "\n", - "# iterations = 10\n", + "iterations = 10\n", "\n", - "# for i in range(iterations): \n", - "# t0 = time.time()\n", + "for i in range(iterations): \n", + " t0 = time.time()\n", " \n", - "# params, cost_before = optimizer.step_and_cost(cost_function, params) \n", + " params, cost_before = optimizer.step_and_cost(cost_function, params) \n", "\n", - "# t1 = time.time()\n", + " t1 = time.time()\n", " \n", - "# if i == 0:\n", - "# print(\"Initial cost:\", cost_before)\n", - "# else:\n", - "# print(f\"Cost at step {i}:\", cost_before)\n", + " if i == 0:\n", + " print(\"Initial cost:\", cost_before)\n", + " else:\n", + " print(f\"Cost at step {i}:\", cost_before)\n", "\n", - "# print(f\"Completed iteration {i + 1}\")\n", - "# print(f\"Time to complete iteration: {t1 - t0} seconds\")\n", + " print(f\"Completed iteration {i + 1}\")\n", + " print(f\"Time to complete iteration: {t1 - t0} seconds\")\n", "\n", - "# print(f\"Cost at step {iterations}:\", cost_function(params))\n", + "print(f\"Cost at step {iterations}:\", cost_function(params))\n", "\n", - "# np.save(\"params.npy\", params)\n", - "# print(\"Parameters saved to params.npy\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "Initial cost: -29.98570234095951\n", - "Completed iteration 1\n", - "Time to complete iteration: 93.96246099472046 seconds\n", - "Cost at step 1: -27.154071768632154\n", - "Completed iteration 2\n", - "Time to complete iteration: 84.80994844436646 seconds\n", - "Cost at step 2: -29.98726230006233\n", - "Completed iteration 3\n", - "Time to complete iteration: 83.13504934310913 seconds\n", - "Cost at step 3: -29.999163153600062\n", - "Completed iteration 4\n", - "Time to complete iteration: 85.61391234397888 seconds\n", - "Cost at step 4: -30.002158646044307\n", - "Completed iteration 5\n", - "Time to complete iteration: 86.70688223838806 seconds\n", - "Cost at step 5: -30.012058444011906\n", - "Completed iteration 6\n", - "Time to complete iteration: 83.26341080665588 seconds\n", - "Cost at step 6: -30.063709712612443\n", - "Completed iteration 7\n", - "Time to complete iteration: 85.25566911697388 seconds\n", - "Cost at step 7: -30.32522304705352\n", - "Completed iteration 8\n", - "Time to complete iteration: 83.55433392524719 seconds\n", - "Cost at step 8: -31.411030331978186\n", - "Completed iteration 9\n", - "Time to complete iteration: 84.08745908737183 seconds\n", - "Cost at step 9: -33.87153965616938\n", - "Completed iteration 10\n", - "Time to complete iteration: 87.4032838344574 seconds\n", - "Cost at step 10: -36.05424874438809\n", - "Parameters saved to params.npy\n", - "" + "np.save(\"params.npy\", params)\n", + "print(\"Parameters saved to params.npy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This example shows us that a 20-qubit QAOA problem can be trained within around 1-2 minutes per iteration by using parallel executions on the Amazon Braket SV1 device to speed up gradient calculations. If this problem were run on the local Braket simulator without parallelization, we would expect for training to take much longer.\n", + "This example shows us that a 20-qubit QAOA problem can be trained within around 10 seconds per iteration by using parallel executions on the Amazon Braket SV1 device to speed up gradient calculations. If this problem were run on the local Braket simulator without parallelization, we would expect for training to take much longer.\n", "\n", "Pre-optimized parameters for the above 2-layer QAOA circuit after 30 iterations can be loaded with:" ] @@ -789,10 +784,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Task Summary\n", - "{}\n", + "Quantum Task Summary\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 11}, 'execution_duration': datetime.timedelta(seconds=38, microseconds=853000), 'billed_execution_duration': datetime.timedelta(seconds=38, microseconds=853000)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", - "Estimated cost to run this example: 0.000 USD\n" + "Estimated cost to run this example: 0.049 USD\n" ] } ], @@ -806,7 +801,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -820,7 +815,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.11.4" }, "vscode": { "interpreter": { From f12e0c5aaf1df25ad266f7a0fb3dd29a1fe804df Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 29 Sep 2023 12:27:20 -0400 Subject: [PATCH 02/17] Improve cost warnings --- .../Using_the_tensor_network_simulator_TN1.ipynb | 4 ++++ .../2_Graph_optimization_with_QAOA.ipynb | 2 +- 2 files changed, 5 insertions(+), 1 deletion(-) diff --git a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb index 38cc34a65..934cab5e3 100644 --- a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb +++ b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb @@ -94,6 +94,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "
\n", + "Caution: Running the code in this notebook will result in usage fees charged to your AWS account. The expected cost is less than $1.00 USD. Only run the notebook if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", + "
\n", + "\n", "## Two simple examples: The GHZ state and Quantum Fourier Transform\n", "\n", "We already presented the GHZ example circuit in the [Running quantum circuits on simulators notebook](../getting_started/1_Running_quantum_circuits_on_simulators/1_Running_quantum_circuits_on_simulators.ipynb). Here, we'll compare the performance of SV1 and TN1 for this relatively simple circuit. The GHZ state is simple to prepare:" diff --git a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb index dc228503b..d4a136ab2 100644 --- a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb +++ b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb @@ -674,7 +674,7 @@ "We're now set up to train the circuit! Note, if you are training this circuit yourself, you may want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers.\n", "\n", "
\n", - "Caution: Running the following cell will result in usage fees charged to your AWS account. The expected cost is less than $0.10 USD. Only run the cell if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that hybrid jobs involving a large number of qubits can be costly.\n", + "Caution: Running the following cell will result in usage fees charged to your AWS account. The expected cost is less than $0.10 USD. Only run the cell if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", "
" ] }, From 939ebcb8533dff025d9a988619ae26342fe5633e Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 29 Sep 2023 12:59:40 -0400 Subject: [PATCH 03/17] Update device ARNs, uncomment code --- .../Running_notebooks_as_hybrid_jobs.ipynb | 808 +++++++++--------- .../0_Getting_started_papermill.ipynb | 0 .../{ionqdevice => harmony}/histogram.png | Bin .../{ionqdevice => harmony}/model.tar.gz | Bin .../{ionqdevice => harmony}/results.pkl | Bin 5 files changed, 410 insertions(+), 398 deletions(-) rename examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/{ionqdevice => harmony}/0_Getting_started_papermill.ipynb (100%) rename examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/{ionqdevice => harmony}/histogram.png (100%) rename examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/{ionqdevice => harmony}/model.tar.gz (100%) rename examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/{ionqdevice => harmony}/results.pkl (100%) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index 0bb8044b5..ac8cf6c50 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -1,400 +1,412 @@ { - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Running notebooks as hybrid jobs with Amazon Braket\n", - "\n", - "In this notebook, we show how users can run notebooks on different quantum hardware with priority access by using Amazon Braket Hybrid Jobs.\n", - "\n", - "This tutorial runs the introductory notebook \"src/0_Getting_started_papermill.ipynb\" on three different QPUs and SV1 simulator.\n" - ] - }, - { - "attachments": { - "2ec77dd2-2a13-40d2-8edf-502d306e83ba.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1. Add parameters to the input notebook \n", - "\n", - "The first step is to add [Papermill](https://papermill.readthedocs.io/en/latest/) parameters to the notebook you want to run. In this example, we will run *\"src/0_Getting_started_papermill.ipynb\"*. \n", - "In the top cell, we add a tag called \"parameters\" with three values: `shots`, `device_arn`, and `results_dir`. \n", - "\n", - "The shots parameter is recorded as a hyperparameter in hybrid jobs. These are for user-specified parameters that are effect the algorithm in the notebook. The parameters are passed to a hybrid job with the keyword argument `hyperparameters={\"shots\": 1_000}`. \n", - "\n", - "The Braket specific parameters are `device_arn` and `results dir`. The `device_arn` allows users to choose a QPU to run the a notebook on with priority access to the QPUs for the duration of the hybrid job. \n", - "\n", - "The `results_dir` parameters is not adjustable, but rather a requirement for Braket Hybrid Jobs to save the output in the correct Amazon S3 bucket. Any saved outputs in the notebook must specify the results directory path. For example, in the input notebook, the bottom cell saves a figure to the result directory.\n", - "\n", - "Below is a screenshot from top of the input notebook: \n", - "\n", - "![Screen Shot 2022-11-04 at 11.16.31 AM.png](attachment:2ec77dd2-2a13-40d2-8edf-502d306e83ba.png)" - ] - }, - { - "attachments": { - "0d7ccde8-8407-4482-9f88-1585820cec7a.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2. [Optional] Append `results_dir` to any files to save \n", - "\n", - "To save files, we need to add `results_dir` to the name of any files that are saved. In the example provided, the bottom cell of the input notebook is:\n", - "\n", - "![Screen Shot 2022-11-04 at 11.17.55 AM.png](attachment:0d7ccde8-8407-4482-9f88-1585820cec7a.png)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3. Choose hyperparameters and device\n", - "\n", - "In the following cell, we specify the hyperparameter `shots` as a Python dictionary. These hyperparameters will overwrite any default values in the parameters cell of the target notebook. We also choose the device ARN to be the SV1 simulator on Amazon Braket. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "device_arn = \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\"\n", - "\n", - "hyperparameters = {\"shots\": 1_000}" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 4. Create a hyrbid job with the input notebook\n", - "\n", - "The notebook to run is specified in `input_data` when creating a hybrid job. The entry point is the helper script \"src.notebook_runner:run_notebook` which uses the Python library Papermill to run the notebook. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:::job/papermill-job-demo-1681481374')\n" - ] - } - ], - "source": [ - "import time\n", - "\n", - "from braket.aws import AwsQuantumJob\n", - "from braket.jobs.local import LocalQuantumJob\n", - "\n", - "job = AwsQuantumJob.create(\n", - " device=device_arn,\n", - " source_module=\"src\",\n", - " entry_point=\"src.notebook_runner:run_notebook\",\n", - " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", - " hyperparameters=hyperparameters,\n", - " job_name=f\"papermill-job-demo-{int(time.time())}\",\n", - ")\n", - "\n", - "# Print job to record the ARN\n", - "print(job)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 5. [Optional] Check hybrid job state\n", - "\n", - "Next, wait for the hybrid job to complete. \n", - "When it finishes, the following cell with return `COMPLETED`." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'QUEUED'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "job.state()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 6. Download the results\n", - "\n", - "You can download the results and output notebook to a local directory using the `download_result` function. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "job.download_result(\"result\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Braket task cost: $0.00375 USD\n" - ] - } - ], - "source": [ - "time.sleep(10) # wait for metrics to load\n", - "\n", - "metrics = job.metrics()\n", - "cost = metrics[\"cost\"][0]\n", - "\n", - "print(f\"Braket quantum task cost: ${cost} USD\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now there should be a file called `0_Getting_started_papermill.ipynb` in the result directory. This notebook was run with `hyperparameters` within the Braket job. \n", - "\n", - "We can also see that the `0_Getting_started_papermill.ipynb` saved the histogram figure as a PNG file. " - ] - }, - { - "attachments": { - "3c4d7cc1-4d63-416e-8814-eceb2852c1c7.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 7. View the output notebook\n", - "\n", - "The output notebook and any other files will be downloaded to the `dir_name` directory. In this example, it's a folder called \"result\". \n", - "\n", - "When opening the output notebook, notice that the Papermill parameters have been overwritten. \n", - "\n", - "Below is a cell from the output notebook.\n", - "\n", - "![Screen Shot 2022-11-04 at 11.18.45 AM.png](attachment:3c4d7cc1-4d63-416e-8814-eceb2852c1c7.png)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Running a notebook on multiple QPUs\n", - "\n", - "As a next step, we can run the same notebook on different devices. Below, we select four devices to run the notebook on. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Uncomment to run on real QPUs. Charges will apply.\n", - "devices = [\n", - " \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\",\n", - " # \"arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3\",\n", - " # \"arn:aws:braket:::device/qpu/oqc/Lucy\",\n", - " # \"arn:aws:braket:us-east-1::device/qpu/ionq/Harmony\",\n", - "]" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create the hybrid jobs and record the hybrid job ARNs for reference later. \n", - "\n", - "
\n", - "Note: The following cell runs on QPUS and simulators. Charges will apply. The estimated cost for the following cell is $11.60 USD, and may take 24h to complete.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:::job/sv1')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/aspen-m-3')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/lucy')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/ionqdevice')\n" - ] - } - ], - "source": [ - "jobs = []\n", - "for device_arn in devices:\n", - " device_name = device_arn.split(\"/\")[-1]\n", - " job = AwsQuantumJob.create(\n", - " device=device_arn,\n", - " source_module=\"src\",\n", - " entry_point=\"src.notebook_runner:run_notebook\",\n", - " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", - " hyperparameters={\"shots\": 1_000},\n", - " job_name=f\"{device_name.lower()}\",\n", - " )\n", - " print(job)\n", - " jobs.append(job)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The QPU jobs will run when the device is available. This may take up to 24 hours depending on the availability windows of the devices and when the jobs are created.\n", - "\n", - "After the jobs are completed, use the `download_result_notebook` function to download the results. The cost per notebook was recorded as a jobs metrics which is also included in the code below. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# After submitting them, wait for all jobs to complete and download results.\n", - "total_cost = 0\n", - "for job, device_arn in zip(jobs, devices):\n", - " device_name = device_arn.split(\"/\")[-1]\n", - "\n", - " job.download_result(\"result\")\n", - "\n", - " metrics = job.metrics()\n", - " cost = metrics[\"cost\"][0]\n", - "\n", - " print(f\"\\nDevice: {device_name}\")\n", - " print(f\"Cost was : ${cost} USD\")\n", - "\n", - " total_cost += cost" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total cost was : $11.6 USD\n" - ] - } - ], - "source": [ - "print(f\"Total cost for all notebook jobs was : ${total_cost:0.4} USD\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# # Combining all Plots\n", - "# import pickle\n", - "\n", - "# import matplotlib.pyplot as plt\n", - "\n", - "# fig, axs = plt.subplots(1, 4, sharey=True, figsize=(10, 3))\n", - "# colors = [\"tab:blue\", \"tab:cyan\", \"tab:gray\", \"tab:orange\"]\n", - "\n", - "# for i, (c, device_arn) in enumerate(zip(colors, devices)):\n", - "# device_name = device_arn.split(\"/\")[-1]\n", - "# with open(f\"result/{device_name.lower()}/results.pkl\", \"rb\") as file:\n", - "# counts = pickle.load(file)\n", - "# axs[i].bar(counts.keys(), counts.values(), color=c)\n", - "# axs[i].set(xlabel=\"bitstrings\", title=f\"{device_name}\")\n", - "# axs[0].set(ylabel=\"counts\")\n", - "# plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The results from running the Bell state on three QPU and SV1 is shown below. \n", - "\n", - "![](result/output.png)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.5" - }, - "vscode": { - "interpreter": { - "hash": "5904cb9a2089448a2e1aeb5d493d227c9de33e591d7c07e4016fb81e71061a5d" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running notebooks as hybrid jobs with Amazon Braket\n", + "\n", + "In this notebook, we show how users can run notebooks on different quantum devices with priority access by using Amazon Braket Hybrid Jobs.\n", + "\n", + "This tutorial runs the introductory notebook \"src/0_Getting_started_papermill.ipynb\" on three different simulator devices.\n" + ] + }, + { + "attachments": { + "2ec77dd2-2a13-40d2-8edf-502d306e83ba.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1. Add parameters to the input notebook \n", + "\n", + "The first step is to add [Papermill](https://papermill.readthedocs.io/en/latest/) parameters to the notebook you want to run. In this example, we will run *\"src/0_Getting_started_papermill.ipynb\"*. \n", + "In the top cell, we add a tag called \"parameters\" with three values: `shots`, `device_arn`, and `results_dir`. \n", + "\n", + "The shots parameter is recorded as a hyperparameter in hybrid jobs. These are for user-specified parameters that are effect the algorithm in the notebook. The parameters are passed to a hybrid job with the keyword argument `hyperparameters={\"shots\": 1_000}`. \n", + "\n", + "The Braket specific parameters are `device_arn` and `results dir`. The `device_arn` allows users to choose a QPU to run the a notebook on with priority access to the QPUs for the duration of the hybrid job. \n", + "\n", + "The `results_dir` parameters is not adjustable, but rather a requirement for Braket Hybrid Jobs to save the output in the correct Amazon S3 bucket. Any saved outputs in the notebook must specify the results directory path. For example, in the input notebook, the bottom cell saves a figure to the result directory.\n", + "\n", + "Below is a screenshot from top of the input notebook: \n", + "\n", + "![Screen Shot 2022-11-04 at 11.16.31 AM.png](attachment:2ec77dd2-2a13-40d2-8edf-502d306e83ba.png)" + ] + }, + { + "attachments": { + "0d7ccde8-8407-4482-9f88-1585820cec7a.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2. [Optional] Append `results_dir` to any files to save \n", + "\n", + "To save files, we need to add `results_dir` to the name of any files that are saved. In the example provided, the bottom cell of the input notebook is:\n", + "\n", + "![Screen Shot 2022-11-04 at 11.17.55 AM.png](attachment:0d7ccde8-8407-4482-9f88-1585820cec7a.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3. Choose hyperparameters and device\n", + "\n", + "In the following cell, we specify the hyperparameter `shots` as a Python dictionary. These hyperparameters will overwrite any default values in the parameters cell of the target notebook. We also choose the device ARN to be the SV1 simulator on Amazon Braket. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "device_arn = \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\"\n", + "\n", + "hyperparameters = {\"shots\": 1_000}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 4. Create a hyrbid job with the input notebook\n", + "\n", + "The notebook to run is specified in `input_data` when creating a hybrid job. The entry point is the helper script \"src.notebook_runner:run_notebook` which uses the Python library Papermill to run the notebook. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/papermill-job-demo-1696005577')\n" + ] + } + ], + "source": [ + "import time\n", + "\n", + "from braket.aws import AwsQuantumJob\n", + "from braket.jobs.local import LocalQuantumJob\n", + "\n", + "job = AwsQuantumJob.create(\n", + " device=device_arn,\n", + " source_module=\"src\",\n", + " entry_point=\"src.notebook_runner:run_notebook\",\n", + " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", + " hyperparameters=hyperparameters,\n", + " job_name=f\"papermill-job-demo-{int(time.time())}\",\n", + ")\n", + "\n", + "# Print job to record the ARN\n", + "print(job)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5. [Optional] Check hybrid job state\n", + "\n", + "Next, wait for the hybrid job to complete. \n", + "When it finishes, the following cell with return `COMPLETED`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'QUEUED'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "job.state()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 6. Download the results\n", + "\n", + "You can download the results and output notebook to a local directory using the `download_result` function. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "job.download_result(\"result\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Braket quantum task cost: $0.00375 USD\n" + ] + } + ], + "source": [ + "time.sleep(30) # wait for metrics to load\n", + "\n", + "metrics = job.metrics()\n", + "cost = metrics[\"cost\"][0]\n", + "\n", + "print(f\"Braket quantum task cost: ${cost} USD\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now there should be a file called `0_Getting_started_papermill.ipynb` in the result directory. This notebook was run with `hyperparameters` within the Braket job. \n", + "\n", + "We can also see that the `0_Getting_started_papermill.ipynb` saved the histogram figure as a PNG file. " + ] + }, + { + "attachments": { + "3c4d7cc1-4d63-416e-8814-eceb2852c1c7.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 7. View the output notebook\n", + "\n", + "The output notebook and any other files will be downloaded to the `dir_name` directory. In this example, it's a folder called \"result\". \n", + "\n", + "When opening the output notebook, notice that the Papermill parameters have been overwritten. \n", + "\n", + "Below is a cell from the output notebook.\n", + "\n", + "![Screen Shot 2022-11-04 at 11.18.45 AM.png](attachment:3c4d7cc1-4d63-416e-8814-eceb2852c1c7.png)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Running a notebook on multiple devices\n", + "\n", + "As a next step, we can run the same notebook on different devices. Below, we select three simulator devices to run the notebook on. The notebooks could also be run on QPUs by providing the appropriate device ARNs in the cell below, but QPU jobs will run only when the device is available, which may take up to 24 hours or more depending on availability windows. In this example we run only on simulators in order to reduce wait time and cost." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "devices = [\n", + " \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\",\n", + " \"arn:aws:braket:::device/quantum-simulator/amazon/dm1\",\n", + " \"arn:aws:braket:::device/quantum-simulator/amazon/tn1\",\n", + "]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create the hybrid jobs and record the hybrid job ARNs for reference later. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/sv1')\n", + "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/dm1')\n", + "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/tn1')\n" + ] + } + ], + "source": [ + "jobs = []\n", + "for device_arn in devices:\n", + " device_name = device_arn.split(\"/\")[-1]\n", + " job = AwsQuantumJob.create(\n", + " device=device_arn,\n", + " source_module=\"src\",\n", + " entry_point=\"src.notebook_runner:run_notebook\",\n", + " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", + " hyperparameters={\"shots\": 1_000},\n", + " job_name=f\"{device_name.lower()}\",\n", + " )\n", + " print(job)\n", + " jobs.append(job)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After the jobs are completed, use the `download_result` function to download the results. The cost per notebook was recorded as a job metric, which is also included in the code below. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Device: sv1\n", + "Cost was : $0.00375 USD\n", + "\n", + "Device: dm1\n", + "Cost was : $0.00375 USD\n", + "\n", + "Device: tn1\n", + "Cost was : $0.047419166666666665 USD\n" + ] + } + ], + "source": [ + "# After submitting them, wait for all jobs to complete and download results.\n", + "total_cost = 0\n", + "for job, device_arn in zip(jobs, devices):\n", + " device_name = device_arn.split(\"/\")[-1]\n", + "\n", + " job.download_result(\"result\")\n", + "\n", + " metrics = job.metrics()\n", + " cost = metrics[\"cost\"][0]\n", + "\n", + " print(f\"\\nDevice: {device_name}\")\n", + " print(f\"Cost was : ${cost} USD\")\n", + "\n", + " total_cost += cost" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total cost for all notebook jobs was : $0.05492 USD\n" + ] + } + ], + "source": [ + "print(f\"Total cost for all notebook jobs was : ${total_cost:0.4} USD\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For illustration purposes, cached results from a previous run on three QPUs and SV1 are plotted below." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pickle\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, axs = plt.subplots(1, 4, sharey=True, figsize=(10, 3))\n", + "colors = [\"tab:blue\", \"tab:cyan\", \"tab:gray\", \"tab:orange\"]\n", + "\n", + "devices = [\n", + " \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\",\n", + " \"arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3\",\n", + " \"arn:aws:braket:eu-west-2::device/qpu/oqc/Lucy\",\n", + " \"arn:aws:braket:us-east-1::device/qpu/ionq/Harmony\",\n", + "]\n", + "\n", + "for i, (c, device_arn) in enumerate(zip(colors, devices)):\n", + " device_name = device_arn.split(\"/\")[-1]\n", + " with open(f\"result/{device_name.lower()}/results.pkl\", \"rb\") as file:\n", + " counts = pickle.load(file)\n", + " axs[i].bar(counts.keys(), counts.values(), color=c)\n", + " axs[i].set(xlabel=\"bitstrings\", title=f\"{device_name}\")\n", + "axs[0].set(ylabel=\"counts\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "vscode": { + "interpreter": { + "hash": "5904cb9a2089448a2e1aeb5d493d227c9de33e591d7c07e4016fb81e71061a5d" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 } diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/0_Getting_started_papermill.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/0_Getting_started_papermill.ipynb similarity index 100% rename from examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/0_Getting_started_papermill.ipynb rename to examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/0_Getting_started_papermill.ipynb diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/histogram.png b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/histogram.png similarity index 100% rename from examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/histogram.png rename to examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/histogram.png diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/model.tar.gz b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/model.tar.gz similarity index 100% rename from examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/model.tar.gz rename to examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/model.tar.gz diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/results.pkl b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/results.pkl similarity index 100% rename from examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/ionqdevice/results.pkl rename to examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/result/harmony/results.pkl From da39fd74a85304ba9497f762cc36c1eb2dd74d73 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 29 Sep 2023 14:57:00 -0400 Subject: [PATCH 04/17] Uncomment slow examples and improve performance --- ...zed_optimization_of_quantum_circuits.ipynb | 87 ++++-- ...uits_on_Amazon_Braket_with_PennyLane.ipynb | 281 +++++++++++------- 2 files changed, 235 insertions(+), 133 deletions(-) diff --git a/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb b/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb index acd8768d6..40b7e2feb 100644 --- a/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb +++ b/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb @@ -252,8 +252,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Execution time on remote device (seconds): 3.8534095287323\n", - "Execution time on local device (seconds): 16.776463270187378\n" + "Execution time on remote device (seconds): 8.330671072006226\n", + "Execution time on local device (seconds): 51.37529635429382\n" ] } ], @@ -284,7 +284,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let us compare the gradient-calculation times between the two devices. Remember that when loading the remote device, we set ``parallel=True``. This allows the multiple device executions required during gradient calculations to be performed in parallel on SV1, so we expect the remote device to be much faster." + "Now let us compare the gradient-calculation times between the two devices. Remember that when loading the remote device, we set ``parallel=True``. This allows the multiple device executions required during gradient calculations to be performed in parallel on SV1, so we expect the remote device to be much faster.\n", + "\n", + "To ensure that the runtime on the local simulator is not excessive, we will demonstrate this comparison using a smaller circuit with only 22 qubits." ] }, { @@ -293,6 +295,27 @@ "metadata": {}, "outputs": [], "source": [ + "wires = 22\n", + "\n", + "dev_remote = qml.device(\n", + " \"braket.aws.qubit\",\n", + " device_arn=device_arn,\n", + " wires=wires,\n", + " parallel=True,\n", + ")\n", + "\n", + "dev_local = qml.device(\"braket.local.qubit\", wires=wires)\n", + "\n", + "def circuit(params):\n", + " for i in range(wires):\n", + " qml.RX(params[i], wires=i)\n", + " for i in range(wires):\n", + " qml.CNOT(wires=[i, (i + 1) % wires])\n", + " return qml.expval(qml.PauliZ(wires - 1))\n", + "\n", + "qnode_remote = qml.QNode(circuit, dev_remote)\n", + "qnode_local = qml.QNode(circuit, dev_local)\n", + "\n", "d_qnode_remote = qml.grad(qnode_remote)\n", "d_qnode_local = qml.grad(qnode_local)" ] @@ -301,20 +324,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The following cell will result in 51 circuits being executed (in parallel) on SV1. We must execute the circuit twice to evaluate the partial derivative with respect to each parameter. Hence, for 25 parameters there are 50 circuit executions. The final circuit execution is due to a \"forward pass\" evaluation of the QNode before the gradient is calculated." + "The following cell will result in 45 circuits being executed (in parallel) on SV1. We must execute the circuit twice to evaluate the partial derivative with respect to each parameter. Hence, for 22 parameters there are 44 circuit executions. The final circuit execution is due to a \"forward pass\" evaluation of the QNode before the gradient is calculated." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gradient calculation time on remote device (seconds): 6.979628562927246\n" + ] + } + ], "source": [ "t_0_remote_grad = time.time()\n", "\n", "d_qnode_remote(params)\n", "\n", - "t_1_remote_grad = time.time()" + "t_1_remote_grad = time.time()\n", + "\n", + "print(\"Gradient calculation time on remote device (seconds):\", t_1_remote_grad - t_0_remote_grad)" ] }, { @@ -322,7 +355,7 @@ "metadata": {}, "source": [ "
\n", - "Caution: Depending on your hardware, running the following cell can take 15 minutes or longer. Only uncomment it if you are happy to wait.\n", + "Caution: Depending on your hardware, running the following cell can take 5 minutes or longer. Only run it if you are happy to wait.\n", "
" ] }, @@ -330,40 +363,32 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [ - "# t_0_local_grad = time.time()\n", - "\n", - "# d_qnode_local(params)\n", - "\n", - "# t_1_local_grad = time.time()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Gradient calculation time on remote device (seconds): 29.94787311553955\n" + "Gradient calculation time on local device (seconds): 240.96019530296326\n" ] } ], "source": [ - "print(\"Gradient calculation time on remote device (seconds):\", t_1_remote_grad - t_0_remote_grad)\n", - "# print(\"Gradient calculation time on local device (seconds):\", t_1_local_grad - t_0_local_grad)" + "t_0_local_grad = time.time()\n", + "\n", + "d_qnode_local(params)\n", + "\n", + "t_1_local_grad = time.time()\n", + "\n", + "print(\"Gradient calculation time on local device (seconds):\", t_1_local_grad - t_0_local_grad)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "If you had the patience to run the local device, you will see times of around 15 minutes or more! Compare this to less than a minute spent calculating the gradient on SV1. This provides a powerful lesson in parallelization.\n", + "If you had the patience to run the local device, you will see times of around 5 minutes or more! Compare this to less than 10 seconds spent calculating the gradient on SV1. This provides a powerful lesson in parallelization.\n", "\n", - "What if we had run on SV1 with ``parallel=False``? It would have taken around 3 minutes—still faster than a local device, but much slower than running SV1 in parallel." + "What if we had run on SV1 with ``parallel=False``? It would have taken around 1 minute—still faster than a local device, but much slower than running SV1 in parallel." ] }, { @@ -378,17 +403,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 52}, 'execution_duration': datetime.timedelta(seconds=18, microseconds=353000), 'billed_execution_duration': datetime.timedelta(seconds=156)}}\n", + "Quantum Task Summary\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(seconds=3, microseconds=974000), 'billed_execution_duration': datetime.timedelta(seconds=6, microseconds=481000)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", - "Estimated cost to run this example: 0.195 USD\n" + "Estimated cost to run this example: 0.008 USD\n" ] } ], @@ -402,7 +427,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.10 ('venv': venv)", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -416,7 +441,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.11.4" }, "vscode": { "interpreter": { diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb index a7076b45b..dc2d503f5 100644 --- a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb +++ b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb @@ -232,7 +232,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -340,11 +340,13 @@ { "name": "stdout", "output_type": "stream", - "text": [] + "text": [ + "\n" + ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -580,7 +582,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -616,7 +618,7 @@ "source": [ "### Comparing the effect of noise channels for QAOA \n", "\n", - "Finally, we compare the effects of different noise channels with different noise strengths on the convergence of our algorithm. In particular, we consider the bit flip and the phase damping channels with $p\\in\\{0, 0.05, 0.25\\}$. For simplicity, we pick the same graph and optimizer as in the noise-free QAOA example." + "Finally, we compare the effects of different noise channels with different noise strengths on the convergence of our algorithm. In particular, we consider the bit flip and the phase damping channels with $p\\in\\{0, 0.05, 0.25\\}$. To limit the execution time required for the optimization, we choose a graph with only 4 nodes. We use the same optimizer as in the noise-free QAOA example." ] }, { @@ -627,9 +629,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -639,7 +641,7 @@ "source": [ "optimizer = qml.GradientDescentOptimizer()\n", "\n", - "n_nodes = 6\n", + "n_nodes = 4\n", "seed = 1967\n", "g = nx.erdos_renyi_graph(n_nodes, p=0.5, seed=seed)\n", "\n", @@ -676,10 +678,10 @@ " costs.append(cost_eval)\n", " print(f\"Completed iteration {i + 1}, cost function:\", cost_eval)\n", "\n", - " s = samples(params).T\n", - " s = (1 - s.numpy()) / 2\n", - " s = map(tuple, s)\n", - "\n", + " s = samples(params)\n", + " s = (1 - np.array(s).numpy().T) / 2\n", + " s = list(map(tuple, s))\n", + " \n", " counts = Counter(s)\n", " indx = np.ndindex(*[2] * n_nodes)\n", "\n", @@ -693,108 +695,191 @@ "id": "b7c1f1bb", "metadata": {}, "source": [ - "We use 4 layers for the full QAOA circuit, set the number of shots to be `shots=1000`, and fix the number of iterations to be `n_iterations=50`. Note that for fairness of the comparison, we always start with the same initial `params` for the optimization process.\n", + "We use 4 layers for the full QAOA circuit, set the number of shots to be `shots=1000`, and fix the number of iterations to be `n_iterations=10`. Note that for fairness of the comparison, we always start with the same initial `params` for the optimization process.\n", "
\n", "Note 1 The choice of depth, number of shots and iterations of QAOA is a tradeoff between improved solutions (for greater depth and more iterations) and longer runtime.\n", "
\n", "\n", "
\n", - "Note 2 We have chosen a relatively smaller graph for illustrating the impact of noise on QAOA. As a result, the local simulator is sufficient for the task. For users who would like to try larger graphs on DM1, we recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that hybrid jobs involving a large number of qubits or deep circuits can be costly. \n", + "Note 2 We have chosen a relatively smaller graph for illustrating the impact of noise on QAOA. As a result, the local simulator is sufficient for the task. For users who would like to try larger graphs on DM1, we recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits or deep circuits can be costly. \n", "
\n", "
\n", - "Caution: Running the following cell will take a long time. Only uncomment the cell if you are comfortable with the potential wait time.\n", + "Caution: Depending on your hardware, running the following cell can take 10 minutes or longer. Only run it if you are happy to wait.\n", "
" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "ac261928", "metadata": { - "lines_to_next_cell": 2 + "lines_to_next_cell": 2, + "scrolled": false }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "** Optimizing for bit flip noise, p=0.0 **\n", + "Completed iteration 1, cost function: -1.005\n", + "Completed iteration 2, cost function: -1.2429999999999999\n", + "Completed iteration 3, cost function: -1.444\n", + "Completed iteration 4, cost function: -1.5939999999999999\n", + "Completed iteration 5, cost function: -1.705\n", + "Completed iteration 6, cost function: -1.707\n", + "Completed iteration 7, cost function: -1.7919999999999998\n", + "Completed iteration 8, cost function: -1.802\n", + "Completed iteration 9, cost function: -1.8399999999999999\n", + "Completed iteration 10, cost function: -1.801\n", + "** Optimizing for phase damping noise, p=0.0 **\n", + "Completed iteration 1, cost function: -0.9930000000000001\n", + "Completed iteration 2, cost function: -1.233\n", + "Completed iteration 3, cost function: -1.385\n", + "Completed iteration 4, cost function: -1.541\n", + "Completed iteration 5, cost function: -1.6949999999999998\n", + "Completed iteration 6, cost function: -1.6720000000000002\n", + "Completed iteration 7, cost function: -1.705\n", + "Completed iteration 8, cost function: -1.7800000000000002\n", + "Completed iteration 9, cost function: -1.815\n", + "Completed iteration 10, cost function: -1.794\n", + "** Optimizing for bit flip noise, p=0.05 **\n", + "Completed iteration 1, cost function: -0.483\n", + "Completed iteration 2, cost function: -0.644\n", + "Completed iteration 3, cost function: -0.675\n", + "Completed iteration 4, cost function: -0.8340000000000001\n", + "Completed iteration 5, cost function: -0.808\n", + "Completed iteration 6, cost function: -0.931\n", + "Completed iteration 7, cost function: -0.974\n", + "Completed iteration 8, cost function: -0.9610000000000001\n", + "Completed iteration 9, cost function: -1.0219999999999998\n", + "Completed iteration 10, cost function: -0.9980000000000001\n", + "** Optimizing for phase damping noise, p=0.05 **\n", + "Completed iteration 1, cost function: -0.9219999999999999\n", + "Completed iteration 2, cost function: -1.125\n", + "Completed iteration 3, cost function: -1.198\n", + "Completed iteration 4, cost function: -1.31\n", + "Completed iteration 5, cost function: -1.4769999999999999\n", + "Completed iteration 6, cost function: -1.498\n", + "Completed iteration 7, cost function: -1.6239999999999999\n", + "Completed iteration 8, cost function: -1.642\n", + "Completed iteration 9, cost function: -1.542\n", + "Completed iteration 10, cost function: -1.664\n", + "** Optimizing for bit flip noise, p=0.25 **\n", + "Completed iteration 1, cost function: 0.16\n", + "Completed iteration 2, cost function: -0.034\n", + "Completed iteration 3, cost function: -0.007999999999999993\n", + "Completed iteration 4, cost function: 0.093\n", + "Completed iteration 5, cost function: 0.043\n", + "Completed iteration 6, cost function: -0.0030000000000000027\n", + "Completed iteration 7, cost function: 0.09000000000000001\n", + "Completed iteration 8, cost function: -0.0049999999999999975\n", + "Completed iteration 9, cost function: 0.009\n", + "Completed iteration 10, cost function: 0.039\n", + "** Optimizing for phase damping noise, p=0.25 **\n", + "Completed iteration 1, cost function: -0.41800000000000004\n", + "Completed iteration 2, cost function: -0.626\n", + "Completed iteration 3, cost function: -0.6440000000000001\n", + "Completed iteration 4, cost function: -0.7010000000000001\n", + "Completed iteration 5, cost function: -0.696\n", + "Completed iteration 6, cost function: -0.892\n", + "Completed iteration 7, cost function: -0.8699999999999999\n", + "Completed iteration 8, cost function: -0.94\n", + "Completed iteration 9, cost function: -0.9690000000000001\n", + "Completed iteration 10, cost function: -1.097\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABmQAAAMFCAYAAABqF5l1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADelklEQVR4nOzdd3gUVdvH8d+m0xJKIHQCAlKlJHQREAURUdRHsNBBpagPAiJFJKAIdhQFBGmCKCqiUkQDUqWFCBpAkGooAaQlIJCQMO8fPDvvJtndbMpmE/h+rmuvK5k5M3PP2ZnZOXPPmbEYhmEIAAAAAAAAAAAAbuPl6QAAAAAAAAAAAABudiRkAAAAAAAAAAAA3IyEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQA4BYXGhoqi8WiXr16eTqUm0JsbKyeffZZ3XbbbQoICJDFYpHFYtF3333n6dDcKiIiwlxXT8uJbfrIkSPm+sydOzfd+Llz55rjjxw5km58r169ZLFYFBoamuUY8qKM1staJxEREbkaV1Zl9D22bt1aFotFrVu3zvXYsiMv7Y95wfz583XXXXepWLFi8vLyksViUf369T0dllM5sS+tXbvWnM/atWtzLLaMLF++XO3bt1dwcLC8vb1lsVhUtGhRc7yzdfNUzDeDjI5nt1ocN5OMzkluVfn1N9odqAv3uVnP6QF4lo+nAwBw87p27ZoWL16sH3/8Udu2bdPp06eVkJCgoKAgVapUSY0bN9ajjz6qu+++W15e5IeR/8XGxiosLExnzpzxdCgAAEnDhw/X22+/7ekwbhlTp07VoEGDPB0GAAAAkGdxBRSAW3z//feqUaOGnnjiCX322Wfau3evzp07p+TkZJ09e1a//fabpk+frnvvvVc1a9bU8uXLPR0ykG2vv/66zpw5Ix8fH7355pvavHmzYmJiFBMTo7Zt23o6POQh9EzLHO785K7zrDh69Kjee+89SVLTpk21bNky/f7774qJidHixYs9HJ3n5XRPqitXrmjUqFGSpBo1auibb77Rjh07FBMTo82bN+fIMgAAAID8jh4yAHLcxIkTNXr0aBmGIUm655579NBDD6lWrVoqWrSozp07p3379mnp0qWKjIzUX3/9pdGjR6tjx44ejvzWxIW9nLNq1SpJUufOnTV8+HAPR4PsCA0NNY9hWTF37txb8rEi2akzT+jVq9dNmRSLiIjIN4+Nc6c1a9YoJSVFkvTpp5+qdu3aHo4od7Vu3TpX98moqCjFx8dLkt55550sndfldswA8i8eawgAyK9IyADIUfPnzzfvjixZsqQWLVqkNm3apCt3zz33aNCgQYqJidHgwYN19uzZ3A4VyHHHjx+XJFWvXt3DkQAArMdkieNybqC+AQAAgIyRkAGQY06cOKEBAwZIkgoWLKi1a9eqVq1aTqepW7euIiMjtXDhwtwIEXCrpKQkSZKvr6+HIwEAJCYmmn9zXHY/6hsAAADIGO+QAZBj3n//ff3777+SpHHjxmWYjLHy8vJSt27dHI7fuHGjunfvrtDQUAUEBKho0aJq0KCBXnnlFf3zzz8Op1u7dq35bPS1a9fKMAzNmjVLd955p0qUKKHAwEA1btxY8+fPTzVdUlKSpk+frqZNm6p48eIqUqSIWrRooa+++srhso4cOWIuy/qYoq+//lr33HOPSpUqpQIFCqhGjRoaMWKEzp8/77Q+du3apddff13t27dX+fLl5e/vr8KFC6tatWrq2bOntmzZ4nT6tM+Ej4+P12uvvaYGDRqoaNGiqWKUMn6XxdWrV/Xhhx+qdevWCg4Olq+vr4oXL64aNWro/vvv1/vvv+/0sWf//POPXnnlFXP5AQEBCg0NVffu3bVx40an65I2tr179+rpp59WaGio/P39FRISoocffjjDOnHV9evXtWDBAt1///0qXbq0/Pz8VLJkSbVp00ZTp041Ey62bN/rYDVu3DhzWFbeE5J2vaOiovTEE0+oQoUKCggIUIUKFdSrVy/9+eefDueRdvu/fv26Zs+erTZt2igkJEReXl7p4srK+jty4cIFjR07VrVr11bhwoVVvHhxtW7dWp9//rnT6ZKSkrR06VI999xzatSokYoVKyZfX1+VKFFCTZo0UUREhM6cOeNyHFLW6s/ePp0ZvXr1ksViUWhoaKrh1neh/P3335KkefPmpdpWbN+TMmTIEFksFvn4+KS689yRsLAwWSwW3X777ZmO12rPnj3q2bNnqrp68sknFRUV5dL01nVw9LisCxcuaMKECWrWrJn53ZYsWVK1atXSww8/rGnTpun06dNmeWs9rlu3TpK0bt26dPWVto7TxvDLL7/oscceU4UKFeTr65uqfGbfy7Jv3z4988wzqly5sgICAlSmTBk99thjTt+PkXZfdMZe/Vmn7927tzmscuXK6erBdt6uvhvkyJEjevHFF1W7dm0VKVJEBQsWVLVq1fTss88qJiYmU7Fa9zPr71a5cuXUvXt3p/uZlPltwhXWY+i4cePSxevs+166dKn+85//mOtQokQJNWvWTJMmTdKlS5ccLi/tdpSYmKjJkyeradOmCg4OdrpPuGrVqlV68MEHVaZMGQUEBKhKlSp67rnndOzYMYfTONr2rPE6q5/MvKvIelxzto26+mihjPaXtMfW48ePa8iQIapevboKFiyokiVL6v7779ePP/7o0vKcOX/+vObMmaNu3bqpVq1aKly4sPz8/FS6dGm1b99eM2bMcPq7aO93JDIyUp06dVLp0qXl7++vypUra8CAAU6/R9t4RowYoRo1aqhAgQIqVaqU7rnnHn399dfZXlertPt1Vra7tK5fv64ZM2aoefPmKlasmAoVKqQ77rhDEyZM0OXLl51O98svv2jYsGFq0aKFeQ5atGhR1a9fX8OGDVNsbGyGy4+Ojlbfvn1VvXp1FSpUyPxtCwsL06BBg/TDDz84fUzesWPHNHLkSDVs2FDFihVTQECAKlasqK5du2rNmjUu14MzKSkp+vjjj9WkSRMFBgYqKChIDRs21DvvvJMq0enMli1b9Morr6h169bmOVxgYKBq1aqlAQMGaM+ePU6nT7tvnTx5UsOGDTP3rXLlyqlLly7avXt3qumOHDmiF154QdWrV1eBAgUUEhKip556SgcPHnS4rLS/UVk9Z3T2frmc3v/OnDmjl156KdV63nvvvVqyZImknH3P28WLF/Xuu+/q7rvvNmMtW7asmjRpopdfflm//fZbhvOwHhurVq2qAgUKqESJEmrfvn2Gx8a8ctxLu41cvXpVb7/9tho2bKgiRYqoSJEiaty4sT766CMlJydnWB/JycmaNWuW7r//fpUtW1b+/v4KDg7WXXfdpcmTJ+vq1asZzsOZJUuWqHPnzub5Q5EiRVSlShW1bNlSY8aM0bZt27I1fwA3IQMAcsD169eNkiVLGpKMQoUKGfHx8dmeZ0pKijFo0CBDksNPUFCQ8fPPP9udfs2aNWa5n3/+2ejUqZPD+bzwwguGYRjGuXPnjLvuusthuQkTJthd1uHDh80yc+bMMfr06eNwHmXKlDF2796dYczOPiNGjHBYb2PHjjXL/fXXX0ZoaGi66efMmWOWr1SpkiHJ6NmzZ7p5nThxwqhVq1aG8QwdOtRuLD/99JMRGBjodNpBgwYZKSkpdqe3jW3x4sVGwYIF7c7D29vb+PLLLx3WiSvOnj1rtGjRwmmsNWvWNI4cOZJqujlz5mRYP/bq1hnb9Z41a5bh4+Njd77+/v4O19t2W/rxxx+Ne+65x2lcWV1/K9vt7tChQ8Ztt93mcD7/+c9/jGvXrtmdT8+ePTOszxIlShgbN250a/2l3afTsv3eDx8+7HA9KlWqlGp4q1atMly/Vq1aGYZhGLt37zaHTZw40eH6GoZh/P777y6XdeSLL74w/Pz87Mbk4+NjzJo1y+F6WVnLjx07Nt24PXv2GGXLls1w/adMmWJO48r2kDYW2xhGjRrltHxG36P1+2rVqpWxYsUKo1ChQnZj8PLyMt599127dWK7L65Zs8bpd2Cv/lz9XbCdt+3+6Mi8efMMf39/h/Pz9vY23njjDZdinTJlisP9rGDBgsa6devsziMr24QrrMcAZx/b7/vKlSvGww8/7LR82bJljR07dthdnu12FBUVZdSvXz/d9Pb2CWdsp4uIiHAYV2BgoMP6dbTtufK75WifsMeV45rt8p3VSUb7i+0xKCoqyihVqpTDZf73v/91KX5HXNmOGjRoYMTFxdmdPu3vyMsvv+xwPiVLljT27NnjMJbdu3cbZcqUcTh9nz59MjyeuSIntjvbOHbt2mXcfffdDufTuHFj49KlS3bnY3scc/QpWLCg8e233zpcn/fee8/w8vLKcD4XL160O/2nn35qFChQwOm0ffv2dXhO44qEhASn519hYWHGb7/9lmpbSsuVfdrb29v4+OOPHcZhu2/t3LnTKF26tMM637Bhg2EYhrF69WojKCjIbrlixYoZu3btsrusnDpntP2NTisn97+dO3ea7Vx7n2eeeSZH9j/DMIzIyEgjODg4w+/TWV1s2LDBKFGihMNp3377bYfLzyvHPdtt5OTJk0a9evUczqdTp04O25KGYRgHDhzIsD1brVo146+//rI7vbNz3+TkZOOxxx7LsM7CwsIcxgfg1kRCBkCO2LVrl3nCcd999+XIPF966SVznpUrVzamT59ubNu2zVizZo3x4osvGr6+voYkw8/Pz9i5c2e66W0b9U2aNDEkGU899ZSxfPlyIzo62vjiiy+M22+/3SwTGRlpPPjgg4aPj48xYMAA4+effzaio6ONWbNmmReMvL297TYubE8+GzVqZEg3GplffPGFsX37dmPFihVG165dzTLly5e3m7SKjIw0ChUqZHTp0sWYPn26sXbtWuO3334zVq5cabz77rupTpJnz55tt95sT2DvuOMOw9fX13j++eeNyMhIY/v27cYXX3xhbNq0ySzvLCHz6KOPmvPq1q2b8e233xpbtmwxoqKijGXLlhnjxo0zGjRoYDchs2PHDvPirq+vrzF48GBjzZo1xrZt24xPPvnEqFy5sjnv4cOH210Xa2wNGjQwAgICjMqVKxsfffSRsWXLFmPz5s1GRESEERAQYEg3Lg6cPn3a7nwykpycbDRr1syMp1WrVsbXX39tbN++3fjhhx+Mzp07m+Nuu+22VA338+fPGzExMUZMTIxZZsCAAeawmJgY49ixY5mKx7re9erVM3x9fY2yZcsaU6ZMMbZu3WqsW7fOePnll80LqT4+PsbWrVvTzcN2+7/jjjsMScaDDz5ofPvtt0Z0dLSxYsUKMxmRnfW3st3uGjVqZHh5eRn9+/c3Vq1aZURFRRmzZs0yqlevbpZ5/vnn7a77U089ZVSpUsUYOnSosWjRImPz5s1GVFSU8c033xj9+/c3t6mSJUsap06dclv9uSshc+jQISMmJsY8pjz00EOptpWYmBjj0KFDZnnr91K9enW762o1ePBg8xh14sQJp2Xt2bJli3lB3d/f3xgxYoSxfv16Y+vWrcaHH35olC5d2vD19TUbxFlJyISFhZnHg4EDBxpLly41oqKijK1btxpLliwxRo4caVSvXj3Vxfdjx44ZMTExRnh4uCHJCA8PT1df+/btsxuDdbuvW7euMXv2bGPbtm3GunXrjA8++MAs62pCplq1akbRokWNoKAg44033jA2bdpkbNq0yZgwYUKqpPPixYvTzSO7CZlLly4ZMTExxuuvv26O/+mnn9LVg+1FzYwSMsuWLTMsFoshyShcuLAxduxYY8OGDcbmzZuNd999N9XFoKlTpzqNtWnTpobFYjHq1atnzJ4924iKijLWr19vvPjii+aF0IoVKxqJiYnp5pGVbcIV+/btM2JiYowBAwaYcaatr6SkJLN8ly5dzHL16tUzPvvsMyMqKsr46aefjN69e5t1Vbx4cbvHc9vt6I477jAsFovRo0cP83xjyZIlxooVKzK1Dtb5Wbf922+/3Zg1a5YRFRVlrFq1ynj22WfN+i1SpIjdZLmjbc/6u+WsftLWkTPW45qzbdR2+3R2nHA1IVOyZEkjNDTU7vHKNnHhKFHqivLlyxtNmjQxXnvtNWPZsmVGVFSU8euvvxoLFiww7rvvvlS/mfbY/o40b97cLLtw4UJj+/btxqpVq4wePXqk2pfsuXDhglG+fHmzXNeuXY0VK1YY27dvNxYuXGhuI9bzT0fHM1fkxHZnuz80b97c8PLyMnr27Jlqf7A953B0k9Ho0aONMmXKGAMHDjTmz59v/Prrr0Z0dLTx3XffGcOHDzcKFy5sSDICAgLsXtT9/fffzVgrV65svPvuu8bq1auNHTt2GBs2bDBmz55tdO/e3ShcuLDd85pZs2aZMdapU8eYMmWKsXHjRuO3334zFi9ebNx///3m+CFDhmSpvg3DSHXDmG3bYfny5eaFXtvv1t45ycyZM41ixYoZPXv2NGbPnm1s2LDB+O2334xly5YZ48ePN4/pFovFWL16td04bPetypUrG8WLFzfeeOMN49dffzW2bNliREREmOdgoaGhxv79+43AwECjfPnyxgcffGBs2bLF2Lhxo/Hiiy+ax8wmTZrYXVZOnTO6mpDJzv537ty5VMmpp556yvjxxx+N7du3G19++aW5LVvbmtnZ/3755RfzXMzb29vo1auXsWTJEiM6Otr49ddfjZkzZxqPPPKI4evr67AuqlevbgQHBxulSpUyJk2aZGzcuNHYtm2b8d577xlFixY1z30dJcvyynHPdhtp3ry54efnZ7zwwgtGZGSkER0dbSxcuNCoWbOmWWb69Ol253PixAkjJCTEPGYNHTrU+PHHH43ffvvNWLNmjTFy5Ejzhr8qVaoYFy5cSDcPZwmZKVOmmDHceeedxty5c40NGzYYO3bsMFavXm188MEHxn333Wc0btzYbnwAbl0kZADkiM8//9w8GRk1alS25/fHH3+Yjag6deoY58+fT1fmxx9/NMvYO8lJe1fx5MmT05WJi4szL6aVLFnSsFgsxpIlS9KVs23UWXvT2LI9+ZRk3H///Xbv5ho/frxZZtiwYenG//PPP3bX1SoxMdG49957zZPC5OTkdGVsT2C9vLwc9iCycpSQuXLlipn0ctQDxurs2bPphlkbj97e3sZPP/2Ubvy5c+fMu5W8vLzsNgxsE1BhYWF2T5IXLFhglnnvvfecxunIRx99ZM6jR48exvXr19OVsb3T3lECydlFpsywXe9KlSrZvQvNttEWHh6ebnza7X/MmDEOl5cT65/2TtaFCxemK5OQkGBe0Pfy8jL++OOPdGUOHDhgd/lWf/zxh3kR5pVXXrFbJifqz10JmbQxZtR7avbs2eZyfv31V7tlkpKSzDs3H3jgAafzc8T2wri9u56PHTuW6oJgZhMyBw8eNMc5u7h+/fp149y5c+mGO7vo4igGSUbbtm2Nq1evOizrakJGutEj095Fv127dpm/I2XLlk2XeMhuQsbVWG05S8gkJSUZ5cqVM6QbyRh7vT6OHDliXtQuWLCg8c8//ziM1fqbZy/hYnuBPu1d7NndJlzhSk+hZcuWpdpe7K3HjBkzzDJdunRJNz7t3emzZs3KUry2bOfXsGFDuxeMP/vsM7PMf/7zn3TjM9r2XKmfzHB1G3W2nbuakHF2vDp+/Lh5vCpYsKDD5H1GHN0tbWV7fF61alW68WnPDZ9++mm7v2/9+vUzy/z222/pxg8ZMsQcb6/XWlJSktGuXbtUy8puQiY7213a/WH+/Pnpyly9etWoU6eOId3o9WrvnPnw4cNOk4JHjx41j2XdunVLN37MmDGGdKPn/smTJx3O58KFC+nuro+NjTUv0vbs2dNhDw3ruZGXl1e6mwNc8cMPP6Q6jtpbzrhx41LVp71zkmPHjhn//vuvw+VcuHDBvEnhzjvvtFvGdt8KDg42Dhw4kK7Mxx9/bJYpWbKkUa1aNbs3Q9neVGdvm86pc0ZXEzLZ2f9eeOEFc/w777yTbnxycrLx0EMPZXv/u3z5cqrfXWfnC7GxsemG2Z6vVKpUye7NAxs2bDCTZfbas4aRd457ttuIr6+v3fo4e/asmWy544477Mb7wAMPGJKMChUqGAcPHrRb5rfffjN7QNtrWzg7p2/ZsqUh3UjIOespZ6+tDODWRkIGQI744IMPzJMm27uPs8r2rs3Nmzc7LGd7Mrdt27ZU49L2kHHEtgHy+OOPOyxnfZRZgwYN0o2zPfn09/c3jh8/bnceKSkpZgO0WLFiTi8UOrJz505zWdu3b0833vYEtk+fPhnOz9GF4ePHj5vz+f777zMV49atW81pn332WYflNm7caJYbOHCgw9gkGb///rvdeVy/ft3sbfDwww9nKk4r6x1WwcHBRkJCgt0yycnJRo0aNZx+d84uMmWG7Xp/8803DsvZ7ifOtv/q1avbTd5Z5cT62253zpICttuGve/cFdbeIHXq1LE7PifqL68kZC5dumRe7O/Xr5/dMosXLzZjcfboFkdsv5PnnnvOYblFixalauzb42gf+PXXXzPcl53JSkLGy8srw4simUnI2LsQY/Xmm2+a5b766qtU4/JaQsb2e3T2eDvbZPdbb73lMNaAgACHF7wTEhLMO6pffPHFVOOyu024wpWEQ4cOHcwLPvYucllZH/vo4+OTrhea7Xdz991350jsthe07P3Wp43fXlw3e0LG1eOVve03pzRo0MBhLLa/I2XKlHF4zrd3716H59BXr141ihUrZl5wdPRYnqNHj5o30bhyjHAkJ7Y72+3gkUcecTiP6dOnZ/sYMHnyZEO60Us67UXfp59+2uF5e0aGDh1qSDeS7FeuXHFY7tq1a2ZSaPTo0ZlejrUeXW07ODonccV3331nzuPMmTPpxtvuW9OmTbM7j8uXL5s90yUZK1eutFvu0KFDDrdpw8i5c0ZXEzJZ3f+uXLliPpKtYcOGDm8YOnnyZKp6ycr+Z7s/vP/++5me3vZ85YcffnBYrmnTplneL6zcfdwzjNTbiLMeaCNGjDDLpb1xz/bpBRm1ZYcPH27u82k5O6evVq2a3XMcAMiIlwAgB1y8eNH8u1ChQtme36pVqyRJtWrVUtOmTR2We/rpp9NNY8/jjz/ucNwdd9xh/t21a1eH5erVqydJOnTokMMyktSuXTuVLVvW7jgvLy/17NlT0o2XJmb0UsbExETFxsZqz5492rVrl3bt2pXqxaO///670+mfeuopp+OdKVGihPz8/CRJ8+fPd+mFiVa230Xfvn0dlmvRooVq1qyZbpq06tatm+p7smWxWNSgQQNJGX839pw4ccJ86XSXLl1UpEgRu+W8vb3NFxa78t3lhGLFiumhhx5yOL5Pnz7m387qr2vXrvL29rY7zh3rb/ti57QaN26s2rVrZxiz1fnz53Xw4EHt3r3b3AeKFi0q6cYL6K9du+Zw2pyqP08qVKiQefxatGiR3Rcgz5kzR5JUsmRJPfDAA5lehu26O/vuHn74YbPuM6tMmTLm39aXvLpbixYtzJcTZ5fFYjGP3fb07t3bfPFsXt2WrKzxWSyWVPtAWo899piCgoJSTWPPvffeq1KlStkdV6RIEVWrVk1S+uOzJ7aJtJKTk7Vu3TpJN9ajQoUKDstazzeSk5OdvqA+O7+79tStW1dhYWEOx1u/w4ziuhm5erzKiX3SMAydPHlSf/31l/lbtGvXLvN8L6Pzsf/85z/y9/e3O+72229X4cKFJaXfT6Kjo3X+/HlJUs+ePeXlZb/5Xr58ebVr1y5T6+RMTm13zvYH2/m7cv6WkJCgw4cPpzofKFiwYKpxtqzHmD179mT6hdrff/+9JKlTp04KCAhwWM7Hx0fNmjWTJG3evDlTy7A9/rjadnDVv//+qyNHjqSqK19fX3O8s+3VYrGoS5cudscVKFDAPKYXK1bM4TZXuXJl83wyo+82J88ZHcnO/hcfHy9J6tGjh/k7n1ZISIjat2+f5fgkafny5ZKkggUL6plnnsnyfIoWLaqOHTs6HG/d71zZ5zx13EvL1eNI2mOAdT8uWLCg0zqRpLvuukvSjXbR0aNHnZa1ZT3OLF26VGfOnHF5OgAgIQMgR9hexP3333+zNa/ExETt379fktSkSROnZRs0aGA2MHbt2uWwXPXq1R2Os73A6Eo52+STPY0aNXI6vnHjxubf9mL+999/NXHiRNWrV0+FChVSpUqVVLt2bdWtW1d169Y1kw+SMjzxc5TEcIW/v7+ZoPrmm29UtWpVDR8+XCtWrDAbJ45Y18vPzy9VvPZYv+P9+/crKSnJbpkaNWo4nUfx4sUlZfzd2GP7HWS0vdmOd7a95ZQGDRrIx8fH4fj69eubSTNn8TjbDtyx/q7uA46+85iYGPXp00dlypRR8eLFVbVqVdWpU8fcByIiIiRJ169fNy9U2ZNT9edp/fr1k3Rj+168eHGqcSdPntTKlSslSd27d091wcVVMTExkm7sr862FV9f3wz3Z0cqV66sli1bSpLef/991a5dW6+++qp++eUXu0mmnJCd419alStXVnBwsMPxJUuWNJM/eXlbkv4/vtDQUIeJFCn18dvZOmX1+OyJbSKtQ4cOmcvKqeNfTm53UvbPKW5WmTleZadeli9frgceeEBBQUEqU6aMbr/9dvO3qG7duuZF1IzOxzLaT4oVKyYp/X5iPT5LmdsWsiuntjtn6209NkiOz9/+/vtvPf/88woNDVVQUJCqVKmS6nzA9sJ12u/giSeekK+vrxITE9WiRQt16tRJ06dP1+7du1Pd3JRWfHy8Dhw4IEn65JNPZLFYnH6++eYbSTd+jzPj4MGD5vEnJ77bM2fOaNSoUbr99ttVpEgRVa5cOVVd2V6Qdra9BgcHp/pu0rK2h6pWreowQWFbLqfaTc7aCRnJ6v5nu207S1BKUnh4eJZis9qxY4c5H2uiMSuqVavmMHErudZm8vRxLzPzcXYc2b59uyTp8uXL8vHxcbof297QlJl92ZosPXDggKpWrao+ffroiy++0LFjx1yeB4BbEwkZADnC9kLVqVOnsjUv2wusISEhTsv6+vqqRIkSkqRz5845LOfsxNb2pNWVctevX3cak7MLXFLqdUob85EjR1S3bl2NGjVKf/zxh1JSUpzO68qVK07HW090s+qjjz5Sp06dJN1oFL/99tvq2LGjSpQoocaNG+udd95RQkJCuums61W8eHGnF8QlqXTp0pJu3IXl6OJ6Rg0T63eTUX3ZY/sdZLS9WWNNO527ZLQt+fj4mA0RZ/E42w7csf6u7gP2vvNZs2apYcOGmjNnjksNImf7QE7Vn6c1atTI7KFn7Q1j9dlnn5m915z1dnDG+h24sr9mtI0488UXX5h3Eu/Zs0evvfaa2rZtq6JFi6pVq1aaPn26rl69muX5p5Xd45+tjLYl6f/rJi9vS9L/x+fKd2nd57P6+yo5Pz7n9jaRljuOfzm53UnZO6e4mWXmeJWVejEMQ/369dMDDzyg5cuXZ3jBMKPzsazuJ7a/kZnZFrIrp7Y7V8+/7R0ffvzxR9WqVUsfffSR/v77b6fxSOm/gxo1auiLL75QsWLFlJycrGXLlmnAgAGqU6eOSpUqpe7du2vDhg3p5nP69OkMl2VPZhPJOfndRkdHq0aNGpo4caL++usvpwknyfn26uq2mlPn5tk5Z3RVbux/JUuWzFJsVtbkhm3v0axwdV3ttWfzynEvM/NxdhzJjX25T58+GjVqlHx8fBQfH685c+boySefVIUKFVS1alUNGzYsS09wAHDzIyEDIEdYLxZKytFHOTm788oqo0ZHbssoZmfxdu/eXYcPHzYfJfPzzz/r6NGjunr1qowb7/1KdbKZ0bo7ekyVqwIDA/XDDz9o69atGjp0qBo2bChvb2+lpKQoKipKL730kqpVq+bwMQ357fvLznfnDjlVf65uBzm1/lmdz969e9W/f38lJyerVKlSevvttxUdHa2zZ88qKSnJ3AdmzZrlUkz5bftzxtpLZu3atakeyWB91FOTJk3Mx3pklrUO3F1f5cqV06ZNm7Rq1SoNHDhQtWvXlsVi0bVr17R+/XrzQtlff/2V5WXYyu7xz9bNtC1Z5YV1yu1twhlX6sMVObndSTkX183G3dvv7Nmzzd+a+vXra+7cufrzzz+VkJCg5ORk8/eoe/fu2V6WM7bzzc1zFE9vd2fPntWTTz6py5cvq3DhwoqIiNDmzZt1+vRpJSYmmvW/evVqcxp76//oo4/q8OHD+uSTT/TII4+YF83PnDmjBQsW6K677lKvXr1SXZy2Pc8ePHiwYmJiXPr89NNPmVrHnPpuk5KS1KVLF509e1a+vr4aMmSI1q1bp7i4uFTth4MHD7o0v9yW1869Pc2T+15eOe7lFOu+XLlyZZf345iYmEz3dpowYYIOHDigCRMm6O677zYTSAcPHtS7776rGjVqaPr06Tm+fgDyN+e3FQGAi2rVqqXg4GCdOXNGGzZsUEJCggIDA7M0L9u7SzO6Qz45OTlVb4y8IKMeQrZ369jGvHfvXm3cuFGSNHLkSE2YMMHu9Fm9Oyw7GjdubD4y4OLFi1q7dq3mzJmjJUuW6PTp03r00Ud18OBBFShQQNL/r9fZs2eVnJzs9C5Wa31ZLJYcv7PYFbbfQUbbm+13mxvbW0bbUnJycqreDVnhjvU/deqU03cxWPeBtN/53LlzlZycLG9vb61du9Z8v1Baru4DuVF/uaVbt2566aWXdPXqVc2bN08RERHasmWL+f6frPaOkVLvrykpKU4vKGf1bkNbbdu2Vdu2bc1lrlq1SjNmzNAvv/yigwcPqmvXruajO/IKV3p+Wusm7bZke/emsx6W2X3cp6us8bnSA8263u7ePzy1TWTm+Gc7PjePFxlte7n9u5RXZOZ4lZV6mTlzpiTptttu06ZNm8zzm7TcfU5mG/upU6ecPlo3J47Ptstydbw7truvv/5aFy5ckCR9++23uvfee+2Wc6X+g4KC9Mwzz5iPN9uzZ49++OEHTZkyRSdOnNC8efPUoEED/fe//5Uks+e9dONO+Tp16mRzbexL+9064+y7/eWXX8w78D/++ONU79e05Yn2gyuyes6YG2yXd/r0aaf73z///JOtZQUHB+vYsWM6ceJEtuaTHXnluJdTrPvyqVOnVKNGjQx7VWZHpUqVNGrUKI0aNUrXrl3Ttm3b9PXXX+uTTz7R1atXNXDgQDVp0iTLj/4FcPOhhwyAHGGxWNSrVy9JNy4qffrpp1mel7+/v/nCyK1btzotu2PHDvOl3u5qMGVWVFSUy+NtY969e7f5t/Ul3vZYn4frKUWKFFGnTp307bff6oUXXpAkxcXFmckk6f/XKykpKcOLaNYXrVarVs18n0dusv0OMtrebF8Kmxvb286dO83HUdnz+++/m8/Tzmo87lh/V/eBtN+5dR+oV6+ew2SM5Po+kBv1l1WZvQOyaNGievTRRyXdSFwZhqHZs2dLuvEoB2fHjIzUrVtX0o391dkLWpOTk7Vz584sL8eeEiVKqGvXrlq9erUefPBBSTe+N+t7xKw8fbf24cOHdfbsWYfj//nnHx05ckRS+m3J9h1rzi5i7Nu3z2kMOVUH1viOHDni9CLftWvXzON3bu4frm4TOaFKlSrmnax57fhvldVzCld4er/Kjswcr7LyfVl/jx566CGHFyUNw8jRXuH2WI/PUua2hexy53bnCmv9Fy9e3GEyRsraOXGtWrU0YsQIbdmyRYUKFZIkffXVV+b4kiVLqly5cpJuvEjeXb0AbrvtNvP4k53vNr+0HxzJ6jljbrDteZxR/WW3fhs2bGjOJ7feo5ZWXjnu5RRr8uPy5cv69ddfc225vr6+atGihSZPnqyFCxdKulFv1vdNAYBEQgZADho8eLDZsHj11Ve1d+9el6a7fv26FixYkGrYPffcI+nGXWxbtmxxOK1t4sc6jaf9/PPPiouLszvu+vXrmjdvnqQbd11ZT74lpbpw7OxEPC91ebbe0SylfrGj7Xdh+3iptDZv3qw9e/akmyY3lS1b1rz4//XXXzt8XnJKSor5eKi03527nDt3TkuXLnU43npBXsp6/blj/a3buD3bt283X5KaNmbrPuBs+z958qS+//57h+Nt5Ub9ZVVAQIAkKTEx0eVprHe9/v3331q+fLkWLVokSfrPf/6T5R6JUup1d/bdLVmyxK13RTo6nkhZq6+cZBiGPvvsM4fjrUkyKf22VLlyZfNvZxdsrI12R6x1IGWvHqzx2Sb17Pnmm28UHx+faprc5mybyAk+Pj5q1aqVJCkyMlJHjx51WNZ6vuHt7a3WrVvneCyOxMTEOL2xwfodZiWunNqmPMXV41VWtl9Xfo9++OEHt9/NHhYWZt6lP3/+fIfJgePHj+vnn3/OseW6c7tzhbX+ExMTHfYsvHz5stPjckYqVKhg9nhIe3yxJoMPHTrktouotscfV9sO9rjSfrh+/bpmzJiRjWjdJ6vnjLkhPDxcQUFBkpzvf6dOncr0I+vSsr6z8/Llyx77rvLKcS+nPPTQQ+bfb731lkdicPd5DID8i4QMgBxTrlw5ffTRR5Ju9JJp1aqV1q1b53SaPXv2qH379nrnnXdSDR8wYID5mJdnnnnGvChk6+effzYv9jdu3FiNGjXKidXItsTERD377LN2X1A4adIkxcTESLrxiCF/f39znLVXkOS4cTJt2jR99913ORuwA4cOHcrw+7Nt/NtedLT9Pj799FNFRkammzY+Pl7PPvuspBuP9BkwYEBOhJ0lgwYNknTjLvfnn3/eboNr3LhxZvLo6aefTvXdudOQIUPsPspi3bp1ZoMtLCwsW9t/Tq//Dz/8kOpuU6tLly6Zjwzx8vIyv38r6z7w119/2U3EXr58WU8++WSGLxG1lRv1lxXWl7baPtM9I61atTLr6Omnn1ZCQoKk7D2uTLqxv1oTbNOmTUvV280qLi5Ow4YNy/Iydu7c6bR3jWEYWrVqlaQbd+2HhoamGm+tr0OHDnnsmeWvvfaa3V4sf/75p/mIyTJlyqS6ACDd6N10xx13SJLmzJlj9wXY69ev14cffuh0+bYv+s3MdpPWww8/rLJly0qS3njjDbu9DI4ePWp+3wULFlTv3r2zvDxHsrtN5BTr8e/atWvq06eP2WvO1uzZs83fu0cffTTbL13OrGeeecbuI+0WLlyoFStWSJI6d+6c6bhyapvyFEfHq5MnT6bafnv27JnpeVuPtUuXLrWbiD548KAGDhyY6flmlr+/v7n/7dy5U2+//Xa6MsnJyXr66aftbrvZ4a7tzhXW+v/333/tJkRSUlLUr18/pxeGv/vuO/OxZ/YcPXrUvHnM9hxWkl566SXzPKd///4Z9n5YsWKF/vjjD6dl7LGe+zprO0ycONFsO9jjSvth5MiRebZXQ1bPGXNDQECAevToIenGO1Lfe++9dGWuX7+uZ599VlevXs3Wsrp162b2zBo9erTTNtixY8eytSxH8spxL6c0atRI7dq1k3RjHx07dqzT8keOHNEXX3yRqWUsWLDAaW98R21lAOAdMgByVO/evXXs2DG9+uqrOn36tFq3bq127drpoYceUs2aNVW0aFGdO3dOf/31l5YvX66VK1cqJSVF9erVSzWfunXraujQoXr77bcVExOjhg0b6uWXX1aDBg10+fJlLV26VB9++KFSUlLk5+enTz75xENrnF54eLiWLl2qFi1a6MUXX1S1atV0+vRpzZs3T19++aUkqXz58hozZkyq6Ro0aKA6depo165dmjZtmi5cuKCnnnpKZcqU0dGjR7VgwQJ98803atGiRa50u46NjVWbNm1Uq1YtPfzwwwoPDzcbCkePHtWiRYvMBlSDBg3UpEmTVNPPmDFDTZo0UVJSkjp27Kjnn39enTp1UuHChbVjxw5NmjTJfOb1sGHDPPrIuf79++vzzz/X5s2bNW/ePP39998aNGiQqlSpori4OM2ePVvffvutpBuPmEj73blLvXr1tGfPHoWFhWnkyJFq3LixEhMTtWLFCr3//vvm+3k+/vjjbC0np9c/PDxcTz75pNatW2f23vjjjz/05ptvmhe0Bw0aZF6kturevbumTJmi69ev6/7779fw4cPVvHlzBQQEKDo6Wu+//77279/v8j6QW/WXFc2bN9eaNWsUFRWlSZMmqUOHDuajUwoUKGDua2n17dtXI0aMMN9ncdttt+muu+7KdjxTp07VnXfeqWvXrunee+/Viy++qPvvv1/+/v7aunWr3njjDZ05c0b16tVz+pggR3bu3KnevXurUaNG6tSpkxo2bKjSpUvr2rVrOnz4sObMmWMmbh966KF0F/iaN2+uOXPm6PTp0xoyZIi6detm3rXq6+urSpUqZbsOnLEex5s2baqXX37ZvCN87dq1mjRpknnTwJQpU+w+UmXgwIHq37+/Tp06pZYtW2rMmDG6/fbbde7cOS1btkzTpk1TeHi4Nm/e7DCGBg0aKCAgQFevXtWYMWPk4+Oj0NBQ8+aFcuXKOXzEiC1fX1/NmDFDnTp10sWLF3XnnXfqpZdeUtu2beXj46NNmzZp0qRJ5uPM3nnnHQUHB2e2yjKU3W0ip3Ts2FGPPfaYvv76a61atUpNmjTR0KFDVbNmTZ0/f15ffvml2RugePHidi/IuVN4eLi2b9+u8PBwvfzyy6pbt67i4+P1zTffmOc+RYoUSXdjiyuaN29u/v3iiy9q9OjRKlOmjPkos9DQULc+cz87SpYsqYIFC6Y7Xm3btk1vvPGGeaH+tddeU6lSpTI9/x49euill17S8ePH1bx5cw0fPly1a9fW1atX9csvv2jy5MlKTExUw4YN3X6h+9VXX9VXX32lY8eO6eWXX9bOnTvVo0cPlSpVSn/99Zfee+89RUVFqVGjRjn22DJ3bneu6NKli0aNGqXExET16tVLO3fu1D333KPAwEDt3r1bU6ZMUXR0tNPzgcmTJ+upp55Sx44ddffdd6tmzZoKCgrS+fPntX37dk2ZMsW8wSPtTUGVK1fW9OnT1bt3b507d04tWrRQ9+7d9cADD6hixYpKTk7WsWPHtG3bNn3zzTc6ePCgli5dmu68JiOdOnVSp06dtHTpUrtth7lz52rRokVOv9v27durVKlSOn36tEaPHq2///5bDz74oIKDg3XgwAHNnDlTq1evzrX2Q2Zl9Zwxt0REROjrr782E707duxQ9+7dVbJkSR04cEAffPCBNm3apMaNG5uPtszK4yADAgI0f/58tWvXTpcvX1bbtm3VvXt3PfzwwypfvrwSExO1b98+rVixQt9//71bejXmpeNeTpkzZ47Cw8MVFxen8ePH66efflKfPn1Ut25dBQQE6OzZs/rjjz+0cuVK/fLLL+rcubOeeOIJl+ffvXt3DRs2TI888oiaN2+u2267TQEBATp16pQiIyM1bdo0SVLhwoXVrVs3d60mgPzIAAA3WLx4sREaGmpIyvBTu3Zt46effko3j5SUFGPgwIFOpw0KCrI7rWEYxpo1a8xya9ascRjrnDlzzHKHDx92WG7s2LFmubQOHz5sjpszZ47Rq1cvhzGXKVPG2L17t91l7NixwyhWrJjDaevWrWucOHHC/H/s2LGZitOeSpUqGZKMnj17phpuW3/OPjVr1nRYbz/99JMRGBjodPpBgwYZKSkpmYotrZ49exqSjEqVKrm0zvacPXvWaNGiRYbreuTIEYfzcPa9ZIbtes+cOdPw8fGxG4+fn5/xxRdf2J2Hq9u/VXbX33a7O3TokFG5cmWH83n00UeNa9eu2Z3PuHHjnMYwdOjQDPfZnKi/tPt0WhnFkNE2eezYMaN48eJ242rVqpXdaQzDME6ePJlqfSZMmOCwbGYtXLjQ8PPzsxuTj4+PMXPmzAzXy9E+YFtfzj533nmncfbs2XTzvXjxolGlShW706SNJTP7YUbfY6tWrczvZNmyZUbBggXtxuDl5WW88847DpeTkpJidO7c2eF616lTJ8Nju2EYxvDhwx3Ow3Y/d+V3YO7cuYa/v7/D+Xl7extvvPGGw+ldrWfbOrSV3W3CFa7+Hl65csV4+OGHncZRtmxZY8eOHXand/U8IjNs69d2PdJ+AgMDjbVr19qdhyu/A126dHE478yui6v14GzbyShm22NQVFSUERwc7DD+F154IVPx20pKSjLatWvncN4FChQwvvrqK6fHxIx+R2xldL6za9cuo3Tp0g7j6d27d45shzmx3bkaR0b1M3v2bMPLy8thDF27djVWrVrlcHuxHnucfTI6zn355ZcZnsdafwN++eUXV6o4nYSEBKfnXw0bNjR+++03p3W1cuVKIyAgwOE8WrdubezatcvpPFw9l3Z0TE/L2TadU+eMzmLJyf1v586dRsmSJR3G2KtXL2PWrFnm/ydPnnS6PGdWrlzptC1o/aTl6vfi7HcxLx33XP39duV37siRI0ajRo0yrFPrsTQtZ+vryjyLFi3q8HoFgFsXjywD4BaPPPKI9u3bp88//1zdunXT7bffrmLFisnHx0fFixdXw4YNNXDgQK1evVoxMTFmd2JbXl5e+vjjj7V+/Xo99dRTqlixovz9/RUYGKj69etr1KhR2r9/v91pPW3OnDlauHChWrdurRIlSsjf31/Vq1fX8OHDtXv3btWqVcvudPXr19fOnTvVv39/VapUSb6+vipevLgaN26sd955R9u2bcu1R6W0bNlSmzdv1vjx43X33XeratWqKlKkiHx9fRUSEqJ27drpk08+0c6dOx0+SqZdu3Y6cOCARo0apfr16yswMFD+/v6qWLGinnrqKW3YsEEfffSReYe3JxUvXlzr16/X/Pnzdd999ykkJES+vr4qUaKEWrdurY8++kg7d+50+534afXr108bNmxQly5dVLZsWfn5+alcuXLq0aOHduzYka2XudvKyfWvXLmyoqOjNWrUKNWsWVMFCxZUUFCQ7rrrLrOnl6O7rl999VUtX75c7dq1U7FixeTn56fy5cvrkUce0c8//5zpu3Fzq/4yq1y5ctq2bZv69u2rqlWrpnqXgzMhISHmC469vb2z9CgeR5544gnzzk/buurSpYs2btyofv36ZXneTz75pNasWaNRo0apZcuWqly5sgoWLGh+vw8++KAWLlyodevWqXjx4ummL1y4sDZt2qT//ve/5jaV2zp27Kjt27erd+/eqlSpkvz8/FSqVCk9+uij2rhxo4YOHepwWi8vL33zzTf6+OOP1ahRIxUqVEiFChXSHXfcoQkTJmjr1q0uHdsnTZqkmTNnqmXLlipevLi8vb2zvD49e/bU3r17zTotVKiQChQooNtuu01PP/20duzYoZEjR2Z5/hnJ7jaRkwICAvTtt9/qhx9+0COPPGJu/8WKFVOTJk00ceJE7du3T/Xr13drHI5ERERo5cqV6tixo0JCQuTn56fQ0FANHDhQu3fvNt9DkRULFizQW2+9pcaNGysoKChP/B67Kjw8XL/99pteeOEF867kEiVK6L777tOKFSv0wQcfZHnevr6+Wr58uT788EOFh4erYMGCKlCggKpWrar+/fvrt99+02OPPZaDa+Nc7dq1tXv3bg0fPlzVqlWTv7+/goOD1aZNGy1cuNDp+6Cyyp3bnSt69+6tDRs2qHPnzipZsqR8fX1VpkwZ3XfffVq0aJG+/PJLp8fAr776Sp9//rl69eql+vXrq3Tp0vLx8VHhwoVVp04dDRw4MMPjXNeuXXXkyBFNmjRJrVu3VqlSpeTr66uCBQuqSpUq6tSpk9577z0dOXJEbdq0ydJ6FilSRGvXrtWUKVPUqFEjFS5cWEWKFFH9+vU1ceJE/frrr+Z7hBxp3769tm/frm7duqls2bLy9fVVyZIl1apVK82YMUOrV682e+HmNdk5Z8wt1h7XQ4cOtbv/zZkzx3yMrCSzB29WtG/fXocOHdIbb7yh5s2bq0SJEvL19VW5cuXUpEkTjRo1yukj7LIjrx33ckqlSpW0detWLVmyRI8//rh5vmHdT5o3b66hQ4dq3bp1Tt99as/evXs1ZcoUde7cWbVq1VKJEiXk4+OjYsWKqWnTpoqIiNC+ffvy5PUKAJ5lMQwPPYgbAG4iR44cMZ8LO2fOHPXq1cuzASFfCw0N1d9//62ePXtq7ty5ng4HeYhhGAoNDVVsbKw6dOhgPscfAG4FvXr10rx581SpUiUdOXLE0+HcdKyPWho7dqwiIiI8GwxuWhERERo3bpwkeey9cDmtX79+mjVrlsqXL6+jR496OhwAQB6Xf26BAgAAuMWtWrVKsbGxkm68TwYAAACec+XKFX3//feSpKZNm3o4GgBAfkBCBgAAIJ94++23JUllypTRgw8+6OFoAAAAbm4HDx502JMnJSVFAwYM0JkzZyQpRx8lCwC4eXn2YZwAAABw6OLFizp16pQSEhI0b948RUZGSpKGDh0qX19fD0cHAABwc3vttde0bds2Pf7442rSpIlKlSqlK1eu6I8//tDMmTP122+/SZLatm2rjh07ejhaAEB+QEIGAAAgj1q8eLF69+6dalj9+vX1/PPPeygiAACAW8uff/6psWPHOhzfokULLVq0yHwPEwAAzpCQAQAAyOO8vLxUoUIFderUSREREfLz8/N0SAAAADe9kSNHqnr16oqMjNTff/+tf/75R9euXVOJEiUUHh6url276vHHH5eXF28EAAC4xmI4ehgmAAAAAAAAAAAAcgQpfAAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3IyEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAgByzdu1aWSwWWSwWrV271qOx9OrVSxaLRaGhoXbHh4aGymKxqFevXrkaFwAAAHCry+hcHcisI0eOmG3RuXPnejocAHCIhAwAIFUixd6ncOHCql69unr27JlriZaIiAinMaX9HDlyJFfiAgAAAG51ztoPBQoUUIUKFfTAAw/o008/1dWrVz0dbp5lm0Sw/Xh7e6to0aKqVKmSmjZtqkGDBmn+/Pm6dOmSp0MGAGQTCRkAQIb+/fdf7d+/X5999pnatGmjvn37KiUlJdPzsU2yAAAAALj5XL16VceOHdPy5cv19NNPq379+vrrr788HVa+cv36dcXHxys2NlZbt27V1KlT1aNHD5UtW1ZDhgzRv//+6+kQAQBZ5OPpAAAAecuAAQM0cOBA83/DMHTu3Dlt3rxZ77//vk6fPq3Zs2erfPnyGjduXKppW7duLcMwcjym2bNnq1GjRk7LlCtXLlPzpEcNAAAAkH1p2w+XL1/Wzp07NXnyZP3555/at2+f7rvvPu3evVsFChTwYKR520MPPaTXX3/d/P/y5cu6cOGC9uzZo3Xr1mnZsmW6ePGi3n//fS1fvlzLli1TtWrVPBhx3hIaGuqWtigA5DQSMgCAVEqVKqU6deqkG96qVSs9+OCDCg8P15UrVzR58mS98sor8vX1dXtMlStXthsTAAAAAM+y135o3LixunfvrtatW2vbtm06fPiwZs2apeeee85DUeZ9RYsWtdvmadeunQYPHqzY2Fj169dPkZGR+uuvv/TAAw9o69atKlq0aO4HCwDIMh5ZBgBwWa1atdSxY0dJUkJCgv78808PRwQAAAAgLypQoIAmTJhg/v/jjz96MJr8r2LFivrxxx/N9thff/2liIgIzwYFAMg0EjIAgEwJDQ01/077gk7bl3uuXbvWHD537lxZLJZUjziz9/LK3HyMWGhoqCwWi3r16pVuXNr1uH79umbOnKnmzZurePHiKlSokOrVq6c33nhDV65cybWYAQAAgPykadOm5t9///23w3IXLlzQq6++qtq1a6tQoUIqWrSo7rrrLn3++edO5//vv/9q0aJF6tevn+rXr6+goCD5+vqqZMmSatWqld555x1dunQpwziXLFmizp07q3z58vL391eRIkVUpUoVtWzZUmPGjNG2bducTr9t2zY9/fTTql69ugoXLqxChQqpRo0aGjRokPbv35/h8l3l7e2tuXPnqmDBgpKkmTNn6syZM+nK5US9WNtD1qTPmjVr1LlzZ5UtW1YFChRQzZo19dprr6V7n82KFSt0//33m+Vq1aqliRMnKikpyeGy0rbNoqKi9MQTT6hChQoKCAhQhQoV1KtXL6c3BB45csSMee7cuenGp32f6dWrV/X222+rYcOGKlKkiIoUKaLGjRvro48+UnJystO6kaQNGzbokUceUUhIiAICAlSlShX1799fBw4ckHTjcd4Wi0WtW7fOcF4Abi08sgwAkCm2SZOKFSt6LpBckpSUpI4dO2rlypWphv/xxx/6448/tGDBAq1evVplypTxUIQAAABA3uTj8/+XnVJSUuyW2bt3rzp06JDu5qwNGzZow4YN2rx5sz766CO703bs2FHr1q1LN/zMmTNav3691q9fr6lTp2rFihWqUaNGunIpKSl64okn9PXXX6canpSUpEuXLunw4cPauHGjfvzxR23fvj3d9MnJyXrhhRc0bdq0dOP27dunffv2aebMmfr444/19NNP212HzAoODla3bt00Y8YMXb58WT///LOefPLJVGWyWy9pTZo0SaNGjUr1jpa9e/fq1Vdf1cqVK/XTTz+pUKFCevHFF/XBBx+kmvbPP//UqFGjtH79ei1btkze3t5OlzV79mw9++yzqZIix44d07x58/Tll19q3rx56tq1a4YxO3Pq1Cm1b99ev//+e6rhUVFRioqK0s8//6zvvvtOXl7272OfMGGCxowZk6o+Dh8+rE8++UQLFy7UN998k634ANzc6CEDAHDZ3r17tXz5cklSo0aNVLp0aZem69y5s2JiYjRgwABzWExMTLpPuXLl3BJ3drzyyitauXKl2rVrpyVLlmj79u1asmSJ7r33Xkk3GhgdO3Z06S4qAAAA4Fbyxx9/mH+XLVs23fjLly/rwQcf1NmzZ/XKK69o7dq12r59u2bOnKny5ctLkj7++GP99NNPduefnJysunXravTo0VqyZIm2bt2qLVu2aNGiRXr88cfl5eWlw4cPq3Pnzul690vStGnTzGTMnXfeqblz52rDhg3asWOHVq9erQ8++ED33XefwyRC3759zWRMhw4dtGDBAm3btk1RUVGaOXOmateurWvXrumZZ57R0qVLM1d5Ttxzzz3m3xs2bEg3Prv1YuvHH3/UyJEj1bRpUy1cuFDbt2/XypUr1aFDB0nSpk2bNGnSJL3//vv64IMP1KFDBy1evFjR0dH6/vvvzV5SK1eu1MyZM50ua+fOnerfv79KlSqlKVOmaOvWrVq3bp1efvll+fv7KzExUd26dcuwx1JGHnnkEf3555964YUXFBkZqejoaC1cuFA1a9aUJC1dutRhrF988YVeeeUVGYahYsWKadKkSdq0aZM2bdqkN998Uz4+Pnr88ccVFxeXrRgB3MQMAMAtb82aNYYkQ5IxYMAAIyYmxvz88ccfxvr1640333zTKF26tCHJCAwMNH799Ven81mzZk268WPHjjXHZ8S27OzZs1PFlPZz6dKldNP37NnTkGRUqlTJ7vwrVapkSDJ69uzpdD0kGc8884zdefTt29cs89FHH2W4TgAAAMDNwPZ8eezYsQ7LPfTQQ2a58ePHm8Ot5+qSjKJFixq7du1KN+3+/fuNgIAAQ5Lx4IMP2p3/X3/95TTOyMhIw8vLy5BkfPrpp+nGt2zZ0pBkNGnSxLh27ZrD+Zw9ezbdsG+++cZch5kzZ9qd7sqVK8bdd99tSDJCQ0PTLePw4cPmPOy1Sxw5cOCAOd3dd9+dbnx268UwjFTtoUcffdRITk5ONT45Odlo2rSpIckoUqSIERAQYAwePDjdfP7991+z7XXHHXfYXZZ1vLX9FhcXl67ML7/8Yvj4+BiSjPDw8HTjbetyzpw56cbbti99fX3ttlfPnj1rhISEOIz16tWrRqlSpQxJRvHixY19+/alK7Nv3z6jePHi5rJatWpld50B3LroIQMASGXatGmqW7eu+bnjjjt011136eWXX9bp06f17LPPauvWrWrevHmuxdSnT59UMaX9REVFuW3ZISEhev/99+2Omzx5skqWLClJmjp1qttiAAAAAPKLK1euaPPmzXrwwQf1/fffS5ICAwPVv39/u+XHjx+v2rVrpxtetWpVde7cWZL9XiCSVK1aNaex3HPPPXrwwQclSd9991268SdPnpQkNW/ePNXj1dIqXrx4umETJ06UJD388MPq16+f3ekCAgLMx60dOXIk1Xs2s6NEiRLm3+fPn083Prv1YqtgwYKaMWNGul5C3t7eevbZZyVJFy9eVMmSJfXWW2/Znb5nz56SbvSYio+Pd7q8d9991+6TGNq0aWM+9m379u3ZagM+//zzdt/tUrx4cfXu3dthrEuWLNHp06clSWPHjlX16tXTzaN69eoaO3ZslmMDcPMjIQMAcNn169f11Vdf6dNPP3X6UsabSZcuXcyXZqZVuHBhdenSRZK0Z88euqUDAADgljNu3DjzZekWi0UFCxZU8+bNzUd0BQYGavHixeaNTLYsFku695/YCgsLk3Qj6XDhwoUMY/nnn3+0f/9+7dq1y/xYl5v2fSGSzPdALl26VGfOnMlw/lbHjx9XdHS0JJntAUdq1qyp4OBgSdLmzZtdXoYzhQsXNv++ePFihuUzWy+27r33XrsJKUm64447zL8feeQR+fr62i1Xr1498+/Dhw87XFaxYsX00EMPORzfp08f8+9Vq1Y5LJeRp556yuE46zYnpY919erVkiQvLy91797d4Ty6desmi8WS5fgA3NxIyAAAUhk7dqwMw0j1uXz5sv744w+99NJLunjxot599121a9dOV65cyZWY1qxZky4m24+9u5tySqNGjZyOb9y4sfn3rl273BYHAAAAkJ9UqFBBzz//vGJiYlK988RWcHBwqt4eadkmAhwlHn799Vd17dpVJUqUUKlSpVS9evVUvemt7wKxl3Cx9tw4cOCAqlatqj59+uiLL77QsWPHnK7b9u3bzb+feOKJVAkpex/rsq09crLLti4CAwPtlslOvdiy1wvEqmjRopku5yyB1KBBA6c9lerXry8/Pz9J2Wt71ahRw+E4Z9ucdZmVK1dWsWLFnM6jSpUqWY4PwM2NhAwAIEMFChRQ3bp19dZbb5mP5lq3bp3ZTf9mVqpUKafjQ0JCzL/PnTvn7nAAAACAPGXAgAGKiYkxP/v379e5c+cUGxurDz/8UBUrVnQ4raOe6FZeXv9/2SolJSXd+IiICN1555366quvMjwXt3czWZ8+fTRq1Cj5+PgoPj5ec+bM0ZNPPqkKFSqoatWqGjZsmA4dOpRuOutjqzLr8uXLWZouLdskir3eK9mtF1vOviPb78fVcva+R6uM2l4+Pj7m+man7ZXVWK2Ph8soTkl2e4QBgERCBgCQSX379jVPgmfNmuXhaNwvo67mhmHkUiQAAABA3lOqVCnVqVPH/FStWtVp74Gcsnr1ao0bN06SVKVKFU2dOlV//PGHLly4oOTkZLM3/ZgxY5zOZ8KECTpw4IAmTJigu+++27xYf/DgQb377ruqUaOGpk+fnmoa2wv1n3/+eaqElLPP66+/niPrvmPHDvPv22+/PdW4nKoXT3DlMV+0vwDkd477AQIAYIeXl5eqVaumrVu36sSJEzp37pzDZwrfDE6dOuV0vO3dcTdzPQAAAAB5ifWRW0WLFtXmzZsd9lqw99L7tCpVqqRRo0Zp1KhRunbtmrZt26avv/5an3zyia5evaqBAweqSZMmatCggSSlesyaxWJRnTp1cmCNXBcZGWn+feedd6Yal5P1ktsyanslJyebcXui7WVNNLrSQ+qff/5xdzgA8il6yAAAMi05Odn8+9q1ay5Plx9fbBgVFeXy+NxuiAEAAAC3qt27d0uS7r77bqePkLJ934srfH191aJFC02ePFkLFy6UdKNXxjfffGOWsSZmJOnnn3/O1Pyz659//jHjKlSokNq1a5dqvLvqJTfs3LkzVVszrd9//11JSUmSPNP2ql27tiTp8OHDTh+Zdu7cObuPugMAiYQMACCTLl++rD179kiSAgICFBwc7PK0AQEB5t+JiYk5Hps7fP311w6fq/zvv//qq6++kiTVqlVLZcqUyc3QAAAAgFuW9cK9s/ey7Ny5U1u2bMnyMtq2bWv+bfvelqpVq6pWrVqSpC+//FKxsbFZXkZmXL9+Xb169TLX+ZlnnknXUyQ36sVdzp07p6VLlzocP3v2bPPve+65JzdCSsW6PVy/fl0LFixwWG7BggU8Wg2AQyRkAACZMnbsWDNB0b59e3l7e7s8rW3C4uDBgzkemzucPHlSQ4cOtTtuyJAhZnf1AQMG5GZYAAAAwC2tWrVqkqSNGzfa7Y3wzz//qFu3bk7nsWDBAqc9Mmx7v1SuXDnVuFdeeUWSdPXqVT3yyCNOH1GVmJioqVOn6urVq07jcSY2Nlb33XefVqxYIUmqUaOGxo4dm65cTtSLJw0ZMsTuo8vWrVunGTNmSJLCwsLUqFGj3A5NDz/8sNnraNy4cdq/f3+6Mvv37zff4QMA9vAOGQBAKqdPn9auXbtSDbt69ar279+vzz77TCtXrpR0o7fLa6+9lql5N2/e3Pz7xRdf1OjRo1WmTBnzUWahoaHy8clbP03h4eGaNm2aDh8+rP79+6tChQo6evSopk2bpp9++knSjUcW9O/f38ORAgAAALeOHj16aOnSpbp06ZJatWqll19+WWFhYTIMQ5s2bdJ7772nkydPqlmzZtq8ebPdeXTv3l3Dhg3TI488oubNm+u2225TQECATp06pcjISE2bNk2SVLhw4XRJjCeeeEI//fST5s2bp+joaNWqVUvPPvusWrVqpZIlS+rff//VwYMHtWHDBn377bc6d+6cevTo4XB9Lly4kKodduXKFV24cEF79uzR2rVrtWzZMjN5dPvtt2vZsmUKCgpyS714Sr169bRnzx6FhYVp5MiRaty4sRITE7VixQq9//77Sk5Olo+Pjz7++GOPxBcQEKDJkyfrySef1Llz59SkSRONGDFCd911lyRp/fr1evPNN3X9+nVVq1ZN+/fvz5eP7QbgXnnrqhcAwOOmTZtmNjwcKVmypBYsWKC6detmat5Vq1ZVly5d9NVXX+nnn39O97zlw4cPKzQ0NLMhu9WECRP07rvvauXKlWYyylaNGjW0bNmyPJdIAgAAAG5m//nPf9S7d2/NmTNHx44d0/PPP59qvLe3t95//32dP3/eaeLh1KlTTttARYsW1aJFi1S+fPl042bNmqWQkBC9++67OnPmjCZMmKAJEybYnU+hQoWcPl3g+++/1/fff+9wvCQFBgaqX79+eu2111SwYEG7ZXKqXjyhfv36eu655zRgwAA999xz6cb7+flp3rx5atKkiQeiu+GJJ57QoUOHNGbMGJ0/f14vv/xyqvEFCxbU119/rUmTJmn//v2pHtsNABKPLAMAuMDPz0+lS5dW27Zt9e6772rfvn3pXh7pqgULFuitt95S48aNFRQUJC+vvP1T5Ofnpx9//FFTp05V06ZNVbRoURUsWFB169bV66+/rt9++01ly5b1dJgAAADALWf27NmaP3++WrZsqSJFisjf31+VKlVS9+7dtWnTJv33v/91Ov3evXs1ZcoUde7cWbVq1VKJEiXk4+OjYsWKqWnTpoqIiHDa9vH29tabb76pPXv2aOjQoWrQoIGKFSsmb29vFSlSRLVr19ZTTz2lefPmKS4uTgUKFHBpvSwWiwIDA1W+fHk1adJEAwYM0Pz583XixAm9++67DpMxOVUvntSvXz9t2LBBXbp0UdmyZeXn56dy5cqpR48e2rFjhx5//HFPh6jRo0dr3bp16ty5s0qVKmXWb58+fbR9+3bdf//9SkhIkCS7vZgA3NosBm+ZAgAglbVr16pNmzaSpDVr1qh169aeDQgAAAAAblKhoaH6+++/1bNnT82dO9fT4WTbtWvXFBQUpCtXruiVV17J9KO+Adzc8vZtyQAAAAAAAACQT3z33Xe6cuWKJKlp06YejgZAXkNCBgAAAAAAAABccODAAYfjjhw5oiFDhkiSQkJC1L59+9wKC0A+wRuIAQAAAAAAAMAFNWrU0P33368HHnhAtWvXVqFChXT69GmtWbNG06dP14ULFyRJ77zzjnx8uPQKILV8e1SYOnWq3n77bcXFxal27dqaPHmyWrZsabes7bsAbP3555+qUaOGu0MFAAAAAAAAcBNISUnR0qVLtXTpUrvjvby89Prrr6tbt265HBmA/CBfJmQWLVqkwYMHa+rUqWrRooU++eQTdejQQXv27FHFihUdTrdv3z4FBgaa/5csWTI3wgUAAAAAAABwE1i6dKl+/PFHbdq0SadOndLZs2fl7++vcuXKqXXr1ho0aJDq1Knj6TAB5FEWwzAMTweRWU2aNFHDhg01bdo0c1jNmjXVuXNnTZw4MV15aw+Z8+fPq2jRorkYKQAAAAAAAAAAQD7sIZOUlKTo6GiNGDEi1fB27dpp06ZNTqdt0KCBrl69qlq1aumVV16x+xgzq8TERCUmJpr/X79+XefOnVOJEiVksViytxIAAABAPmAYhi5evKiyZcvKy8vL0+EgD6LdBAAAgFtZZttM+S4hc+bMGaWkpCgkJCTV8JCQEJ08edLuNGXKlNGMGTMUFhamxMREzZ8/X23bttXatWt111132Z1m4sSJGjduXI7HDwAAAOQ3R48eVfny5T0dBvIg2k0AAACA622mfPfIshMnTqhcuXLatGmTmjVrZg6fMGGC5s+fr71797o0n06dOsliseiHH36wOz7tnV7x8fGqWLGijh49muo9NAAAAMDNKiEhQRUqVNCFCxcUFBTk6XCQB9FuAgAAwK0ss22mfNdDJjg4WN7e3ul6w5w+fTpdrxlnmjZtqgULFjgc7+/vL39//3TDAwMDaVgAAADglsKjp+AI7SYAAADA9TZTvnsQtJ+fn8LCwhQZGZlqeGRkpJo3b+7yfHbs2KEyZcrkdHgAAAAAAAAAAADp5LseMpI0ZMgQde/eXeHh4WrWrJlmzJih2NhY9e/fX5I0cuRIHT9+XJ999pkkafLkyQoNDVXt2rWVlJSkBQsWaPHixVq8eLEnVwMAAAAAAAAAANwi8mVCpmvXrjp79qzGjx+vuLg41alTRytWrFClSpUkSXFxcYqNjTXLJyUladiwYTp+/LgKFCig2rVra/ny5br//vs9tQoAAAAAAAAAAOAWYjEMw/B0EPlBQkKCgoKCFB8fz7OQAQAAcEvgHBiZxTYDAACAW0lmz3/z3TtkAAAAAAAAAAAA8hsSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3IyEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcLN8m5CZOnWqKleurICAAIWFhWnDhg0uTffrr7/Kx8dH9evXd2+AAAAAAAAAAAAA/5MvEzKLFi3S4MGDNXr0aO3YsUMtW7ZUhw4dFBsb63S6+Ph49ejRQ23bts2lSAEAAAAAAAAAAPJpQua9995T37591a9fP9WsWVOTJ09WhQoVNG3aNKfTPfvss3ryySfVrFmzXIoUAAAAAAAAAAAgHyZkkpKSFB0drXbt2qUa3q5dO23atMnhdHPmzNHBgwc1duxYl5aTmJiohISEVB8AAAAAwP+j3QQAAAC4Lt8lZM6cOaOUlBSFhISkGh4SEqKTJ0/anWb//v0aMWKEPv/8c/n4+Li0nIkTJyooKMj8VKhQIduxAwAAAMDNhHYTAAAA4Lp8l5Cxslgsqf43DCPdMElKSUnRk08+qXHjxql69eouz3/kyJGKj483P0ePHs12zAAAAABwM6HdBAAAALjOte4ieUhwcLC8vb3T9YY5ffp0ul4zknTx4kVt375dO3bs0HPPPSdJun79ugzDkI+Pj37++Wfdfffd6abz9/eXv7+/e1YCAAAAAG4CtJsAAAAA1+W7HjJ+fn4KCwtTZGRkquGRkZFq3rx5uvKBgYGKiYnRzp07zU///v11++23a+fOnWrSpEluhQ4AAAAAAAAAAG5R+a6HjCQNGTJE3bt3V3h4uJo1a6YZM2YoNjZW/fv3l3Sj2/zx48f12WefycvLS3Xq1Ek1falSpRQQEJBuOAAAAAAAAAAAgDvky4RM165ddfbsWY0fP15xcXGqU6eOVqxYoUqVKkmS4uLiFBsb6+EoAQAAAAAAAAAAbrAYhmF4Ooj8ICEhQUFBQYqPj1dgYKCnwwEAAEAuCB2x3NMh6Mikjh5bNufAyCy2GQAAANxKMnv+m+/eIQMAAAAAAAAAAJDfkJABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3IyEDAAA+URsbKyGDRummjVrqlChQipevLgaN26sd955R5cvX87RZX355Zdq3769ypQpo4CAAIWGhqp79+7asmVLji4HAAAAAHIS7SYAeZnFMAzD00HkBwkJCQoKClJ8fLwCAwM9HQ4A4BazfPlyPfXUU4qPj7c7/vbbb9eKFStUpUqVbC3n6tWreuyxx7Rs2TK74728vBQREaExY8ZkazlAfhE6YrmnQ9CRSR09tmzOgZFZbDMAAE+i3QQgt2X2/JceMgAA5HG///67unTpovj4eBUuXFgTJkzQpk2btHr1aj399NOSpH379qljx466dOlStpbVt29fs1HRpk0bfffdd9q2bZtmzZql2267TdevX9err76qTz/9NNvrBQAAAAA5hXYTgPyAHjIu4k4vAICntGnTRmvXrpWPj4/Wr1+vZs2apRr/9ttva/jw4ZKkcePG6dVXX83SctatW6fWrVtLkjp16qQlS5bI29vbHH/mzBmFhYUpNjZWxYoV06FDh1S0aNEsLQvIL+ghwzkwModtBgDgKbSbAM/xdLspP7WZ6CEDAEAeFhUVpbVr10q6cRdW2kaFJA0dOlQ1a9aUJE2ePFnXrl3L0rLeeustSZK3t7emTp2aqlEhScHBwXrzzTclSefPn9esWbOytBwAAAAAyEm0mwDkFyRkAAC3tIiICFksFlksFknShQsXNHbsWNWuXVuFCxdW8eLF1bp1a33++eceie+7774z/+7du7fdMl5eXurRo4ekGyf81oZIZly6dEmrV6+WJN17770qX7683XKPPPKIecfHt99+m+nlAAAAAMh/aDfdQLsJQHaRkAEA4H8OHz6s8PBwjR8/Xnv27NG///6r8+fPa926derWrZsee+wxJScn52pMGzZskCQVKlRIYWFhDsu1atXK/Hvjxo2ZXs62bduUmJiYbl5p+fn5qWnTpuY0Wb2rDAAAAED+RLuJdhOArCMhAwDA/3Tt2lWHDx9W//79tWrVKkVFRWnWrFmqXr26JOmbb77RkCFDcjWmP//8U5JUtWpV+fj4OCxXo0aNdNNkZTlp5+VsWcnJydq/f3+mlwUAAAAg/6LdlH5ezpZFuwmALRIyAAD8T1RUlBYsWKBp06apbdu2Cg8PV58+fbR9+3bVq1dPkvTxxx8rJiYm1XRz5841u+9n55PW1atXdebMGUly2BXeqlixYipUqJAk6ejRo5led9tpMlpWhQoV7E4HAAAA4OZHu0kuLYt2EwB7SMgAAPA/DzzwgJ544ol0w4sUKaIZM2ZIkq5fv67p06fnSjwXL140/y5cuHCG5a0Ni0uXLrl1WdblZHVZAAAAAPIv2k2uLYt2EwB7HPfhAwDgFuPo5Y+S1LhxY9WuXVu7d+/WqlWrUo3r3LmzwsPDczyeq1evmn/7+fllWN7f31+SdOXKFbcuy7qcrC4LAAAAQP5Fu8m1ZdFuAmAPCRkAAP6nUaNGTsc3btxYu3fv1v79+5WUlGSegBctWlRFixbN8XgCAgLMv5OSkjIsb325ZIECBdy6LOtysrosAAAAAPkX7SbXlkW7CYA9PLIMAID/KVWqlNPxISEhkiTDMHT+/Hm3x1OkSBHzb1e6uP/777+SXOumn51lWZeT1WUBAAAAyL9oN7m2LNpNAOyhhwwAAP9j7wWRtgzDsDv8woULOnbsWLaXX6dOnVT/BwQEKDg4WGfOnMlw/ufPnzdP+G1fHukq2xdSHjt2zOmjBGxfSJmVZQEAAADIv2g33UC7CUBWkJABAOB/Tp065fRE+fTp05JuNECKFStmDv/uu++cPkfZVfYaLjVr1tSGDRt04MABJScny8fH/k/33r17U02TWbVq1bI7L2fL8vHxUdWqVTO9LAAAAAD5F+2m9PNytizaTQBs8cgyAAD+JyoqyqXx1apVc+llkTnhzjvvlHSju3t0dLTDcuvWrTP/btGiRaaX06hRI3OdbOeVVlJSkrZs2ZJuGgAAAAC3BtpNtJsAZB0JGQAA/mfevHkOx23fvl27du2SJN1zzz2pxvXq1UuGYWT7Y0/nzp3Nv+fMmWO3zPXr1/XZZ59JuvGizDZt2mRmtSXdeBZy27ZtJUmrVq1y2NX/22+/VUJCgiTp4YcfzvRyAAAAAORvtJtoNwHIunybkJk6daoqV66sgIAAhYWFacOGDQ7Lbty4US1atFCJEiVUoEAB1ahRQ++//34uRgsAyA9++OEHffXVV+mGX7p0Sc8884wkycvLS88++2yuxdS4cWO1bNlSkjRr1ixt3rw5XZl3331Xf/75pyTpv//9r3x9fdOVmTt3riwWiywWiyIiIuwua9iwYZKk5ORkDRo0SCkpKanGnzlzRi+//LKkGw2Yfv36ZXm9AAAAAORPtJtoNwHIunyZkFm0aJEGDx6s0aNHa8eOHWrZsqU6dOig2NhYu+ULFSqk5557TuvXr9eff/6pV155Ra+88opmzJiRy5EDAPKy8PBwPfnkkxo0aJDWrFmj6OhozZkzR+Hh4dqxY4ckadCgQbrjjjtyNa4PPvhABQoUUHJystq1a6eJEydqy5YtWrNmjZ599lkNHz5cklS9enUNHTo0y8u5++679fjjj0u60ci699579cMPP2j79u2aM2eOmjZtav7WTpo0KdXzoAEAAADcGmg30W4CkHX233CVx7333nvq27evmWGePHmyfvrpJ02bNk0TJ05MV75BgwZq0KCB+X9oaKi+/fZbbdiwwczcAwDw1VdfqW3btpo6daqmTp2abvyjjz6q9957L9fjatCggRYtWqRu3bopISFBo0aNSlemevXqWr58uYoUKZKtZc2ePVsJCQlasWKF1qxZozVr1qQa7+XlpTFjxuTq3W4AAAAA8g7aTbSbAGRdvushk5SUpOjoaLVr1y7V8Hbt2mnTpk0uzWPHjh3atGmTWrVq5bBMYmKiEhISUn0AADe3ypUrKzo6WqNGjVLNmjVVsGBBBQUF6a677tKCBQv0zTffyMfHM/cydOrUSX/88YdefPFFVa9eXQULFlTRokUVHh6uN998Uzt27FDVqlWzvZwCBQpo+fLl+vzzz3XvvfeqVKlS8vPzU4UKFfTkk09q48aNDrvuAwBuPbSbAODWQ7uJdhOArLMYjt6GlUedOHFC5cqV06+//qrmzZubw9944w3NmzdP+/btczht+fLl9c8//yg5OVkREREaM2aMw7IREREaN25cuuHx8fEKDAzM3koAAPIM2+N9PvtJBJALQkcs93QIOjKpo8eWnZCQoKCgIM6B4RDtJgC4NdBuAuCMp9tN+anNlO96yFhZLJZU/xuGkW5YWhs2bND27ds1ffp0TZ48WV988YXDsiNHjlR8fLz5OXr0aI7EDQAAAAA3C9pNAAAAgOvy3TtkgoOD5e3trZMnT6Yafvr0aYWEhDidtnLlypKkunXr6tSpU4qIiNATTzxht6y/v7/8/f1zJmgAAAAAuAnRbgIAAABcl+96yPj5+SksLEyRkZGphkdGRqZ6hFlGDMNQYmJiTocHAAAAAAAAAACQTr7rISNJQ4YMUffu3RUeHq5mzZppxowZio2NVf/+/SXd6DZ//PhxffbZZ5Kkjz/+WBUrVlSNGjUkSRs3btQ777yj559/3mPrAAAAAAAAAAAAbh35MiHTtWtXnT17VuPHj1dcXJzq1KmjFStWqFKlSpKkuLg4xcbGmuWvX7+ukSNH6vDhw/Lx8dFtt92mSZMm6dlnn/XUKgAAAAAAAAAAgFuIxTAMw9NB5AcJCQkKCgpSfHy8AgMDPR0OAAAAckHoiOWeDkFHJnX02LI5B0Zmsc0AAADcejzdbspPbaZ89w4ZAAAAAAAAAACA/IaEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3MzH0wFk1dSpU/X2228rLi5OtWvX1uTJk9WyZUu7Zb/99ltNmzZNO3fuVGJiomrXrq2IiAi1b98+l6MGAAAAAADZETpiuadD0JFJHT0dAgAAyIfyZQ+ZRYsWafDgwRo9erR27Nihli1bqkOHDoqNjbVbfv369br33nu1YsUKRUdHq02bNurUqZN27NiRy5EDAAAAAAAAAIBbUb5MyLz33nvq27ev+vXrp5o1a2ry5MmqUKGCpk2bZrf85MmTNXz4cDVq1EjVqlXTG2+8oWrVqmnp0qW5HDkAAAAAAAAAALgV5btHliUlJSk6OlojRoxINbxdu3batGmTS/O4fv26Ll68qOLFizssk5iYqMTERPP/hISErAUMAAAAADcp2k0AAACA6/JdD5kzZ84oJSVFISEhqYaHhITo5MmTLs3j3Xff1b///qsuXbo4LDNx4kQFBQWZnwoVKmQrbgAAAAC42dBuAgAAAFyX73rIWFksllT/G4aRbpg9X3zxhSIiIvT999+rVKlSDsuNHDlSQ4YMMf9PSEigcQEAAAAANmg3AbiVhY5Y7tHlH5nU0aPLBwBkXr5LyAQHB8vb2ztdb5jTp0+n6zWT1qJFi9S3b199/fXXuueee5yW9ff3l7+/f7bjBQAAAICbFe0mAAAAwHX5LiHj5+ensLAwRUZG6uGHHzaHR0ZG6qGHHnI43RdffKE+ffroiy++UMeO3EEAAEBe5+k7DiXuOgQAAACQt3m63USbCcicfJeQkaQhQ4aoe/fuCg8PV7NmzTRjxgzFxsaqf//+km50mz9+/Lg+++wzSTeSMT169NAHH3ygpk2bmr1rChQooKCgII+tBwDkVZ4+oZM4qQMAAAAAAMDNJV8mZLp27aqzZ89q/PjxiouLU506dbRixQpVqlRJkhQXF6fY2Fiz/CeffKLk5GQNGjRIgwYNMof37NlTc+fOze3wAQAAAAAAAADALSZfJmQkaeDAgRo4cKDdcWmTLGvXrnV/QAAAAAAAAAAAAA7k24QMcLPy9KOieEwUAAAAAAAAAOQ8L08HAAAAAAAAAAAAcLMjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3IyEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuFm+TchMnTpVlStXVkBAgMLCwrRhwwaHZePi4vTkk0/q9ttvl5eXlwYPHpx7gQIAAAAAAAAAgFtevkzILFq0SIMHD9bo0aO1Y8cOtWzZUh06dFBsbKzd8omJiSpZsqRGjx6tevXq5XK0AAAAAAAAAADgVpcvEzLvvfee+vbtq379+qlmzZqaPHmyKlSooGnTptktHxoaqg8++EA9evRQUFBQLkcLAAAAAAAAAABudfkuIZOUlKTo6Gi1a9cu1fB27dpp06ZNHooKAAAAAAAAAADAMR9PB5BZZ86cUUpKikJCQlINDwkJ0cmTJ3NsOYmJiUpMTDT/T0hIyLF5AwAAAMDNgHYTAAAA4Lp810PGymKxpPrfMIx0w7Jj4sSJCgoKMj8VKlTIsXkDAAAAwM2AdhMAAADgunyXkAkODpa3t3e63jCnT59O12smO0aOHKn4+Hjzc/To0RybNwAAAADcDGg3AQAAAK7LdwkZPz8/hYWFKTIyMtXwyMhINW/ePMeW4+/vr8DAwFQfAAAAAMD/o90EAAAAuC7fvUNGkoYMGaLu3bsrPDxczZo104wZMxQbG6v+/ftLunGX1vHjx/XZZ5+Z0+zcuVOSdOnSJf3zzz/auXOn/Pz8VKtWLU+sAgAAAAAAAAAAuIXky4RM165ddfbsWY0fP15xcXGqU6eOVqxYoUqVKkmS4uLiFBsbm2qaBg0amH9HR0dr4cKFqlSpko4cOZKboQMAAAAAAAAAgFtQvkzISNLAgQM1cOBAu+Pmzp2bbphhGG6OCAAAAAAAAAAAwL589w4ZAAAAAAAAAACA/IaEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHAzEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZj6eDgAAAAAAAAAAAKQXOmK5p0PQkUkdPR3CTYMeMgAAAAAAAAAAAG6Wb3vITJ06VW+//bbi4uJUu3ZtTZ48WS1btnRYft26dRoyZIh2796tsmXLavjw4erfv38uRgwA/8/TdzdwZwNwa/D0sUbK+Hjj6Rg5HgIAAAAAcku+TMgsWrRIgwcP1tSpU9WiRQt98skn6tChg/bs2aOKFSumK3/48GHdf//9evrpp7VgwQL9+uuvGjhwoEqWLKlHH33UA2sAAAAAAAAAAPA0bhJDbsqXCZn33ntPffv2Vb9+/SRJkydP1k8//aRp06Zp4sSJ6cpPnz5dFStW1OTJkyVJNWvW1Pbt2/XOO++QkMlh+eEAlh9iRPZ4+juW+J6RP3h6X2E/AQDcijz9+yvRexFA3pHXjzeejk/imAjcbPJdQiYpKUnR0dEaMWJEquHt2rXTpk2b7E6zefNmtWvXLtWw9u3ba9asWbp27Zp8fX3TTZOYmKjExETz//j4eElSQkJCdlfhpnY98bJHl+/K95PXY8zr8eUHnq5DKf9/z56OT8r/22KdsT95OgTtGtfe6XhPf89sh+6XH+rQ0zHm9fgkz26H1mUbhuGxGJC30W7KvPxwXPF0jHk9Punm2MY9fb6a0bmqp+OT8v/5dH6Q1+vQ0/FJeT9GtsPsy+vfsZT3Y8xPbSaLkc9aVydOnFC5cuX066+/qnnz5ubwN954Q/PmzdO+ffvSTVO9enX16tVLo0aNModt2rRJLVq00IkTJ1SmTJl000RERGjcuHHuWQkAAAAgHzl69KjKly/v6TCQB9FuAgAAAFxvM+W7HjJWFosl1f+GYaQbllF5e8OtRo4cqSFDhpj/X79+XefOnVOJEiWcLicvS0hIUIUKFXT06FEFBgZ6Opx8iTrMPuow+6jD7KMOs486zD7qMPuow+zLqA4Nw9DFixdVtmxZD0SH/OBmazdxXMk+6jD7qMPsow6zjzrMPuowZ1CP2UcdZp+zOsxsmynfJWSCg4Pl7e2tkydPphp++vRphYSE2J2mdOnSdsv7+PioRIkSdqfx9/eXv79/qmFFixbNeuB5SGBgIDtfNlGH2UcdZh91mH3UYfZRh9lHHWYfdZh9zuowKCgol6NBfnKztps4rmQfdZh91GH2UYfZRx1mH3WYM6jH7KMOs89RHWamzeSVkwHlBj8/P4WFhSkyMjLV8MjIyFSPMLPVrFmzdOV//vlnhYeH231/DAAAAAAAAAAAQE7KdwkZSRoyZIg+/fRTzZ49W3/++adefPFFxcbGqn///pJudJvv0aOHWb5///76+++/NWTIEP3555+aPXu2Zs2apWHDhnlqFQAAAAAAAAAAwC0k3z2yTJK6du2qs2fPavz48YqLi1OdOnW0YsUKVapUSZIUFxen2NhYs3zlypW1YsUKvfjii/r4449VtmxZffjhh3r00Uc9tQoe4e/vr7Fjx6Z7pABcRx1mH3WYfdRh9lGH2UcdZh91mH3UYfZRh0Bq7BPZRx1mH3WYfdRh9lGH2Ucd5gzqMfuow+zLyTq0GNa32wMAAAAAAAAAAMAt8uUjywAAAAAAAAAAAPITEjIAAAAAAAAAAABuRkIGAAAAAAAAAADAzUjIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwMxIyAAAAAAAAAAAAbkZCBgAAAAAAAAAAwM1IyAAAAAAAAAAAALgZCRkAAAAAAAAAAAA3IyEDAAAAAAAAAADgZiRkAAAAAAAAAAAA3IyEDAAAAAAAAAAAgJuRkAEAAAAAAAAAAHCzfJuQmTp1qipXrqyAgACFhYVpw4YNDsuuXbtWFosl3Wfv3r25GDEAAAAAAAAAALhV5cuEzKJFizR48GCNHj1aO3bsUMuWLdWhQwfFxsY6nW7fvn2Ki4szP9WqVculiAEAAAAAAAAAwK3MYhiG4ekgMqtJkyZq2LChpk2bZg6rWbOmOnfurIkTJ6Yrv3btWrVp00bnz59X0aJFczFSAAAAAAAAAAAAycfTAWRWUlKSoqOjNWLEiFTD27Vrp02bNjmdtkGDBrp69apq1aqlV155RW3atHFYNjExUYmJieb/169f17lz51SiRAlZLJbsrQQAAACQDxiGoYsXL6ps2bLy8sqXnevhZrSbAAAAcCvLbJsp3yVkzpw5o5SUFIWEhKQaHhISopMnT9qdpkyZMpoxY4bCwsKUmJio+fPnq23btlq7dq3uuusuu9NMnDhR48aNy/H4AQAAgPzm6NGjKl++vKfDQB5EuwkAAABwvc2U7x5ZduLECZUrV06bNm1Ss2bNzOETJkzQ/PnztXfvXpfm06lTJ1ksFv3www92x6e90ys+Pl4VK1bU0aNHFRgYmL2VAAAAAPKBhIQEVahQQRcuXFBQUJCnw0EeRLsJAAAAt7LMtpnyXQ+Z4OBgeXt7p+sNc/r06XS9Zpxp2rSpFixY4HC8v7+//P390w0PDAykYQEAAIBbCo+egiO0mwAAAADX20z57kHQfn5+CgsLU2RkZKrhkZGRat68ucvz2bFjh8qUKZPT4QEAAAAAAAAAAKST73rISNKQIUPUvXt3hYeHq1mzZpoxY4ZiY2PVv39/SdLIkSN1/PhxffbZZ5KkyZMnKzQ0VLVr11ZSUpIWLFigxYsXa/HixZ5cDQAAAAAAAAAAcIvIlwmZrl276uzZsxo/frzi4uJUp04drVixQpUqVZIkxcXFKTY21iyflJSkYcOG6fjx4ypQoIBq166t5cuX6/777/fUKgAAAAAAAAAAgFuIxTAMw9NB5AcJCQkKCgpSfHw8z0IGAADALYFzYGQW2wwAAABuJZk9/81375ABAAAAAAAAAADIb0jIAAAAAAAAAAAAuBkJGQAAAAAAAAAAADcjIQMAAAAAAAAAAOBmJGQAAAAAAAAAAADcjIQMAAAAAAAAAACAm5GQAQAAAAAAAAAAcDMSMgAAAAAAAAAAAG5GQgYAAAAAAAAAAMDNSMgAAAAAAAAAAAC4GQkZAAAAAAAAAAAANyMhAwAAAAAAAAAA4GYkZAAAAAAAAAAAANyMhAwAAAAAAAAAAICbkZABAAAAAAAAAABwsxxLyCQmJubUrAAAAAAAAAAAAG4qOZaQKVOmjAYNGqTt27fn1CwBAAAAAAAAAABuCjmWkLlw4YKmT5+uJk2aqF69evrwww919uzZnJo9AAAAAAAAAABAvpVjCZmHH35Yvr6+MgxDMTExevHFF1WuXDl16dJFK1eulGEYObUoAAAAAAAAAACAfCXHEjKLFy/W8ePH9f7776tevXoyDENJSUlavHixOnbsqIoVK2rMmDE6ePBgTi0SAAAAAAAAAAAgX8ixhIwklShRQv/973+1Y8cORUdHa9CgQSpWrJgMw9Dx48f1xhtvqHr16mrTpo0WLFigq1ev5uTiAQAAAAAAAAAA8qQcTcjYatCggaZMmaITJ05o0aJFuu++++Tl5SXDMLRu3Tr17NlTpUuX1oABA7Rt2zZ3hQEAAAAAAAAAAOBxbkvIWPn5+emxxx7TihUr9Pfff+v1119XtWrVZBiGEhISNGPGDDVr1kx16tTR5MmTde7cOXeHBAAAAAAAAAAAkKvcnpCxVbZsWQ0ePFgvv/yySpcuLYvFIkkyDEN79uzR0KFDVaFCBQ0ePFgXLlzIzdAAAAAAAAAAAADcJtcSMhs2bFCfPn1UunRpPf300zp16pQMw1CJEiU0YMAA3XnnnTIMQ1euXNGUKVNUv359HTt2LLfCAwAAAAAAAAAAcBu3JmSOHTumCRMmqFq1amrdurXmzZunS5cuSZLatm2rL7/8UsePH9fHH3+s9evXa9++ferXr58sFouOHj2qV155xeG8p06dqsqVKysgIEBhYWHasGGDSzH9+uuv8vHxUf369XNiFQEAAAAAAAAAADLkk9MzTExM1JIlSzRnzhytXr1ahmHIMAxJUrly5dSrVy/17dtXoaGh6aatVq2aZsyYoUqVKmnMmDFavXq13WUsWrRIgwcP1tSpU9WiRQt98skn6tChg/bs2aOKFSs6jC0+Pl49evRQ27ZtderUqRxZXwAAAAAAAAAAgIxYDGu2JJuioqI0Z84cffnll4qPj5d0490wPj4+6tixo/r166cOHTrIyyvjTjkxMTGqV6+evLy8lJycnG58kyZN1LBhQ02bNs0cVrNmTXXu3FkTJ050ON/HH39c1apVk7e3t7777jvt3LnT5fVLSEhQUFCQ4uPjFRgY6PJ0AAAAQH7FOTAyi20GAAAAt5LMnv/mWA+ZJk2ayGKxmL1hqlatqj59+qh3794KCQnJ1LwKFiwoSbKXK0pKSlJ0dLRGjBiRani7du20adMmh/OcM2eODh48qAULFuj111/PMIbExEQlJiaa/yckJLgaPgAAAADcEmg3AQAAAK7L0UeW+fv76+GHH9bTTz+t1q1bZ3k+5cqV05o1a+yOO3PmjFJSUtIleUJCQnTy5Em70+zfv18jRozQhg0b5OPj2ipPnDhR48aNy1zgAAAAAHALod0EAAAAuC7j54e56IMPPtCJEyf0+eefZysZI0kBAQFq1aqVWrVq5bCMxWJJ9b9hGOmGSVJKSoqefPJJjRs3TtWrV3c5hpEjRyo+Pt78HD161PUVAAAAAIBbAO0mAAAAwHU51kPm+eefz6lZORUcHCxvb+90vWFOnz5t99FoFy9e1Pbt27Vjxw4999xzkqTr16+b77f5+eefdffdd6ebzt/fX/7+/u5ZCQAAAAC4CdBuAgAAAFyXYz1kqlSpottuu00HDhxweZrY2FhzOlf5+fkpLCxMkZGRqYZHRkaqefPm6coHBgYqJiZGO3fuND/9+/fX7bffrp07d6pJkyYuLxsAAAAAAAAAACArcqyHzJEjR2SxWJSUlOTyNNeuXTOny4whQ4aoe/fuCg8PV7NmzTRjxgzFxsaqf//+km50mz9+/Lg+++wzeXl5qU6dOqmmL1WqlAICAtINBwAAAAAAAAAAcIccS8jkpq5du+rs2bMaP3684uLiVKdOHa1YsUKVKlWSJMXFxSk2NtbDUQIAAAAAAAAAANxgMQzDyIkZeXl5yWKxKCYmRrVq1XJpmt9++03h4eEqVKiQLl68mBNhuE1CQoKCgoIUHx+vwMBAT4cDAAAAuB3nwMgsthkAAADcSjJ7/ptj75DJigULFkiS2bMFAAAAAAAAAADgZpTlR5bdfffddof37t1bhQoVcjptYmKiDh06pNOnT8tisahdu3ZZDQMAAAAAAAAAACDPy3JCZu3atbJYLLJ94plhGIqKisrUfKpUqaKRI0dmNQwAAAAAAAAAAIA8L8sJmbvuuksWi8X8f926dbJYLAoLC3PaQ8ZisSggIEBlypRR8+bN9fjjj2fYowYAAAAAAAAAACA/y1YPGVteXjdeRzN37lzVqlUrW0EBAAAAAAAAAADcTLKckEmrR48eslgsKlasWE7NEgAAAAAAAAAA4KaQYwmZuXPn5tSsAAAAAAAAAAAAbipeng4AAAAAAAAAAADgZkdCBgAAAAAAAAAAwM0ynZDx9vaWt7e3fHx87A7PyiftvAAAQHqxsbEaNmyYatasqUKFCql48eJq3Lix3nnnHV2+fDlHl/Xll1+qffv2KlOmjAICAhQaGqru3btry5YtGU4bGhoqi8WS4Sc0NDRHYwYAAAAA2k0A8jKLYRhGZibw8rqRw7FYLEpJSUk3PEtBpJlXXpSQkKCgoCDFx8crMDDQ0+EAAG4xy5cv11NPPaX4+Hi742+//XatWLFCVapUydZyrl69qscee0zLli2zO97Ly0sREREaM2aMw3mEhobq77//znBZlSpV0pEjR7IaKoBcwDkwMottBgDgSbSbAOS2zJ7/ZrprytixYzM1HAAAZM/vv/+uLl266PLlyypcuLBGjhypNm3a6MqVK/ryyy81c+ZM7du3Tx07dlRUVJQKFy6c5WX17dvXbFS0adNG//3vf1W2bFnFxMTojTfe0MGDB/Xqq6+qTJky6tevn9N5PfTQQ3r99dcdjvfz88tynAAAAABgi3YTgPwg0z1kblXc6QUA8JQ2bdpo7dq18vHx0fr169WsWbNU499++20NHz5ckjRu3Di9+uqrWVrOunXr1Lp1a0lSp06dtGTJEnl7e5vjz5w5o7CwMMXGxqpYsWI6dOiQihYtmm4+1ju9evbsqblz52YpFgB5A+fAyCy2GQCAp9BuAuAJmT3/zfpzxgAAgNtFRUVp7dq1km7chZW2USFJQ4cOVc2aNSVJkydP1rVr17K0rLfeekvSjffCTZ06NVWjQpKCg4P15ptvSpLOnz+vWbNmZWk5AAAAAJCTaDcByC9IyAAAbmkRERHmyxIl6cKFCxo7dqxq1679f+3de1hU1f7H8c8AAmoCXkm8AOU1SVPwrqWZdMw0NdPMNFNPkloR5clLpXk6aqWmHQXjaJqVinXMOmkmmiJeKiXNLDMrFVOM8AKKCgL794c5v4iLDDPDzMD79TzzPDNrr73Xd1Y0s79+Z+2tG264QTVq1FC3bt303nvvOSS+tWvXmp8/+uijhfZxc3PT8OHDJV094b+WiFjiwoUL2rx5sySpZ8+eql+/fqH9BgwYYP7Fx5o1ayweBwAAAIDrIW+6irwJgLUoyAAA8IcjR44oLCxM06dP1/fff6/MzEydPXtWCQkJevjhh/XAAw8oJyenTGNKTEyUJFWtWlWhoaFF9rvjjjvMz7dv327xOF999ZWysrIKHOuvPD091aFDB/M+pf1VGQAAAADXRN5E3gSg9Dws3WHbtm32iEO33367XY4LAEBJDR48WEeOHFFERIQGDhwoX19f7d+/X6+88op+/PFHffDBB6pbt67eeOONMovp4MGDkqRGjRrJw6Por+1mzZoV2Kc04/z1WEWNtXHjRuXk5Ojw4cO65ZZbCu23bds2tWzZUj///LMMw5C/v7/atWunIUOG6L777jP/ug4AAACA6yBvKnisosYibwLwVxYXZLp162bzDwKTyVTmlXMAAP5q9+7dWrFihYYMGWJuCwsL0wMPPKCuXbvqm2++0cKFC/X3v/9dt956q7nPsmXLilwWbwnDMPK9vnz5stLS0iSpyKXw11SvXl1Vq1ZVZmamjh8/bvHYf97nemM1aNAg335FJRZHjhzJ9/ro0aM6evSoVq9erc6dOysuLk716tWzOFYAAAAAjkPepBKNRd4EoDClumSZYRg2fwAA4Gj33ntvvqTimmrVqik2NlaSlJeXp0WLFpVJPOfPnzc/v+GGG67bv2rVqpKuXtfYnmNdG6eosTw9PdW3b18tWLBAW7du1d69e7VlyxbNmDHDnJTs2LFDPXv2VHp6usWxAgAAAHAc8qaSjUXeBKAwFq+Q2bJliz3iAADA4Yr7tVa7du3UokULfffdd9q0aVO+bf369VNYWJjN47l8+bL5uaen53X7e3l5SZIuXbpk17GujVPUWF999ZX8/PwKtHfr1k3jx4/XwIEDtXHjRh08eFAvvfSS5s6da3G8AAAAAByDvKlkY5E3ASiMxQWZ4m5YBQCAK2vbtm2x29u1a6fvvvtOhw8fVnZ2tvkE3M/Pr9ATaWt5e3ubn2dnZ1+3/7WbS1auXNmuY10bp6ixipuLatWqafXq1br55pt1+vRpxcbGatasWSVKnAAAAAA4HnlTycYibwJQmFJdsgwAgPKoTp06xW739/eXdPXSnWfPnrV7PNWqVTM/L8ly+szMTEklW6ZvzVjXxintWL6+vnrwwQfNx9qzZ4/FxwAAAADgGORNJRuLvAlAYSxeIQMAQHllMpmK3V7UPc/OnTunX3/91erxQ0JC8r329vZWrVq1lJaWdt3jnz171nzC/+ebR5bUn29I+euvvxZ7KYE/38iyNGNJyndDyxMnTpTqGAAAAADKHnnTVeRNAEqDggwAAH/47bffij1RTk1NlXQ1Aalevbq5fe3atcVeR7mkCktcmjdvrsTERP3000/KycmRh0fhX90//PBDvn0s9ecT/T8fq7ixPDw81KhRI4vHkopO0gAAAAA4N/KmgscqbizyJgB/ZnFBZvr06ebnL774YqHtpfHnYwEA4Ai7d+8uNrHYvXu3JKlx48Zldu3eLl26KDExUZmZmUpKSlL79u0L7ZeQkGB+3rlzZ4vHadu2rTw9PZWdna2EhARNnDix0H7Z2dn64osv8u1TGt9//735eUBAQKmOAQAAAKDskTeRNwGwgmEhk8lkuLm5GW5ubkW2l+ZhqYULFxpBQUGGl5eX0aZNG2Pbtm1F9k1MTDQ6depk1KhRw/D29jaaNm1qzJ0716Lx0tPTDUlGenq6xbECAJzX1KlTDUmGJKNv375F9tu9e7e539ixY8ssvi+//NI87pgxYwrtk5ubazRv3tyQZPj5+RnZ2dmlGqtXr16GJMPDw8M4fvx4oX1WrlxpjufVV18t1Tjnzp0zatasaUgyqlSpYly+fLlUxwFgf5wDw1L8zQBA+UTe9P/ImwD8maXnv26lLOIUumTuWntpHpaIi4tTZGSkpkyZor1796pr167q1auXkpOTC+1ftWpVjR8/Xtu2bdPBgwf1/PPP6/nnn1dsbGxp3j4AoJz6+OOPtXr16gLtFy5c0GOPPSZJcnNz05gxY8ospnbt2qlr166SpCVLlmjXrl0F+syZM0cHDx6UJD311FOqVKlSgT7Lli2TyWSSyWTStGnTCh3r2WeflSTl5ORo3Lhxys3Nzbc9LS1Nzz33nCTJz89Po0ePLnCMDRs26NKlS0W+n/Pnz2vQoEE6ffq0JGnUqFHy8vIqsj8AAAAA50LeRN4EoPQsvmRZXl6eRe32MHfuXI0aNcr8gTZv3jx99tlniomJ0cyZMwv0b926tVq3bm1+HRQUpDVr1igxMdH8RQEAQFhYmB566CElJCRo4MCB8vHx0f79+/XKK6/o0KFDkqRx48apZcuWZRrX/Pnz1blzZ126dEnh4eGaPHmyunfvrkuXLmnVqlXmHxg0adJEzzzzTKnHufPOO/Xggw9q1apV+vjjj9WzZ09FRkYqICBA3377rf71r3+Zf/wwa9asfNeDvmbWrFkaOnSoBgwYoC5duujmm2/WDTfcoHPnzmnXrl2KiYkx39yyadOmRSY5AAAAAJwTeRN5E4DSs7gg42jZ2dlKSkoqcI3G8PBw7dy5s0TH2Lt3r3bu3KmXX37ZHiECAFzU6tWr1aNHD0VHRys6OrrA9vvvv19z584t87hat26tuLg4Pfzww8rIyNDkyZML9GnSpInWrVunatWqWTXWW2+9pYyMDK1fv15btmzRli1b8m13c3PTCy+8UOyv3c6cOaPFixdr8eLFRfa5/fbbtWLFCtWoUcOqeAEAAACULfIm8iYApedyBZm0tDTl5ubK398/X7u/v79OnTpV7L7169fX77//rpycHE2bNq3QJYPXZGVlKSsry/w6IyPDusABAE4vODhYSUlJmj17tj788EMdO3ZMlSpVUqtWrfTYY49p6NChDoutT58+2r9/v+bPn69169bp119/laenpxo1aqQHHnhA48ePV5UqVawep3Llylq3bp1WrFihZcuW6ZtvvtG5c+fk7++vrl27avz48erYsWOR+8+ePVubN2/Wrl27dOjQIaWlpencuXOqUqWKAgIC1L59ew0ZMkTh4eEymUxWxwsAcCzyJgCoeMibyJsAlJ7JsPQGLg528uRJ1atXTzt37sz3wfavf/1L77zzjn744Yci9z1y5IguXLigL774QhMnTtSCBQs0ZMiQQvtOmzZNL730UoH29PR0+fj4WP9GAABO4c+f9y72lQgAdpeRkSFfX1/OgVEk8iYAqBjImwCgcJbmTHZZIZOTk6OPPvpImzZt0oEDB3TmzBlJUo0aNRQSEqK77rpL9913nzw8LB++Vq1acnd3L7AaJjU1tcCqmb8KDg6WJN1666367bffNG3atCILMpMmTVJUVJT5dUZGhho0aGBxvAAAAABQXpE3AQAAACVn84LM2rVr9cQTT+jkyZPmtmuVc5PJpJ07dyo2NlZ169bVggUL1K9fP4uO7+npqdDQUMXHx6t///7m9vj4eN13330lPo5hGPmW1v+Vl5eXvLy8LIoNAAAAACoS8iYAAACg5GxakHn99df17LPPSrpa8DCZTAoKCpK/v78Mw1BqaqqOHj0qwzB08uRJ3X///ZozZ44iIyMtGicqKkrDhg1TWFiYOnbsqNjYWCUnJysiIkLS1V9pnThxQsuXL5ckLVy4UA0bNlSzZs0kSdu3b9fs2bP1xBNP2O7NAwAAAAAAAAAAFMFmBZkvvvhCEyZMkGEY8vHx0ZQpU/Too4+qVq1a+fqlpaVp6dKlmjFjhtLT0zVhwgR17NhR7du3L/FYgwcP1unTpzV9+nSlpKQoJCRE69evV2BgoCQpJSVFycnJ5v55eXmaNGmSjhw5Ig8PD918882aNWuWxowZY5s3DwAAAAAAAAAAUAybFWTmzp2rvLw8+fr6aseOHbrlllsK7VerVi1NmDBB9957rzp16qSMjAzNnTtXcXFxFo03duxYjR07ttBty5Yty/f6iSeeYDUMAAAAAAAAAABwGDdbHWj79u0ymUx67rnniizG/Fnz5s313HPPyTAMbdu2zVZhAABgkWnTpskwDPP9zgAAAAAA+ZE3AYBt2GyFzNmzZyVJ3bt3L/E+1/qeO3fOVmEAAAAAAAAAAIAyEjRxnUPHPzqrt0PHt4TNVsjUrVvXIfsCAAAAAAAAAAA4O5sVZO666y5JUkJCQon32bp1qyTpzjvvtFUYAAAAAAAAAAAATsdmBZlnnnlGlStX1qxZs/Tjjz9et/+PP/6oV155RVWrVtWECRNsFQYAAAAAAAAAAIDTsVlBpmnTpvrggw8kSR06dNC8efN05syZAv3Onj2r+fPnq1OnTpKk1atXq2nTprYKAwAAAAAAAAAAwOmYDMMwLNnhepcXO3HihA4fPiyTySSTyaTg4GDVqVNHJpNJv/32m44cOaJrQzZu3FgBAQEymUzavHlz6d9FGcjIyJCvr6/S09Pl4+Pj6HAAAAAAu+McGJbibwYAAKDiCZq4zqHjH53V22FjW3r+62HpAFu3bpXJZFJhdRyTyWR+bhiGDMPQzz//rJ9//rnQYx0+fFg//vhjvv0AAAAAAAAAAADKG4sLMrfffjsFFAAAAAAAAAAAAAuUaoUMAAAAAAAAAAAASs7N0QEAAAAAAAAAAACUdxRkAAAAAAAAAAAA7IyCDAAAAAAAAAAAgJ1ZfA8ZSxw9elRpaWm6dOmSDMMotu/tt99uz1AAAAAAAAAAAAAcxuYFmUOHDmnGjBn6+OOPlZGRUaJ9TCaTcnJybB0KAAAAAAAAAACAU7BpQWbt2rUaOnSoLl++fN0VMQAAAAAAAAAAABWFzQoyx48f18MPP6xLly6pXr16mjBhgqpUqaLHHntMJpNJmzZt0tmzZ7Vnzx4tX75cJ0+eVJcuXTRt2jS5u7vbKgwAAAAAAAAAAACnY7OCzBtvvKGLFy+qWrVq+vLLLxUQEKDvvvvOvL179+6SpAEDBuiFF17QqFGjFBcXpyVLlui9996zVRgAAAAAAAAAAABOx81WB9q0aZNMJpPGjh2rgICAYvtWrlxZ7777rlq3bq1Vq1bpv//9r63CAAAAAAAAAAAAcDo2K8gcPXpUktSpUydzm8lkMj/PycnJP7Cbm5588kkZhqG33nrLVmEAAAAAAAAAAAA4HZsVZDIzMyVJDRo0MLdVqVLF/Dw9Pb3APi1atJAkffPNN7YKAwAAAAAAAAAAwOnYrCDj6+srSbp8+bK5rWbNmubnP//8c4F9MjIyJElpaWm2CgMAAAAAAAAAAMDp2Kwg07RpU0nSL7/8Ym6rVq2aAgMDJUkbN24ssM+mTZskSX5+frYKAwAAAAAAAAAAwOnYrCDTsWNHSdIXX3yRr/3ee++VYRh67bXX9Pnnn5vbP/jgA82bN08mk0mdO3e2VRgAAAAAAAAAAABOx2YFmXvuuUeGYWjNmjXKzc01t0+YMEFVqlTRhQsX1LNnT9WuXVs+Pj4aPHiwLl26JDc3N02YMMFWYQAAAAAAAAAAADgdmxVkunXrpqlTp+rRRx/ViRMnzO0NGzbU+++/L19fXxmGodOnT+vChQsyDENeXl76z3/+ow4dOtgqDAAAAAAAAAAAAKfjYasDmUwmTZ06tdBtvXr10k8//aT3339f3333nXJyctS4cWMNGjRI9erVK9V40dHReu2115SSkqIWLVpo3rx56tq1a6F916xZo5iYGO3bt09ZWVlq0aKFpk2bprvvvrtUYwMAAAAAAAAAAFjCZgWZ66lRo4bGjBljk2PFxcUpMjJS0dHR6ty5s95880316tVL33//vRo2bFig/7Zt29SzZ0/NmDFDfn5+Wrp0qfr06aMvv/xSrVu3tklMAAAAAAAAAAAARTEZhmE4OghLtW/fXm3atFFMTIy5rXnz5urXr59mzpxZomO0aNFCgwcP1osvvlii/hkZGfL19VV6erp8fHxKFTcAAADgSjgHhqX4mwEAAKh4giauc+j4R2f1dtjYlp7/2nWFjGEY+uWXX3TmzBlJV1fJ3HTTTTKZTKU+ZnZ2tpKSkjRx4sR87eHh4dq5c2eJjpGXl6fz58+rRo0aRfbJyspSVlaW+XVGRkbpAgYAAACAcoq8CQAAACg5N3sc9NNPP1WfPn3k4+OjJk2aqEOHDurQoYOaNGkiHx8f9enTR59++mmpjp2Wlqbc3Fz5+/vna/f399epU6dKdIw5c+YoMzNTgwYNKrLPzJkz5evra340aNCgVPECAAAAQHlF3gQAAACUnE0LMpmZmerXr5/uvfderV+/XpmZmTIMI98jMzNT69ev17333qv+/fsrMzOzVGP9dZWNYRglWnmzcuVKTZs2TXFxcapTp06R/SZNmqT09HTz4/jx46WKEwAAAADKK/ImAAAAoORsdsmyvLw89erVSzt27JBhGKpUqZLCw8PVrl07+fv7yzAMpaamavfu3dq4caOys7P18ccf65577tHWrVtLfBmzWrVqyd3dvcBqmNTU1AKrZv4qLi5Oo0aN0vvvv6+77rqr2L5eXl7y8vIqUUwAAAAAUBGRNwEAAAAlZ7OCzKJFi7R9+3aZTCbdfffdWrx4serVq1do3xMnTujvf/+7NmzYoO3bt2vRokV6/PHHSzSOp6enQkNDFR8fr/79+5vb4+Pjdd999xW538qVKzVy5EitXLlSvXs77iY/AAAAAAAAAACg4rFZQWb58uWSpLZt22rdunVycyv6amj16tXT//73P3Xu3FlfffWV3n777RIXZCQpKipKw4YNU1hYmDp27KjY2FglJycrIiJC0tVl8ydOnDDHtHLlSg0fPlzz589Xhw4dzKtrKleuLF9f39K+ZQAAAAAAAABwmKCJ6xw6/tFZ/PAdsITN7iFz8OBBmUwmPf3008UWY65xd3dXVFSUeV9LDB48WPPmzdP06dN12223adu2bVq/fr0CAwMlSSkpKUpOTjb3f/PNN5WTk6Nx48apbt265sdTTz1l0bgAAAAAAAAAAAClYbMVMtfuAdOkSZMS79O4ceN8+1pi7NixGjt2bKHbli1blu/11q1bLT4+AAAAAABwPo7+NbjEL8IBAEDp2GyFzM033yxJSk1NLfE+1/pe2xcAAAAAAAAAAKA8sllBZsiQITIMw3zflpJYvny5TCaTBg8ebKswAAAAAAAAAAAAnI7NLln25JNPatWqVVq1apVatWqlf/zjH8X2f+2117Ry5Uq1adNGkZGRtgoDAAAAAAAAsDtHXz6PS+cBgOuxuCCTnJxc5LbFixdrzJgxmjRpklauXKlHHnlEbdu2VZ06dWQymfTbb79p9+7deuedd7Rv3z61bdtWsbGxOnXqlBo2bGjVGwEAAAAAAAAAAHBWFhdkgoODS9Rv//79euaZZ4rts2fPHrVp00Ymk0k5OTmWhgKUS/zCBgAAAAAAAADKH4sLMoZh2CMOAAAAAAAAAACAcsvigszSpUvtEQcAAAAAAAAAAEC5ZXFB5pFHHrFHHAAAAAAAAAAAAOWWxQUZAAAAoKJw9L3dJO7vBgAAAADlhZujAwAAAAAAAAAAACjv7LZC5rffftPWrVt14MABnTlzRpJUo0YNhYSEqFu3bvL397fX0AAAAAAAAAAAAE7F5gWZlJQURUVFac2aNcrJySm0j7u7uwYOHKg5c+aobt26tg4BAAAAAAAAAADAqdj0kmXffPONWrZsqdWrV+vKlSsyDKPQR05OjuLi4tSqVSt9++23tgwBAAAAAAAAAADA6disIJOZmanevXvr9OnTMgxDd911l+Li4nT06FFdvnxZly9f1tGjR7V69WqFh4fLMAylpaWpd+/eunjxoq3CAAAAAAAAAAAAcDo2K8gsWLBAJ0+elJubm/7zn/9o48aNeuCBB9SwYUN5enrK09NTDRs21MCBA7VhwwYtXrxYJpNJJ06c0MKFC20VBgAAAAAAAAAAgNOxWUHmo48+kslk0ogRIzRq1Kjr9h85cqQeffRRGYahDz/80FZhAAAAAAAAAAAAOB0PWx3oxx9/lCQ9+OCDJd5nyJAheuutt8z7AgCcQ9DEdY4OQUdn9XZ0CAAAAAAAAIDN2GyFzIULFyRJNWrUKPE+1atXl3T1/jMAAAAAAAAAAADllc0KMrVr15YkHTx4sMT7XOtbq1YtW4UBAAAAAAAAAADgdGxWkOnQoYMMw9DcuXOVk5Nz3f5XrlzRnDlzZDKZ1KFDB1uFAQAAAAAAAAAA4HRsVpAZPny4JGnfvn3q3bu3Tp48WWTfEydO6N5779W+ffskSSNGjLBVGAAAAAAAAAAAAE7Hw1YH6tOnj/r166e1a9dq06ZNuummm9SzZ0+1b99e/v7+MplMOnXqlL788kvFx8frypUrkqT+/furd29u3AwAAPILmrjO0SHo6CzOUQAAAAAAgG3YrCAjSStXrtTw4cP1/vvvKzs7W+vXr9f69esL9DMMQ5L0wAMPaPny5bYMAQAAAAAAAAAAwOnY7JJlkuTl5aW4uDj973//U69evVS5cmUZhpHvUblyZfXq1UuffPKJ4uLi5OXlZcsQAAAAAAAAAAAAnI5NV8hc07t3b/Xu3Vu5ubn65ZdfdObMGUlSjRo1dNNNN8nd3d0ewwIAAAAAAAAAADglm62QufPOO3XnnXdq6dKl5jZ3d3c1btxY7du3V/v27dW4cWObFWOio6MVHBwsb29vhYaGKjExsci+KSkpeuihh9S0aVO5ubkpMjLSJjEAAAAAAAAAAACUhM0KMomJiUpISFBQUJCtDlmkuLg4RUZGasqUKdq7d6+6du2qXr16KTk5udD+WVlZql27tqZMmaJWrVrZPT4AAAAAAAAAAIA/s1lBpk6dOpIkPz8/Wx2ySHPnztWoUaM0evRoNW/eXPPmzVODBg0UExNTaP+goCDNnz9fw4cPl6+vr93jAwAAAAAAAAAA+DObFWSurTz58ccfbXXIQmVnZyspKUnh4eH52sPDw7Vz506bjZOVlaWMjIx8DwAAAADA/yNvAgAAAErOZgWZ0aNHyzAMLVq0yFaHLFRaWppyc3Pl7++fr93f31+nTp2y2TgzZ86Ur6+v+dGgQQObHRsAAAAAygPyJgAAAKDkbFaQGTBggB5++GElJCRo5MiRyszMtNWhC2UymfK9NgyjQJs1Jk2apPT0dPPj+PHjNjs2AAAAAJQH5E0AAABAyXnY6kDLly9Xjx49tH//fr399tv66KOP1KdPH7Vs2VLVq1eXu7t7sfsPHz68ROPUqlVL7u7uBVbDpKamFlg1Yw0vLy95eXnZ7HgAAAAAUN6QNwEAAAAlZ7OCzIgRI/KtUDl79qzeeeedEu1rMplKXJDx9PRUaGio4uPj1b9/f3N7fHy87rvvPsuCBgAAAAAAAAAAKAM2K8hIVy8bVtxrW4mKitKwYcMUFhamjh07KjY2VsnJyYqIiJB0ddn8iRMntHz5cvM++/btkyRduHBBv//+u/bt2ydPT0/dcsstdokRAAAAAAAAAADgGpsVZI4cOWKrQ13X4MGDdfr0aU2fPl0pKSkKCQnR+vXrFRgYKElKSUlRcnJyvn1at25tfp6UlKQVK1YoMDBQR48eLbO4AQAAAAAAAABAxWSzgsy1YkhZGTt2rMaOHVvotmXLlhVos9dqHQAAAAAAAAAAgOuxqiCTlZWlJUuW6NNPP9WxY8eUm5urgIAAde/eXWPGjFHNmjVtFScAAAAAAAAAAIDLKnVB5vDhw+rVq1eBS5X98MMP+vzzz/Xaa69pzZo16t69u9VBAgAAAAAAAAAAuDK30uyUlZWlvn376pdffpFhGIU+0tPTNWDAAP3666+2jhkAAAAAAAAAAMCllKog8+677+rQoUMymUxq166d4uPjdf78eV26dElffvml+vbtK0nKyMjQnDlzbBowAAAAAAAAAACAqylVQWbt2rWSpObNmyshIUE9evRQ1apV5eXlpbZt22rt2rW69957ZRiGPvzwQ1vGCwAAAAAAAAAA4HJKVZD55ptvZDKZFBkZKS8vr0L7TJ48WZJ0/Phxpaenlz5CAAAAAAAAAAAAF1eqgkxaWpok6bbbbiuyz5+3nT59ujTDAAAAAAAAAAAAlAulKshcvnxZklSlSpUi+3h7exfoDwAAAAAAAAAAUBGVqiADAAAAAAAAAACAkqMgAwAAAAAAAAAAYGce1uwcHR2tOnXq2KTfiy++aE0oAAAA+IugiescHYKOzurt6BAAAAAAAHAKVhVkYmJiit1uMplK1E+iIIOy4+h/nOIfpgAAAAAAAACg4il1QcYwDJsFca1wA9dHsQMoGf5fAQAAAAAAACqWUhVktmzZYus4AAAoVxxddJMovAEAAAAAADiTUhVk7rjjDlvHAQAAAAAAAAAAUG65OToAAAAAAAAAAACA8q7U95ABAACuzdGXVeOSapD4OwQAAAAAVBwUZAAAAAAAAAAAcEKO/hGbxA/ZbImCDIByhy8qAAAAAAAAAM6GggwAAAAAAAAAoEJy9A97+VFvxeLm6AAAAAAAAAAAAADKO1bIuBBHV2slKrYAAAAAAACoGPi3OAC2RkEGAAAAAACYOfofIPnHx7LBf2c4A/4OAVQ0XLIMAAAAAAAAAADAzlghA8Bi/IIFAK7i8xAAAAAAAJSUy66QiY6OVnBwsLy9vRUaGqrExMRi+yckJCg0NFTe3t666aabtGjRojKKFAAAAAAAAAAAVHQuuUImLi5OkZGRio6OVufOnfXmm2+qV69e+v7779WwYcMC/Y8cOaJ77rlHf//73/Xuu+9qx44dGjt2rGrXrq3777/fAe8AAGAtViYAAABX5OhzGInzGLgG/l8BAJRHLrlCZu7cuRo1apRGjx6t5s2ba968eWrQoIFiYmIK7b9o0SI1bNhQ8+bNU/PmzTV69GiNHDlSs2fPLuPIAQAAAAAAAABAReRyK2Sys7OVlJSkiRMn5msPDw/Xzp07C91n165dCg8Pz9d29913a8mSJbpy5YoqVapUYJ+srCxlZWWZX6enp0uSMjIyrH0LpZaXddFhY19zvffv6BhL8t/H2WN09vgk54/R0fFJzh+js8cnOX+Mzh6f5PwxOnt8kvPH6OzxSc4fo7PHJzn2/PPa2IZhOCwGODdnzJucnSt8rjg6RmePT7p+jCFTPyujSAp34KW7r9vH0fNYHv47OzrG8vBZ6+xz6Oj4JOeP0dk/D6XrfyY6+xw6Oj7J+WN0pZzJZLhYdnXy5EnVq1dPO3bsUKdOncztM2bM0Ntvv61Dhw4V2KdJkyYaMWKEJk+ebG7buXOnOnfurJMnT6pu3boF9pk2bZpeeukl+7wJAAAAwIUcP35c9evXd3QYcELkTQAAAEDJcyaXWyFzjclkyvfaMIwCbdfrX1j7NZMmTVJUVJT5dV5ens6cOaOaNWsWO44zy8jIUIMGDXT8+HH5+Pg4OhyXxBxajzm0HnNoPebQesyh9ZhD6zGH1rveHBqGofPnzysgIMAB0cEVlLe8ic8V6zGH1mMOrcccWo85tB5zaBvMo/WYQ+sVN4eW5kwuV5CpVauW3N3dderUqXztqamp8vf3L3SfG2+8sdD+Hh4eqlmzZqH7eHl5ycvLK1+bn59f6QN3Ij4+PvzPZyXm0HrMofWYQ+sxh9ZjDq3HHFqPObRecXPo6+tbxtHAlZTXvInPFesxh9ZjDq3HHFqPObQec2gbzKP1mEPrFTWHluRMbrYMqCx4enoqNDRU8fHx+drj4+PzXcLszzp27Fig/8aNGxUWFlbo/WMAAAAAAAAAAABsyeUKMpIUFRWlxYsX66233tLBgwf19NNPKzk5WREREZKuLpsfPny4uX9ERISOHTumqKgoHTx4UG+99ZaWLFmiZ5991lFvAQAAAAAAAAAAVCAud8kySRo8eLBOnz6t6dOnKyUlRSEhIVq/fr0CAwMlSSkpKUpOTjb3Dw4O1vr16/X0009r4cKFCggI0BtvvKH777/fUW/BIby8vDR16tQClxRAyTGH1mMOrcccWo85tB5zaD3m0HrMofWYQyA//p+wHnNoPebQesyh9ZhD6zGHtsE8Wo85tJ4t59BkXLu7PQAAAAAAAAAAAOzCJS9ZBgAAAAAAAAAA4EooyAAAAAAAAAAAANgZBRkAAAAAAAAAAAA7oyADAAAAAAAAAABgZxRkAAAAAAAAAAAA7IyCDAAAAAAAAAAAgJ1RkAEAAAAAAAAAALAzCjIAAAAAAAAAAAB2RkEGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHZGQQYAAAAAAAAAAMDOKMgAAAAAAAAAAADYGQUZAAAAAAAAAAAAO6MgAwAAAAAAAAAAYGcUZAAAAAAAAAAAAOyMggwAAAAAAAAAAICdUZABAAAAAAAAAACwMwoyAAAAAAAAAAAAdkZBBgAAAAAAAAAAwM5ctiATHR2t4OBgeXt7KzQ0VImJiUX23bp1q0wmU4HHDz/8UIYRAwAAAAAAAACAisolCzJxcXGKjIzUlClTtHfvXnXt2lW9evVScnJysfsdOnRIKSkp5kfjxo3LKGIAAAAAAAAAAFCRmQzDMBwdhKXat2+vNm3aKCYmxtzWvHlz9evXTzNnzizQf+vWrerevbvOnj0rPz+/MowUAAAAAAAAAADABVfIZGdnKykpSeHh4fnaw8PDtXPnzmL3bd26terWrasePXpoy5Yt9gwTAAAAAAAAAADAzMPRAVgqLS1Nubm58vf3z9fu7++vU6dOFbpP3bp1FRsbq9DQUGVlZemdd95Rjx49tHXrVt1+++2F7pOVlaWsrCzz67y8PJ05c0Y1a9aUyWSy3RsCAAAAnJRhGDp//rwCAgLk5uZyv+VCGSBvAgAAQEVmac7kcgWZa/56cm8YRpEn/E2bNlXTpk3Nrzt27Kjjx49r9uzZRRZkZs6cqZdeesl2AQMAAAAu6vjx46pfv76jw4ATIm8CAAAASp4zuVxBplatWnJ3dy+wGiY1NbXAqpnidOjQQe+++26R2ydNmqSoqCjz6/T0dDVs2FDHjx+Xj4+P5YEDAAAALiYjI0MNGjRQtWrVHB0KnBR5EwAAACoyS3MmlyvIeHp6KjQ0VPHx8erfv7+5PT4+Xvfdd1+Jj7N3717VrVu3yO1eXl7y8vIq0O7j40NiAQAAgAqFS0+hKORNAAAAQMlzJpcryEhSVFSUhg0bprCwMHXs2FGxsbFKTk5WRESEpKu/0jpx4oSWL18uSZo3b56CgoLUokULZWdn691339V///tf/fe//3Xk2wAAAAAAAAAAABWESxZkBg8erNOnT2v69OlKSUlRSEiI1q9fr8DAQElSSkqKkpOTzf2zs7P17LPP6sSJE6pcubJatGihdevW6Z577nHUWwAAAAAAAAAAABWIyTAMw9FBuIKMjAz5+voqPT2dpfcAAACoEDgHhqX4mwEAAEBFYun5r1sZxAQAAAAAAAAAAFChUZABAAAAAAAAAACwMwoyAAAAAAAAAAAAdkZBBgAAAAAAAAAAwM4oyAAAAAAAAAAAANgZBRkAAAAAAAAAAAA7oyADAAAAAAAAAABgZxRkAAAAAAAAAAAA7IyCDAAAAAAAAAAAgJ1RkAEAAAAAAAAAALAzCjIAAAAAAAAAAAB2RkEGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHZGQQYAAAAAAAAAAMDOKMgAAAAAAAAAAADYGQUZAAAAAAAAAAAAO6MgAwAAAAAAAAAAYGcUZAAAAAAAAAAAAOyMggwAAAAAAAAAAICdUZABAAAAAAAAAACwM5ctyERHRys4OFje3t4KDQ1VYmJiifbbsWOHPDw8dNttt9k3QAAAAAAAAAAAgD+4ZEEmLi5OkZGRmjJlivbu3auuXbuqV69eSk5OLna/9PR0DR8+XD169CijSAEAAAAAAAAAAFy0IDN37lyNGjVKo0ePVvPmzTVv3jw1aNBAMTExxe43ZswYPfTQQ+rYsWMZRQoAAAAAAAAAAOCCBZns7GwlJSUpPDw8X3t4eLh27txZ5H5Lly7Vzz//rKlTp5ZonKysLGVkZOR7AAAAAAD+H3kTAAAAUHIuV5BJS0tTbm6u/P3987X7+/vr1KlThe5z+PBhTZw4Ue+99548PDxKNM7MmTPl6+trfjRo0MDq2AEAAACgPCFvAgAAAErO5Qoy15hMpnyvDcMo0CZJubm5euihh/TSSy+pSZMmJT7+pEmTlJ6ebn4cP37c6pgBAAAAoDwhbwIAAABKrmTLRZxIrVq15O7uXmA1TGpqaoFVM5J0/vx57dmzR3v37tX48eMlSXl5eTIMQx4eHtq4caPuvPPOAvt5eXnJy8vLPm8CAAAAAMoB8iYAAACg5FxuhYynp6dCQ0MVHx+frz0+Pl6dOnUq0N/Hx0fffvut9u3bZ35ERESoadOm2rdvn9q3b19WoQMAAAAAAAAAgArK5VbISFJUVJSGDRumsLAwdezYUbGxsUpOTlZERISkq8vmT5w4oeXLl8vNzU0hISH59q9Tp468vb0LtAMAAAAAAAAAANiDSxZkBg8erNOnT2v69OlKSUlRSEiI1q9fr8DAQElSSkqKkpOTHRwlAAAAAAAAAADAVSbDMAxHB+EKMjIy5Ovrq/T0dPn4+Dg6HAAAAMDuOAeGpfibAQAAQEVi6fmvy91DBgAAAAAAAAAAwNVQkAEAAAAAAAAAALAzCjIAAAAAAAAAAAB2RkEGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAuIjk5Wc8++6yaN2+uqlWrqkaNGmrXrp1mz56tixcvWn38jIwMrVq1Sn//+9/Vpk0b+fn5ydPTU7Vr11a3bt00e/ZsnTt37rrHCQoKkslkuu4jKCjI6pgBAAAA4M/ImwA4M5NhGIajg3AFGRkZ8vX1VXp6unx8fBwdDgCgglm3bp2GDh2q9PT0Qrc3bdpU69ev10033VSq43/66afq37+/srKyiu3n7++vlStXqnv37kX2CQoK0rFjx647ZmBgoI4ePWppqADKEOfAsBR/MwAARyJvAlDWLD3/9SiDmAAAgBW++eYbDRo0SBcvXtQNN9ygSZMmqXv37rp06ZJWrVql//znPzp06JB69+6t3bt364YbbrB4jNOnTysrK0tubm7q2bOn/va3v6lVq1by8/PTr7/+qvfee09xcXH67bffdO+992rHjh267bbbij3mfffdp5dffrnI7Z6enhbHCQAAAACFIW8C4AooyAAA4OQiIyN18eJFeXh4aOPGjerYsaN525133qnGjRvrH//4h3744QfNnTtXL774osVjVKpUSWPGjNHkyZPVsGHDfNtat26tPn36qHPnznryySd18eJFPfPMM9q8eXOxx/Tz81NISIjFsQAAAACApcibALgCLllWQiy9BwA4wu7du9WuXTtJ0pgxY7Ro0aICffLy8hQSEqKDBw+qevXq+u2331SpUiW7xNO2bVvt2bNHbm5uSk1NVc2aNQv0ubb0/pFHHtGyZcvsEgeAssE5MCzF3wwAwBHImwA4iqXnv25lEBMAAE5r2rRp5pslStK5c+c0depUtWjRQjfccINq1Kihbt266b333nNIfGvXrjU/f/TRRwvt4+bmpuHDh0uSzp49q61bt9otnm7dukm6mswcOXLEbuMAAAAAcB7kTZYhbwJQFC5ZBgDAH44cOaKePXvq559/NrdlZmYqISFBCQkJWrt2rVauXCkPj7L7+kxMTJQkVa1aVaGhoUX2u+OOO8zPt2/frp49e9olnj/fvNLNjd91AAAAABUNedP1kTcBKAqfCAAA/GHw4ME6cuSIIiIitGnTJu3evVtLlixRkyZNJEkffPCBoqKiyjSmgwcPSpIaNWpUbELTrFmzAvvYQ0JCgiTJw8NDjRo1Krbvtm3b1LJlS1WtWlVVqlRRcHCwBg8erLVr14orpgIAAACuibzp+sibABSFggwAAH/YvXu33n33XcXExKhHjx4KCwvTyJEjtWfPHrVq1UqStHDhQn377bf59lu2bJl5+b41j7+6fPmy0tLSJEn169cvNvbq1auratWqkqTjx4/bYjoKWLdunfbv3y9Juvvuu697bdQjR47o22+/1cWLF3Xp0iUdPXpUq1evVv/+/dW1a1edOHHCLnECAAAAsB/ypuKRNwEoDgUZAAD+cO+992rIkCEF2qtVq6bY2FhJV68BXNgNIu3h/Pnz5uc33HDDdftfSywuXLhg81jOnDmjcePGSZLc3d31z3/+s8i+np6e6tu3rxYsWKCtW7dq79692rJli2bMmKEGDRpIknbs2KGePXsqPT3d5rECAAAAsB/ypqKRNwG4Hu4hAwDAH4q6+aMktWvXTi1atNB3332nTZs25dvWr18/hYWF2Tyey5cvm597enpet7+Xl5ck6dKlSzaNIzc3V0OHDtWxY8ckSc8//7xat25dZP+vvvpKfn5+Bdq7deum8ePHa+DAgdq4caMOHjyol156SXPnzrVpvAAAAADsh7ypcORNAEqCggwAAH9o27ZtsdvbtWun7777TocPH1Z2drb5ZN/Pz6/QE2lreXt7m59nZ2dft/+1G0dWrlzZpnGMHTtWGzZskCT17t1bL7zwQrH9i5uLatWqafXq1br55pt1+vRpxcbGatasWSVKnAAAAAA4HnlT4cibAJQElywDAOAPderUKXa7v7+/JMkwDJ09e9bu8VSrVs38vCTL6TMzMyWVbJl+SU2aNMl82YEuXbro/fffl7u7u1XH9PX11YMPPijpasx79uyxOk4AAAAAZYO8qSDyJgAlxQoZAAD+UNgNIv/MMIxC28+dO6dff/3V6vFDQkLyvfb29latWrWUlpZ23eOfPXvWnFhcu96wtV555RXNmjVLktSmTRt98sknNvsV2S233GJ+zk0qAQAAANdB3pQfeRMAS1CQAQDgD7/99luxJ+WpqamSriYg1atXN7evXbu22Osol1RhiUvz5s2VmJion376STk5OfLwKPyr+4cffsi3j7Wio6M1ceJE8/E+++wz+fr6Wn3ca4pK0gAAAAA4N/Km/0feBMBSXLIMAIA/7N69u0TbGzduXGbX7u3SpYukq0vUk5KSiuyXkJBgft65c2erxnznnXc0fvx4SdJNN92kTZs2qVatWlYd86++//578/OAgACbHhsAAACA/ZA3XUXeBKA0KMgAAPCHt99+u8hte/bs0YEDByRJd911V75tI0aMkGEYVj8K069fP/PzpUuXFtonLy9Py5cvl3T1xpDdu3e35G3ns2bNGj366KMyDEP169fX5s2bbX7in56erri4OElSlSpVFBYWZtPjAwAAALAf8ibyJgCl57IFmejoaAUHB8vb21uhoaFKTEwssu/27dvVuXNn1axZU5UrV1azZs30+uuvl2G0AABX8PHHH2v16tUF2i9cuKDHHntMkuTm5qYxY8aUWUzt2rVT165dJUlLlizRrl27CvSZM2eODh48KEl66qmnVKlSpQJ9li1bJpPJJJPJpGnTphU61saNGzVkyBDl5uaqTp062rRpk4KCgiyKd8OGDbp06VKR28+fP69Bgwbp9OnTkqRRo0bJy8vLojEAAAAAOA55E3kTgNJzyXvIxMXFKTIyUtHR0ercubPefPNN9erVS99//70aNmxYoH/VqlU1fvx4tWzZUlWrVtX27ds1ZswYVa1a1fxFAQBAWFiYHnroISUkJGjgwIHy8fHR/v379corr+jQoUOSpHHjxqlly5ZlGtf8+fPVuXNnXbp0SeHh4Zo8ebK6d++uS5cuadWqVYqNjZUkNWnSRM8880ypxvjiiy/Uv39/ZWdnq1KlSnr99dd15coV86/bClO/fn35+fnla5s1a5aGDh2qAQMGqEuXLrr55pt1ww036Ny5c9q1a5diYmJ0/PhxSVLTpk2LTHIAAAAAOCfyJvImAKXnkgWZuXPnatSoURo9erQkad68efrss88UExOjmTNnFujfunVrtW7d2vw6KChIa9asUWJiIgUZAIDZ6tWr1aNHD0VHRys6OrrA9vvvv19z584t87hat26tuLg4Pfzww8rIyNDkyZML9GnSpInWrVunatWqlWqMDRs26OLFi5KkK1euaOjQodfdZ+nSpRoxYkSB9jNnzmjx4sVavHhxkfvefvvtWrFihWrUqFGqeAEAAAA4BnkTeROA0nO5gkx2draSkpI0ceLEfO3h4eHauXNniY6xd+9e7dy5Uy+//HKRfbKyspSVlWV+nZGRUbqAAQAuIzg4WElJSZo9e7Y+/PBDHTt2TJUqVVKrVq302GOPlehk21769Omj/fv3a/78+Vq3bp1+/fVXeXp6qlGjRnrggQc0fvx4ValSxWHxXTN79mxt3rxZu3bt0qFDh5SWlqZz586pSpUqCggIUPv27TVkyBCFh4fLZDI5OlwAgJXImwCg4iFvsh55E1BxmYyi7oblpE6ePKl69eppx44d6tSpk7l9xowZevvtt81LIwtTv359/f7778rJydG0adP0wgsvFNl32rRpeumllwq0p6eny8fHx7o3AQBwGn/+vHexr0QAsLuMjAz5+vpyDowikTcBQMVA3gQAhbM0Z3Irg5js4q/VYcMwrlsxTkxM1J49e7Ro0SLNmzdPK1euLLLvpEmTlJ6ebn5cu24jAAAAAOAq8iYAAACg5FzukmW1atWSu7u7Tp06la89NTVV/v7+xe4bHBwsSbr11lv122+/adq0aRoyZEihfb28vOTl5WWboAEAAACgHCJvAgAAAErO5VbIeHp6KjQ0VPHx8fna4+Pj813C7HoMw8h3rWMAAAAAAAAAAAB7cbkVMpIUFRWlYcOGKSwsTB07dlRsbKySk5MVEREh6eqy+RMnTmj58uWSpIULF6phw4Zq1qyZJGn79u2aPXu2nnjiCYe9BwAAAAAAAAAAUHG4ZEFm8ODBOn36tKZPn66UlBSFhIRo/fr1CgwMlCSlpKQoOTnZ3D8vL0+TJk3SkSNH5OHhoZtvvlmzZs3SmDFjHPUWAAAAAAAAAABABWIyDMNwdBCuICMjQ76+vkpPT5ePj4+jwwEAAADsjnNgWIq/GQAAAFQklp7/utw9ZAAAAAAAAAAAAFwNBRkAAAAAAAAAAAA7oyADAAAAAAAAAABgZxRkAAAAAAAAAAAA7IyCDAAAAAAAAAAAgJ1RkAEAAAAAAAAAALAzCjIAAAAAAAAAAAB2RkEGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHZGQQYAAAAAAAAAAMDOKMgAAAAAAAAAAADYGQUZAAAAAAAAAAAAO6MgAwAAAAAAAAAAYGcUZAAAAAAAAAAAAOyMggwAAAAAAAAAAICdUZABAAAAAAAAAACwMwoyAAAAAAAAAAAAdkZBBgAAAAAAAAAAwM4oyAAAAAAAAAAAANiZyxZkoqOjFRwcLG9vb4WGhioxMbHIvmvWrFHPnj1Vu3Zt+fj4qGPHjvrss8/KMFoAAAAAAAAAAFCRuWRBJi4uTpGRkZoyZYr27t2rrl27qlevXkpOTi60/7Zt29SzZ0+tX79eSUlJ6t69u/r06aO9e/eWceQAAAAAAAAAAKAiMhmGYTg6CEu1b99ebdq0UUxMjLmtefPm6tevn2bOnFmiY7Ro0UKDBw/Wiy++WKL+GRkZ8vX1VXp6unx8fEoVNwAAAOBKOAeGpfibAQAAQEVi6fmvRxnEZFPZ2dlKSkrSxIkT87WHh4dr586dJTpGXl6ezp8/rxo1ahTZJysrS1lZWebXGRkZpQsYAAAAAMop8iYAAAAETVzn0PGPzurt0PEt4XKXLEtLS1Nubq78/f3ztfv7++vUqVMlOsacOXOUmZmpQYMGFdln5syZ8vX1NT8aNGhgVdwAAAAAUN6QNwEAAAAl53IFmWtMJlO+14ZhFGgrzMqVKzVt2jTFxcWpTp06RfabNGmS0tPTzY/jx49bHTMAAAAAlCfkTQAAAEDJudwly2rVqiV3d/cCq2FSU1MLrJr5q7i4OI0aNUrvv/++7rrrrmL7enl5ycvLy+p4AQAAAKC8Im8CAAAASs7lVsh4enoqNDRU8fHx+drj4+PVqVOnIvdbuXKlRowYoRUrVqh3b9e5phwAAAAAAAAAAHB9LrdCRpKioqI0bNgwhYWFqWPHjoqNjVVycrIiIiIkXV02f+LECS1fvlzS1WLM8OHDNX/+fHXo0MG8uqZy5cry9fV12PsAAAAAAAAAAAAVg0sWZAYPHqzTp09r+vTpSklJUUhIiNavX6/AwEBJUkpKipKTk83933zzTeXk5GjcuHEaN26cuf2RRx7RsmXLyjp8AAAAAAAAAABQwbhkQUaSxo4dq7Fjxxa67a9Flq1bt9o/IAAAAAAAAAAAgCK43D1kAAAAAAAAAAAAXA0FGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHZGQQYAAAAAAAAAAMDOKMgAAAAAAAAAAADYGQUZAAAAAAAAAAAAO6MgAwAAAAAAAAAAYGcUZAAAAAAAAAAAAOyMggwAAAAAAAAAAICdUZABAAAAAAAAAACwMwoyAAAAAAAAAAAAdkZBBgAAAAAAAAAAwM4oyAAAAAAAAAAAANgZBRkAAAAAAAAAAAA7oyADAAAAAAAAAABgZx6ODgAAAAAAAABwNUET1zl0/KOzejt0fACA5VghAwAAAAAAAAAAYGeskAEAAAAAAAAAF8RKLcC1sEIGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADtz2YJMdHS0goOD5e3trdDQUCUmJhbZNyUlRQ899JCaNm0qNzc3RUZGll2gAAAAAAAAAACgwnPJgkxcXJwiIyM1ZcoU7d27V127dlWvXr2UnJxcaP+srCzVrl1bU6ZMUatWrco4WgAAAAAAAAAAUNG5ZEFm7ty5GjVqlEaPHq3mzZtr3rx5atCggWJiYgrtHxQUpPnz52v48OHy9fUt42gBAAAAAAAAAEBF5+HoACyVnZ2tpKQkTZw4MV97eHi4du7cabNxsrKylJWVZX6dkZFhs2MDAAAAQHlA3gRHCJq4ztEh6Ois3o4OAQAAuCCXWyGTlpam3Nxc+fv752v39/fXqVOnbDbOzJkz5evra340aNDAZscGAAAAgPKAvAkAAAAoOZcryFxjMpnyvTYMo0CbNSZNmqT09HTz4/jx4zY7NgAAAACUB+RNAAAAQMm53CXLatWqJXd39wKrYVJTUwusmrGGl5eXvLy8bHY8AAAAAChvyJsAAACAknO5FTKenp4KDQ1VfHx8vvb4+Hh16tTJQVEBAAAAAAAAAAAUzeVWyEhSVFSUhg0bprCwMHXs2FGxsbFKTk5WRESEpKvL5k+cOKHly5eb99m3b58k6cKFC/r999+1b98+eXp66pZbbnHEWwAAAAAAAAAAABWISxZkBg8erNOnT2v69OlKSUlRSEiI1q9fr8DAQElSSkqKkpOT8+3TunVr8/OkpCStWLFCgYGBOnr0aFmGDgAAAAAAAAAAKiCXLMhI0tixYzV27NhCty1btqxAm2EYdo4IAAAAAAAAAACgcC53DxkAAAAAAAAAAABXQ0EGAAAAAAAAAADAzlz2kmUAUJSgiescHYKOzurt6BAAAAAAAAAAOBFWyAAAAAAAAAAAANgZK2RcCL/6BwAAAAAAAADANVGQAWAxRxcHKQxC4u8QAAAAAAAAroWCDAAAFRRFLQAAAABARUdujLJEQQY2xQcYAFzl6M9Dic/EsuDo/87X+2/s6Pgk/g4BAAAAwBrkdeULBRkAAOCUOOmsGBz935n/xgAAAACAskJBBhWOs//Dj7PHBwBAReLo72WJ72YAAAAAKC/cHB0AAAAAAAAAAABAeccKGQBwAEf/4trZV2pJ/CIcAAAAsCdHn/Nzvg8AqIgoyAAAAAAAAMCpOLpgJFE0AgDYHpcsAwAAAAAAAAAAsDMKMgAAAAAAAAAAAHZGQQYAAAAAAAAAAMDOuIcMAAAAAABlhPtiAMD/c/RnIp+HAMoaBRkAAAAAAGDGP5ACAADYBwUZAAAAAAAAAPgLRxeoJYrUQHnDPWQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHbm4egAAAAAAAAAANgWN6SHM+DvEMiPFTIAAAAAAAAAAAB2xgoZAAAAAAAAG3L0L8L5NTgAAM7JZQsy0dHReu2115SSkqIWLVpo3rx56tq1a5H9ExISFBUVpe+++04BAQH6xz/+oYiIiDKMGAAAAABgb/xDOAAAAJyVS16yLC4uTpGRkZoyZYr27t2rrl27qlevXkpOTi60/5EjR3TPPfeoa9eu2rt3ryZPnqwnn3xS//3vf8s4cgAAAAAAAAAAUBG5ZEFm7ty5GjVqlEaPHq3mzZtr3rx5atCggWJiYgrtv2jRIjVs2FDz5s1T8+bNNXr0aI0cOVKzZ88u48gBAAAAAAAAAEBF5HKXLMvOzlZSUpImTpyYrz08PFw7d+4sdJ9du3YpPDw8X9vdd9+tJUuW6MqVK6pUqVKBfbKyspSVlWV+nZ6eLknKyMiw9i2UWl7WRYeNfc313r+jYyzJfx9nj9HZ45OcP0ZHxyc5f4zOHp/k/DE6e3yS88fo7PFJzh+js8cnOX+Mzh6f5Njzz2tjG4bhsBjg3MibCioPnyuOjtHZ45OcP0byOttw9hidPT7J+WN09vgk54/R2eOTnD9GZ49Pcv4YXSlnMhkull2dPHlS9erV044dO9SpUydz+4wZM/T222/r0KFDBfZp0qSJRowYocmTJ5vbdu7cqc6dO+vkyZOqW7dugX2mTZuml156yT5vAgAAAHAhx48fV/369R0dBpwQeRMAAABQ8pzJ5VbIXGMymfK9NgyjQNv1+hfWfs2kSZMUFRVlfp2Xl6czZ86oZs2axY7jzDIyMtSgQQMdP35cPj4+jg7HJTGH1mMOrcccWo85tB5zaD3m0HrMofWuN4eGYej8+fMKCAhwQHRwBeUtb+JzxXrMofWYQ+sxh9ZjDq3HHNoG82g95tB6xc2hpTmTyxVkatWqJXd3d506dSpfe2pqqvz9/Qvd58Ybbyy0v4eHh2rWrFnoPl5eXvLy8srX5ufnV/rAnYiPjw//81mJObQec2g95tB6zKH1mEPrMYfWYw6tV9wc+vr6lnE0cCXlNW/ic8V6zKH1mEPrMYfWYw6txxzaBvNoPebQekXNoSU5k5stAyoLnp6eCg0NVXx8fL72+Pj4fJcw+7OOHTsW6L9x40aFhYUVev8YAAAAAAAAAAAAW3K5gowkRUVFafHixXrrrbd08OBBPf3000pOTlZERISkq8vmhw8fbu4fERGhY8eOKSoqSgcPHtRbb72lJUuW6Nlnn3XUWwAAAAAAAAAAABWIy12yTJIGDx6s06dPa/r06UpJSVFISIjWr1+vwMBASVJKSoqSk5PN/YODg7V+/Xo9/fTTWrhwoQICAvTGG2/o/vvvd9RbcAgvLy9NnTq1wCUFUHLMofWYQ+sxh9ZjDq3HHFqPObQec2g95hDIj/8nrMccWo85tB5zaD3m0HrMoW0wj9ZjDq1nyzk0Gdfubg8AAAAAAAAAAAC7cMlLlgEAAAAAAAAAALgSCjIAAAAAAAAAAAB2RkEGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFmQoiOjpawcHB8vb2VmhoqBITEx0dksuYOXOm2rZtq2rVqqlOnTrq16+fDh065OiwXNrMmTNlMpkUGRnp6FBcyokTJ/Twww+rZs2aqlKlim677TYlJSU5OiyXkpOTo+eff17BwcGqXLmybrrpJk2fPl15eXmODs1pbdu2TX369FFAQIBMJpPWrl2bb7thGJo2bZoCAgJUuXJldevWTd99951jgnVSxc3hlStX9Nxzz+nWW29V1apVFRAQoOHDh+vkyZOOC9gJXe/v8M/GjBkjk8mkefPmlVl8rqAkc3jw4EH17dtXvr6+qlatmjp06KDk5OSyDxZwIPKm0iNvsi1yptIjb7IOOZPlyJmsR85kPXIm65VVzkRBpgKIi4tTZGSkpkyZor1796pr167q1asXCXYJJSQkaNy4cfriiy8UHx+vnJwchYeHKzMz09GhuaTdu3crNjZWLVu2dHQoLuXs2bPq3LmzKlWqpE8//VTff/+95syZIz8/P0eH5lJeeeUVLVq0SAsWLNDBgwf16quv6rXXXtO///1vR4fmtDIzM9WqVSstWLCg0O2vvvqq5s6dqwULFmj37t268cYb1bNnT50/f76MI3Vexc3hxYsX9fXXX+uFF17Q119/rTVr1ujHH39U3759HRCp87re3+E1a9eu1ZdffqmAgIAyisx1XG8Of/75Z3Xp0kXNmjXT1q1b9c033+iFF16Qt7d3GUcKOA55k3XIm2yHnKn0yJusR85kOXIm65EzWY+cyXplljMZKPfatWtnRERE5Gtr1qyZMXHiRAdF5NpSU1MNSUZCQoKjQ3E558+fNxo3bmzEx8cbd9xxh/HUU085OiSX8dxzzxldunRxdBgur3fv3sbIkSPztQ0YMMB4+OGHHRSRa5FkfPjhh+bXeXl5xo033mjMmjXL3Hb58mXD19fXWLRokQMidH5/ncPCfPXVV4Yk49ixY2UTlIspag5//fVXo169esaBAweMwMBA4/XXXy/z2FxFYXM4ePBgPgtR4ZE32RZ5U+mQM1mHvMl65EzWIWeyHjmT9ciZrGfPnIkVMuVcdna2kpKSFB4enq89PDxcO3fudFBUri09PV2SVKNGDQdH4nrGjRun3r1766677nJ0KC7n448/VlhYmB544AHVqVNHrVu31n/+8x9Hh+VyunTpos2bN+vHH3+UJH3zzTfavn277rnnHgdH5pqOHDmiU6dO5fuO8fLy0h133MF3jBXS09NlMpn4JacF8vLyNGzYME2YMEEtWrRwdDguJy8vT+vWrVOTJk109913q06dOmrfvn2xlzkAyhvyJtsjbyodcibrkDdZj5zJtsiZ7IOcyXLkTNaxZc5EQaacS0tLU25urvz9/fO1+/v769SpUw6KynUZhqGoqCh16dJFISEhjg7HpaxatUpff/21Zs6c6ehQXNIvv/yimJgYNW7cWJ999pkiIiL05JNPavny5Y4OzaU899xzGjJkiJo1a6ZKlSqpdevWioyM1JAhQxwdmku69j3Cd4ztXL58WRMnTtRDDz0kHx8fR4fjMl555RV5eHjoySefdHQoLik1NVUXLlzQrFmz9Le//U0bN25U//79NWDAACUkJDg6PKBMkDfZFnlT6ZAzWY+8yXrkTLZFzmR75EylQ85kHVvmTB52ihFOxmQy5XttGEaBNlzf+PHjtX//fm3fvt3RobiU48eP66mnntLGjRu5Fn0p5eXlKSwsTDNmzJAktW7dWt99951iYmI0fPhwB0fnOuLi4vTuu+9qxYoVatGihfbt26fIyEgFBATokUcecXR4LovvGNu4cuWKHnzwQeXl5Sk6OtrR4biMpKQkzZ8/X19//TV/d6V07Sa99913n55++mlJ0m233aadO3dq0aJFuuOOOxwZHlCm+E6zDfImy5Ez2QZ5k/XImeyD7xfbIGcqHXIm69kyZ2KFTDlXq1Ytubu7F6i6p6amFqjOo3hPPPGEPv74Y23ZskX169d3dDguJSkpSampqQoNDZWHh4c8PDyUkJCgN954Qx4eHsrNzXV0iE6vbt26uuWWW/K1NW/enJvMWmjChAmaOHGiHnzwQd16660aNmyYnn76aX6FWEo33nijJPEdYwNXrlzRoEGDdOTIEcXHx/NLLwskJiYqNTVVDRs2NH/HHDt2TM8884yCgoIcHZ5LqFWrljw8PPieQYVG3mQ75E2lQ85kG+RN1iNnsi1yJtshZyo9cibr2TJnoiBTznl6eio0NFTx8fH52uPj49WpUycHReVaDMPQ+PHjtWbNGn3++ecKDg52dEgup0ePHvr222+1b98+8yMsLExDhw7Vvn375O7u7ugQnV7nzp116NChfG0//vijAgMDHRSRa7p48aLc3PJ/9bm7u5t/6QDLBAcH68Ybb8z3HZOdna2EhAS+YyxwLbE4fPiwNm3apJo1azo6JJcybNgw7d+/P993TEBAgCZMmKDPPvvM0eG5BE9PT7Vt25bvGVRo5E3WI2+yDjmTbZA3WY+cybbImWyDnMk65EzWs2XOxCXLKoCoqCgNGzZMYWFh6tixo2JjY5WcnKyIiAhHh+YSxo0bpxUrVuijjz5StWrVzL9q8PX1VeXKlR0cnWuoVq1agWtHV61aVTVr1uSa0iX09NNPq1OnTpoxY4YGDRqkr776SrGxsYqNjXV0aC6lT58++te//qWGDRuqRYsW2rt3r+bOnauRI0c6OjSndeHCBf3000/m10eOHNG+fftUo0YNNWzYUJGRkZoxY4YaN26sxo0ba8aMGapSpYoeeughB0btXIqbw4CAAA0cOFBff/21PvnkE+Xm5pq/Z2rUqCFPT09Hhe1Urvd3+NeErFKlSrrxxhvVtGnTsg7VaV1vDidMmKDBgwfr9ttvV/fu3bVhwwb973//09atWx0XNFDGyJusQ95kHXIm2yBvsh45k+XImaxHzmQ9cibrlVnOZKBCWLhwoREYGGh4enoabdq0MRISEhwdksuQVOhj6dKljg7Npd1xxx3GU0895egwXMr//vc/IyQkxPDy8jKaNWtmxMbGOjokl5ORkWE89dRTRsOGDQ1vb2/jpptuMqZMmWJkZWU5OjSntWXLlkI/Ax955BHDMAwjLy/PmDp1qnHjjTcaXl5exu233258++23jg3ayRQ3h0eOHCnye2bLli2ODt1pXO/v8K8CAwON119/vUxjdHYlmcMlS5YYjRo1Mry9vY1WrVoZa9eudVzAgIOQN5UeeZPtkTOVDnmTdciZLEfOZD1yJuuRM1mvrHImk2EYhmUlHAAAAAAAAAAAAFiCe8gAAAAAAAAAAADYGQUZAAAAAAAAAAAAO6MgAwAAAAAAAAAAYGcUZAAAAAAAAAAAAOyMggwAAAAAAAAAAICdUZABAAAAAAAAAACwMwoyAAAAAAAAAAAAdkZBBgAqsK1bt8pkMslkMmnr1q2ODschgoKCZDKZNGLECEeHAgAAAMAJkTeRNwGArVCQAQAX8+dkoLDHDTfcoCZNmuiRRx6psMkCAAAAgIqNvAkA4IwoyABAOZOZmanDhw9r+fLl6t69u0aNGqXc3NxSHWvatGnmhMWR+EUaAAAAAFsibwIAOIKHowMAAJTe448/rrFjx5pfG4ahM2fOaNeuXXr99deVmpqqt956S/Xr19dLL71UYP9u3brJMIyyDNnpHD161NEhAAAAALAj8ibrkTcBgG1QkAEAF1anTh2FhIQUaL/jjjvUt29fhYWF6dKlS5o3b56ef/55VapUyQFRAgAAAIDjkDcBAJwFlywDgHLqlltuUe/evSVJGRkZOnjwoIMjAgAAAADnQt4EAChLFGQAoBwLCgoyP798+XKB7UVdY3jZsmUymUz5lusXdiPM0ixb//zzzzVkyBAFBwercuXKqlKlioKCgtShQwc9++yz+vzzz819jx49KpPJpO7du5vbunfvXiCOZcuWmbf/9frN6enp+uc//6nWrVvLz8+vQP+goCCZTCaNGDGiRPOzevVq9ejRQ7Vr11blypXVtGlT/eMf/9CZM2eu+96PHTumiIgIBQUFydvbWwEBAerXr5+2bNlSaOwAAAAA7I+8ibwJAMoKlywDgHLszyf+DRs2dFwgf4iKitLrr79eoP3YsWM6duyYvvzySy1btkxpaWk2Ge/w4cMKDw+3yfWOc3NzNXToUK1YsSJf+48//qjXXntNH374oRITE3XjjTcWun98fLz69++vzMxMc1tKSoo++ugjffzxx3r55ZetjhEAAACA5cibyJsAoKxQkAGAcuqHH37QunXrJElt27Yt8oS3MP369VNYWJiio6MVExMjSfr2228L9KtXr16Jj/nJJ5+Yk4qWLVvq8ccfV/PmzeXr66v09HT98MMPio+P165du/Id/9tvv9Xu3bs1cuRISdJbb72ltm3b5jt2/fr1Cx1z4MCBOnHihJ544gn17dtX1atX1+HDhxUYGFjiuK958cUXtXPnTvXr10/Dhw9XYGCgfvvtNy1cuFDr1q3TTz/9pKefflorV64ssO9PP/2kfv366eLFi3J3d1dERIQGDBggHx8fHThwQK+99pqmTJmidu3aWRwXAAAAgNIjbyJvAoCyREEGAFxYamqqDhw4YH5tGIbOnTunXbt26fXXX9elS5fk4+OjefPmWXRcPz8/+fn5qU6dOua2wm6CaYnVq1dLkgIDA7Vjxw7dcMMN+bbfcccdGjNmTL4l7JUqVVJISEi+X34FBweXOJYDBw5ow4YN6tmzp7ktNDS0VPHv3LlTL7/8sqZMmZKv/W9/+5v+9re/aePGjfrggw/0xhtvqHbt2vn6PPPMM7p48aIkadWqVRo4cKB5W1hYmAYNGqTu3bvrq6++KlVsAAAAAIpG3lQ88iYAKDsUZADAhcXExJh/ifVXbm5uGjNmjCIjI9WsWbMyjqygU6dOSZLatGlTIKn4sxo1athszBEjRuRLKqwRGhqqyZMnF2g3mUyKiorSxo0blZOTo127dqlv377m7SdOnNAnn3wiSerfv3++pOKaKlWqKDY2VrfddptNYgUAAADw/8ibikfeBABlx83RAQAA7CMvL0+rV6/W4sWLlZ2d7ehwVLduXUnStm3b9PPPP5fJmEOHDrXZsR566KEibxr551+P/fLLL/m2bd26VXl5eZKkRx55pMjjt2rVSq1atbJBpAAAAABKiryJvAkAyhIFGQBwYVOnTpVhGPkeFy9e1P79+zVhwgSdP39ec+bMUXh4uC5duuTQWIcPHy5JOn36tEJCQvTggw9q6dKl+umnn+w2ZsuWLW12rOJ+LffnX6edP38+37Y/Xxrhesv+w8LCShkdAAAAgKKQNxWPvAkAyg4FGQAoZypXrqxbb71Vr776qqKjoyVJCQkJmjlzpkPj6tGjhxYsWKDKlSvr8uXLiouL08iRI9W4cWPVr19fERER+uabb2w6ZvXq1W12rCpVqhS5zc3t/79Oc3Nz8207e/as+fmfry1dmL9eQxkAAACAfZA3/T/yJgAoOxRkAKAcGzVqlPlXSEuWLHFwNNK4ceN09OhRvf7667rnnnvk6+sr6er1gt988021bt1azz//vM3Gc3d3t9mxAAAAAJRP5E3kTQBQVijIAEA55ubmpsaNG0uSTp48qTNnzjg4oqu/doqMjNS6det05swZJSUlacqUKfLz85NhGPrXv/6ljz76yNFh2syff22WmppabN/ff//d3uEAAAAA+AvyJscjbwJQUVCQAYByLicnx/z8ypUrFu1b1M0YbcXNzU1t2rTRyy+/rM2bN5vbV69eXaZx2FOLFi3Mz/fs2VNs3+ttBwAAAGAf5E2ORd4EoKKgIAMA5djFixf1/fffS5K8vb1Vq1Yti/b39vY2P8/KyrJpbH/Vpk0b86+i0tLSHBaHrXXv3t18reTly5cX2e+bb76x+bWgAQAAAFwfeZPjkTcBqCgoyABAOTZ16lRdunRJknT33XdbfG3gunXrmp///PPPVsUSFxdnjqUwe/bsMd/IMTg42G5xlLV69eqpd+/ekqQPP/xQH3zwQYE+ly5d0mOPPVbWoQEAAAAQeZMzIG8CUFF4ODoAAEDppaam6sCBA/naLl++rMOHD2v58uXasGGDpKu/lPrnP/9p8fE7depkfv70009rypQpqlu3rnkpfFBQkDw8SvZV8txzzykiIkL33Xefbr/9djVp0kRVq1bV6dOntX37dv373/+WdPWGkn//+9/z7duwYUPVr19fv/76q2bPnq169eqpadOm5rH9/f1VrVo1i99fWZk7d642b96sixcv6sEHH9Tjjz+uAQMGyMfHRwcOHNCrr76q77//Xm3bttXu3bsdHS4AAABQrpA3kTcBgLOgIAMALiwmJkYxMTHF9qldu7beffdd3XrrrRYfv1GjRho0aJBWr16tjRs3auPGjfm2HzlyREFBQSU+3rlz5/T222/r7bffLnS7t7e33nzzTYWGhhbYNnnyZI0dO1ZHjhxRv3798m1bunSpRowYUeI4ylqjRo20du1a9e/fX5mZmVqwYIEWLFiQr8/UqVOVl5en3bt357vUAAAAAADrkDddRd4EAI5HQQYAyhlPT0/VqFFDLVq00D333KNHH33UfI3h0nj33XcVFhamDz74QIcOHdL58+eVl5dn8XG2bdum+Ph4xcfH6/vvv9epU6d09uxZValSRY0aNVKPHj30+OOPF1h2f83jjz8uf39/vfnmm9q3b5/OnDmT78abzq5nz546cOCAZs2apQ0bNiglJUXVq1dXWFiYnnjiCd19992KjIyUJPn6+jo2WAAAAKCcI29yTuRNAMo7k2EYhqODAAAA0l133aXNmzerS5cuSkxMdHQ4AAAAAOB0yJsAuDI3RwcAAACkkydPatu2bZKkDh06ODgaAAAAAHA+5E0AXB0FGQAAysBPP/1U5LZLly5pxIgRunLliiRp+PDhZRUWAAAAADgN8iYA5R33kAEAoAyMHj1amZmZGjRokEJDQ1WjRg2dP39ee/bsUXR0tDnxGDVqVKluJAoAAAAAro68CUB5R0EGAIAysmfPHu3Zs6fI7f3799e///3vMowIAAAAAJwLeROA8sxkGIbh6CAAACjvvv76a3344Yf6/PPP9euvv+r333+XYRiqU6eOOnTooOHDh6t3796ODhMAAAAAHIa8CUB5R0EGAAAAAAAAAADAztwcHQAAAAAAAAAAAEB5R0EGAAAAAAAAAADAzijIAAAAAAAAAAAA2BkFGQAAAAAAAAAAADujIAMAAAAAAAAAAGBnFGQAAAAAAAAAAADsjIIMAAAAAAAAAACAnVGQAQAAAAAAAAAAsDMKMgAAAAAAAAAAAHb2f83CgZBApEm2AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# ps = [0.0, 0.05, 0.25]\n", - "# noise_opts = [qml.BitFlip, qml.PhaseDamping]\n", - "\n", - "# n_layers = 4\n", - "# shots = 1000\n", - "# n_iterations = 50\n", - "\n", - "# params = np.random.uniform(size=[2, n_layers])\n", - "\n", - "# dev = qml.device(\"braket.local.qubit\", backend=\"braket_dm\", wires=n_nodes, shots=shots)\n", - "\n", - "# costs_range = []\n", - "# probs_range = []\n", - "# for p in ps:\n", - "# costs_range_2 = []\n", - "# probs_range_2 = []\n", - "# for noise_opt in noise_opts:\n", - "# costs, probs = get_cost_sampling(\n", - "# g, n_layers, noise_opt, p, params, n_iterations, shots, dev\n", - "# )\n", - "# costs_range_2.append(costs)\n", - "# probs_range_2.append(probs)\n", - "\n", - "# costs_range.append(costs_range_2)\n", - "# probs_range.append(probs_range_2)\n", - "\n", - "# ## Plot the results\n", - "\n", - "# plt.figure(figsize=(20, 6))\n", - "# for i in range(len(ps)):\n", - "# for j in range(len(noise_opts)):\n", - "# if j == 0:\n", - "# label = f\"Bit flip with p={ps[i]}\"\n", - "# marker = \"x-\"\n", - "# elif j == 1:\n", - "# label = f\"Phase damping with p={ps[i]}\"\n", - "# marker = \"o-\"\n", - "\n", - "# plt.plot(costs_range[i][j], marker, markersize=10, label=label)\n", - "\n", - "# plt.legend()\n", - "# plt.xlabel(\"Iterations\", fontsize=20)\n", - "# plt.ylabel(\"Cost function\", fontsize=20)\n", - "# plt.title(\n", - "# \"Comparison of cost functions for bit flip and phase damping channels\", size=20\n", - "# )\n", - "# plt.show()\n", - "\n", - "# fig, axs = plt.subplots(len(ps), 2, figsize=(20, 8))\n", - "# fig.suptitle(\n", - "# \"Comparison of probability distributions for bit flip and phase damping channels\",\n", - "# size=20,\n", - "# )\n", - "# axs[0][0].set_title(\"BitFlip\", fontsize=20)\n", - "# axs[0][1].set_title(\"PhaseDamping\", fontsize=20)\n", - "# # axs.set_ylabel('Probability')\n", - "# for ii in range(len(ps)):\n", - "# axs[ii][0].bar(range(2 ** n_nodes), probs_range[ii][0].values())\n", - "# axs[ii][1].bar(range(2 ** n_nodes), probs_range[ii][1].values())\n", - "# axs[ii][0].set_ylim([0, 0.5])\n", - "# axs[ii][1].set_ylim([0, 0.5])\n", - "# textstr = \"\".join((\"p=\", str(ps[ii])))\n", - "# axs[ii][0].text(2 ** n_nodes / 2, 0.3, textstr, fontsize=20)\n", - "# axs[ii][1].text(2 ** n_nodes / 2, 0.3, textstr, fontsize=20)\n", - "# axs[1][0].set_ylabel(\"Probability\", fontsize=20)\n", - "# for ax in axs.flat:\n", - "# ax.set_xlabel(\"Bit string\", size=20)\n", - "# for ax in axs.flat:\n", - "# ax.label_outer()" + "ps = [0.0, 0.05, 0.25]\n", + "noise_opts = [qml.BitFlip, qml.PhaseDamping]\n", + "\n", + "n_layers = 4\n", + "shots = 1000\n", + "n_iterations = 10\n", + "\n", + "params = np.random.uniform(size=[2, n_layers])\n", + "\n", + "dev = qml.device(\"braket.local.qubit\", backend=\"braket_dm\", wires=n_nodes, shots=shots)\n", + "\n", + "costs_range = []\n", + "probs_range = []\n", + "for p in ps:\n", + " costs_range_2 = []\n", + " probs_range_2 = []\n", + " for noise_opt in noise_opts:\n", + " print(f\"** Optimizing for {'bit flip' if noise_opt == qml.BitFlip else 'phase damping'} noise, p={p} **\")\n", + " costs, probs = get_cost_sampling(\n", + " g, n_layers, noise_opt, p, params, n_iterations, shots, dev\n", + " )\n", + " costs_range_2.append(costs)\n", + " probs_range_2.append(probs)\n", + "\n", + " costs_range.append(costs_range_2)\n", + " probs_range.append(probs_range_2)\n", + "\n", + "## Plot the results\n", + "\n", + "plt.figure(figsize=(20, 6))\n", + "for i in range(len(ps)):\n", + " for j in range(len(noise_opts)):\n", + " if j == 0:\n", + " label = f\"Bit flip with p={ps[i]}\"\n", + " marker = \"x-\"\n", + " elif j == 1:\n", + " label = f\"Phase damping with p={ps[i]}\"\n", + " marker = \"o-\"\n", + "\n", + " plt.plot(costs_range[i][j], marker, markersize=10, label=label)\n", + "\n", + "plt.legend()\n", + "plt.xlabel(\"Iterations\", fontsize=20)\n", + "plt.ylabel(\"Cost function\", fontsize=20)\n", + "plt.title(\n", + " \"Comparison of cost functions for bit flip and phase damping channels\", size=20\n", + ")\n", + "plt.show()\n", + "\n", + "fig, axs = plt.subplots(len(ps), 2, figsize=(20, 8))\n", + "fig.suptitle(\n", + " \"Comparison of probability distributions for bit flip and phase damping channels\",\n", + " size=20,\n", + ")\n", + "axs[0][0].set_title(\"BitFlip\", fontsize=20)\n", + "axs[0][1].set_title(\"PhaseDamping\", fontsize=20)\n", + "for ii in range(len(ps)):\n", + " axs[ii][0].bar(range(2 ** n_nodes), probs_range[ii][0].values())\n", + " axs[ii][1].bar(range(2 ** n_nodes), probs_range[ii][1].values())\n", + " axs[ii][0].set_ylim([0, 0.5])\n", + " axs[ii][1].set_ylim([0, 0.5])\n", + " textstr = \"\".join((\"p=\", str(ps[ii])))\n", + " axs[ii][0].text(2 ** n_nodes / 2, 0.3, textstr, fontsize=20)\n", + " axs[ii][1].text(2 ** n_nodes / 2, 0.3, textstr, fontsize=20)\n", + "axs[1][0].set_ylabel(\"Probability\", fontsize=20)\n", + "for ax in axs.flat:\n", + " ax.set_xlabel(\"Bit string\", size=20)\n", + "for ax in axs.flat:\n", + " ax.label_outer()" ] }, { @@ -806,7 +891,7 @@ "Upon increasing the noise strength, for $p=0.05$, the distinction between the two noise channels starts to appear: for the phase damping case, the cost function only deviates marginally from the noiseless case, \n", "whereas the cost function is halved for the bit flip case. \n", "The difference is even more dramatic for $p=0.25$, where the classical optimizer is incapable of optimizing the QAOA with bit flip noise, and its cost function essentially fluctuates around 0. \n", - "On the other hand, QAOA shows remarkable robustness to phase damping noise, and the cost function converges after around $40$ iteration steps. \n", + "On the other hand, QAOA shows remarkable robustness to phase damping noise, and the cost function converges after around $10$ iteration steps. \n", "\n", "This sharp distinction between bit flip and phase damping channels is also evident from the comparison of probability distributions. \n", "For the plots with $p=0$, the highest peaks correspond to the most frequent outcome, as represented by the bit-string `101110` (not shown in the figures), which is the maximum clique of the given graph. \n", @@ -823,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "619712fa", "metadata": {}, "outputs": [ @@ -831,8 +916,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 40000, 'tasks': {'COMPLETED': 8}, 'execution_duration': datetime.timedelta(seconds=1, microseconds=158000), 'billed_execution_duration': datetime.timedelta(seconds=24)}}\n", + "Quantum Task Summary\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 40000, 'tasks': {'COMPLETED': 8}, 'execution_duration': datetime.timedelta(microseconds=640000), 'billed_execution_duration': datetime.timedelta(seconds=24)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", "Estimated cost to run this example: 0.030 USD\n" ] @@ -844,21 +929,13 @@ "print('Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).')\n", "print(f\"Estimated cost to run this example: {t.qpu_tasks_cost() + t.simulator_tasks_cost():.3f} USD\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9a98fe45", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "conda_braket", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda_braket" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -870,7 +947,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" + "version": "3.11.4" }, "vscode": { "interpreter": { From 7ccd342b211d001aecf631140963df5f548eb2f6 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Mon, 2 Oct 2023 10:54:45 -0400 Subject: [PATCH 05/17] Remove account-specific output --- .../Running_notebooks_as_hybrid_jobs.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index ac8cf6c50..5d6cea17a 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -90,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/papermill-job-demo-1696005577')\n" + "AwsQuantumJob('arn':'arn:aws:braket:::job/papermill-job-demo-1696005577')\n" ] } ], @@ -250,9 +250,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/sv1')\n", - "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/dm1')\n", - "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/tn1')\n" + "AwsQuantumJob('arn':'arn:aws:braket:::job/sv1')\n", + "AwsQuantumJob('arn':'arn:aws:braket:::job/dm1')\n", + "AwsQuantumJob('arn':'arn:aws:braket:::job/tn1')\n" ] } ], From a87ca1c991f1e1e3e9bd58e3f6196151f8e39fdb Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 5 Oct 2023 11:00:30 -0400 Subject: [PATCH 06/17] Minor usability improvements --- .../Running_notebooks_as_hybrid_jobs.ipynb | 20 ++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index 5d6cea17a..76f333324 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -175,7 +175,7 @@ } ], "source": [ - "time.sleep(30) # wait for metrics to load\n", + "time.sleep(10) # wait for metrics to load; if this cell fails, try running it again\n", "\n", "metrics = job.metrics()\n", "cost = metrics[\"cost\"][0]\n", @@ -250,9 +250,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:::job/sv1')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/dm1')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/tn1')\n" + "AwsQuantumJob('arn':'arn:aws:braket:::job/sv1-1696005577')\n", + "AwsQuantumJob('arn':'arn:aws:braket:::job/dm1-1696005577')\n", + "AwsQuantumJob('arn':'arn:aws:braket:::job/tn1-1696005577')\n" ] } ], @@ -266,7 +266,7 @@ " entry_point=\"src.notebook_runner:run_notebook\",\n", " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", " hyperparameters={\"shots\": 1_000},\n", - " job_name=f\"{device_name.lower()}\",\n", + " job_name=f\"{device_name.lower()}-{int(time.time())}\",\n", " )\n", " print(job)\n", " jobs.append(job)" @@ -302,15 +302,17 @@ ], "source": [ "# After submitting them, wait for all jobs to complete and download results.\n", - "total_cost = 0\n", - "for job, device_arn in zip(jobs, devices):\n", - " device_name = device_arn.split(\"/\")[-1]\n", - "\n", + "for job in jobs:\n", " job.download_result(\"result\")\n", "\n", + "time.sleep(10) # wait for metrics to load; if this cell fails, try running it again\n", + " \n", + "total_cost = 0\n", + "for job, device_arn in zip(jobs, devices):\n", " metrics = job.metrics()\n", " cost = metrics[\"cost\"][0]\n", "\n", + " device_name = device_arn.split(\"/\")[-1]\n", " print(f\"\\nDevice: {device_name}\")\n", " print(f\"Cost was : ${cost} USD\")\n", "\n", From d9ad137293d0ec3f2d0ab594efba77399c0d9cb2 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 5 Oct 2023 14:09:21 -0400 Subject: [PATCH 07/17] Move cost warnings to top of notebook --- .../Using_the_tensor_network_simulator_TN1.ipynb | 8 ++++---- .../2_Graph_optimization_with_QAOA.ipynb | 10 +++++----- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb index 934cab5e3..25f137cdb 100644 --- a/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb +++ b/examples/braket_features/Using_the_tensor_network_simulator_TN1.ipynb @@ -27,6 +27,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "
\n", + "Caution: Running the code in this notebook will result in usage fees charged to your AWS account. The expected cost is less than $1.00 USD. Only run the notebook if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", + "
\n", + "\n", "This tutorial serves as an in-depth introduction to TN1, the Amazon Braket tensor network simulator. TN1 was previously introduced in [Running quantum circuits on simulators notebook](../getting_started/1_Running_quantum_circuits_on_simulators/1_Running_quantum_circuits_on_simulators.ipynb). This tutorial explains what makes TN1 different from SV1, Braket's state vector simulator, and it discusses which use cases are well suited for tensor network simulations. We examine what circuit properties affect TN1's performance and how TN1 can be used to simulate some types circuits for many more qubits than SV1 can handle." ] }, @@ -94,10 +98,6 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
\n", - "Caution: Running the code in this notebook will result in usage fees charged to your AWS account. The expected cost is less than $1.00 USD. Only run the notebook if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", - "
\n", - "\n", "## Two simple examples: The GHZ state and Quantum Fourier Transform\n", "\n", "We already presented the GHZ example circuit in the [Running quantum circuits on simulators notebook](../getting_started/1_Running_quantum_circuits_on_simulators/1_Running_quantum_circuits_on_simulators.ipynb). Here, we'll compare the performance of SV1 and TN1 for this relatively simple circuit. The GHZ state is simple to prepare:" diff --git a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb index bc573383d..7bb02085e 100644 --- a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb +++ b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb @@ -22,6 +22,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "
\n", + "Caution: Running the code in this notebook will result in usage fees charged to your AWS account. The expected cost is less than $0.10 USD. Only run the notebook if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", + "
\n", + "\n", "One application area where near-term quantum hardware is expected to shine is in graph optimization. Graph-based problems are interesting to explore because they have both strong links to practical use-cases (such as logistics and social networks) and are also often hard to solve." ] }, @@ -671,11 +675,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We're now set up to train the circuit! Note, if you are training this circuit yourself, you may want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers.\n", - "\n", - "
\n", - "Caution: Running the following cell will result in usage fees charged to your AWS account. The expected cost is less than $0.10 USD. Only run the cell if you are comfortable with the costs. We recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits can be costly.\n", - "
" + "We're now set up to train the circuit! Note, if you are training this circuit yourself, you may want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers." ] }, { From 715dc708d4836bc99e2679c6495231ae0ee069c3 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 5 Oct 2023 14:32:47 -0400 Subject: [PATCH 08/17] Use device enums instead of raw ARNs --- .../Running_notebooks_as_hybrid_jobs.ipynb | 20 ++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index 76f333324..0101a489c 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -67,7 +67,9 @@ "metadata": {}, "outputs": [], "source": [ - "device_arn = \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\"\n", + "from braket.devices import Devices\n", + "\n", + "device_arn = Devices.Amazon.SV1.value\n", "\n", "hyperparameters = {\"shots\": 1_000}" ] @@ -218,7 +220,7 @@ "source": [ "# Running a notebook on multiple devices\n", "\n", - "As a next step, we can run the same notebook on different devices. Below, we select three simulator devices to run the notebook on. The notebooks could also be run on QPUs by providing the appropriate device ARNs in the cell below, but QPU jobs will run only when the device is available, which may take up to 24 hours or more depending on availability windows. In this example we run only on simulators in order to reduce wait time and cost." + "As a next step, we can run the same notebook on different devices. Below, we select three simulator devices to run the notebook on. The notebooks could also be run on QPUs by listing the appropriate devices in the cell below, but QPU jobs will run only when the device is available, which may take up to 24 hours or more depending on availability windows. In this example we run only on simulators in order to reduce wait time and cost." ] }, { @@ -228,9 +230,9 @@ "outputs": [], "source": [ "devices = [\n", - " \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\",\n", - " \"arn:aws:braket:::device/quantum-simulator/amazon/dm1\",\n", - " \"arn:aws:braket:::device/quantum-simulator/amazon/tn1\",\n", + " Devices.Amazon.SV1.value,\n", + " Devices.Amazon.DM1.value,\n", + " Devices.Amazon.TN1.value,\n", "]" ] }, @@ -368,10 +370,10 @@ "colors = [\"tab:blue\", \"tab:cyan\", \"tab:gray\", \"tab:orange\"]\n", "\n", "devices = [\n", - " \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\",\n", - " \"arn:aws:braket:us-west-1::device/qpu/rigetti/Aspen-M-3\",\n", - " \"arn:aws:braket:eu-west-2::device/qpu/oqc/Lucy\",\n", - " \"arn:aws:braket:us-east-1::device/qpu/ionq/Harmony\",\n", + " Devices.Amazon.SV1.value,\n", + " Devices.Rigetti.AspenM3.value,\n", + " Devices.OQC.Lucy.value,\n", + " Devices.IonQ.Harmony.value,\n", "]\n", "\n", "for i, (c, device_arn) in enumerate(zip(colors, devices)):\n", From ddea0dcc715535bf5ac1f750fb173c275c06f054 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 5 Oct 2023 14:46:06 -0400 Subject: [PATCH 09/17] Use devices enum instead of ARNs --- .../Running_notebooks_as_hybrid_jobs.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index 0101a489c..02173136f 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -69,7 +69,7 @@ "source": [ "from braket.devices import Devices\n", "\n", - "device_arn = Devices.Amazon.SV1.value\n", + "device_arn = Devices.Amazon.SV1\n", "\n", "hyperparameters = {\"shots\": 1_000}" ] @@ -230,9 +230,9 @@ "outputs": [], "source": [ "devices = [\n", - " Devices.Amazon.SV1.value,\n", - " Devices.Amazon.DM1.value,\n", - " Devices.Amazon.TN1.value,\n", + " Devices.Amazon.SV1,\n", + " Devices.Amazon.DM1,\n", + " Devices.Amazon.TN1,\n", "]" ] }, @@ -370,10 +370,10 @@ "colors = [\"tab:blue\", \"tab:cyan\", \"tab:gray\", \"tab:orange\"]\n", "\n", "devices = [\n", - " Devices.Amazon.SV1.value,\n", - " Devices.Rigetti.AspenM3.value,\n", - " Devices.OQC.Lucy.value,\n", - " Devices.IonQ.Harmony.value,\n", + " Devices.Amazon.SV1,\n", + " Devices.Rigetti.AspenM3,\n", + " Devices.OQC.Lucy,\n", + " Devices.IonQ.Harmony,\n", "]\n", "\n", "for i, (c, device_arn) in enumerate(zip(colors, devices)):\n", From 6fe40efcd66255d3dae423a4bf513827e12aa8d6 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 5 Oct 2023 15:11:03 -0400 Subject: [PATCH 10/17] Remove slow local simulation --- ...zed_optimization_of_quantum_circuits.ipynb | 47 ++++--------------- 1 file changed, 8 insertions(+), 39 deletions(-) diff --git a/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb b/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb index 40b7e2feb..4ea2df72f 100644 --- a/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb +++ b/examples/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits.ipynb @@ -94,9 +94,10 @@ "source": [ "import pennylane as qml\n", "from pennylane import numpy as np\n", + "from braket.devices import Devices\n", "\n", "wires = 25\n", - "device_arn = \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\"" + "device_arn = Devices.Amazon.SV1" ] }, { @@ -252,8 +253,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Execution time on remote device (seconds): 8.330671072006226\n", - "Execution time on local device (seconds): 51.37529635429382\n" + "Execution time on remote device (seconds): 7.802760124206543\n", + "Execution time on local device (seconds): 28.442059993743896\n" ] } ], @@ -336,7 +337,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Gradient calculation time on remote device (seconds): 6.979628562927246\n" + "Gradient calculation time on remote device (seconds): 4.199454069137573\n" ] } ], @@ -354,39 +355,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
\n", - "Caution: Depending on your hardware, running the following cell can take 5 minutes or longer. Only run it if you are happy to wait.\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Gradient calculation time on local device (seconds): 240.96019530296326\n" - ] - } - ], - "source": [ - "t_0_local_grad = time.time()\n", - "\n", - "d_qnode_local(params)\n", - "\n", - "t_1_local_grad = time.time()\n", - "\n", - "print(\"Gradient calculation time on local device (seconds):\", t_1_local_grad - t_0_local_grad)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you had the patience to run the local device, you will see times of around 5 minutes or more! Compare this to less than 10 seconds spent calculating the gradient on SV1. This provides a powerful lesson in parallelization.\n", + "Gradient calculation on SV1 takes less than 10 seconds. For comparison, if you had run `d_qnode_local(params)` to calculate the gradient on the local device, you would have seen times of around 5 minutes or more! This provides a powerful lesson in parallelization.\n", "\n", "What if we had run on SV1 with ``parallel=False``? It would have taken around 1 minute—still faster than a local device, but much slower than running SV1 in parallel." ] @@ -403,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -411,7 +380,7 @@ "output_type": "stream", "text": [ "Quantum Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(seconds=3, microseconds=974000), 'billed_execution_duration': datetime.timedelta(seconds=6, microseconds=481000)}}\n", + "{<_Amazon.SV1: 'arn:aws:braket:::device/quantum-simulator/amazon/sv1'>: {'shots': 0, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(seconds=3, microseconds=885000), 'billed_execution_duration': datetime.timedelta(seconds=6, microseconds=468000)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", "Estimated cost to run this example: 0.008 USD\n" ] From 3ac58b45f6625cc3eb4dc8e16e77e79c705f1b22 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 6 Oct 2023 10:50:20 -0400 Subject: [PATCH 11/17] Reduce total runtime to less than 2 minutes --- .../2_Graph_optimization_with_QAOA.ipynb | 129 +++++++----------- 1 file changed, 51 insertions(+), 78 deletions(-) diff --git a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb index 7bb02085e..897f5b3e4 100644 --- a/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb +++ b/examples/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA.ipynb @@ -35,7 +35,7 @@ "source": [ "
\n", "\n", - "Graphs are composed of a collection of interconnected nodes. For example, here is a six-node graph:" + "Graphs are composed of a collection of interconnected nodes. For example, here is a four-node graph:" ] }, { @@ -45,7 +45,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -57,9 +57,9 @@ "source": [ "import networkx as nx\n", "\n", - "n_nodes = 6\n", + "n_nodes = 4\n", "p = 0.5 # probability of an edge\n", - "seed = 1967\n", + "seed = 1979\n", "\n", "g = nx.erdos_renyi_graph(n_nodes, p=p, seed=seed)\n", "positions = nx.spring_layout(g, seed=seed)\n", @@ -79,7 +79,7 @@ "- finding a minimum number of nodes that connect to every edge in the graph (known as [minimum vertex cover](https://en.wikipedia.org/wiki/Vertex_cover))\n", "- finding a partition of the nodes into two subsets so that the greatest number of edges are intersected (known as [maximum cut](https://en.wikipedia.org/wiki/Maximum_cut))\n", "\n", - "This tutorial shows how a quantum algorithm called QAOA can be run using PennyLane and Braket to solve graph-based optimization problems. We begin with a small 6-node graph and then push the limits to run a 20-node graph using parallel executions on SV1." + "This tutorial shows how a quantum algorithm called QAOA can be run using PennyLane and Braket to solve graph-based optimization problems. We begin with a small 4-node graph and then push the limits to run a 20-node graph using parallel executions on SV1." ] }, { @@ -154,23 +154,17 @@ "output_type": "stream", "text": [ "Cost Hamiltonian:\n", - " (-0.5) [Z1]\n", - "+ (-0.5) [Z5]\n", + " (-0.5) [Z2]\n", "+ (0.25) [Z0]\n", - "+ (0.25) [Z4]\n", - "+ (0.25) [Z2]\n", "+ (0.25) [Z3]\n", - "+ (0.75) [Z0 Z1]\n", - "+ (0.75) [Z1 Z4]\n", - "+ (0.75) [Z2 Z5]\n", - "+ (0.75) [Z3 Z5]\n", + "+ (1.0) [Z1]\n", + "+ (0.75) [Z0 Z2]\n", + "+ (0.75) [Z2 Z3]\n", "Mixer Hamiltonian:\n", " (1) [X0]\n", "+ (1) [X1]\n", "+ (1) [X2]\n", - "+ (1) [X3]\n", - "+ (1) [X4]\n", - "+ (1) [X5]\n" + "+ (1) [X3]\n" ] } ], @@ -237,7 +231,7 @@ "metadata": {}, "outputs": [], "source": [ - "n_layers = 4\n", + "n_layers = 2\n", "wires = n_nodes\n", "\n", "def circuit(params, **kwargs):\n", @@ -252,7 +246,7 @@ "metadata": {}, "source": [ "
\n", - "Note We have chosen to use 4 QAOA layers. The choice of depth is a tradeoff between improved solutions (for greater depth) and increasing runtime.\n", + "Note We have chosen to use 2 QAOA layers. The choice of depth is a tradeoff between improved solutions (for greater depth) and increasing runtime.\n", "
" ] }, @@ -260,7 +254,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There are overall eight controllable parameters: the first four are for $\\gamma_i$ of the cost Hamiltonian and the second four are for $\\alpha_i$ of the mixer Hamiltonian:" + "There are overall four controllable parameters: the first two are for $\\gamma_i$ of the cost Hamiltonian and the second two are for $\\alpha_i$ of the mixer Hamiltonian:" ] }, { @@ -271,8 +265,8 @@ { "data": { "text/plain": [ - "tensor([[0.72511958, 0.57312068, 0.6448612 , 0.55801009],\n", - " [0.94368854, 0.93863944, 0.52819152, 0.5817428 ]], requires_grad=True)" + "tensor([[0.0053323 , 0.06300618],\n", + " [0.56089065, 0.10018836]], requires_grad=True)" ] }, "execution_count": 6, @@ -281,7 +275,7 @@ } ], "source": [ - "np.random.seed(1967)\n", + "np.random.seed(1985)\n", "params = np.random.uniform(size=[2, n_layers])\n", "params" ] @@ -353,17 +347,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial cost: 0.6516478992954963\n", - "Completed iteration 1, cost function: -0.6687410127547252\n", - "Completed iteration 2, cost function: -1.7159072783906075\n", - "Completed iteration 3, cost function: -1.9501154582134768\n", - "Completed iteration 4, cost function: -2.0330929514098766\n", - "Completed iteration 5, cost function: -2.1057100865780685\n", - "Completed iteration 6, cost function: -2.1748317555275736\n", - "Completed iteration 7, cost function: -2.2428889625732786\n", - "Completed iteration 8, cost function: -2.31128304592676\n", - "Completed iteration 9, cost function: -2.380788701755378\n", - "Completed iteration 10, cost function: -2.45178556964876\n" + "Initial cost: 0.10901335346620078\n", + "Completed iteration 1, cost function: -0.055924072910973115\n", + "Completed iteration 2, cost function: -0.22761069369561948\n", + "Completed iteration 3, cost function: -0.4039653421158007\n", + "Completed iteration 4, cost function: -0.5814217439494995\n", + "Completed iteration 5, cost function: -0.7551479094131212\n", + "Completed iteration 6, cost function: -0.9198393933758282\n", + "Completed iteration 7, cost function: -1.0708307386802136\n", + "Completed iteration 8, cost function: -1.2050204372450495\n", + "Completed iteration 9, cost function: -1.321209023705309\n", + "Completed iteration 10, cost function: -1.4198324693330084\n" ] } ], @@ -446,9 +440,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -460,17 +454,17 @@ "%matplotlib inline\n", "\n", "plt.style.use(\"seaborn-v0_8-colorblind\")\n", - "labels = [\"{0:{fill}6b}\".format(i, fill='0') for i in range(len(probs))]\n", + "labels = [\"{0:{fill}{length}b}\".format(i, fill='0', length=wires) for i in range(len(probs))]\n", "\n", "plt.bar(range(2 ** wires), probs.values())\n", "plt.xticks([i for i in range(len(probs))], labels, rotation='vertical', size=12)\n", "plt.yticks(size=12)\n", "\n", - "plt.xlabel(\"Sample\", size=20)\n", - "plt.ylabel(\"Probability\", size=20)\n", + "plt.xlabel(\"Sample\", size=16)\n", + "plt.ylabel(\"Probability\", size=16)\n", "\n", "fig = plt.gcf()\n", - "fig.set_size_inches(16, 8)\n", + "fig.set_size_inches(6, 4)\n", "plt.show()" ] }, @@ -478,7 +472,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "From the plot, it is clear that the sample ``101110`` has the greatest probability. Since each qubit corresponds to a node, this sample selects the nodes ``[0, 2, 3, 4]`` to form a subgraph. Let's check if this is a clique, i.e., if all of the nodes are connected:" + "From the plot, it is clear that the sample ``1101`` has the greatest probability. Since each qubit corresponds to a node, this sample selects the nodes ``[0, 1, 3]`` to form a subgraph. Let's check if this is a clique, i.e., if all of the nodes are connected:" ] }, { @@ -488,9 +482,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -498,7 +492,7 @@ } ], "source": [ - "sub = g.subgraph([0, 2, 3, 4])\n", + "sub = g.subgraph([0, 1, 3])\n", "nx.draw(g, pos=positions, with_labels=True)\n", "nx.draw(sub, pos=positions, node_color=\"r\", edge_color=\"r\")" ] @@ -507,7 +501,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Great, this is a clique! Moreover, it is the *largest* clique in this six-node graph. QAOA, using PennyLane and Braket, has helped us to solve the maximum clique problem!" + "Great, this is a clique! Moreover, it is the *largest* clique in this four-node graph. QAOA, using PennyLane and Braket, has helped us to solve the maximum clique problem!" ] }, { @@ -531,9 +525,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -675,7 +669,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We're now set up to train the circuit! Note, if you are training this circuit yourself, you may want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers." + "We're now set up to train the circuit! Note, if you are training this circuit yourself, you will likely want to increase the number of iterations in the optimization loop and also investigate changing the number of QAOA layers." ] }, { @@ -687,37 +681,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial cost: -29.985702340959527\n", + "Initial cost: -29.98570234095953\n", "Completed iteration 1\n", - "Time to complete iteration: 11.593365669250488 seconds\n", - "Cost at step 1: -27.154071768632175\n", + "Time to complete iteration: 11.18782925605774 seconds\n", + "Cost at step 1: -27.154071768632168\n", "Completed iteration 2\n", - "Time to complete iteration: 7.950595855712891 seconds\n", - "Cost at step 2: -29.987262300062294\n", + "Time to complete iteration: 10.177379608154297 seconds\n", + "Cost at step 2: -29.98726230006231\n", "Completed iteration 3\n", - "Time to complete iteration: 9.728818655014038 seconds\n", - "Cost at step 3: -29.99916315360007\n", - "Completed iteration 4\n", - "Time to complete iteration: 7.955800533294678 seconds\n", - "Cost at step 4: -30.00215864604427\n", - "Completed iteration 5\n", - "Time to complete iteration: 8.598181962966919 seconds\n", - "Cost at step 5: -30.01205844401181\n", - "Completed iteration 6\n", - "Time to complete iteration: 7.819090843200684 seconds\n", - "Cost at step 6: -30.06370971261279\n", - "Completed iteration 7\n", - "Time to complete iteration: 7.722463607788086 seconds\n", - "Cost at step 7: -30.325223047053033\n", - "Completed iteration 8\n", - "Time to complete iteration: 9.111560106277466 seconds\n", - "Cost at step 8: -31.41103033197652\n", - "Completed iteration 9\n", - "Time to complete iteration: 7.728586912155151 seconds\n", - "Cost at step 9: -33.87153965616794\n", - "Completed iteration 10\n", - "Time to complete iteration: 7.529972076416016 seconds\n", - "Cost at step 10: -36.05424874438716\n", + "Time to complete iteration: 8.062565803527832 seconds\n", + "Cost at step 3: -29.999163153600065\n", "Parameters saved to params.npy\n" ] } @@ -725,7 +698,7 @@ "source": [ "import time\n", "\n", - "iterations = 10\n", + "iterations = 3\n", "\n", "for i in range(iterations): \n", " t0 = time.time()\n", @@ -785,9 +758,9 @@ "output_type": "stream", "text": [ "Quantum Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 11}, 'execution_duration': datetime.timedelta(seconds=38, microseconds=853000), 'billed_execution_duration': datetime.timedelta(seconds=38, microseconds=853000)}}\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/sv1': {'shots': 0, 'tasks': {'COMPLETED': 4}, 'execution_duration': datetime.timedelta(seconds=14, microseconds=393000), 'billed_execution_duration': datetime.timedelta(seconds=14, microseconds=393000)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", - "Estimated cost to run this example: 0.049 USD\n" + "Estimated cost to run this example: 0.018 USD\n" ] } ], From 53b76d99e63c86ed7e0bdb7f0354a785a7ad031e Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 6 Oct 2023 13:47:10 -0400 Subject: [PATCH 12/17] Reduce runtime by caching results --- ...uits_on_Amazon_Braket_with_PennyLane.ipynb | 195 +++++++++--------- .../costs_range.npy | Bin 0 -> 656 bytes .../probs_range.npy | Bin 0 -> 2330 bytes .../runtimes_DM1.npy | Bin 0 -> 192 bytes .../runtimes_local.npy | Bin 0 -> 192 bytes 5 files changed, 93 insertions(+), 102 deletions(-) create mode 100644 examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/costs_range.npy create mode 100644 examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/probs_range.npy create mode 100644 examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/runtimes_DM1.npy create mode 100644 examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/runtimes_local.npy diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb index dc2d503f5..b494aa579 100644 --- a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb +++ b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb @@ -346,7 +346,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -556,7 +556,7 @@ "id": "0a3f58cc", "metadata": {}, "source": [ - "We then plot the runtime and the results obtained from the local device and DM1. " + "We then plot the runtime and the results obtained from the local device and DM1. For demonstration purposes, the cell below calculates the results only for `n_nodes=range(4,6)`." ] }, { @@ -564,14 +564,32 @@ "execution_count": 11, "id": "89c481b7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtimes for n_nodes=4: Local 0.43s, DM1 6.76s\n", + "Runtimes for n_nodes=5: Local 0.83s, DM1 7.66s\n" + ] + } + ], "source": [ "runtimes_local, runtimes_DM1 = [], []\n", - "n_nodes_list = range(4,12)\n", + "n_nodes_list = range(4,6)\n", "for n_nodes in n_nodes_list:\n", " runtime_local, runtime_DM1 = compare_dm1_local(n_nodes)\n", " runtimes_local.append(runtime_local)\n", - " runtimes_DM1.append(runtime_DM1)" + " runtimes_DM1.append(runtime_DM1)\n", + " print(f\"Runtimes for n_nodes={n_nodes}: Local {runtime_local:.2f}s, DM1 {runtime_DM1:.2f}s\")" + ] + }, + { + "cell_type": "markdown", + "id": "50898d29", + "metadata": {}, + "source": [ + "To illustrate the tradeoff between running on the local device and DM1, we now plot results from a previous run using `n_nodes_list = range(4,12)`." ] }, { @@ -582,7 +600,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -592,6 +610,10 @@ } ], "source": [ + "n_nodes_list = range(4,12)\n", + "runtimes_local = np.load(\"runtimes_local.npy\")\n", + "runtimes_DM1 = np.load(\"runtimes_DM1.npy\")\n", + "\n", "plt.figure(figsize=(8,4))\n", "plt.suptitle(\"Comparison of runtime on local device and DM1\", size=20)\n", "plt.plot(n_nodes_list, runtimes_local, 'o-', markersize=10, label='Run time on local device')\n", @@ -695,22 +717,19 @@ "id": "b7c1f1bb", "metadata": {}, "source": [ - "We use 4 layers for the full QAOA circuit, set the number of shots to be `shots=1000`, and fix the number of iterations to be `n_iterations=10`. Note that for fairness of the comparison, we always start with the same initial `params` for the optimization process.\n", + "We use `n_layers` layers for the full QAOA circuit, set the number of shots to be `shots=1000`, and fix the number of iterations to be `n_iterations`. Note that for fairness of the comparison, we always start with the same initial `params` for the optimization process.\n", "
\n", - "Note 1 The choice of depth, number of shots and iterations of QAOA is a tradeoff between improved solutions (for greater depth and more iterations) and longer runtime.\n", + "Note 1 The choice of depth, number of shots and iterations of QAOA is a tradeoff between improved solutions (for greater depth and more iterations) and longer runtime. To avoid unnecessarily long runtime in this example notebook, the cell below uses n_layers=1 and n_iterations=2 for demonstration purposes only. Additional layers and iterations would be required to produce good results.\n", "
\n", "\n", "
\n", "Note 2 We have chosen a relatively smaller graph for illustrating the impact of noise on QAOA. As a result, the local simulator is sufficient for the task. For users who would like to try larger graphs on DM1, we recommend monitoring the Billing & Cost Management Dashboard on the AWS console and being aware that tasks involving a large number of qubits or deep circuits can be costly. \n", - "
\n", - "
\n", - "Caution: Depending on your hardware, running the following cell can take 10 minutes or longer. Only run it if you are happy to wait.\n", "
" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "id": "ac261928", "metadata": { "lines_to_next_cell": 2, @@ -722,101 +741,33 @@ "output_type": "stream", "text": [ "** Optimizing for bit flip noise, p=0.0 **\n", - "Completed iteration 1, cost function: -1.005\n", - "Completed iteration 2, cost function: -1.2429999999999999\n", - "Completed iteration 3, cost function: -1.444\n", - "Completed iteration 4, cost function: -1.5939999999999999\n", - "Completed iteration 5, cost function: -1.705\n", - "Completed iteration 6, cost function: -1.707\n", - "Completed iteration 7, cost function: -1.7919999999999998\n", - "Completed iteration 8, cost function: -1.802\n", - "Completed iteration 9, cost function: -1.8399999999999999\n", - "Completed iteration 10, cost function: -1.801\n", + "Completed iteration 1, cost function: 2.3070000000000004\n", + "Completed iteration 2, cost function: 2.2430000000000003\n", "** Optimizing for phase damping noise, p=0.0 **\n", - "Completed iteration 1, cost function: -0.9930000000000001\n", - "Completed iteration 2, cost function: -1.233\n", - "Completed iteration 3, cost function: -1.385\n", - "Completed iteration 4, cost function: -1.541\n", - "Completed iteration 5, cost function: -1.6949999999999998\n", - "Completed iteration 6, cost function: -1.6720000000000002\n", - "Completed iteration 7, cost function: -1.705\n", - "Completed iteration 8, cost function: -1.7800000000000002\n", - "Completed iteration 9, cost function: -1.815\n", - "Completed iteration 10, cost function: -1.794\n", + "Completed iteration 1, cost function: 2.2350000000000003\n", + "Completed iteration 2, cost function: 2.167\n", "** Optimizing for bit flip noise, p=0.05 **\n", - "Completed iteration 1, cost function: -0.483\n", - "Completed iteration 2, cost function: -0.644\n", - "Completed iteration 3, cost function: -0.675\n", - "Completed iteration 4, cost function: -0.8340000000000001\n", - "Completed iteration 5, cost function: -0.808\n", - "Completed iteration 6, cost function: -0.931\n", - "Completed iteration 7, cost function: -0.974\n", - "Completed iteration 8, cost function: -0.9610000000000001\n", - "Completed iteration 9, cost function: -1.0219999999999998\n", - "Completed iteration 10, cost function: -0.9980000000000001\n", + "Completed iteration 1, cost function: 1.8039999999999998\n", + "Completed iteration 2, cost function: 1.7120000000000002\n", "** Optimizing for phase damping noise, p=0.05 **\n", - "Completed iteration 1, cost function: -0.9219999999999999\n", - "Completed iteration 2, cost function: -1.125\n", - "Completed iteration 3, cost function: -1.198\n", - "Completed iteration 4, cost function: -1.31\n", - "Completed iteration 5, cost function: -1.4769999999999999\n", - "Completed iteration 6, cost function: -1.498\n", - "Completed iteration 7, cost function: -1.6239999999999999\n", - "Completed iteration 8, cost function: -1.642\n", - "Completed iteration 9, cost function: -1.542\n", - "Completed iteration 10, cost function: -1.664\n", + "Completed iteration 1, cost function: 2.255\n", + "Completed iteration 2, cost function: 2.208\n", "** Optimizing for bit flip noise, p=0.25 **\n", - "Completed iteration 1, cost function: 0.16\n", - "Completed iteration 2, cost function: -0.034\n", - "Completed iteration 3, cost function: -0.007999999999999993\n", - "Completed iteration 4, cost function: 0.093\n", - "Completed iteration 5, cost function: 0.043\n", - "Completed iteration 6, cost function: -0.0030000000000000027\n", - "Completed iteration 7, cost function: 0.09000000000000001\n", - "Completed iteration 8, cost function: -0.0049999999999999975\n", - "Completed iteration 9, cost function: 0.009\n", - "Completed iteration 10, cost function: 0.039\n", + "Completed iteration 1, cost function: 0.403\n", + "Completed iteration 2, cost function: 0.43900000000000006\n", "** Optimizing for phase damping noise, p=0.25 **\n", - "Completed iteration 1, cost function: -0.41800000000000004\n", - "Completed iteration 2, cost function: -0.626\n", - "Completed iteration 3, cost function: -0.6440000000000001\n", - "Completed iteration 4, cost function: -0.7010000000000001\n", - "Completed iteration 5, cost function: -0.696\n", - "Completed iteration 6, cost function: -0.892\n", - "Completed iteration 7, cost function: -0.8699999999999999\n", - "Completed iteration 8, cost function: -0.94\n", - "Completed iteration 9, cost function: -0.9690000000000001\n", - "Completed iteration 10, cost function: -1.097\n" + "Completed iteration 1, cost function: 1.9889999999999999\n", + "Completed iteration 2, cost function: 1.9020000000000001\n" ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "ps = [0.0, 0.05, 0.25]\n", "noise_opts = [qml.BitFlip, qml.PhaseDamping]\n", "\n", - "n_layers = 4\n", + "n_layers = 1\n", "shots = 1000\n", - "n_iterations = 10\n", + "n_iterations = 2\n", "\n", "params = np.random.uniform(size=[2, n_layers])\n", "\n", @@ -836,9 +787,49 @@ " probs_range_2.append(probs)\n", "\n", " costs_range.append(costs_range_2)\n", - " probs_range.append(probs_range_2)\n", - "\n", - "## Plot the results\n", + " probs_range.append(probs_range_2)" + ] + }, + { + "cell_type": "markdown", + "id": "6c1c305b", + "metadata": {}, + "source": [ + "To illustrate the results of a full optimization run, we now load and plot results that were generated previously by running the above cell with `n_layers=4` and `n_iterations=10`." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "afa9cce6", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "costs_range = np.load(\"costs_range.npy\", allow_pickle=True)\n", + "probs_range = np.load(\"probs_range.npy\", allow_pickle=True)\n", "\n", "plt.figure(figsize=(20, 6))\n", "for i in range(len(ps)):\n", @@ -868,8 +859,8 @@ "axs[0][0].set_title(\"BitFlip\", fontsize=20)\n", "axs[0][1].set_title(\"PhaseDamping\", fontsize=20)\n", "for ii in range(len(ps)):\n", - " axs[ii][0].bar(range(2 ** n_nodes), probs_range[ii][0].values())\n", - " axs[ii][1].bar(range(2 ** n_nodes), probs_range[ii][1].values())\n", + " axs[ii][0].bar(range(2 ** n_nodes), probs_range[ii][0].tolist().values())\n", + " axs[ii][1].bar(range(2 ** n_nodes), probs_range[ii][1].tolist().values())\n", " axs[ii][0].set_ylim([0, 0.5])\n", " axs[ii][1].set_ylim([0, 0.5])\n", " textstr = \"\".join((\"p=\", str(ps[ii])))\n", @@ -908,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "619712fa", "metadata": {}, "outputs": [ @@ -917,9 +908,9 @@ "output_type": "stream", "text": [ "Quantum Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 40000, 'tasks': {'COMPLETED': 8}, 'execution_duration': datetime.timedelta(microseconds=640000), 'billed_execution_duration': datetime.timedelta(seconds=24)}}\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 10000, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(microseconds=136000), 'billed_execution_duration': datetime.timedelta(seconds=6)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", - "Estimated cost to run this example: 0.030 USD\n" + "Estimated cost to run this example: 0.008 USD\n" ] } ], diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/costs_range.npy b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/costs_range.npy new file mode 100644 index 0000000000000000000000000000000000000000..3291da1dd46b1627a5152b556aa4716231c39175 GIT binary patch literal 656 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%oItoTQ3WkQ7ItsN4WC5-ufe6bjCw}Y)k!AaS?{|M#C9=-_@BTcY<^!h| z{@s7)XI<8wlK=b7;&yrRF#X@}#lxiCF2-=+@zU8x6gDs%$e8%H#@>|SfbwmSLWTpm z&wsD{c!}Y_rn&EzAM^eRRsVbcm%mpkUaI}w4>Co&{U6l)|NBkB<}w@rnR@fw|NU-*35&jGro zDC6aRTdwPi3v6HQhq&+6el3u(-=FXAbOh;my&vp6-)B&LulI+56~5UIQWgC8>wXWg z|9|e!0W16ob>DBO`M>vrl`Z|f|I|X)ZJ+=C*$)bx$r69|gS}t!cYoQw`BM6K|LlkO z=kI=y>->9{L-kLD`fDbX-f0gG4zZp4L81PzYRP`EaV*PV`s{1K;#2G);j(c*%c_r; ze3KIF?V$dIxclY){UB>qKJ5Pk41M3EH~U?>K|Xj3HSfcI3vd9ugPQw(KSckB{g80| Mu>U03;UD({0Qbj2)Bpeg literal 0 HcmV?d00001 diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/probs_range.npy b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/probs_range.npy new file mode 100644 index 0000000000000000000000000000000000000000..0e3b140cc1ee2df199dd5001d20fa69f61669eba GIT binary patch literal 2330 zcmbVNYiv|S7~O3VaYaPL2d}yUc5kJ$0xA^5Peu8JYqzBcF16V13k$ZpJ9lRZmDXUi zmKxC*G{jeo(MnK6M1Bx7LD4}JW@1t}(`1~-a}oIWwhaomvpC&k4`bp8w&mSQr(w%zjmEf4*n zL2@L;B?!%_##2A<`^$jDoPuzecq7Ae6i7V9ycD6M%v2yTry}gILDsws;n4@b!vj;d z>*Zm^yd2^4=hXMSIygI(;tI>B28ns4<&(EjyH6Vf5_3AjXD=O^KWY6qrO5(P%m`?* zfD|(k9)J1R){hT2XePl@%tF{{0#VD^XBEPiP2Vodw9YE^iL2~Tqn5Bvnk-z6&}lRj z$ilM`3guK3NX$7DYC~djs`0cH>fC^)Z}u7l8O)E&R*wNmGlp>LgGZ+1_Uy7kbu3M# z$QM;(-3f1_0=PC1fbVl2!pUEcKh@^^W`$ZC(DZ%I4=h*tk!Br2@BRr3s?YYAq{(MJ z!s-61BWup}Q>fS3p)Npp_Tlk!zp0<0`^RP%A`ICe3ok<0X9}c~CgJN5j;r?m`GXbe z4G4TCBf|zH=8Xt%%w%I4WX;70ubflHel#F4mmqvteRkUyfB#~I+JNw+@?UktfW%yC zX>ukifMu3>4HEMvgrj!<=m1hIN7%EAyJnIm=FOyOGubB~yv04AW`%kS!UGG%cOpDt8lXWs z)+!oRp1*|2kC>~iIZ=wN=>|qs2@vxxglEi1@ZM^o8cDOw;jXF?Qvy=Nt!GMu#B4&~ z>gdPEZ)$TuQ-Q=>L+#h2OQE*dp{_;PUp|&^_HKl?&9O#9T}L22AQYfVg(Hw+J;J-{ z@hz8<%-)0Wj;R`-R9Q#_miuNmARH_|DZbg(KrPf(qOBWC?{>eVMYehzgb zX}R)fbg_ACa0$~h1D_z@ Date: Wed, 11 Oct 2023 17:38:00 -0400 Subject: [PATCH 13/17] Update mock task results --- .../1_pennylane_results.json | 110 ++- .../2_Graph_optimization_with_QAOA_mocks.py | 2 +- .../2_pennylane_results.json | 790 ++++++++++++++++++ 3 files changed, 887 insertions(+), 15 deletions(-) create mode 100644 test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_results.json diff --git a/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_results.json b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_results.json index 0d8171deb..b2d3e2792 100644 --- a/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_results.json +++ b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_results.json @@ -6,15 +6,71 @@ "resultTypes": [ { "type": { - "observable": [ - "z" - ], + "parameters": [ + "p_0", + "p_1", + "p_2", + "p_3", + "p_4", + "p_5", + "p_6", + "p_7", + "p_8", + "p_9", + "p_10", + "p_11", + "p_12", + "p_13", + "p_14", + "p_15", + "p_16", + "p_17", + "p_18", + "p_19", + "p_20", + "p_21", + "p_22", + "p_23", + "p_24" + ], + "observable": "1 * z", "targets": [ - 24 - ], - "type": "expectation" - }, - "value": -0.9999996577749632 + [ + 24 + ] + ], + "type": "adjoint_gradient" + }, + "value": { + "expectation": 0.007545371366891078, + "gradient": { + "p_0": -0.0025484828818091707, + "p_1": -0.008571094609801398, + "p_10": -0.00946649052265179, + "p_11": -0.005533649754722089, + "p_12": -0.00800368317365205, + "p_13": -0.004977501330730938, + "p_14": -0.0020839603074074074, + "p_15": -0.007641854856907038, + "p_16": -0.0031819799382028753, + "p_17": -0.0033747382009591364, + "p_18": -0.0009645525202649892, + "p_19": -0.00044313563966185825, + "p_2": -0.002162099191110671, + "p_20": -3.101852592386051e-06, + "p_21": -0.005555823773444223, + "p_22": -0.004790421779134922, + "p_23": -0.006269519660850745, + "p_24": -0.008875038019289268, + "p_3": -0.010162627788031316, + "p_4": -0.008714157946486938, + "p_5": -0.0012970022777053206, + "p_6": -0.0003651874141430116, + "p_7": -0.004212480000026627, + "p_8": -0.007891209277966065, + "p_9": -0.0013734235258112079 + } + } } ], "taskMetadata": { @@ -35,12 +91,12 @@ "name": "braket.device_schema.gate_model_parameters", "version": "1" }, - "qubitCount": 2, + "qubitCount": 25, "disableQubitRewiring": false } }, - "createdAt": "2022-12-06T23:06:45.614Z", - "endedAt": "2022-12-06T23:06:47.313Z", + "createdAt": "2023-10-11T20:43:25.013Z", + "endedAt": "2023-10-11T20:43:29.821Z", "status": "COMPLETED" }, "additionalMetadata": { @@ -49,15 +105,41 @@ "name": "braket.ir.openqasm.program", "version": "1" }, - "inputs": {}, - "source": "OPENQASM 3.0;\nqubit[2] q;\nrx(0.0004196185026715787) q[0];\nry(3.1408796525696636) q[1];\ncnot q[0], q[1];\n#pragma braket result expectation z(q[1])" + "inputs": { + "p_0": 0.3257242829287884, + "p_1": 0.8489568656837732, + "p_2": 0.2790688261742852, + "p_3": 0.9321366122250613, + "p_4": 0.8571579087667169, + "p_5": 0.1702301498785761, + "p_6": 0.04836112790769631, + "p_7": 0.5091830424266222, + "p_8": 0.8077982061368756, + "p_9": 0.18005078086641946, + "p_10": 0.8978499664153525, + "p_11": 0.6327813616309548, + "p_12": 0.8148648521385078, + "p_13": 0.5831473695373398, + "p_14": 0.26947272338461103, + "p_15": 0.7917510148286226, + "p_16": 0.39908309641454054, + "p_17": 0.42057249737878, + "p_18": 0.12714409056561282, + "p_19": 0.05866208426688879, + "p_20": 0.0004110934063747962, + "p_21": 0.6346896356756643, + "p_22": 0.5656740574490465, + "p_23": 0.6933060255613592, + "p_24": 0.8661983256138219 + }, + "source": "OPENQASM 3.0;\ninput float p_11;\ninput float p_16;\ninput float p_20;\ninput float p_3;\ninput float p_14;\ninput float p_2;\ninput float p_21;\ninput float p_7;\ninput float p_24;\ninput float p_13;\ninput float p_9;\ninput float p_12;\ninput float p_5;\ninput float p_17;\ninput float p_0;\ninput float p_23;\ninput float p_8;\ninput float p_22;\ninput float p_1;\ninput float p_19;\ninput float p_6;\ninput float p_4;\ninput float p_15;\ninput float p_10;\ninput float p_18;\nqubit[25] q;\nrx(p_0) q[0];\nrx(p_1) q[1];\nrx(p_2) q[2];\nrx(p_3) q[3];\nrx(p_4) q[4];\nrx(p_5) q[5];\nrx(p_6) q[6];\nrx(p_7) q[7];\nrx(p_8) q[8];\nrx(p_9) q[9];\nrx(p_10) q[10];\nrx(p_11) q[11];\nrx(p_12) q[12];\nrx(p_13) q[13];\nrx(p_14) q[14];\nrx(p_15) q[15];\nrx(p_16) q[16];\nrx(p_17) q[17];\nrx(p_18) q[18];\nrx(p_19) q[19];\nrx(p_20) q[20];\nrx(p_21) q[21];\nrx(p_22) q[22];\nrx(p_23) q[23];\nrx(p_24) q[24];\ncnot q[0], q[1];\ncnot q[1], q[2];\ncnot q[2], q[3];\ncnot q[3], q[4];\ncnot q[4], q[5];\ncnot q[5], q[6];\ncnot q[6], q[7];\ncnot q[7], q[8];\ncnot q[8], q[9];\ncnot q[9], q[10];\ncnot q[10], q[11];\ncnot q[11], q[12];\ncnot q[12], q[13];\ncnot q[13], q[14];\ncnot q[14], q[15];\ncnot q[15], q[16];\ncnot q[16], q[17];\ncnot q[17], q[18];\ncnot q[18], q[19];\ncnot q[19], q[20];\ncnot q[20], q[21];\ncnot q[21], q[22];\ncnot q[22], q[23];\ncnot q[23], q[24];\ncnot q[24], q[0];\n#pragma braket result adjoint_gradient expectation(z(q[24])) p_0, p_1, p_2, p_3, p_4, p_5, p_6, p_7, p_8, p_9, p_10, p_11, p_12, p_13, p_14, p_15, p_16, p_17, p_18, p_19, p_20, p_21, p_22, p_23, p_24" }, "simulatorMetadata": { "braketSchemaHeader": { "name": "braket.task_result.simulator_metadata", "version": "1" }, - "executionDuration": 4 + "executionDuration": 3492 } } } \ No newline at end of file diff --git a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py index 34a3f1f47..2be9d4f8e 100644 --- a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py +++ b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py @@ -3,7 +3,7 @@ def pre_run_inject(mock_utils): mocker = mock_utils.Mocker() mock_utils.mock_default_device_calls(mocker) - mocker.set_task_result_return(mock_utils.read_file("../pennylane_results.json", __file__)) + mocker.set_task_result_return(mock_utils.read_file("2_pennylane_results.json", __file__)) def post_run(tb): diff --git a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_results.json b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_results.json new file mode 100644 index 000000000..997be52cc --- /dev/null +++ b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_results.json @@ -0,0 +1,790 @@ +{ + "braketSchemaHeader": { + "name": "braket.task_result.gate_model_task_result", + "version": "1" + }, + "resultTypes": [ + { + "type": { + "parameters": [ + "p_0", + "p_1", + "p_2", + "p_3", + "p_4", + "p_5", + "p_6", + "p_7", + "p_8", + "p_9", + "p_10", + "p_11", + "p_12", + "p_13", + "p_14", + "p_15", + "p_16", + "p_17", + "p_18", + "p_19", + "p_20", + "p_21", + "p_22", + "p_23", + "p_24", + "p_25", + "p_26", + "p_27", + "p_28", + "p_29", + "p_30", + "p_31", + "p_32", + "p_33", + "p_34", + "p_35", + "p_36", + "p_37", + "p_38", + "p_39", + "p_40", + "p_41", + "p_42", + "p_43", + "p_44", + "p_45", + "p_46", + "p_47", + "p_48", + "p_49", + "p_50", + "p_51", + "p_52", + "p_53", + "p_54", + "p_55", + "p_56", + "p_57", + "p_58", + "p_59", + "p_60", + "p_61", + "p_62", + "p_63", + "p_64", + "p_65", + "p_66", + "p_67", + "p_68", + "p_69", + "p_70", + "p_71", + "p_72", + "p_73", + "p_74", + "p_75", + "p_76", + "p_77", + "p_78", + "p_79", + "p_80", + "p_81", + "p_82", + "p_83", + "p_84", + "p_85", + "p_86", + "p_87", + "p_88", + "p_89", + "p_90", + "p_91", + "p_92", + "p_93", + "p_94", + "p_95", + "p_96", + "p_97", + "p_98", + "p_99", + "p_100", + "p_101", + "p_102", + "p_103", + "p_104", + "p_105", + "p_106", + "p_107", + "p_108", + "p_109", + "p_110", + "p_111", + "p_112", + "p_113", + "p_114", + "p_115", + "p_116", + "p_117", + "p_118", + "p_119", + "p_120", + "p_121", + "p_122", + "p_123", + "p_124", + "p_125", + "p_126", + "p_127", + "p_128", + "p_129", + "p_130", + "p_131", + "p_132", + "p_133", + "p_134", + "p_135", + "p_136", + "p_137", + "p_138", + "p_139", + "p_140", + "p_141", + "p_142", + "p_143", + "p_144", + "p_145", + "p_146", + "p_147", + "p_148", + "p_149", + "p_150", + "p_151", + "p_152", + "p_153", + "p_154", + "p_155", + "p_156", + "p_157", + "p_158", + "p_159" + ], + "observable": "0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z + 0.5 * z @ z - 30.0 * i", + "targets": [ + [ + 0, + 4 + ], + [ + 0, + 11 + ], + [ + 0, + 15 + ], + [ + 0, + 6 + ], + [ + 0, + 2 + ], + [ + 0, + 12 + ], + [ + 1, + 10 + ], + [ + 1, + 7 + ], + [ + 1, + 6 + ], + [ + 1, + 5 + ], + [ + 1, + 14 + ], + [ + 2, + 7 + ], + [ + 2, + 18 + ], + [ + 2, + 4 + ], + [ + 2, + 13 + ], + [ + 2, + 3 + ], + [ + 2, + 17 + ], + [ + 3, + 12 + ], + [ + 3, + 8 + ], + [ + 3, + 19 + ], + [ + 3, + 15 + ], + [ + 3, + 11 + ], + [ + 4, + 12 + ], + [ + 4, + 17 + ], + [ + 4, + 19 + ], + [ + 5, + 19 + ], + [ + 5, + 16 + ], + [ + 5, + 12 + ], + [ + 5, + 8 + ], + [ + 5, + 9 + ], + [ + 6, + 19 + ], + [ + 6, + 17 + ], + [ + 7, + 11 + ], + [ + 7, + 19 + ], + [ + 7, + 12 + ], + [ + 8, + 14 + ], + [ + 8, + 13 + ], + [ + 9, + 11 + ], + [ + 9, + 14 + ], + [ + 10, + 18 + ], + [ + 10, + 16 + ], + [ + 10, + 11 + ], + [ + 10, + 14 + ], + [ + 10, + 17 + ], + [ + 10, + 13 + ], + [ + 10, + 15 + ], + [ + 11, + 19 + ], + [ + 11, + 14 + ], + [ + 11, + 13 + ], + [ + 11, + 12 + ], + [ + 12, + 19 + ], + [ + 12, + 18 + ], + [ + 12, + 16 + ], + [ + 13, + 16 + ], + [ + 13, + 18 + ], + [ + 13, + 15 + ], + [ + 14, + 17 + ], + [ + 15, + 19 + ], + [ + 16, + 19 + ], + [ + 18, + 19 + ], + [ + 0 + ] + ], + "type": "adjoint_gradient" + }, + "value": { + "expectation": -29.985702340959538, + "gradient": { + "p_0": 0.024042709409666223, + "p_1": 0.024028481679454917, + "p_10": 0.024036155520364682, + "p_100": 0.011149347128274967, + "p_101": 0.01114740699460832, + "p_102": 0.011148814654320991, + "p_103": 0.011150755355110155, + "p_104": 0.011143706910765983, + "p_105": 0.011145997132818266, + "p_106": 0.011153045968308219, + "p_107": 0.01114740518250629, + "p_108": 0.011147056351037268, + "p_109": 0.01114846515965344, + "p_11": 0.0240276834956672, + "p_110": 0.011141416812126742, + "p_111": 0.011148466285486212, + "p_112": 0.0111488162607379, + "p_113": 0.011147407032878861, + "p_114": 0.011148815713214471, + "p_115": 0.01114705574794231, + "p_116": 0.011145646326593551, + "p_117": 0.011147935633409432, + "p_118": 0.011152165853255536, + "p_119": 0.011146526860902284, + "p_12": 0.02403423868094821, + "p_120": 0.011146525942386893, + "p_121": 0.011144586912634322, + "p_122": 0.011152515665553753, + "p_123": 0.011146526051706043, + "p_124": 0.011154805843843084, + "p_125": 0.01114652683360827, + "p_126": 0.011145466906064029, + "p_127": 0.011147405781080661, + "p_128": 0.01114229808540826, + "p_129": 0.011150573111582287, + "p_13": 0.024040794401716983, + "p_130": 0.01116025931026848, + "p_131": 0.011145115582648262, + "p_132": 0.011148814654415185, + "p_133": 0.011147936216463209, + "p_134": 0.011151637554395289, + "p_135": 0.011147938053562838, + "p_136": 0.011149345564485857, + "p_137": 0.011143707976539073, + "p_138": 0.01114740691992433, + "p_139": 0.011143707828974688, + "p_14": 0.024030402404422873, + "p_140": 0.038911147523682514, + "p_141": 0.032423246489681645, + "p_142": 0.04539069797139248, + "p_143": 0.03891477513239046, + "p_144": 0.032434131077797634, + "p_145": 0.03891114481769281, + "p_146": 0.02593788236120566, + "p_147": 0.032430504080254254, + "p_148": 0.02593788221119459, + "p_149": 0.019458679387658325, + "p_15": 0.024025766079129426, + "p_150": 0.05188365962623949, + "p_151": 0.05836827898111602, + "p_152": 0.05837915573226946, + "p_153": 0.0453979509744305, + "p_154": 0.038914770750495334, + "p_155": 0.03242687719774656, + "p_156": 0.03243413132587336, + "p_157": 0.032426873579009606, + "p_158": 0.032430505457978674, + "p_159": 0.06485180078429004, + "p_16": 0.024034238910596677, + "p_17": 0.024035032707339987, + "p_18": 0.02403151901028276, + "p_19": 0.024039671401408395, + "p_2": 0.024029601712711058, + "p_20": 0.02403615460935328, + "p_21": 0.02403503444874247, + "p_22": 0.024036950721959157, + "p_23": 0.024038072083463015, + "p_24": 0.024028480478528885, + "p_25": 0.024033118274119143, + "p_26": 0.024042706706022862, + "p_27": 0.02403503371763805, + "p_28": 0.024031519478750915, + "p_29": 0.024033436400261107, + "p_3": 0.02403151981822356, + "p_30": 0.024023845380648973, + "p_31": 0.024033437916293882, + "p_32": 0.024036951929053172, + "p_33": 0.024035034744040826, + "p_34": 0.024036950868295187, + "p_35": 0.02403151867078521, + "p_36": 0.02402960079341064, + "p_37": 0.024034235731928477, + "p_38": 0.0240399902620347, + "p_39": 0.024032318399419654, + "p_4": 0.024032322652602994, + "p_40": 0.02403231725115258, + "p_41": 0.02403119998525099, + "p_42": 0.0240435087437473, + "p_43": 0.024032318067711826, + "p_44": 0.024048146301392896, + "p_45": 0.02403231852686942, + "p_46": 0.024033918382005266, + "p_47": 0.024035036215252607, + "p_48": 0.024026564034848475, + "p_49": 0.024042387200120693, + "p_5": 0.024035034617207286, + "p_50": 0.02406013326769088, + "p_51": 0.024030396867909077, + "p_52": 0.02403695072202079, + "p_53": 0.024034235696636964, + "p_54": 0.024040791690044454, + "p_55": 0.02403423799328784, + "p_56": 0.024036153691222497, + "p_57": 0.02402848309592703, + "p_58": 0.024035035618731517, + "p_59": 0.024028481626309942, + "p_6": 0.024032318875794285, + "p_60": 0.02173194567801152, + "p_61": 0.018107143707940785, + "p_62": 0.025352174851267267, + "p_63": 0.02173413595677723, + "p_64": 0.018113715967377382, + "p_65": 0.02173194331930756, + "p_66": 0.014484344339127967, + "p_67": 0.018111526050359112, + "p_68": 0.014484344163201936, + "p_69": 0.010865733596721617, + "p_7": 0.024031518449690738, + "p_70": 0.028980972481860247, + "p_71": 0.03260520330194082, + "p_72": 0.03261177185906737, + "p_73": 0.02535655451393233, + "p_74": 0.021734132600281526, + "p_75": 0.018109336611790296, + "p_76": 0.01811371613298995, + "p_77": 0.018109333631382552, + "p_78": 0.01811152742766092, + "p_79": 0.03622924070447072, + "p_8": 0.024033438383843038, + "p_80": 0.011153047404573985, + "p_81": 0.011143707611937418, + "p_82": 0.011145647190986862, + "p_83": 0.011147056665899525, + "p_84": 0.011146529519652114, + "p_85": 0.011147405660243402, + "p_86": 0.01114652665499709, + "p_87": 0.011147055549343763, + "p_88": 0.011148466573226873, + "p_89": 0.011145646533875628, + "p_9": 0.024029601161232397, + "p_90": 0.011149347113801127, + "p_91": 0.011144237454593472, + "p_92": 0.011147938189184749, + "p_93": 0.011151638496437239, + "p_94": 0.011145117937754422, + "p_95": 0.011142828465990157, + "p_96": 0.011147937543740018, + "p_97": 0.011147405816521962, + "p_98": 0.01114705606272134, + "p_99": 0.011149696382235483 + } + } + } + ], + "taskMetadata": { + "braketSchemaHeader": { + "name": "braket.task_result.task_metadata", + "version": "1" + }, + "id": "arn:aws:braket:us-west-2:000000000000:quantum-task/de1dfbe9-c888-45e0-bcc6-c6de7c80a3e9", + "shots": 0, + "deviceId": "arn:aws:braket:::device/quantum-simulator/amazon/sv1", + "deviceParameters": { + "braketSchemaHeader": { + "name": "braket.device_schema.simulators.gate_model_simulator_device_parameters", + "version": "1" + }, + "paradigmParameters": { + "braketSchemaHeader": { + "name": "braket.device_schema.gate_model_parameters", + "version": "1" + }, + "qubitCount": 20, + "disableQubitRewiring": false + } + }, + "createdAt": "2023-10-11T20:45:08.090Z", + "endedAt": "2023-10-11T20:45:15.050Z", + "status": "COMPLETED" + }, + "additionalMetadata": { + "action": { + "braketSchemaHeader": { + "name": "braket.ir.openqasm.program", + "version": "1" + }, + "inputs": { + "p_0": 0.007251195763740773, + "p_1": 0.007251195763740773, + "p_2": 0.007251195763740773, + "p_3": 0.007251195763740773, + "p_4": 0.007251195763740773, + "p_5": 0.007251195763740773, + "p_6": 0.007251195763740773, + "p_7": 0.007251195763740773, + "p_8": 0.007251195763740773, + "p_9": 0.007251195763740773, + "p_10": 0.007251195763740773, + "p_11": 0.007251195763740773, + "p_12": 0.007251195763740773, + "p_13": 0.007251195763740773, + "p_14": 0.007251195763740773, + "p_15": 0.007251195763740773, + "p_16": 0.007251195763740773, + "p_17": 0.007251195763740773, + "p_18": 0.007251195763740773, + "p_19": 0.007251195763740773, + "p_20": 0.007251195763740773, + "p_21": 0.007251195763740773, + "p_22": 0.007251195763740773, + "p_23": 0.007251195763740773, + "p_24": 0.007251195763740773, + "p_25": 0.007251195763740773, + "p_26": 0.007251195763740773, + "p_27": 0.007251195763740773, + "p_28": 0.007251195763740773, + "p_29": 0.007251195763740773, + "p_30": 0.007251195763740773, + "p_31": 0.007251195763740773, + "p_32": 0.007251195763740773, + "p_33": 0.007251195763740773, + "p_34": 0.007251195763740773, + "p_35": 0.007251195763740773, + "p_36": 0.007251195763740773, + "p_37": 0.007251195763740773, + "p_38": 0.007251195763740773, + "p_39": 0.007251195763740773, + "p_40": 0.007251195763740773, + "p_41": 0.007251195763740773, + "p_42": 0.007251195763740773, + "p_43": 0.007251195763740773, + "p_44": 0.007251195763740773, + "p_45": 0.007251195763740773, + "p_46": 0.007251195763740773, + "p_47": 0.007251195763740773, + "p_48": 0.007251195763740773, + "p_49": 0.007251195763740773, + "p_50": 0.007251195763740773, + "p_51": 0.007251195763740773, + "p_52": 0.007251195763740773, + "p_53": 0.007251195763740773, + "p_54": 0.007251195763740773, + "p_55": 0.007251195763740773, + "p_56": 0.007251195763740773, + "p_57": 0.007251195763740773, + "p_58": 0.007251195763740773, + "p_59": 0.007251195763740773, + "p_60": 0.012897223958234866, + "p_61": 0.012897223958234866, + "p_62": 0.012897223958234866, + "p_63": 0.012897223958234866, + "p_64": 0.012897223958234866, + "p_65": 0.012897223958234866, + "p_66": 0.012897223958234866, + "p_67": 0.012897223958234866, + "p_68": 0.012897223958234866, + "p_69": 0.012897223958234866, + "p_70": 0.012897223958234866, + "p_71": 0.012897223958234866, + "p_72": 0.012897223958234866, + "p_73": 0.012897223958234866, + "p_74": 0.012897223958234866, + "p_75": 0.012897223958234866, + "p_76": 0.012897223958234866, + "p_77": 0.012897223958234866, + "p_78": 0.012897223958234866, + "p_79": 0.012897223958234866, + "p_80": 0.005731206805220461, + "p_81": 0.005731206805220461, + "p_82": 0.005731206805220461, + "p_83": 0.005731206805220461, + "p_84": 0.005731206805220461, + "p_85": 0.005731206805220461, + "p_86": 0.005731206805220461, + "p_87": 0.005731206805220461, + "p_88": 0.005731206805220461, + "p_89": 0.005731206805220461, + "p_90": 0.005731206805220461, + "p_91": 0.005731206805220461, + "p_92": 0.005731206805220461, + "p_93": 0.005731206805220461, + "p_94": 0.005731206805220461, + "p_95": 0.005731206805220461, + "p_96": 0.005731206805220461, + "p_97": 0.005731206805220461, + "p_98": 0.005731206805220461, + "p_99": 0.005731206805220461, + "p_100": 0.005731206805220461, + "p_101": 0.005731206805220461, + "p_102": 0.005731206805220461, + "p_103": 0.005731206805220461, + "p_104": 0.005731206805220461, + "p_105": 0.005731206805220461, + "p_106": 0.005731206805220461, + "p_107": 0.005731206805220461, + "p_108": 0.005731206805220461, + "p_109": 0.005731206805220461, + "p_110": 0.005731206805220461, + "p_111": 0.005731206805220461, + "p_112": 0.005731206805220461, + "p_113": 0.005731206805220461, + "p_114": 0.005731206805220461, + "p_115": 0.005731206805220461, + "p_116": 0.005731206805220461, + "p_117": 0.005731206805220461, + "p_118": 0.005731206805220461, + "p_119": 0.005731206805220461, + "p_120": 0.005731206805220461, + "p_121": 0.005731206805220461, + "p_122": 0.005731206805220461, + "p_123": 0.005731206805220461, + "p_124": 0.005731206805220461, + "p_125": 0.005731206805220461, + "p_126": 0.005731206805220461, + "p_127": 0.005731206805220461, + "p_128": 0.005731206805220461, + "p_129": 0.005731206805220461, + "p_130": 0.005731206805220461, + "p_131": 0.005731206805220461, + "p_132": 0.005731206805220461, + "p_133": 0.005731206805220461, + "p_134": 0.005731206805220461, + "p_135": 0.005731206805220461, + "p_136": 0.005731206805220461, + "p_137": 0.005731206805220461, + "p_138": 0.005731206805220461, + "p_139": 0.005731206805220461, + "p_140": 0.011160201882566645, + "p_141": 0.011160201882566645, + "p_142": 0.011160201882566645, + "p_143": 0.011160201882566645, + "p_144": 0.011160201882566645, + "p_145": 0.011160201882566645, + "p_146": 0.011160201882566645, + "p_147": 0.011160201882566645, + "p_148": 0.011160201882566645, + "p_149": 0.011160201882566645, + "p_150": 0.011160201882566645, + "p_151": 0.011160201882566645, + "p_152": 0.011160201882566645, + "p_153": 0.011160201882566645, + "p_154": 0.011160201882566645, + "p_155": 0.011160201882566645, + "p_156": 0.011160201882566645, + "p_157": 0.011160201882566645, + "p_158": 0.011160201882566645, + "p_159": 0.011160201882566645 + }, + "source": "OPENQASM 3.0;\ninput float p_57;\ninput float p_150;\ninput float p_16;\ninput float p_56;\ninput float p_47;\ninput float p_93;\ninput float p_115;\ninput float p_140;\ninput float p_46;\ninput float p_3;\ninput float p_25;\ninput float p_79;\ninput float p_121;\ninput float p_85;\ninput float p_139;\ninput float p_72;\ninput float p_33;\ninput float p_132;\ninput float p_69;\ninput float p_113;\ninput float p_77;\ninput float p_108;\ninput float p_23;\ninput float p_19;\ninput float p_88;\ninput float p_59;\ninput float p_158;\ninput float p_30;\ninput float p_71;\ninput float p_95;\ninput float p_49;\ninput float p_148;\ninput float p_5;\ninput float p_110;\ninput float p_131;\ninput float p_107;\ninput float p_64;\ninput float p_20;\ninput float p_106;\ninput float p_157;\ninput float p_61;\ninput float p_80;\ninput float p_35;\ninput float p_86;\ninput float p_156;\ninput float p_147;\ninput float p_14;\ninput float p_54;\ninput float p_98;\ninput float p_146;\ninput float p_124;\ninput float p_11;\ninput float p_51;\ninput float p_44;\ninput float p_8;\ninput float p_125;\ninput float p_41;\ninput float p_38;\ninput float p_90;\ninput float p_118;\ninput float p_0;\ninput float p_109;\ninput float p_6;\ninput float p_112;\ninput float p_123;\ninput float p_28;\ninput float p_89;\ninput float p_159;\ninput float p_37;\ninput float p_74;\ninput float p_102;\ninput float p_22;\ninput float p_82;\ninput float p_36;\ninput float p_149;\ninput float p_134;\ninput float p_117;\ninput float p_152;\ninput float p_135;\ninput float p_116;\ninput float p_142;\ninput float p_27;\ninput float p_120;\ninput float p_87;\ninput float p_65;\ninput float p_26;\ninput float p_101;\ninput float p_73;\ninput float p_15;\ninput float p_81;\ninput float p_55;\ninput float p_9;\ninput float p_151;\ninput float p_133;\ninput float p_92;\ninput float p_45;\ninput float p_141;\ninput float p_2;\ninput float p_63;\ninput float p_39;\ninput float p_97;\ninput float p_119;\ninput float p_32;\ninput float p_7;\ninput float p_96;\ninput float p_13;\ninput float p_53;\ninput float p_130;\ninput float p_29;\ninput float p_128;\ninput float p_91;\ninput float p_43;\ninput float p_60;\ninput float p_1;\ninput float p_75;\ninput float p_10;\ninput float p_31;\ninput float p_50;\ninput float p_127;\ninput float p_114;\ninput float p_126;\ninput float p_40;\ninput float p_111;\ninput float p_104;\ninput float p_24;\ninput float p_105;\ninput float p_84;\ninput float p_154;\ninput float p_21;\ninput float p_78;\ninput float p_99;\ninput float p_155;\ninput float p_144;\ninput float p_138;\ninput float p_145;\ninput float p_68;\ninput float p_62;\ninput float p_103;\ninput float p_70;\ninput float p_76;\ninput float p_137;\ninput float p_83;\ninput float p_153;\ninput float p_18;\ninput float p_94;\ninput float p_58;\ninput float p_129;\ninput float p_136;\ninput float p_12;\ninput float p_4;\ninput float p_52;\ninput float p_67;\ninput float p_143;\ninput float p_48;\ninput float p_122;\ninput float p_66;\ninput float p_42;\ninput float p_100;\ninput float p_34;\ninput float p_17;\nqubit[20] q;\nh q[0];\nh q[1];\nh q[2];\nh q[3];\nh q[4];\nh q[5];\nh q[6];\nh q[7];\nh q[8];\nh q[9];\nh q[10];\nh q[11];\nh q[12];\nh q[13];\nh q[14];\nh q[15];\nh q[16];\nh q[17];\nh q[18];\nh q[19];\ncnot q[4], q[0];\nrz(p_0) q[0];\ncnot q[4], q[0];\ncnot q[11], q[0];\nrz(p_1) q[0];\ncnot q[11], q[0];\ncnot q[15], q[0];\nrz(p_2) q[0];\ncnot q[15], q[0];\ncnot q[6], q[0];\nrz(p_3) q[0];\ncnot q[6], q[0];\ncnot q[2], q[0];\nrz(p_4) q[0];\ncnot q[2], q[0];\ncnot q[12], q[0];\nrz(p_5) q[0];\ncnot q[12], q[0];\ncnot q[10], q[1];\nrz(p_6) q[1];\ncnot q[10], q[1];\ncnot q[7], q[1];\nrz(p_7) q[1];\ncnot q[7], q[1];\ncnot q[6], q[1];\nrz(p_8) q[1];\ncnot q[6], q[1];\ncnot q[5], q[1];\nrz(p_9) q[1];\ncnot q[5], q[1];\ncnot q[14], q[1];\nrz(p_10) q[1];\ncnot q[14], q[1];\ncnot q[7], q[2];\nrz(p_11) q[2];\ncnot q[7], q[2];\ncnot q[18], q[2];\nrz(p_12) q[2];\ncnot q[18], q[2];\ncnot q[4], q[2];\nrz(p_13) q[2];\ncnot q[4], q[2];\ncnot q[13], q[2];\nrz(p_14) q[2];\ncnot q[13], q[2];\ncnot q[3], q[2];\nrz(p_15) q[2];\ncnot q[3], q[2];\ncnot q[17], q[2];\nrz(p_16) q[2];\ncnot q[17], q[2];\ncnot q[12], q[3];\nrz(p_17) q[3];\ncnot q[12], q[3];\ncnot q[8], q[3];\nrz(p_18) q[3];\ncnot q[8], q[3];\ncnot q[19], q[3];\nrz(p_19) q[3];\ncnot q[19], q[3];\ncnot q[15], q[3];\nrz(p_20) q[3];\ncnot q[15], q[3];\ncnot q[11], q[3];\nrz(p_21) q[3];\ncnot q[11], q[3];\ncnot q[12], q[4];\nrz(p_22) q[4];\ncnot q[12], q[4];\ncnot q[17], q[4];\nrz(p_23) q[4];\ncnot q[17], q[4];\ncnot q[19], q[4];\nrz(p_24) q[4];\ncnot q[19], q[4];\ncnot q[19], q[5];\nrz(p_25) q[5];\ncnot q[19], q[5];\ncnot q[16], q[5];\nrz(p_26) q[5];\ncnot q[16], q[5];\ncnot q[12], q[5];\nrz(p_27) q[5];\ncnot q[12], q[5];\ncnot q[8], q[5];\nrz(p_28) q[5];\ncnot q[8], q[5];\ncnot q[9], q[5];\nrz(p_29) q[5];\ncnot q[9], q[5];\ncnot q[19], q[6];\nrz(p_30) q[6];\ncnot q[19], q[6];\ncnot q[17], q[6];\nrz(p_31) q[6];\ncnot q[17], q[6];\ncnot q[11], q[7];\nrz(p_32) q[7];\ncnot q[11], q[7];\ncnot q[19], q[7];\nrz(p_33) q[7];\ncnot q[19], q[7];\ncnot q[12], q[7];\nrz(p_34) q[7];\ncnot q[12], q[7];\ncnot q[14], q[8];\nrz(p_35) q[8];\ncnot q[14], q[8];\ncnot q[13], q[8];\nrz(p_36) q[8];\ncnot q[13], q[8];\ncnot q[11], q[9];\nrz(p_37) q[9];\ncnot q[11], q[9];\ncnot q[14], q[9];\nrz(p_38) q[9];\ncnot q[14], q[9];\ncnot q[18], q[10];\nrz(p_39) q[10];\ncnot q[18], q[10];\ncnot q[16], q[10];\nrz(p_40) q[10];\ncnot q[16], q[10];\ncnot q[11], q[10];\nrz(p_41) q[10];\ncnot q[11], q[10];\ncnot q[14], q[10];\nrz(p_42) q[10];\ncnot q[14], q[10];\ncnot q[17], q[10];\nrz(p_43) q[10];\ncnot q[17], q[10];\ncnot q[13], q[10];\nrz(p_44) q[10];\ncnot q[13], q[10];\ncnot q[15], q[10];\nrz(p_45) q[10];\ncnot q[15], q[10];\ncnot q[19], q[11];\nrz(p_46) q[11];\ncnot q[19], q[11];\ncnot q[14], q[11];\nrz(p_47) q[11];\ncnot q[14], q[11];\ncnot q[13], q[11];\nrz(p_48) q[11];\ncnot q[13], q[11];\ncnot q[12], q[11];\nrz(p_49) q[11];\ncnot q[12], q[11];\ncnot q[19], q[12];\nrz(p_50) q[12];\ncnot q[19], q[12];\ncnot q[18], q[12];\nrz(p_51) q[12];\ncnot q[18], q[12];\ncnot q[16], q[12];\nrz(p_52) q[12];\ncnot q[16], q[12];\ncnot q[16], q[13];\nrz(p_53) q[13];\ncnot q[16], q[13];\ncnot q[18], q[13];\nrz(p_54) q[13];\ncnot q[18], q[13];\ncnot q[15], q[13];\nrz(p_55) q[13];\ncnot q[15], q[13];\ncnot q[17], q[14];\nrz(p_56) q[14];\ncnot q[17], q[14];\ncnot q[19], q[15];\nrz(p_57) q[15];\ncnot q[19], q[15];\ncnot q[19], q[16];\nrz(p_58) q[16];\ncnot q[19], q[16];\ncnot q[19], q[18];\nrz(p_59) q[18];\ncnot q[19], q[18];\nh q[0];\nrz(p_60) q[0];\nh q[0];\nh q[1];\nrz(p_61) q[1];\nh q[1];\nh q[2];\nrz(p_62) q[2];\nh q[2];\nh q[3];\nrz(p_63) q[3];\nh q[3];\nh q[4];\nrz(p_64) q[4];\nh q[4];\nh q[5];\nrz(p_65) q[5];\nh q[5];\nh q[6];\nrz(p_66) q[6];\nh q[6];\nh q[7];\nrz(p_67) q[7];\nh q[7];\nh q[8];\nrz(p_68) q[8];\nh q[8];\nh q[9];\nrz(p_69) q[9];\nh q[9];\nh q[10];\nrz(p_70) q[10];\nh q[10];\nh q[11];\nrz(p_71) q[11];\nh q[11];\nh q[12];\nrz(p_72) q[12];\nh q[12];\nh q[13];\nrz(p_73) q[13];\nh q[13];\nh q[14];\nrz(p_74) q[14];\nh q[14];\nh q[15];\nrz(p_75) q[15];\nh q[15];\nh q[16];\nrz(p_76) q[16];\nh q[16];\nh q[17];\nrz(p_77) q[17];\nh q[17];\nh q[18];\nrz(p_78) q[18];\nh q[18];\nh q[19];\nrz(p_79) q[19];\nh q[19];\ncnot q[4], q[0];\nrz(p_80) q[0];\ncnot q[4], q[0];\ncnot q[11], q[0];\nrz(p_81) q[0];\ncnot q[11], q[0];\ncnot q[15], q[0];\nrz(p_82) q[0];\ncnot q[15], q[0];\ncnot q[6], q[0];\nrz(p_83) q[0];\ncnot q[6], q[0];\ncnot q[2], q[0];\nrz(p_84) q[0];\ncnot q[2], q[0];\ncnot q[12], q[0];\nrz(p_85) q[0];\ncnot q[12], q[0];\ncnot q[10], q[1];\nrz(p_86) q[1];\ncnot q[10], q[1];\ncnot q[7], q[1];\nrz(p_87) q[1];\ncnot q[7], q[1];\ncnot q[6], q[1];\nrz(p_88) q[1];\ncnot q[6], q[1];\ncnot q[5], q[1];\nrz(p_89) q[1];\ncnot q[5], q[1];\ncnot q[14], q[1];\nrz(p_90) q[1];\ncnot q[14], q[1];\ncnot q[7], q[2];\nrz(p_91) q[2];\ncnot q[7], q[2];\ncnot q[18], q[2];\nrz(p_92) q[2];\ncnot q[18], q[2];\ncnot q[4], q[2];\nrz(p_93) q[2];\ncnot q[4], q[2];\ncnot q[13], q[2];\nrz(p_94) q[2];\ncnot q[13], q[2];\ncnot q[3], q[2];\nrz(p_95) q[2];\ncnot q[3], q[2];\ncnot q[17], q[2];\nrz(p_96) q[2];\ncnot q[17], q[2];\ncnot q[12], q[3];\nrz(p_97) q[3];\ncnot q[12], q[3];\ncnot q[8], q[3];\nrz(p_98) q[3];\ncnot q[8], q[3];\ncnot q[19], q[3];\nrz(p_99) q[3];\ncnot q[19], q[3];\ncnot q[15], q[3];\nrz(p_100) q[3];\ncnot q[15], q[3];\ncnot q[11], q[3];\nrz(p_101) q[3];\ncnot q[11], q[3];\ncnot q[12], q[4];\nrz(p_102) q[4];\ncnot q[12], q[4];\ncnot q[17], q[4];\nrz(p_103) q[4];\ncnot q[17], q[4];\ncnot q[19], q[4];\nrz(p_104) q[4];\ncnot q[19], q[4];\ncnot q[19], q[5];\nrz(p_105) q[5];\ncnot q[19], q[5];\ncnot q[16], q[5];\nrz(p_106) q[5];\ncnot q[16], q[5];\ncnot q[12], q[5];\nrz(p_107) q[5];\ncnot q[12], q[5];\ncnot q[8], q[5];\nrz(p_108) q[5];\ncnot q[8], q[5];\ncnot q[9], q[5];\nrz(p_109) q[5];\ncnot q[9], q[5];\ncnot q[19], q[6];\nrz(p_110) q[6];\ncnot q[19], q[6];\ncnot q[17], q[6];\nrz(p_111) q[6];\ncnot q[17], q[6];\ncnot q[11], q[7];\nrz(p_112) q[7];\ncnot q[11], q[7];\ncnot q[19], q[7];\nrz(p_113) q[7];\ncnot q[19], q[7];\ncnot q[12], q[7];\nrz(p_114) q[7];\ncnot q[12], q[7];\ncnot q[14], q[8];\nrz(p_115) q[8];\ncnot q[14], q[8];\ncnot q[13], q[8];\nrz(p_116) q[8];\ncnot q[13], q[8];\ncnot q[11], q[9];\nrz(p_117) q[9];\ncnot q[11], q[9];\ncnot q[14], q[9];\nrz(p_118) q[9];\ncnot q[14], q[9];\ncnot q[18], q[10];\nrz(p_119) q[10];\ncnot q[18], q[10];\ncnot q[16], q[10];\nrz(p_120) q[10];\ncnot q[16], q[10];\ncnot q[11], q[10];\nrz(p_121) q[10];\ncnot q[11], q[10];\ncnot q[14], q[10];\nrz(p_122) q[10];\ncnot q[14], q[10];\ncnot q[17], q[10];\nrz(p_123) q[10];\ncnot q[17], q[10];\ncnot q[13], q[10];\nrz(p_124) q[10];\ncnot q[13], q[10];\ncnot q[15], q[10];\nrz(p_125) q[10];\ncnot q[15], q[10];\ncnot q[19], q[11];\nrz(p_126) q[11];\ncnot q[19], q[11];\ncnot q[14], q[11];\nrz(p_127) q[11];\ncnot q[14], q[11];\ncnot q[13], q[11];\nrz(p_128) q[11];\ncnot q[13], q[11];\ncnot q[12], q[11];\nrz(p_129) q[11];\ncnot q[12], q[11];\ncnot q[19], q[12];\nrz(p_130) q[12];\ncnot q[19], q[12];\ncnot q[18], q[12];\nrz(p_131) q[12];\ncnot q[18], q[12];\ncnot q[16], q[12];\nrz(p_132) q[12];\ncnot q[16], q[12];\ncnot q[16], q[13];\nrz(p_133) q[13];\ncnot q[16], q[13];\ncnot q[18], q[13];\nrz(p_134) q[13];\ncnot q[18], q[13];\ncnot q[15], q[13];\nrz(p_135) q[13];\ncnot q[15], q[13];\ncnot q[17], q[14];\nrz(p_136) q[14];\ncnot q[17], q[14];\ncnot q[19], q[15];\nrz(p_137) q[15];\ncnot q[19], q[15];\ncnot q[19], q[16];\nrz(p_138) q[16];\ncnot q[19], q[16];\ncnot q[19], q[18];\nrz(p_139) q[18];\ncnot q[19], q[18];\nh q[0];\nrz(p_140) q[0];\nh q[0];\nh q[1];\nrz(p_141) q[1];\nh q[1];\nh q[2];\nrz(p_142) q[2];\nh q[2];\nh q[3];\nrz(p_143) q[3];\nh q[3];\nh q[4];\nrz(p_144) q[4];\nh q[4];\nh q[5];\nrz(p_145) q[5];\nh q[5];\nh q[6];\nrz(p_146) q[6];\nh q[6];\nh q[7];\nrz(p_147) q[7];\nh q[7];\nh q[8];\nrz(p_148) q[8];\nh q[8];\nh q[9];\nrz(p_149) q[9];\nh q[9];\nh q[10];\nrz(p_150) q[10];\nh q[10];\nh q[11];\nrz(p_151) q[11];\nh q[11];\nh q[12];\nrz(p_152) q[12];\nh q[12];\nh q[13];\nrz(p_153) q[13];\nh q[13];\nh q[14];\nrz(p_154) q[14];\nh q[14];\nh q[15];\nrz(p_155) q[15];\nh q[15];\nh q[16];\nrz(p_156) q[16];\nh q[16];\nh q[17];\nrz(p_157) q[17];\nh q[17];\nh q[18];\nrz(p_158) q[18];\nh q[18];\nh q[19];\nrz(p_159) q[19];\nh q[19];\n#pragma braket result adjoint_gradient expectation(0.5 * z(q[0]) @ z(q[4]) + 0.5 * z(q[0]) @ z(q[11]) + 0.5 * z(q[0]) @ z(q[15]) + 0.5 * z(q[0]) @ z(q[6]) + 0.5 * z(q[0]) @ z(q[2]) + 0.5 * z(q[0]) @ z(q[12]) + 0.5 * z(q[1]) @ z(q[10]) + 0.5 * z(q[1]) @ z(q[7]) + 0.5 * z(q[1]) @ z(q[6]) + 0.5 * z(q[1]) @ z(q[5]) + 0.5 * z(q[1]) @ z(q[14]) + 0.5 * z(q[2]) @ z(q[7]) + 0.5 * z(q[2]) @ z(q[18]) + 0.5 * z(q[2]) @ z(q[4]) + 0.5 * z(q[2]) @ z(q[13]) + 0.5 * z(q[2]) @ z(q[3]) + 0.5 * z(q[2]) @ z(q[17]) + 0.5 * z(q[3]) @ z(q[12]) + 0.5 * z(q[3]) @ z(q[8]) + 0.5 * z(q[3]) @ z(q[19]) + 0.5 * z(q[3]) @ z(q[15]) + 0.5 * z(q[3]) @ z(q[11]) + 0.5 * z(q[4]) @ z(q[12]) + 0.5 * z(q[4]) @ z(q[17]) + 0.5 * z(q[4]) @ z(q[19]) + 0.5 * z(q[5]) @ z(q[19]) + 0.5 * z(q[5]) @ z(q[16]) + 0.5 * z(q[5]) @ z(q[12]) + 0.5 * z(q[5]) @ z(q[8]) + 0.5 * z(q[5]) @ z(q[9]) + 0.5 * z(q[6]) @ z(q[19]) + 0.5 * z(q[6]) @ z(q[17]) + 0.5 * z(q[7]) @ z(q[11]) + 0.5 * z(q[7]) @ z(q[19]) + 0.5 * z(q[7]) @ z(q[12]) + 0.5 * z(q[8]) @ z(q[14]) + 0.5 * z(q[8]) @ z(q[13]) + 0.5 * z(q[9]) @ z(q[11]) + 0.5 * z(q[9]) @ z(q[14]) + 0.5 * z(q[10]) @ z(q[18]) + 0.5 * z(q[10]) @ z(q[16]) + 0.5 * z(q[10]) @ z(q[11]) + 0.5 * z(q[10]) @ z(q[14]) + 0.5 * z(q[10]) @ z(q[17]) + 0.5 * z(q[10]) @ z(q[13]) + 0.5 * z(q[10]) @ z(q[15]) + 0.5 * z(q[11]) @ z(q[19]) + 0.5 * z(q[11]) @ z(q[14]) + 0.5 * z(q[11]) @ z(q[13]) + 0.5 * z(q[11]) @ z(q[12]) + 0.5 * z(q[12]) @ z(q[19]) + 0.5 * z(q[12]) @ z(q[18]) + 0.5 * z(q[12]) @ z(q[16]) + 0.5 * z(q[13]) @ z(q[16]) + 0.5 * z(q[13]) @ z(q[18]) + 0.5 * z(q[13]) @ z(q[15]) + 0.5 * z(q[14]) @ z(q[17]) + 0.5 * z(q[15]) @ z(q[19]) + 0.5 * z(q[16]) @ z(q[19]) + 0.5 * z(q[18]) @ z(q[19]) - 30.0 * i(q[0])) p_0, p_1, p_2, p_3, p_4, p_5, p_6, p_7, p_8, p_9, p_10, p_11, p_12, p_13, p_14, p_15, p_16, p_17, p_18, p_19, p_20, p_21, p_22, p_23, p_24, p_25, p_26, p_27, p_28, p_29, p_30, p_31, p_32, p_33, p_34, p_35, p_36, p_37, p_38, p_39, p_40, p_41, p_42, p_43, p_44, p_45, p_46, p_47, p_48, p_49, p_50, p_51, p_52, p_53, p_54, p_55, p_56, p_57, p_58, p_59, p_60, p_61, p_62, p_63, p_64, p_65, p_66, p_67, p_68, p_69, p_70, p_71, p_72, p_73, p_74, p_75, p_76, p_77, p_78, p_79, p_80, p_81, p_82, p_83, p_84, p_85, p_86, p_87, p_88, p_89, p_90, p_91, p_92, p_93, p_94, p_95, p_96, p_97, p_98, p_99, p_100, p_101, p_102, p_103, p_104, p_105, p_106, p_107, p_108, p_109, p_110, p_111, p_112, p_113, p_114, p_115, p_116, p_117, p_118, p_119, p_120, p_121, p_122, p_123, p_124, p_125, p_126, p_127, p_128, p_129, p_130, p_131, p_132, p_133, p_134, p_135, p_136, p_137, p_138, p_139, p_140, p_141, p_142, p_143, p_144, p_145, p_146, p_147, p_148, p_149, p_150, p_151, p_152, p_153, p_154, p_155, p_156, p_157, p_158, p_159" + }, + "simulatorMetadata": { + "braketSchemaHeader": { + "name": "braket.task_result.simulator_metadata", + "version": "1" + }, + "executionDuration": 3522 + } + } + } \ No newline at end of file From d14a66067da0d4d86304095eff05859cfcb0cb7b Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Wed, 11 Oct 2023 17:56:22 -0400 Subject: [PATCH 14/17] Update default capabilities mock --- .../default_data/default_capabilities.json | 36 +++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/test/integ_tests/default_data/default_capabilities.json b/test/integ_tests/default_data/default_capabilities.json index a57bce427..a915206bb 100644 --- a/test/integ_tests/default_data/default_capabilities.json +++ b/test/integ_tests/default_data/default_capabilities.json @@ -116,6 +116,30 @@ "z", "zz" ], + "supportedPragmas": [ + "braket_unitary_matrix", + "braket_basis_rotation", + "braket_result_type_sample", + "braket_result_type_expectation", + "braket_result_type_variance", + "braket_result_type_probability", + "braket_result_type_amplitude", + "braket_result_type_adjoint_gradient" + ], + "forbiddenPragmas": [ + "braket_result_type_state_vector", + "braket_result_type_density_matrix", + "braket_noise_amplitude_damping", + "braket_noise_bit_flip", + "braket_noise_depolarizing", + "braket_noise_kraus", + "braket_noise_pauli_channel", + "braket_noise_generalized_amplitude_damping", + "braket_noise_phase_flip", + "braket_noise_phase_damping", + "braket_noise_two_qubit_dephasing", + "braket_noise_two_qubit_depolarizing" + ], "supportedResultTypes": [ { "name": "Sample", @@ -162,6 +186,18 @@ "name": "Amplitude", "minShots": 0, "maxShots": 0 + }, + { + "name": "AdjointGradient", + "observables": [ + "x", + "y", + "z", + "h", + "i" + ], + "minShots": 0, + "maxShots": 0 } ] } From e831e60929ea94a5b06b0fee9fc2d7c55731de84 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Thu, 12 Oct 2023 09:17:14 -0400 Subject: [PATCH 15/17] Update device capabilities mocks --- .../default_data/default_capabilities.json | 36 -- ..._optimization_of_quantum_circuits_mocks.py | 24 ++ .../1_pennylane_capabilities.json | 325 ++++++++++++++++++ .../2_Graph_optimization_with_QAOA_mocks.py | 24 ++ .../2_pennylane_capabilities.json | 325 ++++++++++++++++++ 5 files changed, 698 insertions(+), 36 deletions(-) create mode 100644 test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_capabilities.json create mode 100644 test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_capabilities.json diff --git a/test/integ_tests/default_data/default_capabilities.json b/test/integ_tests/default_data/default_capabilities.json index a915206bb..a57bce427 100644 --- a/test/integ_tests/default_data/default_capabilities.json +++ b/test/integ_tests/default_data/default_capabilities.json @@ -116,30 +116,6 @@ "z", "zz" ], - "supportedPragmas": [ - "braket_unitary_matrix", - "braket_basis_rotation", - "braket_result_type_sample", - "braket_result_type_expectation", - "braket_result_type_variance", - "braket_result_type_probability", - "braket_result_type_amplitude", - "braket_result_type_adjoint_gradient" - ], - "forbiddenPragmas": [ - "braket_result_type_state_vector", - "braket_result_type_density_matrix", - "braket_noise_amplitude_damping", - "braket_noise_bit_flip", - "braket_noise_depolarizing", - "braket_noise_kraus", - "braket_noise_pauli_channel", - "braket_noise_generalized_amplitude_damping", - "braket_noise_phase_flip", - "braket_noise_phase_damping", - "braket_noise_two_qubit_dephasing", - "braket_noise_two_qubit_depolarizing" - ], "supportedResultTypes": [ { "name": "Sample", @@ -186,18 +162,6 @@ "name": "Amplitude", "minShots": 0, "maxShots": 0 - }, - { - "name": "AdjointGradient", - "observables": [ - "x", - "y", - "z", - "h", - "i" - ], - "minShots": 0, - "maxShots": 0 } ] } diff --git a/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits_mocks.py b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits_mocks.py index 59d17df02..5dec33c83 100644 --- a/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits_mocks.py +++ b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_Parallelized_optimization_of_quantum_circuits_mocks.py @@ -4,6 +4,30 @@ def pre_run_inject(mock_utils): mocker = mock_utils.Mocker() mock_utils.mock_default_device_calls(mocker) mocker.set_task_result_return(mock_utils.read_file("1_pennylane_results.json", __file__)) + mocker.set_get_device_result({ + "deviceArn": "arn:aws:braket:::device/quantum-simulator/amazon/sv1", + "deviceCapabilities": mock_utils.read_file("1_pennylane_capabilities.json", __file__), + "deviceName": "SV1", + "deviceQueueInfo": [ + { + "queue": "QUANTUM_TASKS_QUEUE", + "queuePriority": "Normal", + "queueSize": "0" + }, + { + "queue": "QUANTUM_TASKS_QUEUE", + "queuePriority": "Priority", + "queueSize": "0" + }, + { + "queue": "JOBS_QUEUE", + "queueSize": "0" + } + ], + "deviceStatus": "ONLINE", + "deviceType": "SIMULATOR", + "providerName": "Amazon Braket" + }) def post_run(tb): diff --git a/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_capabilities.json b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_capabilities.json new file mode 100644 index 000000000..e95be3c26 --- /dev/null +++ b/test/integ_tests/pennylane/1_Parallelized_optimization_of_quantum_circuits/1_pennylane_capabilities.json @@ -0,0 +1,325 @@ +{ + "service": { + "braketSchemaHeader": { + "name": "braket.device_schema.device_service_properties", + "version": "1" + }, + "executionWindows": [ + { + "executionDay": "Everyday", + "windowStartHour": "00:00:00", + "windowEndHour": "23:59:59" + } + ], + "shotsRange": [ + 0, + 100000 + ], + "deviceCost": { + "price": 0.075, + "unit": "minute" + }, + "deviceDocumentation": { + "imageUrl": "https://d1.awsstatic.com/about-aws/whats-new/lpm-assets/services/SiteMerch_Qx_Editorial-reInvent.d5a91c3e3fa666a2c33b8a912c21d1cb4ef270fb.png", + "summary": "Amazon Braket state vector simulator", + "externalDocumentationUrl": "https://docs.aws.amazon.com/braket/latest/developerguide/braket-devices.html#choose-a-simulator" + }, + "updatedAt": "2022-06-22T10:18:00" + }, + "action": { + "braket.ir.jaqcd.program": { + "version": [ + "1.0", + "1.1" + ], + "actionType": "braket.ir.jaqcd.program", + "supportedOperations": [ + "ccnot", + "cnot", + "cphaseshift", + "cphaseshift00", + "cphaseshift01", + "cphaseshift10", + "cswap", + "cy", + "cz", + "ecr", + "h", + "i", + "iswap", + "pswap", + "phaseshift", + "rx", + "ry", + "rz", + "s", + "si", + "swap", + "t", + "ti", + "unitary", + "v", + "vi", + "x", + "xx", + "xy", + "y", + "yy", + "z", + "zz" + ], + "supportedResultTypes": [ + { + "name": "Sample", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Expectation", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Variance", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Probability", + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Amplitude", + "minShots": 0, + "maxShots": 0 + } + ] + }, + "braket.ir.openqasm.program": { + "version": [ + "1.0" + ], + "actionType": "braket.ir.openqasm.program", + "supportedOperations": [ + "ccnot", + "cnot", + "cphaseshift", + "cphaseshift00", + "cphaseshift01", + "cphaseshift10", + "cswap", + "cy", + "cz", + "ecr", + "h", + "i", + "iswap", + "pswap", + "phaseshift", + "rx", + "ry", + "rz", + "s", + "si", + "swap", + "t", + "ti", + "v", + "vi", + "x", + "xx", + "xy", + "y", + "yy", + "z", + "zz", + "gpi", + "gpi2", + "ms" + ], + "supportedPragmas": [ + "braket_unitary_matrix", + "braket_basis_rotation", + "braket_result_type_sample", + "braket_result_type_expectation", + "braket_result_type_variance", + "braket_result_type_probability", + "braket_result_type_amplitude", + "braket_result_type_adjoint_gradient" + ], + "forbiddenPragmas": [ + "braket_result_type_state_vector", + "braket_result_type_density_matrix", + "braket_noise_amplitude_damping", + "braket_noise_bit_flip", + "braket_noise_depolarizing", + "braket_noise_kraus", + "braket_noise_pauli_channel", + "braket_noise_generalized_amplitude_damping", + "braket_noise_phase_flip", + "braket_noise_phase_damping", + "braket_noise_two_qubit_dephasing", + "braket_noise_two_qubit_depolarizing" + ], + "maximumQubitArrays": 1, + "maximumClassicalArrays": 1, + "forbiddenArrayOperations": [ + "concatenation", + "negativeIndex", + "range", + "rangeWithStep", + "slicing", + "selection" + ], + "requiresAllQubitsMeasurement": true, + "supportPhysicalQubits": false, + "requiresContiguousQubitIndices": true, + "supportsPartialVerbatimBox": true, + "supportsUnassignedMeasurements": true, + "disabledQubitRewiringSupported": false, + "supportedResultTypes": [ + { + "name": "Sample", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Expectation", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Variance", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Probability", + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Amplitude", + "minShots": 0, + "maxShots": 0 + }, + { + "name": "AdjointGradient", + "observables": [ + "x", + "y", + "z", + "h", + "i" + ], + "minShots": 0, + "maxShots": 0 + } + ] + } + }, + "deviceParameters": { + "title": "GateModelSimulatorDeviceParameters", + "description": "This defines the parameters common to all the gatemodel devices.\n\nAttributes:\n paradigmParameters: Parameters that are common to gatemodel paradigm\n\nExamples:\n >>> import json\n >>> input_json = {\n ... \"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.simulators.gate_model_simulator_device_parameters\",\n ... \"version\": \"1\",\n ... },\n ... \"paradigmParameters\": {\"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.gate_model_parameters\",\n ... \"version\": \"1\",\n ... },\"qubitCount\": 1},\n ... }\n >>> GateModelSimulatorDeviceParameters.parse_raw_schema(json.dumps(input_json))", + "type": "object", + "properties": { + "braketSchemaHeader": { + "title": "Braketschemaheader", + "const": { + "name": "braket.device_schema.simulators.gate_model_simulator_device_parameters", + "version": "1" + } + }, + "paradigmParameters": { + "$ref": "#/definitions/GateModelParameters" + } + }, + "required": [ + "paradigmParameters" + ], + "definitions": { + "GateModelParameters": { + "title": "GateModelParameters", + "description": "This defines the parameters common to all the gatemodel devices.\n\nAttributes:\n qubitCount: number of qubits for a device\n\nExamples:\n >>> import json\n >>> input_json = {\n ... \"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.gate_model_parameters\",\n ... \"version\": \"1\",\n ... },\n ... \"qubitCount\": 1\n ... }\n >>> GateModelParameters.parse_raw_schema(json.dumps(input_json))", + "type": "object", + "properties": { + "braketSchemaHeader": { + "title": "Braketschemaheader", + "const": { + "name": "braket.device_schema.gate_model_parameters", + "version": "1" + } + }, + "qubitCount": { + "title": "Qubitcount", + "exclusiveMinimum": 0, + "type": "integer" + } + }, + "required": [ + "qubitCount" + ] + } + } + }, + "braketSchemaHeader": { + "name": "braket.device_schema.simulators.gate_model_simulator_device_capabilities", + "version": "1" + }, + "paradigm": { + "braketSchemaHeader": { + "name": "braket.device_schema.simulators.gate_model_simulator_paradigm_properties", + "version": "1" + }, + "qubitCount": 34 + } + } \ No newline at end of file diff --git a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py index 2be9d4f8e..f65803a65 100644 --- a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py +++ b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_Graph_optimization_with_QAOA_mocks.py @@ -4,6 +4,30 @@ def pre_run_inject(mock_utils): mocker = mock_utils.Mocker() mock_utils.mock_default_device_calls(mocker) mocker.set_task_result_return(mock_utils.read_file("2_pennylane_results.json", __file__)) + mocker.set_get_device_result({ + "deviceArn": "arn:aws:braket:::device/quantum-simulator/amazon/sv1", + "deviceCapabilities": mock_utils.read_file("2_pennylane_capabilities.json", __file__), + "deviceName": "SV1", + "deviceQueueInfo": [ + { + "queue": "QUANTUM_TASKS_QUEUE", + "queuePriority": "Normal", + "queueSize": "0" + }, + { + "queue": "QUANTUM_TASKS_QUEUE", + "queuePriority": "Priority", + "queueSize": "0" + }, + { + "queue": "JOBS_QUEUE", + "queueSize": "0" + } + ], + "deviceStatus": "ONLINE", + "deviceType": "SIMULATOR", + "providerName": "Amazon Braket" + }) def post_run(tb): diff --git a/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_capabilities.json b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_capabilities.json new file mode 100644 index 000000000..e95be3c26 --- /dev/null +++ b/test/integ_tests/pennylane/2_Graph_optimization_with_QAOA/2_pennylane_capabilities.json @@ -0,0 +1,325 @@ +{ + "service": { + "braketSchemaHeader": { + "name": "braket.device_schema.device_service_properties", + "version": "1" + }, + "executionWindows": [ + { + "executionDay": "Everyday", + "windowStartHour": "00:00:00", + "windowEndHour": "23:59:59" + } + ], + "shotsRange": [ + 0, + 100000 + ], + "deviceCost": { + "price": 0.075, + "unit": "minute" + }, + "deviceDocumentation": { + "imageUrl": "https://d1.awsstatic.com/about-aws/whats-new/lpm-assets/services/SiteMerch_Qx_Editorial-reInvent.d5a91c3e3fa666a2c33b8a912c21d1cb4ef270fb.png", + "summary": "Amazon Braket state vector simulator", + "externalDocumentationUrl": "https://docs.aws.amazon.com/braket/latest/developerguide/braket-devices.html#choose-a-simulator" + }, + "updatedAt": "2022-06-22T10:18:00" + }, + "action": { + "braket.ir.jaqcd.program": { + "version": [ + "1.0", + "1.1" + ], + "actionType": "braket.ir.jaqcd.program", + "supportedOperations": [ + "ccnot", + "cnot", + "cphaseshift", + "cphaseshift00", + "cphaseshift01", + "cphaseshift10", + "cswap", + "cy", + "cz", + "ecr", + "h", + "i", + "iswap", + "pswap", + "phaseshift", + "rx", + "ry", + "rz", + "s", + "si", + "swap", + "t", + "ti", + "unitary", + "v", + "vi", + "x", + "xx", + "xy", + "y", + "yy", + "z", + "zz" + ], + "supportedResultTypes": [ + { + "name": "Sample", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Expectation", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Variance", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Probability", + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Amplitude", + "minShots": 0, + "maxShots": 0 + } + ] + }, + "braket.ir.openqasm.program": { + "version": [ + "1.0" + ], + "actionType": "braket.ir.openqasm.program", + "supportedOperations": [ + "ccnot", + "cnot", + "cphaseshift", + "cphaseshift00", + "cphaseshift01", + "cphaseshift10", + "cswap", + "cy", + "cz", + "ecr", + "h", + "i", + "iswap", + "pswap", + "phaseshift", + "rx", + "ry", + "rz", + "s", + "si", + "swap", + "t", + "ti", + "v", + "vi", + "x", + "xx", + "xy", + "y", + "yy", + "z", + "zz", + "gpi", + "gpi2", + "ms" + ], + "supportedPragmas": [ + "braket_unitary_matrix", + "braket_basis_rotation", + "braket_result_type_sample", + "braket_result_type_expectation", + "braket_result_type_variance", + "braket_result_type_probability", + "braket_result_type_amplitude", + "braket_result_type_adjoint_gradient" + ], + "forbiddenPragmas": [ + "braket_result_type_state_vector", + "braket_result_type_density_matrix", + "braket_noise_amplitude_damping", + "braket_noise_bit_flip", + "braket_noise_depolarizing", + "braket_noise_kraus", + "braket_noise_pauli_channel", + "braket_noise_generalized_amplitude_damping", + "braket_noise_phase_flip", + "braket_noise_phase_damping", + "braket_noise_two_qubit_dephasing", + "braket_noise_two_qubit_depolarizing" + ], + "maximumQubitArrays": 1, + "maximumClassicalArrays": 1, + "forbiddenArrayOperations": [ + "concatenation", + "negativeIndex", + "range", + "rangeWithStep", + "slicing", + "selection" + ], + "requiresAllQubitsMeasurement": true, + "supportPhysicalQubits": false, + "requiresContiguousQubitIndices": true, + "supportsPartialVerbatimBox": true, + "supportsUnassignedMeasurements": true, + "disabledQubitRewiringSupported": false, + "supportedResultTypes": [ + { + "name": "Sample", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Expectation", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Variance", + "observables": [ + "x", + "y", + "z", + "h", + "i", + "hermitian" + ], + "minShots": 0, + "maxShots": 100000 + }, + { + "name": "Probability", + "minShots": 1, + "maxShots": 100000 + }, + { + "name": "Amplitude", + "minShots": 0, + "maxShots": 0 + }, + { + "name": "AdjointGradient", + "observables": [ + "x", + "y", + "z", + "h", + "i" + ], + "minShots": 0, + "maxShots": 0 + } + ] + } + }, + "deviceParameters": { + "title": "GateModelSimulatorDeviceParameters", + "description": "This defines the parameters common to all the gatemodel devices.\n\nAttributes:\n paradigmParameters: Parameters that are common to gatemodel paradigm\n\nExamples:\n >>> import json\n >>> input_json = {\n ... \"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.simulators.gate_model_simulator_device_parameters\",\n ... \"version\": \"1\",\n ... },\n ... \"paradigmParameters\": {\"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.gate_model_parameters\",\n ... \"version\": \"1\",\n ... },\"qubitCount\": 1},\n ... }\n >>> GateModelSimulatorDeviceParameters.parse_raw_schema(json.dumps(input_json))", + "type": "object", + "properties": { + "braketSchemaHeader": { + "title": "Braketschemaheader", + "const": { + "name": "braket.device_schema.simulators.gate_model_simulator_device_parameters", + "version": "1" + } + }, + "paradigmParameters": { + "$ref": "#/definitions/GateModelParameters" + } + }, + "required": [ + "paradigmParameters" + ], + "definitions": { + "GateModelParameters": { + "title": "GateModelParameters", + "description": "This defines the parameters common to all the gatemodel devices.\n\nAttributes:\n qubitCount: number of qubits for a device\n\nExamples:\n >>> import json\n >>> input_json = {\n ... \"braketSchemaHeader\": {\n ... \"name\": \"braket.device_schema.gate_model_parameters\",\n ... \"version\": \"1\",\n ... },\n ... \"qubitCount\": 1\n ... }\n >>> GateModelParameters.parse_raw_schema(json.dumps(input_json))", + "type": "object", + "properties": { + "braketSchemaHeader": { + "title": "Braketschemaheader", + "const": { + "name": "braket.device_schema.gate_model_parameters", + "version": "1" + } + }, + "qubitCount": { + "title": "Qubitcount", + "exclusiveMinimum": 0, + "type": "integer" + } + }, + "required": [ + "qubitCount" + ] + } + } + }, + "braketSchemaHeader": { + "name": "braket.device_schema.simulators.gate_model_simulator_device_capabilities", + "version": "1" + }, + "paradigm": { + "braketSchemaHeader": { + "name": "braket.device_schema.simulators.gate_model_simulator_paradigm_properties", + "version": "1" + }, + "qubitCount": 34 + } + } \ No newline at end of file From 5214c6bc3a03b3df292d1cd83bb30c61a9606169 Mon Sep 17 00:00:00 2001 From: Ryan Shaffer <3620100+rmshaffer@users.noreply.github.com> Date: Fri, 13 Oct 2023 11:20:04 -0400 Subject: [PATCH 16/17] Extend noise simulations to 25 iterations --- ...uits_on_Amazon_Braket_with_PennyLane.ipynb | 48 +++++++++--------- .../costs_range.npy | Bin 656 -> 1376 bytes .../probs_range.npy | Bin 2330 -> 2330 bytes 3 files changed, 24 insertions(+), 24 deletions(-) diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb index b494aa579..afdb88b75 100644 --- a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb +++ b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane.ipynb @@ -346,7 +346,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -569,8 +569,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Runtimes for n_nodes=4: Local 0.43s, DM1 6.76s\n", - "Runtimes for n_nodes=5: Local 0.83s, DM1 7.66s\n" + "Runtimes for n_nodes=4: Local 0.39s, DM1 7.79s\n", + "Runtimes for n_nodes=5: Local 0.76s, DM1 6.51s\n" ] } ], @@ -741,23 +741,23 @@ "output_type": "stream", "text": [ "** Optimizing for bit flip noise, p=0.0 **\n", - "Completed iteration 1, cost function: 2.3070000000000004\n", - "Completed iteration 2, cost function: 2.2430000000000003\n", + "Completed iteration 1, cost function: 0.7849999999999999\n", + "Completed iteration 2, cost function: 0.563\n", "** Optimizing for phase damping noise, p=0.0 **\n", - "Completed iteration 1, cost function: 2.2350000000000003\n", - "Completed iteration 2, cost function: 2.167\n", + "Completed iteration 1, cost function: 0.86\n", + "Completed iteration 2, cost function: 0.652\n", "** Optimizing for bit flip noise, p=0.05 **\n", - "Completed iteration 1, cost function: 1.8039999999999998\n", - "Completed iteration 2, cost function: 1.7120000000000002\n", + "Completed iteration 1, cost function: 0.756\n", + "Completed iteration 2, cost function: 0.538\n", "** Optimizing for phase damping noise, p=0.05 **\n", - "Completed iteration 1, cost function: 2.255\n", - "Completed iteration 2, cost function: 2.208\n", + "Completed iteration 1, cost function: 0.9\n", + "Completed iteration 2, cost function: 0.607\n", "** Optimizing for bit flip noise, p=0.25 **\n", - "Completed iteration 1, cost function: 0.403\n", - "Completed iteration 2, cost function: 0.43900000000000006\n", + "Completed iteration 1, cost function: 0.155\n", + "Completed iteration 2, cost function: 0.21300000000000002\n", "** Optimizing for phase damping noise, p=0.25 **\n", - "Completed iteration 1, cost function: 1.9889999999999999\n", - "Completed iteration 2, cost function: 1.9020000000000001\n" + "Completed iteration 1, cost function: 0.788\n", + "Completed iteration 2, cost function: 0.6579999999999999\n" ] } ], @@ -795,7 +795,7 @@ "id": "6c1c305b", "metadata": {}, "source": [ - "To illustrate the results of a full optimization run, we now load and plot results that were generated previously by running the above cell with `n_layers=4` and `n_iterations=10`." + "To illustrate the results of a full optimization run, we now load and plot results that were generated previously by running the above cell with `n_layers=4` and `n_iterations=25`." ] }, { @@ -808,9 +808,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -818,9 +818,9 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -831,7 +831,7 @@ "costs_range = np.load(\"costs_range.npy\", allow_pickle=True)\n", "probs_range = np.load(\"probs_range.npy\", allow_pickle=True)\n", "\n", - "plt.figure(figsize=(20, 6))\n", + "plt.figure(figsize=(12, 6))\n", "for i in range(len(ps)):\n", " for j in range(len(noise_opts)):\n", " if j == 0:\n", @@ -851,7 +851,7 @@ ")\n", "plt.show()\n", "\n", - "fig, axs = plt.subplots(len(ps), 2, figsize=(20, 8))\n", + "fig, axs = plt.subplots(len(ps), 2, figsize=(12, 8))\n", "fig.suptitle(\n", " \"Comparison of probability distributions for bit flip and phase damping channels\",\n", " size=20,\n", @@ -882,7 +882,7 @@ "Upon increasing the noise strength, for $p=0.05$, the distinction between the two noise channels starts to appear: for the phase damping case, the cost function only deviates marginally from the noiseless case, \n", "whereas the cost function is halved for the bit flip case. \n", "The difference is even more dramatic for $p=0.25$, where the classical optimizer is incapable of optimizing the QAOA with bit flip noise, and its cost function essentially fluctuates around 0. \n", - "On the other hand, QAOA shows remarkable robustness to phase damping noise, and the cost function converges after around $10$ iteration steps. \n", + "On the other hand, QAOA shows remarkable robustness to phase damping noise, and the cost function converges after around $20$ iteration steps. \n", "\n", "This sharp distinction between bit flip and phase damping channels is also evident from the comparison of probability distributions. \n", "For the plots with $p=0$, the highest peaks correspond to the most frequent outcome, as represented by the bit-string `101110` (not shown in the figures), which is the maximum clique of the given graph. \n", @@ -908,7 +908,7 @@ "output_type": "stream", "text": [ "Quantum Task Summary\n", - "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 10000, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(microseconds=136000), 'billed_execution_duration': datetime.timedelta(seconds=6)}}\n", + "{'arn:aws:braket:::device/quantum-simulator/amazon/dm1': {'shots': 10000, 'tasks': {'COMPLETED': 2}, 'execution_duration': datetime.timedelta(microseconds=230000), 'billed_execution_duration': datetime.timedelta(seconds=6)}}\n", "Note: Charges shown are estimates based on your Amazon Braket simulator and quantum processing unit (QPU) task usage. Estimated charges shown may differ from your actual charges. Estimated charges do not factor in any discounts or credits, and you may experience additional charges based on your use of other services such as Amazon Elastic Compute Cloud (Amazon EC2).\n", "Estimated cost to run this example: 0.008 USD\n" ] diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/costs_range.npy b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/costs_range.npy index 3291da1dd46b1627a5152b556aa4716231c39175..6afa97eb4800191748baf45cf2296110b5baadd0 100644 GIT binary patch literal 1376 zcmbVMdq@;P7~do!BqBtlqT-113XLeKtgP)pPtoj2MO2o?A!2eyMGqsSOr%tnfl5x_AQO9tNCRHR z>Wl&tr3Ban9gmb0UM2FH3D(^4(kw|CwtgmKQc_&QIm43DdVyakDMWwxBXCsmwD(xk z!e4yF)lnQ+3sTtWh`d(loaSxq;@&QN^5B!G8c`KYu{yWe9r3jPG{_!~ zDqQ9=46BhxSV57w3uE$+3O!sPSzKkZrB@{=eiyFbCpFY4&escnHV7OgLf>ML{o5)9 zZw;{gQ7zx%_NzZ3>SoK9Pfvp4x2;%~4srb*vgOlyJmYo`*2z{LQWC7(06kp(=<6bX z?{JTR_kSN+;3EUH3Eew|pE?9T?Lr4PiYZuLSh@X$@ni@u_*cT8>lS^hD5G4c=pudk led7uF?ls?@;RD6$uqwV!K2WTWtD|SfbwmSLWTpm z&wsD{c!}Y_rn&EzAM^eRRsVbcm%mpkUaI}w4>Co&{U6l)|NBkB<}w@rnR@fw|NU-*35&jGro zDC6aRTdwPi3v6HQhq&+6el3u(-=FXAbOh;my&vp6-)B&LulI+56~5UIQWgC8>wXWg z|9|e!0W16ob>DBO`M>vrl`Z|f|I|X)ZJ+=C*$)bx$r69|gS}t!cYoQw`BM6K|LlkO z=kI=y>->9{L-kLD`fDbX-f0gG4zZp4L81PzYRP`EaV*PV`s{1K;#2G);j(c*%c_r; ze3KIF?V$dIxclY){UB>qKJ5Pk41M3EH~U?>K|Xj3HSfcI3vd9ugPQw(KSckB{g80| Mu>U03;UD({0Qbj2)Bpeg diff --git a/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/probs_range.npy b/examples/pennylane/4_Simulation_of_noisy_quantum_circuits_on_Amazon_Braket_with_PennyLane/probs_range.npy index 0e3b140cc1ee2df199dd5001d20fa69f61669eba..845d7b90d9fed3b9c9ec97f128b75ea88d5cb522 100644 GIT binary patch literal 2330 zcmbW1d2G~06vublint;mB67PTvRf&wP!S5^6A+&8quYbSf9x=ukLkv-4j4{S5`sU3}cYbXDa+);hx8L7)-hAf0 z*&SI~Tff@x+w9vKN+h#!H#8?0>Z}V@1VbCru5_cR=CqqgDtU3VEt@1g+ZxRz>F;oL zMQ}!WMX)RQ|5spJX*`u{&vaDA({8e|J=Z2TMqM}B5omUk@pLLH-CSG-gipHysf7No z@H@WkqGX{zCQ7?SS)({7?D(Bhr(}m1l(!~iMJN;`~S?vh-hC{L29;hQxZ-i3`GAVrV$*`1Fqy!;tK}jOdqQI6@{?d+L|{e`}E{ zlHx*ydap>%5eRQqjeX*+&F?8E`IPe_Po@&dITB&ZZu!Qh+yB%~&b+utBlV~X&qjHuRR~`US4TQPP_MF~PPZZZnqv8+3cxIcr&4?FsrzQGXJw4tjA>U;SV0uR2aZgYk0WP z)BrjN_nXV-MpJbzvo2qYK~C%&|xHXxi* zZ{%O!6Vyf<>T-k^3XdYgl41qIq0{POmnl^0v{dX$gv0cHEb9Hhh*ZKV5^I`h2tKi( z-bD9G&+NO0Ym7+FCWMzv|7m`dxtcZ#_EEhnw3FYeHP-HYe6{<{2nWNz9ldXDxgkxN zYZ3PERqJ6ba-Hj}O!YZuuD6b<`B7#w!t*vN@=DP{pFjP1U|!}K!;hTNqV^?c4B?e( zUIaC6LroyuSs1`P)FeW00YDz=2I>GWX$rn&piXV|JSluIDK;WJexyOA8h%vlCfZ2# zWZ$Dkq|93p`U<_GN+M^Qr>pXHwj=QPm5s5WrUvTNG>w1n`)}VhBCSzzW(MJ2Q&NAY a3eWAaEQMPnQk_|vD1Ij<D4}JW@1t}(`1~-a}oIWwhaomvpC&k4`bp8w&mSQr(w%zjmEf4*n zL2@L;B?!%_##2A<`^$jDoPuzecq7Ae6i7V9ycD6M%v2yTry}gILDsws;n4@b!vj;d z>*Zm^yd2^4=hXMSIygI(;tI>B28ns4<&(EjyH6Vf5_3AjXD=O^KWY6qrO5(P%m`?* zfD|(k9)J1R){hT2XePl@%tF{{0#VD^XBEPiP2Vodw9YE^iL2~Tqn5Bvnk-z6&}lRj z$ilM`3guK3NX$7DYC~djs`0cH>fC^)Z}u7l8O)E&R*wNmGlp>LgGZ+1_Uy7kbu3M# z$QM;(-3f1_0=PC1fbVl2!pUEcKh@^^W`$ZC(DZ%I4=h*tk!Br2@BRr3s?YYAq{(MJ z!s-61BWup}Q>fS3p)Npp_Tlk!zp0<0`^RP%A`ICe3ok<0X9}c~CgJN5j;r?m`GXbe z4G4TCBf|zH=8Xt%%w%I4WX;70ubflHel#F4mmqvteRkUyfB#~I+JNw+@?UktfW%yC zX>ukifMu3>4HEMvgrj!<=m1hIN7%EAyJnIm=FOyOGubB~yv04AW`%kS!UGG%cOpDt8lXWs z)+!oRp1*|2kC>~iIZ=wN=>|qs2@vxxglEi1@ZM^o8cDOw;jXF?Qvy=Nt!GMu#B4&~ z>gdPEZ)$TuQ-Q=>L+#h2OQE*dp{_;PUp|&^_HKl?&9O#9T}L22AQYfVg(Hw+J;J-{ z@hz8<%-)0Wj;R`-R9Q#_miuNmARH_|DZbg(KrPf(qOBWC?{>eVMYehzgb zX}R)fbg_ACa0$~h1D_z@ Date: Fri, 13 Oct 2023 11:20:22 -0400 Subject: [PATCH 17/17] Reduce runtime --- .../Running_notebooks_as_hybrid_jobs.ipynb | 140 ++---------------- 1 file changed, 9 insertions(+), 131 deletions(-) diff --git a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb index 02173136f..70c4d58b7 100644 --- a/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb +++ b/examples/hybrid_jobs/7_Running_notebooks_as_hybrid_jobs/Running_notebooks_as_hybrid_jobs.ipynb @@ -78,7 +78,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 4. Create a hyrbid job with the input notebook\n", + "## Step 4. Create a hybrid job with the input notebook\n", "\n", "The notebook to run is specified in `input_data` when creating a hybrid job. The entry point is the helper script \"src.notebook_runner:run_notebook` which uses the Python library Papermill to run the notebook. " ] @@ -92,7 +92,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:::job/papermill-job-demo-1696005577')\n" + "AwsQuantumJob('arn':'arn:aws:braket:us-east-1:962046013550:job/papermill-job-demo-1697207260')\n" ] } ], @@ -127,16 +127,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'QUEUED'" + "'COMPLETED'" ] }, - "execution_count": 3, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -220,139 +220,17 @@ "source": [ "# Running a notebook on multiple devices\n", "\n", - "As a next step, we can run the same notebook on different devices. Below, we select three simulator devices to run the notebook on. The notebooks could also be run on QPUs by listing the appropriate devices in the cell below, but QPU jobs will run only when the device is available, which may take up to 24 hours or more depending on availability windows. In this example we run only on simulators in order to reduce wait time and cost." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "devices = [\n", - " Devices.Amazon.SV1,\n", - " Devices.Amazon.DM1,\n", - " Devices.Amazon.TN1,\n", - "]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create the hybrid jobs and record the hybrid job ARNs for reference later. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AwsQuantumJob('arn':'arn:aws:braket:::job/sv1-1696005577')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/dm1-1696005577')\n", - "AwsQuantumJob('arn':'arn:aws:braket:::job/tn1-1696005577')\n" - ] - } - ], - "source": [ - "jobs = []\n", - "for device_arn in devices:\n", - " device_name = device_arn.split(\"/\")[-1]\n", - " job = AwsQuantumJob.create(\n", - " device=device_arn,\n", - " source_module=\"src\",\n", - " entry_point=\"src.notebook_runner:run_notebook\",\n", - " input_data=\"src/0_Getting_started_papermill.ipynb\",\n", - " hyperparameters={\"shots\": 1_000},\n", - " job_name=f\"{device_name.lower()}-{int(time.time())}\",\n", - " )\n", - " print(job)\n", - " jobs.append(job)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "After the jobs are completed, use the `download_result` function to download the results. The cost per notebook was recorded as a job metric, which is also included in the code below. " + "We can easily run a single notebook on different devices by repeating the call to `AwsQuantumJob.create` with the desired device ARNs. Below, we plot cached results from previous jobs where the `0_Getting_started_papermill.ipynb` notebook was run on three QPUs and SV1. Note that QPU jobs will run only when the device is available, which may take up to 24 hours or more depending on availability windows." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Device: sv1\n", - "Cost was : $0.00375 USD\n", - "\n", - "Device: dm1\n", - "Cost was : $0.00375 USD\n", - "\n", - "Device: tn1\n", - "Cost was : $0.047419166666666665 USD\n" - ] - } - ], - "source": [ - "# After submitting them, wait for all jobs to complete and download results.\n", - "for job in jobs:\n", - " job.download_result(\"result\")\n", - "\n", - "time.sleep(10) # wait for metrics to load; if this cell fails, try running it again\n", - " \n", - "total_cost = 0\n", - "for job, device_arn in zip(jobs, devices):\n", - " metrics = job.metrics()\n", - " cost = metrics[\"cost\"][0]\n", - "\n", - " device_name = device_arn.split(\"/\")[-1]\n", - " print(f\"\\nDevice: {device_name}\")\n", - " print(f\"Cost was : ${cost} USD\")\n", - "\n", - " total_cost += cost" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total cost for all notebook jobs was : $0.05492 USD\n" - ] - } - ], - "source": [ - "print(f\"Total cost for all notebook jobs was : ${total_cost:0.4} USD\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For illustration purposes, cached results from a previous run on three QPUs and SV1 are plotted below." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]