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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[![](https://bytebucket.org/davis68/resources/raw/f7c98d2b95e961fae257707e22a58fa1a2c36bec/logos/baseline_cse_wdmk.png?token=be4cc41d4b2afe594f5b1570a3c5aad96a65f0d6)](http://cse.illinois.edu/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Optimization with Numba\n",
"\n",
"## Contents\n",
"- [Context](#context)\n",
"- [An overview of Numba](#overview)\n",
" - [Quick Start](#quickstart)\n",
" - [Pairwise Distance function](#ce1)\n",
" - [Bubble Sort](#ce2)\n",
"- [Function Signature](#signature)\n",
"- [Types and Variables](#typevar)\n",
" - [Strings](#strings)\n",
" - [Arrays](#arrays)\n",
" - [Ufuncs](#ufuncs)\n",
"- [Examples](#eg)\n",
"- [Glossary](#glossary)\n",
"- [References](#ref)\n",
"- [Credits](#credits)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='context'></a>\n",
"## A little context \n",
"\n",
"As we saw in our C and FORTRAN interfacing, Python is a great language for rapid development. However, its weakness is that it is slow in comparison to low-level languages, especially when having to deal with nested loops with huge arrays.\n",
"\n",
"Current approaches to dealing with this : \n",
"\n",
"- Cython\n",
"- Weave\n",
"- Wrap it using f2py etc.\n",
"\n",
"**Numba Philosophy** - Don't wrap or rewrite, just **decorate** !"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numba\n",
"import cmath"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='overview'></a>\n",
"## Numba : An overview\n",
"\n",
"Numba is an Open Source NumPy-aware optimizing compiler for Python sponsored by Continuum Analytics, Inc. It uses the LLVM compiler infrastructure to compile Python syntax to machine code.\n",
"\n",
"Numba gives you the power to speed up your applications with high performance functions written directly in Python. With a few annotations, array-oriented and math-heavy Python code can be just-in-time compiled to native machine instructions, similar in performance to C, C++ and Fortran, without having to switch languages or Python interpreters.\n",
"\n",
"Numba works by generating optimized machine code using the LLVM compiler infrastructure at import time, runtime, or statically (using the included pycc tool). Numba supports compilation of Python to run on either CPU or GPU hardware, and is designed to integrate with the Python scientific software stack.\n",
"\n",
"\n",
"<img src=\"http://image.slidesharecdn.com/numbasiam2013-130226002550-phpapp02/95/numba-arrayoriented-python-compiler-for-numpy-10-638.jpg?cb=1361860314\" height=\"300px\" width=\"400px\"/>\n",
"\n",
"Here are three of its most important distinguishing features:\n",
"\n",
"- Numba is a compiler - It leverages the LLVM Compilation Framework to parse, compile to, and optimize assembly code, in the same manner that the fastest compiled languages such as C and Fortran do.\n",
"\n",
"- Numba is Python - Although Numba utilizes very powerful libraries beneath Python for performance, the code you write is always pure Python, making it easier to author, debug, verify, and maintain.\n",
"\n",
"- Accelerating a function in Numba can be done with two lines of code - You provide a NumPy array-based Python function, import Numba's `jit` method, then annotate it with the `@jit` decorator or create the accelerated function by calling autojit directly.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='quickstart'></a>\n",
"** Quick Start**\n",
"\n",
"As mentioned earlier, Numba compiles Python code to LLVM, which can be executed at runtime much faster than pure Python. The first step to using Numba is to get familiar with the [`jit`](text \"Just In Time compilation - Shorthand for \u201ca function compiled with Numba.\") decorator."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numba import jit\n",
"\n",
"@jit\n",
"def sum(x, y):\n",
" return x + y\n",
"\n",
"%timeit sum(2,2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000000 loops, best of 3: 252 ns per loop\n"
]
}
],
"prompt_number": 74
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The very basic example above is compiled for any compatible input types automatically when the sum function is called. The result is a new function with performance comparable to a compiled function written in C. To compile for specific input types, we can tell Numba what those input types are:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit('f8(f8,f8)')\n",
"def sum(x, y):\n",
" return x + y\n",
"\n",
"%timeit sum(2,2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000000 loops, best of 3: 227 ns per loop\n"
]
}
],
"prompt_number": 75
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The string above passed to the `jit` decorator tells Numba the return type is an 8 byte float, and the two arguments passed in are also 8 byte floats. The string takes the form `returntype(arg1type, arg2type, ...)`.\n",
"\n",
"One of the main features of Numba is its support for NumPy arrays. The following example shows how a function can be compiled that takes a NumPy array of floats as an input:\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"a=np.random.randn(100)\n",
"%timeit a.sum()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100000 loops, best of 3: 2.19 \u00b5s per loop\n"
]
}
],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit('f8(f8[:])')\n",
"def sum1d(array):\n",
" sum = 0.0\n",
" for i in range(array.shape[0]):\n",
" sum += array[i]\n",
" return sum\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 77
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"%timeit sum1d(a)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000000 loops, best of 3: 267 ns per loop\n"
]
}
],
"prompt_number": 78
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are two main things to notice in the example above. The input argument is specified by the string `f8[:]`, which means a 1d array of 8 byte floats. A 2d array would be specified as `f8[:, :]`, a 3d array as `f8[:, :, :]`, and so on. The other thing to take note of is the array indexing and shape method call, and the fact that we\u2019re iterating over a NumPy array using Python. Normally this would be terribly slow, but the performance of the code above is better than NumPy\u2019s sum method.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='ce1'></a>\n",
"** Comparison Example 1 : Pairwise Distance Function **\n",
"\n",
"*Pairwise distance* function: This will take an array representing M points in N dimensions, and return the M x M matrix of pairwise distances. This is a nice test function for a few reasons"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"X = np.random.random((1000, 3))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 79
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def pairwise_numpy(X):\n",
" return np.sqrt(((X[:, None, :] - X) ** 2).sum(-1))\n",
"%timeit pairwise_numpy(X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 loops, best of 3: 35.5 ms per loop\n"
]
}
],
"prompt_number": 80
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def pairwise_python(X):\n",
" M = X.shape[0]\n",
" N = X.shape[1]\n",
" D = np.empty((M, M), dtype=np.float)\n",
" for i in range(M):\n",
" for j in range(M):\n",
" d = 0.0\n",
" for k in range(N):\n",
" tmp = X[i, k] - X[j, k]\n",
" d += tmp * tmp\n",
" D[i, j] = np.sqrt(d)\n",
" return D\n",
"%timeit pairwise_python(X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 3.76 s per loop\n"
]
}
],
"prompt_number": 81
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we see, it is over 100 times slower than the numpy broadcasting approach! This is due to Python's dynamic type checking, which can drastically slow down nested loops. With these two solutions, we're left with a tradeoff between efficiency of computation and efficiency of memory usage. This is where Numba could prove to be useful. It is also worthwhile to see how `scipy` and `scikit-learn` perform for the same function."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy.spatial.distance import cdist\n",
"%timeit cdist(X, X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 4.36 ms per loop\n"
]
}
],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from sklearn.metrics import euclidean_distances\n",
"%timeit euclidean_distances(X, X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 6.49 ms per loop\n"
]
}
],
"prompt_number": 83
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we try Numba! Numba is extremely simple to use. We just wrap our python function with `jit` (JIT stands for \"just in time\" compilation) to automatically create an efficient, compiled version of the function:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numba import double\n",
"from numba.decorators import jit, autojit\n",
"\n",
"pairwise_numba = jit(pairwise_python)\n",
"\n",
"%timeit pairwise_numba(X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 6.56 ms per loop\n"
]
}
],
"prompt_number": 84
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext cythonmagic"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"The cythonmagic extension is already loaded. To reload it, use:\n",
" %reload_ext cythonmagic\n"
]
}
],
"prompt_number": 85
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%cython\n",
"import numpy as np\n",
"cimport cython\n",
"from libc.math cimport sqrt\n",
"\n",
"@cython.boundscheck(False)\n",
"@cython.wraparound(False)\n",
"def pairwise_cython(double[:, ::1] X):\n",
" cdef int M = X.shape[0]\n",
" cdef int N = X.shape[1]\n",
" cdef double tmp, d\n",
" cdef double[:, ::1] D = np.empty((M, M), dtype=np.float64)\n",
" for i in range(M):\n",
" for j in range(M):\n",
" d = 0.0\n",
" for k in range(N):\n",
" tmp = X[i, k] - X[j, k]\n",
" d += tmp * tmp\n",
" D[i, j] = sqrt(d)\n",
" return np.asarray(D)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 86
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%timeit pairwise_cython(X)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100 loops, best of 3: 3.78 ms per loop\n"
]
}
],
"prompt_number": 87
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"<a id='ce2'></a>\n",
"** Comparison Example 2 : Bubble Sort **\n",
"\n",
"![](http://upload.wikimedia.org/wikipedia/commons/c/c8/Bubble-sort-example-300px.gif)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def bubblesort(X):\n",
" N = len(X)\n",
" for end in range(N, 1, -1):\n",
" for i in range(end - 1):\n",
" cur = X[i]\n",
" if cur > X[i + 1]:\n",
" tmp = X[i]\n",
" X[i] = X[i + 1]\n",
" X[i + 1] = tmp"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 88
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"\n",
"original = np.arange(0.0, 10.0, 0.01, dtype='f4')\n",
"shuffled = original.copy()\n",
"np.random.shuffle(shuffled)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 89
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Check if it works!\n",
"sorted = shuffled.copy()\n",
"bubblesort(sorted)\n",
"print(np.array_equal(sorted, original))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"True\n"
]
}
],
"prompt_number": 90
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Check execution time\n",
"\n",
"sorted[:] = shuffled[:]\n",
"%timeit sorted[:] = shuffled[:]; bubblesort(sorted)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 149 ms per loop\n"
]
}
],
"prompt_number": 91
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's make a Numba version of bubblesort!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit(\"void(f4[:])\")\n",
"def bubblesort_jit(X):\n",
" N = len(X)\n",
" for end in range(N, 1, -1):\n",
" for i in range(end - 1):\n",
" cur = X[i]\n",
" if cur > X[i + 1]:\n",
" tmp = X[i]\n",
" X[i] = X[i + 1]\n",
" X[i + 1] = tmp\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 92
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sorted[:] = shuffled[:] # reset to shuffled before sorting\n",
"bubblesort_jit(sorted)\n",
"print(np.array_equal(sorted, original))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"True\n"
]
}
],
"prompt_number": 93
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%timeit sorted[:] = shuffled[:]; bubblesort_jit(sorted)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000 loops, best of 3: 1.16 ms per loop\n"
]
}
],
"prompt_number": 94
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"<a id='signature'></a>\n",
"## Function Signature\n",
"\n",
"In order to generate fast code, the compiler needs type information for the code. This allows a direct mapping from the Python operations to the appropriate machine instruction without any type check/dispatch mechanism. In numba, in most cases it suffices to specify the types for the parameters. In many cases, numba can deduce types for intermediate values as well as the return value using type inference. For convenience, it is also possible to specify in the signature the type of the return value\n",
"\n",
"A `numba.jit ` compiled function will only work when called with the right type of arguments (it may, however, perform some conversions on types that it considers equivalent).\n",
"\n",
"A signature contains the return type as well as the argument types. One way to specify the signature is using a string, like in our example. The signature takes the form: `<return type> ( <arg1 type>, <arg2 type>, ... )`. The types may be scalars or arrays (NumPy arrays). In our example, `void(f4[:])`, it means a function with no return (return type is void) that takes as unique argument an one-dimensional array of 4 byte floats `f4[:]`. Starting with numba version 0.12 the result type is optional. In that case the signature will look like the following: `<arg1 type>, <arg2 type>`, .... When the signature doesn\u2019t provide a type for the return value, the type is inferred.\n",
"The elementary built-in types in Numba include:\n",
"\n",
" TypeName\tAlias\tResult Type\n",
"\n",
"\n",
" boolean b1\tuint8 (char)\n",
" bool_ b1\tuint8 (char)\n",
" byte u1\tunsigned char\n",
" uint8 u1\tuint8 (char)\n",
" uint16 u2\tuint16\n",
" uint32 u4\tuint32\n",
" uint64 u8\tuint64\n",
" char i1\tsigned char\n",
" int8 i1\tint8 (char)\n",
" int16 i2\tint16\n",
" int32 i4\tint32 \n",
" int64 i8\tint64\n",
" float_ f4\tfloat32\n",
" float32 f4\tfloat32\n",
" double f8\tfloat64\n",
" float64 f8\tfloat64\n",
" complex64 c8\tfloat complex\n",
" complex128 c16 double complex\n",
"\n",
"Some sample signatures are as follows:\n",
"\n",
"| Signature | Meaning |\n",
"|-----------------------|--------------------------------------------------------------------------------------------------------------------------|\n",
"| void(f4[:], u8) | a function with no return value taking a one-dimensional array of,single precision floats and a 64-bit unsigned integer. |\n",
"| i4(f8) | a function returning a 32-bit signed integer taking a double precision float as argument. |\n",
"| void(f4[:,:],f4[:,:]) | a function with no return value taking 2 2-dimensional arrays as arguments |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='typevar'></a>\n",
"## Types and Variables in Numba \n",
"\n",
"Types can be used in Numba to compile functions directly with the `jit` function, and they can be used to declare local variables in both `jit` and `autojit` functions:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit(locals=dict(array=double[:, :], scalar1=double))\n",
"def func(array):\n",
" scalar1 = array[0, 0] # scalar is declared double\n",
" scalar2 = double(array[0, 0])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Numba allows you to obtain the type of a expression or variable through the typeof function in a Numba function. This type can then be used for instance to cast other values:\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" type = numba.typeof(x + y)\n",
" value = type(value)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" numba.typeof(1.0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": [
"float64"
]
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" numba.typeof(cmath.sqrt(-1))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 28,
"text": [
"complex128"
]
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Variables declared in the locals dict have a single type throughout the entire function. However, any variable not declared in locals can assume different types, just like in Python:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit\n",
"def variable_ressign(arg):\n",
" arg = 1.0\n",
" arg = \"hello\"\n",
" arg = object()\n",
" var = arg\n",
" var = \"world\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 40
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, there are some restrictions, namely that variables must have a unifyable type at control flow merge points. For example, the following code will not compile (according to the Numba documentation but seems like an update has been made to make this work):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit\n",
"def incompatible_types(arg):\n",
" if arg > 10:\n",
" x = \"hello\"\n",
" else:\n",
" x = arg\n",
"\n",
" return x "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 95
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"incompatible_types(5)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 97,
"text": [
"5"
]
}
],
"prompt_number": 97
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='strings'></a>\n",
"** Strings **\n",
"\n",
"Strings may be specified through the c_string_type type, a name which is subject to change in the future. This does not handle unicode, and is equivalent to char *:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" c_string_type"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='arrays'></a>\n",
"** Arrays **\n",
"\n",
"Support for NumPy arrays is a key focus of Numba development and is currently undergoing extensive refactorization and improvement. Most capabilities of NumPy arrays are supported by Numba in object mode.\n",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@jit\n",
"def sum(x, y):\n",
" array = np.arange(x * y).reshape(x, y)\n",
" sum = 0\n",
" for i in range(x):\n",
" for j in range(y):\n",
" sum += array[i, j]\n",
" return sum\n",
"%timeit sum(100,100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000 loops, best of 3: 1.6 ms per loop\n"
]
}
],
"prompt_number": 98
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following is a forced compilation of the [`nopython-mode`](text \"A Numba compilation mode that generates code that does not access the Python C API. This compilation mode produces the highest performance code, but requires that the native types of all values in the function can be inferred, and that no new objects are allocated. Unless otherwise instructed, the @jit decorator will automatically fall back to object mode if nopython mode cannot be used.\") and it uses [`loop-jitting`](text \"A feature of compilation in object mode where a loop can be automatically extracted and compiled in nopython mode. This allows functions with operations unsupported in nopython mode,such as array creation, to see significant performance improvements if they contain loops with only nopython-supported operations.\")\n",
"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# force compilation in nopython mode\n",
"\n",
"@jit(nopython=True)\n",
"def jitted_loop(array, x, y):\n",
" sum = 0\n",
" for i in range(x):\n",
" for j in range(y):\n",
" sum += array[i, j]\n",
" return sum\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 99
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"arr=np.random.randn(100,100)\n",
"%timeit jitted_loop(arr,100,100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100000 loops, best of 3: 8.34 \u00b5s per loop\n"
]
}
],
"prompt_number": 100
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The below code is compiled in [`object mode`](text \"A Numba compilation mode that generates code that handles all values as Python objects and uses the Python C API to perform all operations on those objects. Code compiled in object mode will often run no faster than Python interpreted code, unless the Numba compiler can take advantage of loop-jitting.\"\n",
")"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# compiled in object mode\n",
"@jit\n",
"def sum(x, y):\n",
" array = np.arange(x * y).reshape(x, y)\n",
" return jitted_loop(array, x, y)\n",
"\n",
"%timeit sum(100,100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"100000 loops, best of 3: 13.4 \u00b5s per loop\n"
]
}
],
"prompt_number": 101
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A few noteworthy limitations of arrays at this time:\n",
"\n",
"- Arrays can be passed in to a function in `nopython` mode, but not returned. Arrays can only be returned in object mode.\n",
"- New arrays can only be created in object mode.\n",
"- Currently there are no bounds checking for array indexing and slicing, although negative indices will wrap around correctly.\n",
"- A small number of NumPy array ufuncs are only supported in object mode, but the vast majority work in nopython mode.\n",
"- Array slicing only works in object mode."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"<a id='ufuncs'></a>\n",
"**UFuncs**\n",
"\n",
"Numba\u2019s vectorize allows Numba functions taking scalar input arguments to be used as NumPy [ufuncs]( http://docs.scipy.org/doc/numpy/reference/ufuncs.html). Creating a traditional NumPy ufunc is not the most difficult task in the world, but it is also not the most straightforward process and involves writing some C code. Numba makes this easy though. Using the vectorize decorator, Numba can compile a Python function into a ufunc that operates over NumPy arrays as fast as traditional ufuncs written in C.\n",
"\n",
"Ufunc arguments are scalars of a NumPy array. Function definitions can be arbitrary mathematical expressions. The vectorize decorator needs to know the argument and return types of the ufunc. These are specified much like the `jit` decorator:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import math\n",
"from numba import vectorize\n",
"\n",
"@vectorize(['float64(float64, float64)'])\n",
"def my_ufunc(x, y):\n",
" return x+y+math.sqrt(x*y)\n",
"\n",
"a = np.arange(1.0, 10.0)\n",
"b = np.arange(1.0, 10.0)\n",
"# Calls compiled version of my_ufunc for each element of a and b\n",
"print(my_ufunc(a, b))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[ 3. 6. 9. 12. 15. 18. 21. 24. 27.]\n"
]
}
],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='eg'></a>\n",
"##Examples\n",
"\n",
"** An Image Processing Example **"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy\n",
"\n",
"def filter2d(image, filt):\n",
" M, N = image.shape\n",
" Mf, Nf = filt.shape\n",
" Mf2 = Mf // 2\n",
" Nf2 = Nf // 2\n",
" result = numpy.zeros_like(image)\n",
" for i in range(Mf2, M - Mf2):\n",
" for j in range(Nf2, N - Nf2):\n",
" num = 0.0\n",
" for ii in range(Mf):\n",
" for jj in range(Nf):\n",
" num += (filt[Mf-1-ii, Nf-1-jj] * image[i-Mf2+ii, j-Nf2+jj])\n",
" result[i, j] = num\n",
" return result\n",
"\n",
"# This kind of quadruply-nested for-loop is going to be quite slow.\n",
"# Using Numba we can compile this code to LLVM which then gets\n",
"# compiled to machine code:\n",
"\n",
"from numba import double, jit\n",
"\n",
"fastfilter_2d = jit(double[:,:](double[:,:], double[:,:]))(filter2d)\n",
"\n",
"# Now fastfilter_2d runs at speeds as if you had first translated\n",
"# it to C, compiled the code and wrapped it with Python\n",
"image = numpy.random.random((100, 100))\n",
"filt = numpy.random.random((10, 10))\n",
"plt.figure(1)\n",
"plt.imshow(image)\n",
"plt.gcf().set_size_inches(6, 6)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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/M8HLqFw2Vvh68R7JIoYiUBIBgb5aYdlK0Uxd896GwHhUZDwqMRkV8QyB2Y2I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/Qrftx+wsDvkwX/CthbCDdPwJ68geuvHa7VHlf9U2os0VnS5g4jElncGVylZf46aFEchbSO\npihHEdYm+AXYOdJlQlN55FR+zan8mk27xWR0wM3okDhIMB7eUtsO2eWKTmHQyQ06qYGxzVDiGHUZ\nM80a5LnCrNvm1oZmY85Z/pFvHr4lTRQeNzv8ZfMMd6NQ276n5n6g5t7T2lmwt/uAvuuwCZsM7vq8\nufuEwabHo9hnaHbJcxGjEVErrWmejNBSjzSrMcocRuILRq2Ah3ZAoxnwONnnQewR/Hdga08hKjnN\nyZAXwV95Gbzm6OSWPXGA1dygKxH94RD9Q0L/YoTST1F6CXI/RVh7ZBdb8ost/swhqsZk1QyqsG1b\nDJ0OH5ontJwxmhZyJr3nmHPed48whEOSrk4pT9CFDEEogAyt8CkVa1r5iGf+FafBJSf+Fc7oEXUz\nIt8smagC4X6J4KBL1G9SfjegNBEov/NZiuA3IG1ALoq4roUQNYhTmXp8RzO0aXkSUWjxcXjAh6uv\nmAddTm50jm880ttb7ns1rg5OOD94hbdbx+wVmPUCM02pPo6p/TCi+nqCNgzwZiUG6R6qk3HYvObL\n/mte9N5yXa7/EkfcCzp6pmDMZLqbFV8+vEZfxfTi0ZNmT34Cdm4IJKpCKOrEiUZp6lI+31I6d1kf\nVng46VOURBJk8n8N7EJ9+mkKhdIqZ+9qyqfCO6yVz9XpAVfCAQO7Q8NY0GiMObPeUlk/ULq8xXNd\nwizG2A45jkVaLHDJ2JKyJePR7XH9cEIYRPirKs1Pxhz3Jxwfj9lelljflHk438MUFnRaF7x4dY5t\nLJjfHXJ/f8gPPx5QFOsnRzFhxrbuMDlssjlU0Ho+tXxGKx/TzsakdYmgrRNYOn5oE+kmmW0i1FUq\nz+7Zfz7m4Pk9p+kdncUcYxlhbAMO4jvUJGE3eaBkrinP1pRer5kqTT7Ku3zcfc74pI1TXVOtztmr\nXnGxPuXD4ozNskxpu+W4dMWX8fc8s89xWzZb3cbdtTGUENvwsA0fowhR/AjFj8EreFjvcbfe42Gz\nR1sZctJ8z0n6noq2Yk+9ezL9Kn1kKcEyguUSHvwe19IJoX6Cq++C5jwpJJJfgJ3tUhQFWhiSTxWy\nB4XgRmF0oTG5k8lHwycFU1pAWpDZE6KOj/uZyPrMhv/9bwjs7bDCSqmxSuq05Qn/q/1/8sy+4Bvj\nW4RFwWDRJ1qYpLqDVdXp7kj0fbj/HiY38PBXgUvV4bzX4zx6To8pLe6JMSgikeW9zvWgzGu5SeWz\nJWeujCLHWH6Ieh8j3ebIVwlNHjgtXvMb/g8+NL9i0u1xM9wnLAqOHy/ob0cc8z3HucBxJnCciOjb\nApZPmt5baZ+Z1eZj5wXiMTSSOS/ij/zDwx942O5wtT7mh9UX3C6avBhHvBh9pD6+o/kCdl6K7EYi\n1+mvGNzv8ubuV/zZ/YrUkskaEnkuotdDarU1/eqYQs0ZJk/mN4u8RlnbUtK2lLUt2+sKc6H5lGG7\nPMmadBDljOZwyIvhX/iH4X+ms51hNTPM5xmaWdAbDOj/PIZvRTgtELwCQYLNOGf2l4LZdznBQCI+\niMkOMjgA17EZqB205glpSeA0O+c0O6eWLzC6AWlXZyl0cfIULcsQsidg61JASVrRysY8v3rPN5ff\n883la+LRhulVxuQqY26WWJtlVl/02X55SHMq0PQ8wndjVgL4u5CmkJkSnmsThzLrzKERN2gGNh1P\nYpM5/Dw44HvrK4arI7aXLunFDfqlyO0/VLn66oTzv/8N28M2phxiSCEVf8mrwZLa6xGv/tNriGCg\n7KGrAdRTDpvX/N3en/jd0e/5v3v/gYfeEQ+937GYNMjONbJzjf7tCG0Ws7d8ePK2yf81sEVSRSGU\nNOJEQ50sqX5Y0/1uzDDqYjgR+Z5IikKWP737pwxbedpzwy/AnvDp8i3iOudW3Oe2dsDrnc/4rfEH\nzqy3/E76A8Jwhit7bF2f3M9x3CGteI3NNSsi1kSsibG9Y8IgYjzUSBYhrf41J/o1vz665q83X/Jw\nv8cP//xr2pURvX+ccPZqxf7+Hf/0n0/44adT/usf/5E4nvEkEL5HOAWh20TcUdB+61Nlyo5wyyHX\nbKQyQ6mDK1n4qxKxViazy4g1ncqzMfvfbPjkN1ccRXe0HxYYDxHmLGA/uaWfPJDFMuIsR5w+RVC3\nmJ20+O7oG673D/i69kf2qtd8XfsT6kXMJi1xMzrCSbc8C674XfwnvhK/Y9GqsNgps9DKOLFHLVpT\ni9YYqxDBLxCGBf7EYOPXGHg7/F/+P7JvXlP4Gc10REscs6feYVrn6KWIkQzDCIZLsOIvCUs1xvZX\n4Bw+Gccg/EuGXeQ7rHAoQpFgahFc2YTvJbLrMdnd+AnYaQYUUBTkvSlxx8f7TGT99/a/ydN/d2BH\nmoaahrSWQ1r3IzrzR5rmJZI5wdO32NxzxM/81nLYLT+yW3/EbEQkicl24zCJS9ypJYb158yWu6y/\nr2NsC8bCDnenz4gNGcGz2fE8fuNfc1yd4VQTgqpFoko0y1M+Lf2I7azpFBOSwuG8+IK13qEkhbwq\n3iPhsatesutM6ZGgKnVmYR133kDQ5CcbTgFGWoeb7IA1ZRBA0jIUI0YTAkrOkm75kWf1j+jNBXuN\nCY1ujDk3CEslHvMyi7syN/ELrhZHTP0mXmY9FTLGgApxquKqNvNaHU0LUdWMTj6nmrmkkUy2VJiF\nrafdSmqTOjJSO0PrhWi9CLuxoVWa0SgtaThbhKrC2O2w+dCgGKtU1yuqpRXVl2uCfYOgZ+BXDVaF\nwvxQZBZKTJsl5JLCoXWPGf0XpChFjmOmSZvCE0m2Gv7GoRyu+WCd8WjtsbYbBMGAxNUpPBESgVjS\n8EWbLWWCrUmiKeQ7BbJfYE4LKlJBVggEokSuaASGSV7XUPZk7DOBbrbhrH5DUf0zLclnuSqzuiyz\n3JbIPmiIYxk1EpALkSJQiTc6nlpibnYZHp5QaQwJnrUp2wln7g3bqYerOLiyzTxoEW5sZF+iHIXY\nWojejhHbKWHPYL5b5Xp3j1J/wbXQZTLVcOcB/ioinWpkocZKr3Df2eVt/YxyuuS8fMy0XCcpS4gd\nhWW5zEDtYbNFExNqyhpZzai6K/Zv79nIDuXZitltidm6zIIKbqmOa9VxzTppVSaqang1E2EvI+jq\nRI5KLGosojq3yQGl2KXs36MaI/SdIcI2Joht1hc1IqlCPE6JygnxNwme1yelhoKJ5UDZDGmOl3T/\nNOTmzRL5NiKei0SpRH6dI7+JUdYhLAoSU8E9tYgXGWwSWIMehVQQKKtzyuoCZ7EmnouM5nXIwBGW\nWGxoToc8vOtQDDqEXg0vgElS4zY/JlFN1pUGs7yNo7ikY4lsJZGNJWrCgmppSb20gFZBfgBpXyCr\nCEhhhHG7oXw+YffhCvfBRnwA0wlpt0ZkgsBYb7HQyiz1CgutDN6M8sRFG0bYG5cifaJf3hQQ5zlJ\nLONlFrGnIcwFtEGCFBSs/CrDzCIwLOYtmD2DeQKPmzOWyS5RWkZLcuralHp1Tr09x6vpeJqBm5kE\nuUGom0QVk7glwNaBdQTLFNFIEJ0UsZShnHgIpzp5WyMxlb8dsAUKqv6cxnhK43xK8+GBlnpFpk4Z\n6jlqZ8RJ9y/UOxtq9TW71Vv0mo8nWCzpM67scne0yzg+Y7XdJfh9mY2YM9J2ufpkTfRKRx5FPB+v\nOJ1MqO+H1HZitl2HzJVpt4d81fqWw8Ulq0JnRZeH4gDLSag4IQfat1SYUrOvqGVzLE1iqPa4CF8y\nHL8ksXQwAAPWlLnKj5jGTQihKAnkJcgcAYst+/E1YayyG1aoerdUvBDbq7Ka7XM7O2T5cMiDf8hV\ncsQyqT4tBC4wBAIIC4OFUSOrQ1lbUhVXdMQRRhEw2nYZTXosJ3X8gU2U6OQVCbmcYB1sKe+vqPdm\nNLszqmMfe5yzKSpcR8/5+OYlvu5waF1x2Lni4NkN81qDea3OrN5gWTJZaQrrjko4lbF8gbPgml/7\n1wyiLo9Bn3u/xyJoMB+1uRkdY64Dho0Ow3qHSb3DZnVPNDFh+uTsF4kmG6HKTG6xcOosSxXWBw5m\nnKBOY+oPERLgqSJzSSIVJOS6iHUiUI/BClfo6gc6WsKxPOTd6jnvl8+ZvWsgnCuoAwkrEkhk0CKQ\n/KcpLW6zyfToFMOJqTgxHcvl+egHNtsG59YJH80TFlmD0HUQMg1TETAaoBwXiCc5wb7GfbPPXxqf\nsaw4nN/XeLhTCe4npAnkMhSyQVjVGFhd3livSEyRd9oZQ7VFoolQUVhUq9xpu8hCQlnz6NljiipU\noxVHN9do44j+4orxucF4YTASKjxWXjLovcTrVYlbKpumzaxZQ+xkeD2DvC4gShnzoMH75UtWiwYH\nq/ccGT9xdLRF2Wy5Smtcvdvn9moHWc+RaznKf8iZi00CdpGoYOci5Til+ujRuJ5Rulyj37pIfkSR\nJ+QfU9IkJe1kZHlOXi7gG+Beh5sKhAKasKbGmj5zGplHMFBw32pM3+3SiGb0GdETRsRbCfnxEPfR\nZbzcZbkquF21CNYlBtYuDX1GvTnHEHyiiUY41Yjfq5zuf+T53kfU/YCsXSDUU9R6iC656EMX7WqL\ndrWhv7lB2aZ0txPyjowVuqxFh7fGKSulzFoqs6JEstawrwPaP8+evOQ7UHQg7z5JqImAJUhBhjaP\nsW8DpI3ASOpxKZ1wpR/hdsEVwWvA/LHD+PGI4KGMFkTsK7e8aLzj5dFbLppHnJtHfEyfEaCT2jJZ\n95esLzEhqMFWQ2xHKHsR8m6EehAiHVkUNY30/wfL/+7AFsmpeTNOR285O/+Z2vk9segRiS5DLcP5\nYshJY4PTuEBr58iVCKUcsVIdlpU+o6NX3Pu/Yv59l9XrLsGfy2xqAqMvd1E+SUk7GkeXlxxeTji8\nuCLeN/B3LNxuCXEr0G6POGjfkiw0/lh8zT1f813xFS+MDxyYf+bv9O/YL25QHRdV8sgMiceiy2X4\nOb8P/mfckvPUgqpCgoKb2XixBdJTC3ReFch6YGlb9oprrGLLtrAQ0viXqHD37RHvv/2Snx9/zXjd\nxTVsXN1+Onv2eOo2mECo6mS1Ku6OQe4IdJURB/IN3WLIGzdn9djAvSjjbyzyRCKriGhOhP3MpX46\npXfwSGs6pzr1sKc5k4cqN3fP+cPH/8BcqPPFF3+GZwWlz5fcq13u1H3u1D0WWQWvreOGOuoq4tOr\nD5xdveeTqw98G3/DJiyx8JvMkgbqY4x2GSNNM8K+TuDrhLnOZlQlvDUpbiWKtUAoPAF7rrZYvGyw\nqlVYHzrIcYhxX2CUE9RYYKaJyJJEJshIdQn7mUjNAs1d0Yk+chY/8rC9QRpmzIZNspGKMJPR5iJ2\nJJCIT/N9JR/yWMFttJicPad4bmGtzulMPvDp6AProkZQsbksn7CU6kReCSHTMFQBvV6gHBWIX+b4\nxxp3dg/f0biS+yyuAuaXPsF/m5KpUOwaFLs1orbBsNch6xWMe3XGWYtJ3iLOJXKtYGFXyTUghZ42\nxrVtqAlUFyv0SURnOWK+UHlcSgyWEndCBaka4x9UGL14TtxX2HZtpt06UjXBMwwKXUQScxZBg/W0\nzvndS9zApmZusY6vMdYR7m2N91f7/HF4RvlrgfLXApWvBaKyTUgFiQrmMqD0OqP62qX+ek5pvULf\neIh+RBHG5B8T0kFKUsvITnPy0wJOAUeHSIShiYpEjQW7wpheNuJ60GfyQ5+bf+ojez5nwpKXwk8I\nacjWd7n3c4pcYbUqE67ajNZlSurTHNFKdYkiRLiYuDML/73BPzRt1EZA/8s78g6IWoKihugbD33u\nov+4Rf2vW3pFSFecUIjv2ahVRkGTsdhkYhywEUtshBJroYSyzmlfz4hfKxTpL/YFB1DsQRFBsXji\nqeTn6LMEK/URNzCq9Pi+8hX/T+l3pL2nmkp6WhB9NIhyi3BgUw03T8XJxnf8x6N/4p9Lv8M1DD5k\nzwjRKRyJXBFAFyAwYKvCqox4EiB/EqB/6qP1PUTLprD/xsDe3TzSWk8prbeo65hsI7MSyyzEMhsD\nOmlBVwG7BIKWQZSTzwtiScaTK6yUPpPKKbkmY+UphjfE1NYY8Zo0TwjEAlUMaYprnoljVmKFmSCS\nYCKpGeXaisbOkjyS+NH7hNAr8eg/o676uOYFeUmmkGQis0IUVggig2F6wm16wnn2jK1donAEsIWn\nTFsEMpDDhLhQcHWTZblCyVojiRklcYWeeSSeSOoJpJ5ImOhM3RJXswarjY3uxDj5iAYJUgKS8NRE\n5c81/EcNr6wRxSpaNaRVmXCg3TAs+qhZTJxoSHlGSdxgKT6WssYuFljRHMFbIcoeci1GtQskRIqt\nTDJSiHKN2FaJWwrJvkLsycSeSDQT8VKFJRZLysjE7MUqkZcgrBZo2zlOOKeezvBDC29tsZjUCQfG\nkypC5cnmdqGTzlWK+ZNGOhVVIknH1228tYa3lnGXAnqikNkO2Y5JmFuIdQVLi6inC9QsISgMJkKb\nirjBkkJq4hpTCrkT97gWDtjhgbY1pyL5WKWcTI1plRfsWw8Eag3RSUjqJca9EzpJiBfNiIcGYlhg\n1zya1TmuPsJOPYqyzPawhtsvE5WNp8aGWGblOQSpwBQNaf6Atpiyu3og0mK8cglv24XAoCgECl0k\nrwgUbgpuANstgp4iyR6KHiCR4WExLtpcFM9wwi3myqc9mqKuwPd15pGOIMkIeohQSaFTEPZ1Fv0q\nj/0umhMSo2Li0UlHRIJJiEGESaarSJqMoQtoG5nYd5hPW9zm+1SRcCUJX5FRHJDMgroZUqstaDxs\nsM0AJU9wig2tYsRucUUpW1GLZpiCj6TliHmBoBVQBsoyOBLYGpLhoqtQknxq+YLV1mQ5tCidWxiu\njyQk5AjIckFJ3dDTBhyXZFKrT6pKpEKZWFLxdIvCzhHijE3FYVNx2FYtZrU6bsMia0popYhavGDP\nvUOdhzS2M9QwIs4V5FRGLETEoiDxFFZhlftkl7tsBze38EQLr7BoJAu2kUMaKE8FYpGnuk8px3a2\ndEpjjkpXNNMpQuG/WDAAACAASURBVFKwWDXY5BVu9QNuhH1urH2MPPiXEBcCeVUgLgmIeY5WC7Gb\nW2rdOZbgIecp+VpGSAuMeIMRe6jbCCkUkHIRURLAyaGTUxwVqF2FAh0fhxWVvx2wf3v3J5KFhJdU\n+EH/O8KqiKuDq4FvF1Q6BdVKQVkv6LgT+tN7epM7hDAncRR822JjV+kuR3TNMd3nIzRxQb5dk71e\nY/88Rxs/IE5WZJMC2YiwS+5TVqyDboVkxwKBoxFdK6Q3EsVCYC7Vedt8CW1omtOnWWoBxJHCO/UF\nA6VLpggIagaqSPHfiwq/mODjC3ixxTRrciMcUBZXpMLTjL48KhDvfISrAOHaJ38/obgaUHi3mNGI\nrjink81pxBtMG4xf4j7ucXWzy/V6F7Efo54EWKcupe4G0/Gf2vPTjPp0xeH8miPvBmO8Yh5IzB9l\nBuWcRSPHbxRkjQKnt+ZAuOLX1RJLyhydXtJqjNGKiOp4RnaVol6t0L0mGV3mdJhHGucDlXzQZjp4\nQVQxsP0BvxX+mUPpluvikOvkiEFgPO0OtsCKp+ciATZPErdflCuFXpClKfF5SHTvMi8kkqJG+qJM\nahtkBxJ1a0HFWxEN4f5DlYuPVZrJkiN9yKExQpUjuo0hr6o/EZ9JnCVv2EmGWEmCnLk8zy9RCpUd\nbcxQ6jDy2gxHba4HRwhDkdWwjun7xJ7K880HntkXtKUR+RF83Dvmmn1mSYPoR538DaRKhiDHCKLP\n7mTODvfsPDtnmUdcSS2uJyFJotMrhrwQ3nLKe95Perwb91mO+5i1mN7JhKOTKT17iRRmXGye8TDb\n58C74YgrDu1rwownkMdt3hR7PAqHrIQauSDiCyZTmlxzRIkVBQIdRtSEBYmtkrZUEknlefGRtjxA\nkwPyigSSjlRzUJ7VyGwFb6OQ/0Gm1tvQ2hvT3BvT0x7p7g7Rfh3hmRb25Zbjy3PSixxLdDlrX9Bu\nrzHbT2o1Oefp2G779AtQEaEuUDgimSIB0GKKKWw4EC5RyIjR+QtfIKoJcTvlpLVkr7NgezZluzvF\nrU7AFpG1GFlKyAwRc99H/ybEcAKqx2vseoAWpCj+mmfza4S5wGJRoxaO0A4LZtU+7qTOZtxkPW4y\nL5qMohbjbYv5skaoqESKSiSrrNUyQdMgO5EQcqD59H3KaUZfG/BF7Qe03ZjCE0hihdfxl3ipybnw\nDFe3cJwVO5tHdvxHdjaPrL0KV/oh1/0jkqbMYq/KXXuHN+Uzbre7LDZ1ko2GtXbprq7prq5pLEYY\nEwF9IqDPYeWWmYcVFnkVnadFeUENlejf5On/AGB/y8X8iLfJS37WXzKotYhtSBxIyqB3crRKga7n\nPB+958sLidKPU5RZQtKS8Zs260aVk+yK59ZHvn7+Z6TNhNkiYnoTka0DNH+LEGxJA5DNGLuyxahH\n5C2R3BbIqgJ+TyeKVLIHEZYwKzV4q79k0mphVn1+Ea2SRRLzUoV5qUpWEhDInlzBUoHCF2AJBFAE\nAl5iMc1b3Ar7lMQKAgWCUCCFIdptgvrdGu2PS4r5hGI+APcWK83p5zecRTccxWMqKpQVKFfgh+gT\nituY0bsK4k6CRoDV3FLubzBtD7UdIagZNXHKC+8tv4m/RZst+eGxyyLtMhRqLD4t8D8vyHeg5Gw4\nqF0jHiW4okmttqBaW/y/xL3Jj2Tpmqf1nHmweXYbfPZwj4jMiMjIzDvU1NVVFA0qhiU7xII1QkIg\nWqx6gwRs+BsQEgtWvQPV2Leme29m3pwiwsMjwmdzc5vtmNmxM08sPKsaQV2JrhLqT3p17JjsOyaT\nTM/36X3f7/dD4wHY2iuLys9vERZbzPFIgXlcI92oTDZbnG00DrsOR+49nwgfWEjbaFnIMqxw73X+\nNbBXPABb5AHYuR+ueUCDdBQT9QP8kYPTzmGd1Fk83kfsGnTMIR1zSNOZ8OZ+hw9n27z+coeuMCVu\nSVRbNp2mxVbjno/qEvnailY6oJ0OMZOI3CZGts7pLBY88q/5Uv4c183xfnjC9b3G8r7G5f0RXXfA\nkX3OyfId3fKATdfE3jH50D3g6m6X2Vmd4MwgmwnEYkIqBgiSQ7U44+NCnx8fvafvZIjzA+aTgM08\noCMM+Vh8w0+FnyNdHbG8XHNxFWN2fTpin6etPm3T5dY74GJ9xM10n8+jrxCFlK38CC+DSdjmfHPC\n6/gYm302QoVMEHEEk4nQBBIaTKgxo8WIsrgkzUukkkRalOik97SEe1TBw410qOlIBwVku0pyq+Lc\naHivVfLdkFK85qhywUH3gsq2hW4GOLs58r+wOQzPqd/dY8g+rfaC1smKtKeiAnIGwpCHU34CUIas\nJpLmJRL1ASFNpuyxJiesH+R6s0Pe8Qw0eNQ84/j4jN1Hl0wPJky2J0yqE4K8RiqLpJJAYGjoux5a\nPkA/8KmoP7irezH6bMPRzSX1a4v1Oo/fkfH3ZGadLv23+9y+OuRmc8Q8q+MEJq6dw7V0El34u1hp\nJbymQXIkPeywmyBooMQJHW2IVo3YFu+4tvY4t474JnzJfdTGEQ0c3aBQWLK3ueQT9xUvpq+4dzrI\nesyiW2MiNbC2y9y0ehTKT7jd7LCwq0R3KuZgQff+gqfDX3A4PaPoQ8GHYiBwbe/yITjgQ3pIgEqE\nwoIq0b/NlMgnk+9Zr0t8GRd4oz7jrHiCWE4RSxlSLYVqilBIQE+JPJHWTZ/HX2ootz5ZNyPuiUQ9\nhWJjzV7zms+2fwXDMef3kLyH9VWGKKWkUkogichzkKcx6iQlzsv4bYW4reLJKvHdgzC+FMZshDxO\nPsdta4esAelGIrVF0kBArgVI9QCp7qPGIZmnkLkKWBKClyGkGZKbELsKC6/KdbBHUVuhiBGqFKKF\nNubIxTxdkP5lRCzYCMIEVehTljZsJ6c8jU75OLulgkTFkKhUJfyByPWgiX51DKMIsRUhPY6RkwhV\nDdAKHrq8obUY8lg+5TeCv0GeLZksnvHt3GDsNZjrCqttDQcTsxKx1R5S0CxCRYEfdOPSRMScbjDf\nOgh/5eKM15xLKplUYiXmWKNzSxOoozgfeBLd8TQ7wxbnjIQW74QTlCxCCFIEO0PQUlQhQCZCMFPQ\nRKRKjFKJUFUf4d4nuXbxv3Sxnxe43a/R7x2hHmsUvSUld8WjxQcuBhVm73N8+90Blpqn589wZB2l\nHFErzBH2YorHcwzhQe0RFPR5QPn2Hv32Bnt6iZ0VuFofkLgys2GD6bRFthR47J2xF11xEFzyefol\nb/dPON094e7TDhOpiXNmIl5naO8CMjwyXDLZpvJkweGTMZ9376jM8wxnM86ma/AE2tKAE+mMz/mS\n8Vufd28FlLcm2mFAbeuWncdXtMsR/c0+d8suv5z/hJzqsGdcExQ0QkXAiurcBftc+Y8RlAYCOnri\nk4UCS79I4IkkckZVmNESxxwJ56ALZD+k5wrphnK6JEszvNQgTQ3kTMMMNWJfIz7VCd7oyMuMWsPi\n8PCSk84ZQi1DqGUEgk5+taFyNUFRHTQ1xmiCfgjr/Rr6OEYdhygTlyxIESSgJqA0YjAF4kwh8lQK\nocN20qfHDYgy78WnXIiPSAsy+60RvX2Xnz695q4ZcFf1KWkuDiZRLBPFCq5goDU99LaPIfqUZjbq\nNCadyOh3EZ2LMb33Q3xX46qxw3V3m/Fv7HCpnPBu/ZS3/Y9ZCpWHzdUGsCDJZ6QZpGLGRskTVLWH\nFsoMhDKgPuywG+qMatniwLgklmVeRc94tX7GB+GQgrKiaCwp5+f0hD6P3VN+NP2CK/eAsdTiQ/0R\ny3yZoKUyr9S4yu0wSpvYywJxX8U8d+hc3fDk+mteTH5BVROo6FDV4bvgBYkvMHOrTN06HjoJdZaU\nfi1P/38H9nKnwMaX8AcuiT9GX0jUgiW1zYrqZo1czVACkJWMA/UD29IlqmBD7FHZ3HA0/QInjSim\nQ0ZKiZ/lf4dQ9hk1YfQYwmYExgLZWGIYFk6zhN2qYOsV5DSmlD3oTyhKRKG7pvlyxC5X0AX92MNo\n+0SqynxVZ7aus54VKExHlNQ+ZfUOuSQiVnKIZROlKKGPfYzQR18EZJcZeCl39ztobZ/cloO5tUGT\ni1AuIWzvwtMNK1OjmNd4mZtRjxY8WS/ZXgUUUpXlfpu7/TabvTbfp4dczes48oPb9/W6yVeTl8xv\n2oymDcrTCT+d/hlPhudsD64wlxtCUYZaEaotEmmPYUXi22UZ8dsdmt05ha0Vha0lFDPmWe1BeyGp\nUE36VLM+taxPVlIQOznUdgWz2kAlQCFEJSQ+6nDV0PhZ2CXMSoyrLYwnGx5V36K7GwzXRj+3eaa/\nopu7xMg5pLpCqzjmUe0M3xTplS/QjTmOGGNZMvMznYlZQD3XmQcGy1DG8TJKHxY8tS+J8xJNaclx\nNKA0dQgllSFtLvwDLpb7KEKIRogqBDScOdvWgG1rgGYHtP0+z4Kv8P0MOyvilfK4n+boyvcUtSWx\nLrDO5ZG7EU1pQjaHoujQ2FnQ+e0h1qMcER4hHhkOipJyk9X40/MTlvMqzmhBZ/Ml7VCgPntFpkyY\n+rDqi/iWQhrp2G6B64GM+bpB24pwP+TYH91Qdmye575nr3GN2fYIJZW67bJnL7H9IbncjHx6Tu6D\ngj3WWBQ1rKJGUHSQ82uKBYtmYU6aF0gLAmlBxBd0brNtztITFpsSo3EOY9zn8fhP0EYKmqqgPVPZ\nKfd5IpzSvRpScjYIYgZChiCCcOkjzCKEKHsgQgT4INsh5Xmf3ugrTu4yKBlodRm1rqCVUrTYw3pb\n5fTtM8bfN7gZdqnFh6zLFYymz+fNb6AlYTQDzuUjlpMa82WF2VWVuVJBFVyKTCkxI2eGmJ0y5XYZ\nd6uEtIi4veiyfp+juraoiQvqjxYISka/2uN8dczZNyeEU512fkz9Y4tMEKEGxBDNFCbUmBg1Jmod\nlRDZjxFWD84xSIAGsSYzjNvcpx2GtHltfMRVcxfX0NAVl/KWRT03ppFNSEKJC+eQwDLxbBMhyXie\nfM+j/Hua+TGN0phGdUQ61VgN6txeRcj3YDhQEqFSEdDaEmlbZrMlsWoVWThVpl9sMX7dRMpi5CxG\nypJ/i8DeLrCZiQSK8wOwHdqbPkfqHfvLe/QdMAIBQxGoqBMa0h2qYJNFAVX7hqMkQXXvCZU6o3yd\n29oRjqKyboGdAyn2UErXGKVriqVrhuI2fXbpC3vkM4fj7JQT3lJXJhS6axqM2Wleoxd9yg2LcmOJ\n6+c4T4+JVgqbgUkxGNLxv6cbfIO5L6J8VEaplzF1iZK8ohysKSwcLr19Lu/3uTT2EQ5TSs8WlE0L\nreDiVhS8bRn3iUy1MaLWHLHfGNL2RuzcLdm5C8g5Cnf7Pc72X/D24AV9J8/gTsdVPMRY4NpuEkzK\n3F57FK/HlK/H7Fy9Ym8zoOcPMH2HUCpBuQiVFmlpn5FQ5rvlNrNvn3JgXXGUvOeo+A6t6DFKt3iX\nHHMeH3GUfMthGmMwJivJiI9yKJ9UMffrmDjkcDCBJNfhKtdjGoiIokRYkzGLDkfbZ1TORpTfjSh/\nGHFYvqPbHmCYDomh0yqMOK69Qyx45EoXGPocR0iwFjLzM4PJpoBS1JnHBlYis4kzihuLJ5tLmvk1\nRXx64YzSzCH0NUZ+hzfLj/ly/CMkIUESYmQS9tMr/PhbCpFDz+/TmfV5Ps8ozMbMt5ssDhpYBw0K\nlQ0FeUksC6zkPJIa0ZKnVOdLmsKczu6Q3co1VlDARcRBxEsEuEm5vq5xc64jzlOk1YL25gtKsUNt\nekcaTJjMYbWS8JYKSawROBWuBw38NyKtcUj7esTe6JqfOr+kJ9/RrQ8wHrl4JZF67LKXWGT+kObI\noTHc0PzgcCE0eS13WcpdgqKD1FpR2LJobc2Jt0RiROKcSF/cpp/tcJ4eMnfyiFczjFe3PD77lkpJ\nolqWqD6TaMhLWtmY5vWI0s0GpAwkEGRILmLiWUwSpQ+1hxDwQNqElBZ9uqOMxzdj1OMc+YpO/qlB\noFYYD1tM3j7UCnK3PXJDi1xkUW9bNI+WfP70a6SGyCxpcJE84otpHccxcTYmjmPSSq45YEWTOdXa\nhPKLEqFUJtwqYVllbi67fPOrj6lJC472Ljl6dEmu5nHn9viwPOb1/Qu68oC9/C17H9+Q5wdTgxi8\nmc6p8ZjT6gmOqqMJAXIQI6zShwVJA3KQ5CTukw7fpp/wLZ9wa24zNFp4DQ1dcylVLFr5MR0GxKHK\nxeaI98unFBY29WjG8/B7KrkF+ZJNvmqTb9qsJjX6gz2U6xhpAkYEJQnKVYHsUCZ9quE8UVmtisxn\nNSZftBi5HcQ0QcxSxCz9RwNbAr7i4ZjTfwRUeXCJ3AWugf+Eh9LT/2usdgpsbkUCxSX1x+iLEW3h\nDU/EU17q7yk8FckHIgVFRFAjEjkgFQKCOKFqX6M497QWGq9yv8er2hGv3N/BqjZIW5BsQz63xmh8\nR6FhUKmHvJuf8HrygteTF9TSOWQJW9k9bWVAsbum2Rix89EVJWnJljxiSx6xGleIUoXJusVw0KQ4\nHdGZfc/x9E8pfSqi1xtozxuUihJb8oxWMKW6WPIn/h/Q97e583eJJhJ1c4y/p6NWfOaVBrPtOnO/\nwec7v2R/z+GTvdfsrodU3q6pFkOiqcZyv8erg0/548N/F2e2ISrNCJUpQiRxvW5yN25SNFR+9ObP\n2Hn9ih+9+XO2WFI1I0wzYtmsQ60ABy3S7h7D221mNwmntwnP7O8QigntnQFSFjNKt3iTfMQvo5/g\nJTF6OqHLKWlJRjzOof52BfNlnRIKJQRKxCyXDa6sJgurhSF7dKt9etVbOtkNW9Y5W99fsHV+QX3L\npWZGGFsRkQ7Nwojjqki+OsUvD/CMOY6YYC0kZhudyUUBRTKYZwbLTGYjZJQKC1rFNVrhFjVNUdwY\nZZUwmzUYrjqcjp/xl7e/CwIIAiBkPFNfUTBcDvUrDtIL2sM78jdj9m6+Z2Ruc/9yl/uXuwi7IgVh\nSSwIrJMchYVLdbGkMHdxzAHWThGrXGJpFFlSZEURKyhw8acm59c1Ls63acyHnCTnPE7O2c5GmGFE\nZoVMRVglIn4ikyYatlPHH9QYpDVa+YB/Z/Fn7C1u+H3nz9AVH6URoT4K0bo6NdVlX12S8yX2/uqO\n3cGAvfMBv1gfYYUvOA01glKCfLimeGDRPJwRZhJhTiZsSlyJ+9ymO/wy/QmzjcHB1V9y+MU3HPz1\nz+n9RGD7J7D9XCDnJciX0QNEpsnfeU6igH+bEcwygjB7OLEZ/QBsO6Q0v6M7HOPcfk9+p0C1XKDy\ntMA0OcLtm7w7e8Lplx8hui6i5yLGLj8pf83u0c/50U+/Qa7Dn/d/j/O7R/zN8DdJ70TSvkh6J3IS\nZDR4h8acRu8SpCJ0imRZiV8tXnJ72eWrr15Sa1o4BwbKUUDjwKL/ZpvzN4949eYF5f017aMRv3P8\nl3TTwYPn6x2slwWMqoOT6NwoPVRCpCBBWP9gapEDSpCEEvdZh2+yl/xR9s9YmkWyXEaWTynqS0qK\nRUsZ0+OOi+iYC+eQS+sRR7MLfs/7c5773/Ox8RqxmiI2EyQr5W66x+nAQrmOkJdgmFAyoVIB51DG\n/UzF+S2T5VdFFjc1pl+0GN92eMjf8FAU/UcC+78EToHCD/f/HPhj4H8C/tsf7v/53zfxa/szPjgV\nxkEdP9KI4wSbChO2uUXE3IjkLJHcVCRZZYRRSqikBEZCmMSEcUwQJzgrFXW0pmleIjsB61IFu1Qh\nkEsIvoLuxZRdm9ZmynrVJ7BMVEKSUOZ2uYdXMujr29xpPRZ6DVFLKUlrIlElEUXSVCQLIfNE/LDI\nOuoyTY8RBA9FVDDlkJIZkqvbGHsO6tpHHCUkQwl/qeONJZRzFaEqoY4FrEHM6j7AnjhYdZGJUOa+\nsIOhZCiNIeVFgCqmFOouteqCdumeNG8h6yMUZYjv5rBWOtZ9GyurMnG3GOZ3uD04xPZXmFGIGUWM\nNz2uvRbLoASJBnoE9YxMiBGKCdI6RjoLEa2Y2JBxzTxLrYofFUDU0DURXZKQfZVsnoOxQcmYsmNO\n2Tb6XAfgzaq4tzlSXUSUUwr1NfXCDK0bETwymU3aCI0N0p6DtuMiVkV00ae+miG6AQMHFlqHwVaH\n+9UJi3gfN6mRSyFDQxZkNBGUsoDYExG6IhkCmZuSuimCn1COLLbjWz4aviEoa4QVlbCioqghi7TC\n2+wJgS8T+BGhGxFsIuy4hC1pZPkMNR+iBSF6GKAFEWGmMldqLHJ1BCNF0FIq8hJZjvEVk6lisIib\nLPQ8C/IsvBxF38cQZVqCR0twsdMio7iFnRVZ6U3KuZhP9Fv8vAdaFeIqeQ9MXNZGkXfVE4yqh1bx\n0SoBllrgzm0znNZZLIuUXYtGSSM6FomnKsncJJkXSQSBjV5jUaozqrZYk2e9yGOf5+mbO8S6TFOb\nYggyOSHBF+oMpadkCkQ6uCbUsg1VaUEltcBPsRwTK8mxSHJoUwfNdtESB0GWWeXyJLU8YUthM9+Q\nm204qC3JawGl2KNoORiBxmpew7PyqHYMaQhiALmQg9It3eqQamNBXNVg9mAEsPTLVBKLujijolkc\nK+/ZU+5pKSsKzRi7pGLrZWy2CDOVQrJhP7pFt13iEfQvGoziMpfTDuOohpPPkRoSihpRFNYUlTVB\nXiWoayQ5AaPs0jAm7EtX5MINy2WR18MnrOwClWBJxV0hWwmhouIoOSy1AqWUhjyhnp/QkMc0pCk1\nYY5CRDG3otkaE+8rVPJzYlviftNGVUL0iode8NENj5Wk4mcBSTDFkxzG9TzvewfI+wnesYrfU/Gr\nGjflXabFBm4hR6iLsPHB8cEL/1HA7gF/CPz3wH/1w3v/MfC7P7z+X4B/9euA/Zf3v8t4LjPYyLiR\nTErCPToC21iZh+oIaDMB9VYgm2TEQUasZcTFmMR3iX2POPDQbIXS/ZhG+DPmjR7X9cdc1x+TuAY5\n16W2tuhZQ8x5SG225GB2wzos4A80LpRHvNKes6hWsKpVrEoFr5pDqIBUifEzAzstEMYqaSyxljoM\n8i/xhQJeaYxozChLM0TdJ+mIeKkGxQznrU4kKmQrgWiT4XxIyYIEqejjLhcESwesCVbe4apTIYue\n40hFUlOmVN3QEGY0qxNOimcEpoyiLzH1KaY6ZbGpc7YqcNbvcu+3mebbnB08x3uuY4wWqDc2yo3N\nelXlfNFhNstDDjTVI79jk39kUwsmFFwL4+sNshwi9hKynkDaUZEiCUMUKeUgzETksUryWidxVUrN\nDfvNW140v0MZZqyuqty+20POJxiGR6m1olRd4fVMRp/t45Ye0S1MCGojpPqQouIieTGlwRplEzKe\nb7NSd7jc22a03mXh7xB4LQqRjSqqmIJEQRYIDzS84xyrRzlUNcYMXMzQQV6F9G5v+byvUL1dsGoU\nWbcLrE6KCGLGZp7jm/knvFkfk6Qb4mxDjI2EhoKBjEk9spE3CfmVS9FxGMtNJmqTidmkxIpWNqa1\nHqN7IX5OZ5xrcSEeMURjjU6ChipaFCWTliRTFTTmSYebeI/zZI+S6bNV8TmpniIbCig5kHNkkkGc\nl+mb21xl+5SaS8oVi7K5wA41rq9bXJ9vsbrPgREj1WK0bsRk0MG+6hBddch0AWt7xt2BxbvDmLG3\nxWi+xXjQgnKGuuXzYut7YjVlXlBZ1I/od55wU4GSDsUM9rM7HktnPNbOyGsWN6s6Z+s2Z+s2XXtI\n1xnSS0IyzcCqdLC6Pbz9AoXgjkJwx0HgYhRijI2PcZ6iu0OykULZW3Mivwcxfggpple8Zy9/i256\nWKpBIgmkGYhxSlsf8qT+lhPjHbvqB7r5c3r5NXJbYXpQY1DZ44ZHKFJETx2xn+sThCL2tcJtWsM6\nL3GndVioBbJd4aF9VwIcCBWFlVHE6pRYiBXimki1OOeJ+BY8GFt15oMyzekejxfnPB59oFWZPmxD\niw9RCZcci+c81V+zpQxJM+FB5kUWqVXmFPZtDvQLsplIaCl8u/iEtzyltjOj2ppRq8zo5ytYWkws\n3mPn4XK3hPL8GYOn2yQ7AmlDIBUELs0jpq0mwYH6sOCNlzBegLf+RwH7fwb+mx9+0t+OFg8KGPxw\nbf26yX99/7t4Mxdns8GLN2SkjOixxuA6MxBdAWkG4i2wejByyLSMtBiSCWvSeAX+isf2BU/CS54s\nLpjNd8k6InNvi3WgkrNd6ssFvfmQ1mrKvnWDvzS43Ozztf8pb/yPOcseE/RUwp5G0FWJAhVZjFHz\nAUkmsUnyRMkDsFdyhyCXZ6YfQvkDZfM1O7KDqM2IOyJuSSfakXFFg3Alk14LxHaGc57i3yaIok8c\nOsRhDGHCsl3g6rjCItolNIqUcxv2yn3a8ohGZcJJQcY0bHL6mpK2oKwuuEu3EVY9pqHDrS0zfdbG\n39O4f9ZDejeHcIpwMyNcaqwXHexCHiGXoe/6FHeX1Han1G6mFL+2ML52kO0Y8XkCqUBSUJAjGUMS\nKeUE3EhCnigkkUEyUykdbNgLbvlU+RZvlOf2ah/1NEKqxBgtj9KjFSVlzbrXZVjs0n/UxVFukDSD\nvBai2An6VUhu4FHou8jhY1baYy73fou53SCw84TrHGIQo4oahihRUME6UPE+KmC9qKDmA8oJiEmE\nNg3o/bJPdWbxZHnGRG4wbjcYPWswytrcn/d475wwi0tkyZw0nZMxp05Ii4gWEZXYRbFj8jOXwsrh\npmpyXdvldfUjdvw+ih3RtYcYQkiAwUTd4lw7wkbCRiJBQhXGFKUcTVWiKmgEUZvb9GO+TF/yI/OU\n4/opP+69paI4EMsQyayyKt+oL/la/ZRv1Jc0GiPa5QGd3ADfgpubGje/qLE+15E/i9A+i8h9FjG5\n7GAbbeK4TSKJLLctBgdrtAO4ujjkcnDI1fkhu1vXfCJ8zfPK9yhKwFf5l9zUn/Kq/RylAqoOSgbP\neY0kJ7T1oC1+PQAAIABJREFUIYpqcxPV+HK5z18MT3geGryII/LJjFQ1uam0ue48YXPQ4LGvUPUd\n9oIBmhIjORnyRUjRjiiPbQ68azzJAC0FNQM1RS/56HkXzfSINIlEetDDl5KH73+hf8fv1n9GqzjE\nrNmYtTXrVh6/V2VQ3uM1H/NYfscT7T1PjDMm8wJfXR/z5u6Ed8UD3JM27nERdoSHtI4MbCAyFVbF\nAqNig2m+RqyJ1LQ5BWHNnd/hZrHNzWCHcn9FmhNp5Ga0ClNo8ndRYcmx/oHfKvycjjFgLDYZyQ2m\nQo1qZUZJX1FqrRkuOrydfMzZ5COsqMr29jXbrRu2yzf0c2UsLSIW7/HzOS53S6xeNjn7TEbKJci5\nGEmMmeeaTJoNwgMNkgjSFayH/ze0/psD+z8EJsA3wD/9NZ/5W0Pov3ecTx6hehM0dUCxtUQQEyJM\nVrSZSk0yXSDbCKQ3wkM7zpKHHJrogzgHYY7AlKY/JvQTtNWCUqbSyA/o1vqU04CteEw1WlAIbNJE\nJBQ8QkVlllYQrBBnLDFzDGQHZD8mF8WYgoemhyilGHwB0c8Q/AxCAdFQkA0D1QC2SgTFMmulwgwX\nRQiRpQBBSZkUymzqOlkvQ5kGGJ6N7i2Q/BluIOAFAnEA7qhGOKixvO1SLqQsrCqBryOkGXIUowUB\npueSFwOKxYhSJ2WdgOFnyA5kkYCf5UjrIt6THHFUILwoEmpVEEGRCqhKTFWdUyiuMBsuynaI7EXI\nWowUxkhWhDgNYOCT5V1EK0BJY/R8RmETUXU2NN05wVKnlMzQsyVgo11ZlK5HbN32EfyM/GqFFMTE\ngoKvaDimzhqTmVDhXmph4hEnKtVoSTVYogYxoq4iF01UrYjm5hDWCuIKtCBDEQVEUSFVDDZ7FSY7\nWwy6bcyCQ4qIgY+e81HehxiSg+QkuJnGJmdgNnNkAqxXRe4WXW4XHdL1nHSzIHUXdIs2ibFBFjeU\n0ggrqjH3V0geWEmVtVTEMXKEgYrgCGiTiCRLkYWEzIBYl0k0jTSvQUVF0gqohoFpqJiSjOZqiJ4B\nXo78VkZ7Z8Oj/SFlcYNv6/i2QeyrICd4ssJcLKBkDvkoh+vrxE5CuhEQ1wmiHeGEOhOhzqUO83wT\noazSqHmkiojYVFi2qlzXMy6uDvhgHXNxeYK4iTjUXiOZNjljjR75aDkJqVPCrenM8waeoqMIAZ30\nmu1wCyfyuREb3OgtrotttuIZm9gkjSWSqsymlmder2E1tmh3JgRuHSGqkQYxaQxRAmkAQhShJys0\nlhhKiJELMAohSUkkzEsEmkQmZZipQ92fsr25pa32qSt3lNR7VG1DbEiszQYLo4at1Al4kF2Qkgg9\ns8mLU9ZBRGo5uF7MSofQjIkaLlm0xgsSrFhnENVZmhqDZos7oclMrqAlKVqUoAUpuMKDuJpoIksx\nARpxIiMEGeraISfMKUd9WlyxI55zLL2nlY2JyjJjsY6tF6iaCxrmlN3qNVlB4NT4mIHR4dLdxzZV\nnFDCncJ9KLM2ZJJ2RFIKcas65HVc1USQRURRQEDE0YrYxQJxU0Z2XLRghR4NUaVbhjf/MGD/Jg/p\njz/kQcSzCPyvPCwBW8AIaP8A9b9//G//AilaYkRzdnYrNH+yx4O3sMwiM4hCiTiUiS4ksjVgZbDM\nwHbBsyG2gDlzRD6wRcYLDFVBq7i86HyDuS/xuHBKNT/DzytYQYWp32Dm1bkbNPCygOb8ez5xbilY\nkNehIEJNXVA3JtRzUyyvzNJq0F/tIXsxneo9e71r9rrX6HsOUiuir20zcFqINz7CTUDWj7jyt5nl\nC/DjhLq3ZMe7Y9s9w1hPuR52uR51uB51SBdVktMKkCPKqSSRTBYKxKLCdNXk3eoxp+sn6L5PYcum\n+Bs2s16d97dHWLdlxE2GmbqUhAVF2cLTE1ZFmXW9jiBn1PZjaid3VI5vCRsqoaFi+XUWah13v0Aa\nKghjH0HcIMzGsLiCzRhcG4oxJXnFI+8DgasxWDUp3N7R9yWW42NWAxW1P+Dl+i/Iyir52MVOc1xF\nu2zuQL++p3dzjyrJzHQDx3jGrXhIJxrSbgypVC1QEnaVS/6JkjIJmszcOjOvTiGykYQQV9QYS3Wu\nt3Y4N484d4+oZzMkEeqiRex53Pk9+sE2t+EOy6DM0i1jbSrMczWscgXxIKZkLgkqCUHNJKzJBId5\nlnUHVXVIxRy2VuYuv0M1XZJqkMfjs+Abust7Ovf3GJceISo1cc5e6YZlpciw1GS43cL7KE+amkRl\nA7+sgZzRtiZ8tjyluHR5vHdJe28C+xnTpEZ/tsPddJuhtcViU6Bm9fltZ0lDXbClzmmpc7IsZbdk\nMv/EZLltkhRMgvscp3/UQHKgYU9oa2OE8oPLeqIIjNjCCit4G4PUErA8g3dRA3m8T60wwYtcDnhN\nq2dx09rmtrrDbXEbe6PwwWmgjB9RnZrcFNpkWyZ7hYCuHdGyE2p2RribUGl6VM01sVwgKKsMem0E\nOUOKkr9zNwrvRTaBhDOSiMOUPWnCXm7CXm1CWhaIDZlQVpGTmJ57x4+WX9AcTyiII2aiyJ+LJ0h5\nEUZ5KObJtgyiI5EmM6rmXyNvVkwdib9wDll6ClYUUkk+cBwtWEx6LN71sEKbaRbwOmlA8hJdc1kU\nDeZFA7uoo1RM5LKJUjYRnYxaZU392a9o7Y15or+npi8QlZiifU/H/oaTfsSeM6S+uUBb2cSWjL1T\nYCI2uS3ukM82bGUjpCxBFUNkI0Qqh2QkbBYKo8sC0aqGZas4BQ3hN1XyUkhTnNN4c0VhGLPZa+Ls\nNtnsNUkFgUwWyFRQFz9DH/xLCowxm/N/MLD/ux8CHnLW/zXwn/JQbPzPgP/xh+u//LVP+PG/oFM8\n5Wnla55WvkYzzrlERiJHEJfxT1X8U5X4QiWzAD99iMCDeA2RRcaMBSIZbebU2dVsHpUtPu58y86+\nRam4oFSw8IsK47jORXzARXzEqiCRzhc0zl/RdtY0LWiI0Ighr3kYpoNZcLkLe/QXe+TWLpKX0DHv\n+aT3DT9+9gXLrSIX1X0u1D2mmxLZlUf6pUf6XcD6oM36MA/PYxrSkifuHZ867yjNZvzytIiX5blZ\nHJMtDJJTnWxkEBsaiaqQqiKRKTNZt3i/esIv1r+JrMcYWw7mjoO7bXKv9rCsMoKVYiYuVWFOSxqy\nMkzSYgW3XkEyE+r79+w/vqfzdMq93GMg91h4dSytjrtXIKmpiOMUPtjwYQzn15CfQMGGYkJZWXIc\nv6ccLxk6Fa48leuxxpX+iNY6pL0a8Il9SRbmmcdbzLIt7GgL/a6P/nWf8hd3rJRdZqUnLIpP0BoS\n+51L9juXdFt9EBP2pEt2xUsGSZfL6IDL6JAsBVGIcASdMXWu5V3eSk955T5nJ+xTky2OlCtif8Nd\n0OOr8DO+jD7D901818TfGESmTFoWEPMxpeaKTVUjqxuE9TL+gc+y4ZGqLmuhzkDbQc9FFIUNj/T3\nHPOO4+A9dWtG5X6JceEBUCvN2eteE4oScinG2y4wWaskmkHU0vGaD3mGzmhKbuxxPL6lvLemtLuG\nvZSJX+et+ZhvpE+5T9q07Cua1jVPB1fUJJeq4lJTPIRqhlNScD5RsOIi726e8u6mwftfPGHHGPCk\n9IEnpQ9ItYSr/C5X6g6jrMUyKD8AeyFihQbvxw2sd/t0KhIHWx6H7Tf0ut/xVfNThGrCrFDBlhQ+\nuA0W4yMK0xJi20D4WGf3WUhvEtEap1THENRjqi2fqrHGl34AttxmUa4+dDFkD10MTk5iNlaYqwph\nmPBj8T1qPqZXn0FJIDZlQklFDmJ6bp+yteR4fMZNluc6zfOr7BhfrYJeB71BsZ3yKHvPUf4Dh81z\nPjglzp0SH5wDAi/CSFZU0w+Uog/cjI+IQpvlOGSShbzOGkzSPJIc4mshnhoR5AWkXhPxhzhIrzmp\nnPH4+Rk73NI0ZtT1BYKQUHo7pPs24eRuQHe+ob6aoM3XJHYeWyowKTe5ZYdWNibINOQ0QZVCFCNE\nIiSLEuxLmeh1ntXrOuGuTrCnIzzTyftjWtdX7L95S8WbMfzJRww1AXunQSoKZJIAikDxRz/m49/J\n+Mj4BUfqa/6LP/yHAfv/Of429fE/AP878J/zr9v6/t4hrRLKjQ37+2NefnSF0XKQsxxeVmXhNRAD\nnexMJ74xSOaQZSlZlpFlLrABYQWCxYIyi6wOlMnUGz4q3/Nx53s+3T/HLWq4BQ2nqDOiwbmwz3c8\nIxE2dN6P6MindN237MkZO1nKbpgh54EyUAU1jjldTjF/APaWPuRF53v+4OM/4V3pEUOxxVBq82Z9\nSHTpEX7pEf2Fh/aHBuoLA+2zkEZhwYkz4Dc2H6gPFmziE24WJvLV3oNh7FwgDSHRZZKSTFKWCao6\nE6fFe+eYr9wfkx1maDse6pFHNhQJFgbBmYGYZOQyh7owZ1u6Q9cb+IUKy0oZuRjT2L1i//iOo4/e\nk9oS03UL2y5hq2X8bZM0ryBMUoS5gzCfwRd9ssMZ2ZFL2svI6xvyzoaD7JLJJsdi/pi74DF/FBzz\nm1ywI9zyTDgjTSt8k/6Uy/SI63CX3v09pe9HdP7sKzxNZV77lFe1j0iPKywrJdy6RvSxwC437GY3\n7HDDDbuYbEgQWFNEzkIcdIZpi6vlLm+Xj/l2+RKPHEf6BYH+kFYYhD2+iV7yfyb/DEIJwRURbQGj\n6lIqWBQLFgXJIalUCWsmQr1K2Aiw6x6h6pGJAqFmEOQNDDlEF31eZN/zzHtDwbLhPoMLCFEodyx2\n7FvkJMTP5Zm2uyixSFZUCbc13G2DRBNp9Bfs9oeYdwH+joK/reLtqIztBqfCY/4q/m3u7Db/5G7J\n8fJv+MnNn1CSEooqFBUBSYDkUCA5hHmujL1p8epLg/f/6hGV7pra0xmft75CrUaEpsyltMso2cIO\nKviOQbYSWc4NllGD83CPvXpI+/Mz9ttv+f32FVktZVKpclo4ZiLJrL0aF9MD9EWF3VzI7pOI7X8v\nYusmpXYDhWsJVYdS3aeirdlQwCnksYplHCH3IHaVCZDBKpO5P1W4l1X8MEKXAnZyU+K6hFCB0FDx\npIf/bse9J79ykKYR/0f0nG+iF/xVdMBC3AepB3KP7blDrTyn3vslP3a+YuZ+xNSr81fBAVK04kk2\n50l2TSVaEM5cVvOQoQBLalhCjXccAQlkcwTmoIdkJx3S40My74BS06Nc/xWf1b/nuPgewcgQ9Iw4\nzSisRrRPx7h3AjUBykuQF+BFNda1IrO9BgO6HGXneLEOSYaYRohKhChFpHaCs5DZvDbI/riM/O/n\nkJ+ZyD/NkZuvafSX7Lw7pXlxRZZT2Ow0mcQJIhmClCGoGYYe0e7aPO3MeNkc/FoA/5sA+2c/BMAC\n+IP/L5P+ycd/zn77gl79FlNzMDyP3uIO5gKN2Rx3qeF2dNzf15jfF5iOikzHJWxbAs0EdQtUE0Lt\nwZI51AilPGutzCTX5NoMmUR1pos603kdV8qhSikfSWcE84h4ozGJnrNStpHqI0o7Y9LtEWwnsM1D\nscF+KJaQxeCH4MZgp7CC0nrJ/uoDn69y5IcTRqMyo1yF6dMKzYZFj3u6c4vO7I547PLduIU2LrGy\nEnYq7/gPPs8IBJVQVAgElbo4x5c0vhNfcKXvc94+JG5L9LZuEdsJWslDVTwiTcOq11jui0SBSqm2\nYjsZ8HR8xuy+jzkcoI8/gJDRtfvUwz6lbMVBcIm2iegsRuxmN5woH6ioK8S5iLTKI0gtaO6x6gX0\n9xNeHwtMhSVqN0I5DLHmBvPFHu7igGxxxCavMC7IXBQ1kt0C/fYBk7DDclSnpLdxH+8QJFOiqENC\nmQyVUFNZxDX66z2EMWhJTD22kBKopiv20j5ZJjML66SeyNjtMHB3OLd3ma0VYntOWp4Tb7sEvYwg\nrxDVZJKuBAcSzdyMLWfC1sUEwc2wKznsco61WSbwdNBT9LZLvTSmlR+yJQ1JBIl7qctQ6eIkBYZu\ni2+8T5DcBP1uBWMPFj5SHKF9EFD1mM56xHx8xmqU4I9n5A0b+9rl+3qHWUGhKAWUJJ/iToCt5lkv\nCtibPBfeIy5XR6yTIpGhMFJqnEoHwCfkJQVDMTB0HUmWHwxd1wJeojEo7WB+FPA8e021YjHv1vl5\n5zdI8jJv/Cf07/awh2XcZY7IVMmOBKQdBVnJISsV8oUK2lYOWVdgkSHqKVIxQRYiajmXWmNAdfeC\nvGmR5mtkQY3r+zrp5KFF7265i5m5JA4U7hwOKteMm01o/l/EvVeT5Gh2pvlAC4fDtQj3CA+ZESmq\nKqurJTmcpvXYXO2f2n+1Nma7HA65zWaL6i6VKiIzQ7uWANwdGtgLT/Ya16Zvdq2XMDuGa7h48H7f\nd877Ntk0CwQLA39iEIwNwssI+WrO3rKPKk7oFK+x2gvy04xVs8at0uNufUjmihyKdxxW7mgdjqi7\nDk+cB37mSjilJfneEDp97CMB6XnE9cEh/4f1X3h92GXx430MtQL3GutRzMPIxNkukas6F7WAk9pb\nIqVKrFSI1CpCmqIGCxR/SZ4ljGo6Y6XByM2ZpXXeOM8xR1v6hS7twoi2NaIoLHAGVfpOhcusQqGi\nMusJ9J+ICOdl5sdVzNKaJ9kV0mjN/bDEPw2fMvQ7vM+rrDIBdbOiuezTbPdp/uqR+bMes0qPmW/h\nxQ0GlWdI5xFL64i0WmPfX9D58BsG2QGP9Hio9UijhPFM59WowTo5BF7/fwb2/6vrl5/9I1V7TrMy\npqBt0IKAg0Gf+vsVF3cf8VWV7Z6Gf6Rxc9Pm7feHBP4h3rYGugmWCVYb1tmukoxIKuBqFcaFJrop\ncOOccOsec+Mc01ZGdJU+L5R3bGcSH9d7DOLPcWSDcuM7Dk6/J/t8Cs0UqpDXAHJQ0x2wwxhhm8I6\nRXBySt6Kk9sPCLc+pdmI1+lzQtNk9qxMs9HnhfCRL2evEZwNi2uB767bhHOBSjHlsHLJy9571rrJ\n2ijg6QXCVCfYqHy3+YIo11h3TJKOSLd7j1qK0OwATfHZaBbURYKjAlkuU666HGQ7YM+HAvqoiDIu\nksgSXW9DPdpSzgP0MKbjjQnmb6iFc/bzByo4rB0N0SkiyE3yxjFON+PhWOTVhcJEX2ButpibLdul\nxuzhmO39CTw8YdPWGXU1PnRN0orJQ+GUcdRhNa5TNT4B+2BJvOiQzkvkC4VIVVmmNTJPJBgb1KIl\nJ+EdcpRTSRyy9IFismWw3eN6fsLN/ISb+RHTrcpsqxJv52RHcxJ5S9TOCUoKSV0h68pwItGyZny+\nec0XH78nWOm8a1zwrn6BW6nsPDaMHK2yoW0MeWa+4Zn8hhCVV9LnhKqGl1oMwxbfzl8ymzZQHhYw\nWcJySSVYcPZ+ylk45aA/w12k+Ms56eIDW6WAW9D5wepyVT+gdhJQOwmo9kIWixrzRZXFvMYo3mMg\ndnHFEpEuM1JrIB0zx0OTiihKBUWvIMoaeQKZx061lWKMz0I+338FmsSsUGdq7uEJNiO/xWjZwtuW\niVban4Et6wpayUQvlSloVfSkgJyosADB3u07K0JC0XR5Wh9wcXhJyVhybX3GddjjbnCCM6nxOD/k\nrbOisxlw1L/hML2law7ghcDmRQHqEMwNVu+qrF5VEa5WlG771Be3NMR3dKwZxfaC/CRjUSzzQT7j\nm/VXZK5EIqqUqx6dwyH10Yon6T3pes2mPCE775O9bJJfFKEtcNM+5Lp4yPiowFIroO8VSN8VWX9v\nch/sUYwdeu0RJ2djeme3+IUSG7PMxiwjximF1YrCakXmwXd5g+/zY6Zuxtyt8UZ4zlqwGGgdvih9\nj2LHFFQHd1Cj755wmR4jFU0GhxK3L2XMZzJxU6JQ3vAkf08y3nD/vc31d0+ZuQ0e8yqrHFR5xUHh\nni/ab/n87C2v2z6vygWW/hFe0qBffsr23GZRH3JUG3MYTDj6eMlV8QLZSnFrFls3Z/RRJ/5Y5+Gx\n9xd5+tcH9ot/RJJTZDlBlhPUVUx9sMR8HaK/jvC/UAm+VAi+UPm28wR/G/NwY8GkBIYNpeIuNl7c\nQLKBzYZYsnC1ChOrCabB6/kLXs2/4NXjF/wn9V841u95ob/DmxUYeIdMki/4oJzQqwuszmbkX72G\nEuSfshBz/98UdgxB/O8Vdn/FyXc+tW/uqTgjwqMCg6MzxF6ZVtHnMz7yq9mvGT0q/PMPp3z3/Skz\n1+KXX37k5eF7/vPLjyzLZealXV37p7wefc6b0Rf0N10aB2Pq3TH7+w/o6hZdCtClkJVWIahZLI/r\nBKpJ2XI4SB95MX7HfOCjjiSksYSvq7TXOvVIp4RKJxpR8ALMeYDuhWhRiBaGBJs2klP8pLCPcbsi\nD8cK0oXBuDSjlDmUUofElZm/PWJrn5DLZ2xOC4yfFtCeFolllf70kMmsg7ew8RodtgcrwrpHct8h\nfV8mv1KIIo1FUsNxS6wmVY63d2y3RaRtjh27FOMt+/EI21kzfNhn9NjhD/2fEYeLTzUn92Yk7S1R\nwk5h12XSrgwriWYw47P1K/7r7B9YTioES4OP3hNcv4zaCVDLPtpeQFse8Ex8w98K/4KfG4SSxkDZ\n4yY5ZBi1mM0bvLr7HOFxBuMhLIccejcoYcLpZMieNcJfz0nWHxE3Cjf5KTfi59xIp2z227SkgNZJ\nQKsXMFp3GC/2GL/ZY02RqKYR1lQyI2ak1phLx7wXBESxiaDuIeh7CLJJHgMeGInPRekNF/tvuCi+\n5THtcRk/4zJ+zmTRIlqqRI8q8UghN0VyUyCvC0hNGW2vQGGvjEUF7baAdKcgPIJYz5DiFFlMqJsu\nTxsD/nPvkqqxJLN63EQmt8NTpGmKPE+QVwkvZm8ozLe8mL/mRLphTYFJvQHPdsB23lYY/XMH4yPU\nNwF76xtO5W/oFGOsVkJ+mrGgwkfvjD+4Pyf1ZMqix2n1BqmXUU8dnqw3FMUhYeWR9LxG9nc1Vp93\neK8+4Uo954NyhnQYIe7FGFFE2BBYB3us72WslctJ63dcPLvjVz99x7pisSqVWJZKSEFKeeRQGTmk\nYxlhesJs6vJ6ljPb1vH8Ih/9UwZyB6US0630OTBvcQdV+u4p77KvSOwSpZ6C/VKh9iKgow7oKAMa\n2Yj34xI3P5R4/w89VrMyEWVCBGoVh4Of3vOTs1f815/8DkMwWXHI20BgHtfZVmwm2inz7ZRO+D/Y\n9y/55YffUNj38QoW9/V9vMxiPDcY/qlB9vu/zNO/OrANe4vvmbiLEptVAYYiVn9LcbuhoPiEqUK0\nlgnnMoFnUcoCzs177GqwMzVq2OR1GwcFJ5BZORqIBkgKgiwgKBmSliCbMaoVEskKS7XMg9LFlW2G\nYpc5Lbysih8Widcq+VLA9Ys42KyEElfTUwbZHtuOgZSmeGcWj+19XlnPqVoT9IpLse5xoA950r5l\n2b4k27PpJBMEX2DstRkudBZCi029RlA0cIt1ptmWRyfEEW1Wks1SsdmkFrKaUSktEbWMPQa0l33a\n0YBIU9mqBr5mEm9VSpHDqfqRtHRP2xyBmTMyW3jqgpA1arxCJqe4KWB7FmVHp7jaUFxtsJcbiCCW\nZAJDJdI0isqWY2vAj+tvaVZGNNMRjfEcI9mSFUVcyyYyVOR1xl60IOcD1qGLfbhG6IjIWUYtWKA6\nKbGo0TAmmOWEsFUmX0KBGc31W/TARqiqiKKKrqbEi5zBpMz3o2MKgQ+pAqnMNGqzDorIRkKtPUOZ\nD5GDIYo35GA8hhuB+zd7jNcqD48d3HVxl/YQheB6sJySL3NSf0vsZcSegiAkiJaCtJfgCwYONjOh\nTh6ANt/QWdzizWTchyLOvcX0vog2iLEWWwq+QyFcIbkeSejjOwGKEFATIDNhGzXpBxJbt8ZC38Pa\nLkjIEM0NshWjlCLUakg5SdGMEE2JIA1xrIhVQ2NxcEzeqEOhCUITFQlT2mCqGyzDo6bP6egjjvR7\npAT83GKbFhFycKJdZ4zvmru2108ll3J0JcWqJFhagu5nSNucLATZjikYGyrigjoLmumSVrKi6i9p\nTofUvBuqo7eQq4i5gliXMeU1hWyNFWwwoy3CKsS/iVnaKdlHj7IzxFS26MU5ZULyvIwrHLNNHRLX\ngYFDIitsowLLsEKaKmyEArGkgioQyiquaDAXTHwqZGKNTKyzEcpkiUQxW9MJh+gEGIKPrvmEmoij\naDiihkyECfjU6AvnSESoeUo7XaJKEaYdYAoRsQ6dfMaTzUfm2Z9YKxaRohCVVHI5Z65V+SCfkac5\nH+0L5oc9knKd6EUR90QjamskhRDJS5BnOw+S6QebyX2R8dBms9A/EW6NGDsYkwXl6YLWdEFZWqNL\nEYIESSiReBKsRWRPYurJDDyVu7XGRJLZNCAXU0QLoopG1CqR7LPrv/uPALZLiem8yfCqw+iqw3ZS\nQE8jdC1EPY5JJJHkUSKZSUhTH22+5iv9I1L7EpoGNA3yusFldMSVd0gwO0ISdTQxp4BPRVrQLg7Y\ntAqkmoTGlr6why/8JxzH5so4YyFZkMQwS+BjBgrMhSqX0RlX0Rkf8lOupSPcixLS5znz/Tqvu8+J\n9nSOlGsOhWsO7Wuq2y1PKjfIVZlOaQZzWLhV/mn29yxylVFTR9vXKYsSTnrE936byXdfsC3rbMsG\n27KBZKYUVJ8v1W8pWBvKqxWluyWl1Yp7u8d1+YR+pUcsKNTWC07COyrKCs0K8CoWv6/8hHg8ILAe\nCJUHzNRD30YUVxvKkxh9GqLNY4RlTqgrbComm4bJWteprmd8uf6W1mZCUXCwZw723CFsqCwOyywP\ny2xKJuXqknLi8Nx4TVoXSasiqSIixhk9rY9WSJCzlNiQiBSJUNCRgg2VxRXy41viREVq24i6jVI3\nkEceN7MKi8svkX2JnZFDgcgosKmblA8X/LT8ewrvRhTejTC3IwRXIH1v8ja/wGs0uPbPmPpV8gA2\nHkxOP4DFAAAgAElEQVSXcDuHlZCzWO+8MPJFTqpIRLZGvicyNjq8U58TKwrWekV4K9J7d0X1ww23\n8xY3ixabRQt7MWJ/dc1+dM1hdk8tHhHhMsghK4NZhoMKrNYK11MTdVpCwqbAkhouXfoY5QC751FV\nFqh+TDVbUclWCNuEy9IeVwdtXLFDXrPBtiCTMNItbXVIuzRgv/LARX7JcXBDNxhhpiF2uuUgHXAb\nHnOVnHOVnePlxZ0H+RJIQMoS9EpAsedRtFy0io8YJ6QmqI2AUmnnmVOPphQ9D2USI98HlIU7DgSV\np6yQ9y3kfQvlwOIk7LNX61OorcmWsE0zFlcZg35KJRlxlN6xdxYi1lKWY1iMnrLwTihurti/uUSQ\n14hlEKxdIbJrVUghi0XmaYn3WZvv8jbrsE22apEPWyi2gS25HMt3vJR/QCFGFWIUISZaCKw3MutY\nJswUpK3K/eKIx8E5++4DPeOeA/OWgu6TawJryyTUdUruis+mP1CRV6zKJZxaEadugwy+r/H99jOu\nwjMeqxVWcgVLkYl6IsKZRFZUWAcy48Ee/r3F6K7D6A3MRzlJzKeH8tmNWC5g5JG/Dsl8yKvs3Jaq\n7MbMBysYOETTMQ9BwtdBGTc4Z2Id8NCrEMQSsiUgnqkomUW+L7D9+j8M2DbDRYfLt0+5+vUz5vMG\nUi9F6mVIeynZWCB7EMgnIqfBFS+TP/FSu+bAvoemDC2JvKFge39LMDO4U57sgC1AQfApS0vaxSGJ\nJiOVY1ZJhX7a5nXylNXUxjGKrKQiShzBPIXrHIKcWVjj7fop/+fmb/hYPcF/abB9biA/z5gX6sQF\njX5hn8+tCpKd0ulOaPgjnki3tKUlz4T3/LD4nO+dL/j+4Qv8ioTadVEvXHQrxnnXYvrO5o+XNokt\nk5QkkpLMQfOerzrf8LLzPefGFepdiPo2Qn0TEtYNPnTO6XcPkKyME+74ku94Ir/nunDIdfWIm/YL\npIcqppVSkGdYkYPmR1irlPIkQJ6lSIsUYZkTNxTWtsnisMy2ZlBdz2hspny1/gb1IUK5j1DvI8at\nBhmnTGsNtjWTTmVIRx/QaQxZ6BWmRp2ZUkfLIjrqmE5hTFFYc2cccCsfcCfsIwZTKstHav0HpDxF\nDlvIRguhVmeGwu28yvSyTbK1QaqCXKHQzugcPtJ5/sjz549UjDGVzZjK/YS+1+bV+xe8Hp1zbZ3h\nmi28QhUKAlsXps4O2OsY5goEak4+hbQsk+9JJJ7KSNgjFmQmcp297T29m0t6v7+k/PUALTxhHZ7w\nEBxjhwN60Xs+i6/Yz4eYyZY48xlmUNKg3ILSIcyWMuXcRPXKn4ANNTy6Qp9iaQfrRn1MyfHYXwzY\nXwwR/Byt9HNcsc77cgcUHVQFMhk99WmpQ85L7zivvePIfeDQvafjjGgwZ18YshVNPoRPkJKEeV7j\nhmNw2Q2YLUFWU/RegBWsKSoeejlAUFPSOqhmQMlY0ZLGNOI5RddDmcbIjwHl8I79yOFp9B5NraKd\n1tBOa3Rkl061T6G8IRvAdpSzfJ8xGCVUOxMOjx75xekDSWzx9YcvuMs/5y7t0N0UWN94CKtrpG6O\n2AN67MbGYQfsSGCelPmQ9fgD5yzDA1h1yIdd6kbCj9U/cqLe8SP1GyQhQyRDFFLipYC/EfETgUVW\n5u32S94tznk3/JKfaF+jKyFn6gcKVZ91p8CmarI1Dezpks8KKz6XXjOrVhk/aTA6bzJWW0wGbe6H\nh8zndfJ2TN6OsVoRcUUgLMmERYXNWsUfWkxe7yF8l+M/umzHLkns7kCND2whmpEPPfIgIh9Adgz5\nMeQSsI7gzoHLIdHDmIc0xk0rfEiekLb3iZdlolhGrgoIpxpCPUf8XGH0v/4HAXsw6jJ+aDP/2GT5\npsZyXd2N3xyzewMtPj33CPbEEYotUq9tOaxM0eohWiNCriYMph3eWS9QFIk0M4m3JsGiQDA3ELWM\ngr6mUZrgRzpB1GAcNVgWS4SmQmjISErE1tdZjUuMNm36SZe7sMd1eMSDto9oZohHOeKXOS4lVnmZ\nPBeR5JSGsqBnjShtfQpRQDV0OA5u6ecd1pnFm/gZiSay1+6z9xR0e8N6VGTu15l9rBNbGlFRJy5q\nGF6AKsUclu94KX9HuNYIZjphX0NOMkQVMEV0fFrqhHP1is/VH3BMi9f2Be8rJxSKCXvGA5akYiQ5\n5jrBnCWYA4FopbINC4SSykIrMzWqTAs1EkumLiypCwvqLHc2lHPgI4gehHUdp1tiWa7QysaY6Yam\nPESUYlJBIBIU9CyklsxphWOK2zVTvUamibhqCdOdUnanVL23GFJAnvdACwiLGWOpwzCo8WbRwQ/r\nCGYNwazS0jzKtTmV3oLnz15jTxxKjw72rcN2VCf0be6XR7yVLmDP3JUNm1xnEtncbJtE2yJ+Dhou\n1c2YaGgQzXRi18CTSySSiKebSKHP0eINnftHji9f4WRbRlnIfRrTYswBHznhhj1hRiJAIoAvCei2\nRtzWyE5V5GkJa6NQn0YgunTyBZ14Qmc7pCyu2NomfsWgUnDoCY/0oj5ZKHEtnWAXMoRqBS1J0dIQ\nPXFpZ2Ma6ZRaMqMcrSiEa7QgQgxz7NijmiyQ0gTD2zJ2GzyEPR6zfYJAJ3Q0wpmGOouw5y7N5ZRm\nY4ItOqh2SF4WEPIcKUtR/Zjcge1SYz6zyaYeQupTSxwu0hg9aaBLDXSzQdWMaUbTXUCEkCE6EVK4\nQRk5FKw5lWxMu9BnkzURChKO3mIgnbNcf8T3bYSxgBZG2LJLszgltFT0LCBVRNxCkYnR5EE/5L12\nwSLbB6cJj00C0eULG6r2jKf25c5mlAyRnHibE4TgpzDKG/SzI6JMoZ/scSJUCBMNKcqQzJRIVHFM\nG69iUSp5lIseJWuNVI5J6xDtSbiSReKJLMcl+ukepeIKu7fEfhbgawJOZhBkMn5gEnk68UIjnqgo\n4QBFCyk2YrIkJM4j4jwBIQUp252FRYCZQCGCwhbWAkw2MN2SzgJWkoIrVejLJsXUxg6htHUwki1S\nMUWyEyQx4+ov8PSvDuzv/ttXCDdQGy+oy79FsNnN/6efQG0A3d3d1hyEUspb+4K5XaZjDehaQ9rm\neNfRUQR0WPtF7u6O0f4QMnL3SLoS8b5M0pXQRZ9D+ZY2QxZmlUG5Q7/RYds06XPIn/KfEnsmy0qJ\n4EDnoN7HOA7wnhVZV4tssgJZKpGmElkqMXFavJ59Rj6X6bv79OJ7etE9rXiMEOcIjRSxkJC1VcKu\nilcoIOQxxXiKHTxysg6ZJj0mQY/purdbSclABlFN5SE64L7V4/4nPZa1CmZryy9av6VqLnjGW2rM\nd5+XCrkkkAsiCgI2Ag2gGYG9BO0RMl1krDV5rHTptzvMzSrLvMzqvkTyqFBcr7HXa4reBh7YATuF\nWVDjfnjA3dt9vJVF6kss/RL3fgd5P0Xs5Wi9EHGTM3jsMHrXJR6o3LcPeGh3eWjtsz9y6SRFuiUF\nw4hZ2AUWWoWp2MIxWgSVJlm7gagUEVsKUivFONhiHzvU9Tktd0ZQUJlcNHkQDrjsP2E4OWA7rkJs\nQleDrgRdWGdNxuvPESYZuhii5RJn+RsO8jHj8Iix12M8O0STQkqyQ7Uwoy1PqBdcytWIcivjwHd5\nvh2Q+hn1bMUeCwxCZHnXnCQXQLRF1t0WHw72Wff2WWl15GXEl9NvEOOMQ245XN3Qvp8QGRqhsZsy\n1fMQ0/SJGxIbzcJf68RrGdbQUKb08nt6+T1F0YVpzmzVwtVKTAt9poU+s1qd8mROabqk1F8iLzf0\nomt+Fv8rxdjjXupxb/a4L/coiFv2FmMurt5zEV/SKQ8plT2EEmzXBaZei7v1CdJNwHJocL+yqaUt\njPoEvTbhtDZB2Q9RIxflrYClJxSzNWoakZdTumcrvrQf4TjHEmXWNPnXdy2W6xpvB03mwwDcW5Am\nIK1BzqnN5zx7fEssKGzrJnvagG1T57J9Tl85xUmPSLcHoBTBjeBmQBbO8E8cnIrIrFVBj8M/V6rm\n+DK4ImzlkHLlkecHf0R/nnAhX9ESh+RijluyWDTKTI0GM7HGoylCTYKuiKOXWDhllldltqGGchty\nfvuKJ9NXyHaK1E2R04RZ3CQJFZygSuRrZEUJTnNkNaIWODSCMfXwDj/JmGUW06yOkBYQsyliZiJk\nIEg+RDOED/cQ1iHJoFVGqBhoRQ+juEYvrun0QvYL9+yPPmBHCaKaIWopopLzD3+Bp391YH/7377i\naHPHE+8958oH6tpsl7SdsMtR1Nn5Ae7D0iozLjV4UzrnqnDCS+kHNDmiJeyATRHQdsC+vzti41vc\njBeYX64x1Q1mZ01ZXLInj6iIS6Zmgx9KX7BulHCadR43h8Rrk/66h9nxME7X7L/sUzud02906Vdk\n3LREmsiksUwSy4xXbfKxzOSxzcOyx0/jP2AkPq1kDOUdsIVyQlZXCVsKa9NC2W5pxo80/Wua62ve\nBz9GkHMcpbk7LMqAAKKWyoNxwB/bP+br45/QsKcclB+4KF3SkQe0oxHVaAE55JoAskCOgIpAEWgg\n0IzBXoHWh0wQGR83edV+zrfHXzCLG6wXFpsHi2SloHkRmhuhedFuWe0CKWx8E2dYYpXZRPcKq5XN\nw6qD7Tyh++WAbjZkv9En3Wr0H7sMv99ndLWHc2DjHJRwDmwqkxF6bNMty5glmcA2GagVpkIbx2gS\nVJrkezt/DPkM5CcJ+t4G23SpaQtazpR7a5/peZOH7j4f7k8ZfeixfV8Fx9zBuifDAaw3TUbTz1mr\nDZpCn33u2c/fYmQB74Kfkbgq09kBmh5SKri0sjFteUKj4FKpRpRbKQdLlyTLMAMXjYAyHgYRsgyW\nBVYV1IbIm/0WH/Y/483BjzDlkO5syJfjb2i7E0r5krKzony3IilLpGWJNJd2L1YzJ9Jk3KLFdq4T\nCzJ5BE1hwmfiK34q/oF8C++nZ7xfPGESNZg+aTI7qzPvVenO7+hMRcQfNijTNQfGNQVzy5H2wB/E\nn5IaEkP2KIgb9hYjLt6/59nmkuKhhyV4CBb4boHZqMnd+Bj/Bu5GJYrLOq20yfP6Jc+ex5w+nyCF\nIVLgIr2JUPUMvRKiVmLyck6n6JAfQz1bM7w9YvjxmKvLE0bjCiNPZuH5sHXI5QnIa3Ilozqf80x4\nSzVY4Gxs4mMJf1/n3d45/fSE1faIdHUAXgreEtwF6XpIUHFwZJFZq4q9XYMvoG5jEjXbAVuArRxR\nKT/w4iDh9PmQqryiJszJhJy1ZrGwykzMOkOxw6pQxalVcbpVtqGB7xr4Cx1r6XD08J6jhyu6q3vC\nrknomoSZiZTkONsKeCKxr0Exh9MMqZtSy1xOsjFn+R1OavI+KbJNGogxCOEtQmgihCAMtgj9GTze\n7/7sJRtaFcSKit5aYDcX2C2B49zhWfrAs/EDtYWHWMgRrAzB+IvWTP//KGzbWlO3f8cv7N/ytPRu\npxj/Ddi1/7u+qbxkUvp73pYucHUbLQ7pxIOd4fi/AVsHb2axvrO4vztEv/Fpq33anQHtrE9bHnIk\n3vKUt0zMNpuyzV3jjLhV4HF0RN87RFjnXBhv+PzsO85/eYlwlpLmMsu8SppJJLFMEu4c/SYrg+mo\njXAncDc5wkh8DtO73YhuIUNoZAjPE7IyhJrKWi1gbFSKyYTj4Buer3+NQIZDk1s+2219BYAHkafy\neLHPH49/zP92/r/wd4Vfc6Ff8gvtt5ykN7DOEdY528j8s8JG2AHbRtgZjMVQXO0CNLJIZNxu8rry\nnP/x/JdM5i3CuUF0b5Bcq+DmCP8GavFTCexChYcC+QJIc4RJB8YRwiTiq+hbjEbA2YtrtluVwWOH\n3//wM97+8QX5qQALgdwTOEuu0T8pbLMhMbBNQq3CRPiksMst8nYT8SBD+lGA8iMfo7nBXrnUnAUt\nd8ZDaZ9pt8Xr8gtub48ZFbr4SQ3G5m4VdgAcwXrWZHPfAOUFiN9xmvU5E97Qza9JAo2Jt48wz9CK\nIaWKQzOdsCdPqf8Z2Bn7uYsRuDQdgYT8k4NZjiyBVYB6HcyuyLfdFh8OPuO/937FmXTN4eSOHw2+\n4TPhDQI73xvh/tN3mgMqbCwDx7Rw9CJOWmCLThzJ4Ak0pCmfKa/4L8p/xwuKzCYNZm+bfLP4MTO1\nxqJXYVG32b4XESZbij+MaQ4nHOxteNK+IW5YpKLE0NjjO/3lJ4U94qn7nufLK3IhJy9B1JbZugVm\nwxZ31ydMbzQY1hFWe+xlNQr1iBcvJpz+SkB4HcLrCN54ux/SkxzBhqws0K04NCoez8tD/ukfG1xd\nN/ntu19wd2OT531y+hSFB1AmoKxBzahlC6rBkqeLd8yTCpcHT7hsPuHy8zMet6c4yyPS0cHusG46\nhtmQbHWLf+7gSgLTVhVcUN0YK9+Qavw7hV2rPFA9GFB9JpPIuzC7GBVXsFhSZio0eIy73Jkn3FeP\nuUtOSAYy+UCAPpz0r3gyeMXF4BU/W/+axXmLhdtikbbwswL9bQ9hJRInGlIxRuzESMWImuxyqkz4\nSr5lkjbxoyOGcR0/MBHXdcSNibgG4bdbhJsZfLgHRYXnBWhVEC5q6Mcq9pFA/Tjh+C7kiw8P/Pzq\nD7SDMVQ+ZU3+W+rA/+T6qwM7K4osmlWuOmdU9n7OtFnDqqyxyh5WeYOuBRhagJEGCHFOnokkyISi\nxloqsKLEjCpBW0F5HlJNZ2hLn3LsUEocDHVNIgUkHwPGiU+pKVBuFig3G0S6RqM15UdP/kRdmRMv\nZZKVQrySsbsOpAL3bw6RRzGaHPNUuuJYvic0d0vbyFRZUWTuFZkPbdZ9n5u8xu/zl4Sixh+7X/Hg\nHxBmOgoxRVxqLKjpMzjQmP34mLdpzsPkCcuJTTzxQXHBDqCVoHYiOtaAL/PviFyVdjbCzwy+5idc\n+ee71p4RRJ7C3dEBoaTRLI9RrZTZXpfvnv4N96VnmLWMQi1DrQsM99qUcoef9/9A39tnkO/Trxzg\nHckYsY8e+RjRFnO2pjDzKEw9FD9BMkBKQVAhbWYk7ZxUyKj1lsSeyuVvL3CjMo9hh82pCaUUoS3s\nrL/aAmkmEMQqXlxAUULs1OXk8gbpPsN5rLCaVHDyKqQZyiZCnkeUojn6YMbNoMh28pyPJ6d8OOky\nLtZxUxvfN0hWMkzZJbB/8i1W9Qj1NELVQ2rjFbXphtokohqmWH6ONsoRNNCVgHJ5xV48xDYcNm2T\n9xenjNU6+XJNvvQQl2v0eYS8SJAXCYKm4O2Xcc7LBKd1rmrnjMM9/JsCm7XFwqgyeNLGaLqsY5H1\nSmQ9FaEiQnlXYanIplhlXaziynVCx+DYucVa+5wWPyJqKR9Lx3iqRZCpVI0ZT7x3tJ8MaDcGNKQp\nuS7TLx+yapapR3O6ypSuP6E039Cp9HlZ+5aoonIY3nHmfsR2XXIXwlAlzFS2io5m+xy2r/k5v+Ex\ntJnPc+ZaztYxuBv3+ONlimTWdi9wATjMKRY96r0ZteYUu+CQrATyYb4bJvshJx9LpLIKewZa2UCp\nmJRsC1/uciPn/Kts01bmVNUlVXVBWpdwKiUGYZfbx1MEV+Q4v6VX7EN7DnYf9vpotkulrrNIe/x+\n8AR741FarymtPRSWsD+Hny/QHRehkhMNMrz/PUb6NGKuGxmyluPrFlOtzUjsoroJZ+FHzvKb3cp2\nA6yg7fX5LH1LR59REBISd0v2doWgCVQrY6rGlLI+IywrWKaDZbrY2ooL6ZID6YG6NCcSNGxcbHGN\nlIO2CZHjdCdCcwOMGtT2sVKLarCg2l9RETNKhofddLFFj4Pogdpyjt4PkeJd9xqVT7/1v3D91YFN\nBZZ7FS7PzomfSNztddkrjNgrDGmbIyrRimq0Qosi8lAgiwWyTCJCYSsarLCZCp+AnQVUy1Oa3pCj\n8IHD4J5CsOSjb3F9bfH4ukDxuYD9mYVdbFEwUmqtKRYez6uv8X0DPzDwfQM3sHF9m7vvjtGEkK4x\n4MS4olmYEHRVgq5GUFa5zZtcrbsEow7+vc6tWCUXv6SvnHC3OuDe3ydIdArZmlLm0spHVLUZHOqM\n8zPGzQMeX3WZ/1AidgNQXShtYS9B3Y84MB/IMpHaaoab2nh5kd8KvyB2FRgAHyCfAkJGXslo98Yk\nlsCku8/gWQ9hL0dvJmiNBKMWU5TXVNIVvbsHbpNjvssS3GoZv2RiyR4VeU5VnNN4PaARDWneDyhE\nAeqn1ChRg6gjEXVEwj0JZ1PG8cq8+9enLIQa00KT7bmO/FVEbgvkRQFsSAXwMxUntyhsPEozh9PL\na9rzCX5o7iozd61oXoI0TYgWKc7HnA8finx9/xnL8JhFoctyv4aXFAk2Oulc2nlBWvwZ2qoeYp16\nFM9c6sM59bdrasSUh7tzHnUMRKDZAeXOcgdsy2HdNpmKDeK6THU7pLIdUN0O0W42GO8DzPcZoagz\nPGgzvDii//yYy+Ccsd8i+miwlQrMjRqP513SbcTwWmb4UWZ8I4Mpg7G7x6UKUa1FWG0jWgVqyZzj\n5JafJH9CMDNyLeeycsa6UmBrqtRaY4xgTbU7o9qYU5NmbDSTx/IRTsemEjl8Ef+A7qeUA5dWZcDL\n+rdUz5ZUlwuO7m4pzj0yTyIIdbzcxFMs9LLPsfABw9rwcdPg6qFGpNVwox2whbd1Jv4LhFK+89U5\nhr36gKeNNzxt5mjqhuwxJ3ufkb1PySfAVARVQeqqGCc6hROT0r6NL+5zLZYIpR6nwi1n4kc0ISBU\nFFZGhYG/z+39Cb3VI6f5DT3rAU2bg7ACcUVQUJg0zpimPa76pxh+iO4HGNuQOo909q/oNK+w/AS8\nmOAhInkTY5QSzEqOXkmRyxm+XWBSajMyuhxu7zgK7jnM75HjZAdTB0rrFfv5LR1jjqHnJG5A/sZB\nnMRUjydUnkyoPJmRVQSayoimOqYljzgU7zgQH6iyYCMUKEkutuAixDl6FiAH8a7lMjPBqEO9R2Ej\n0wvuOH+852A7RqunaEcZWp7SCwZUFkuUfrzbJq2x66r5j1TYlGHRqRA9Oaf/ZYv2/jFP1PecK++J\nJYl0LqHNI0prF0KBLBZJM5E4V9iIJo5oM6VG0FZRKwHVsyn17YIvtq94ufkBezJB/OaI/usjxt8c\nYnoilmVhnUkcFFe0WmNapQl25OLlNm5exM1t3r16zg9/fMnd98cYi4Dj0j3PSpf8pPo120zDL2ls\nFY1vOSJYX9AfRSzu97lVqoyVQ77TiwSOir9VCRKVcrbCzl3ajKjoS0a9BpPGAePPGjiGhOvKxB98\nUB0o+ztgdyMOkgfqyYznyzf8IfsZvxH/ht8pP2fgdnb5dJegPkb0SjccHl7TS2+YWk0GnR634TFu\nVEJpRyjtiEJtzc9HX9Mb3vPz+69pynPcYpnr2hnzYg2r6NGwxnQKjxxFlxw/XHHkX1LZeOjCjjeS\nKLLtaPhfqWx/pPHN1z/iT79p8O5fnzIxWiQ/l0kvJKQXMbn06SBUEkgl8CUVR7KoPSrYI4fWuwna\n9zFZSSKzRbKStFM6Xo4wyRnGRf7l7REffzjkd1eHUGjDwR7EVaK4SLDWSRf/D2DboB5EWAcu1YMp\njf6cmrCmOo+pTKHggxKBMAe9FVA+3yls1QiYtht8qJ4xiZq7cOJUopL5aN/mFOUM24lwUh13v837\ni6f88PJzhh/2GX9sE3408CsFFqc1Hk87uEnO+6nK+5XKhx8UkFQQVZBU8kqTrH1A1j6gUhP5O+3X\nHGu3/J32a67rR7zTnnBZOWdTMDFbW+rxBDPbUtQ8irqHJXpc62f0K0e82XtBcbtGm6Z03CGn/nva\nZwOqtSXPzt+h9mOMmY8R+aSh+AnYRZZKCb205bjwkZPmByqrfaJ3Fwx0hUlU5n5UZ7q1eNUvwhfs\nthyPc847l2R2TrU4oRX2yRcp/JDBP2a7bSNNAk1G7moYnxmUfmxQem7jCyWuBYE7BLysiJqGtNMh\nia+wWpYZLLvcDk85XD9yml3zy+I/U1bnUIyhmDAym/xaOucq6fG7/t8iRhlSmCGGGWfWJT/eV6k1\nPfRsQfIvW4K3CclvUoRGhrmXYOwJyO2MoFlg2mwzLHe5SN/zNLnk77N/Qo+DPwNbXsfoqo9uBihy\nTu4FiNMYJVhT/WpM1ZpSuZghllOOxFuOxBsOhVsawowGU6rCAkewd7FkoksuCztgh8m/B3ajhyV4\nHC7n/Gj5Nc8mr+BIR3B1yHWqgUtluUQZxLsVzhE7YNv/E45+uv7qwP6i+D1BSWVT0VnWy0S2gLx1\nERYLUn+OH8YkcQJ6zjSv4S5tgo1BaOh4ts2sWGdg7zFXarjYhKJGKOhsRRNPtpH8LbKUUw9cTpd9\nGp6MGUgkmUooa2SiiKinqElIvsmJtiqbjcU2MglEjdiUkROZoKixtUw2BRNZjSkJDrU4YpyblNR9\nlGJOWtPZmEV8s4polTFMj6K3oPXBozt75Fi75lC9wVR8HIoEucmYLqnoIzR8ihcbbHWN3gmQ7RRB\nylC8DcJqg+qAaJ2zsWFUKjFelrHv1tiDDfbUQ5nFJDMFb1FiGdWYyW3GlX2WSQWpECGLMUa0Zt8d\nMp62mT/UcYslQl0nKwjI9Rjd3mLZHmVriVZak6kBmzRBF2K0Yoq2l6IeiAQVhUjR8MIyiaugziLK\njwtEM0GeZchuiuRn5IJALgggQkuZkGoyD1qPKFIpOQ72yMG+d7FbG2zRwy5sSFDwRR1fMUhEhbBo\nsK6WcBs1BL2KEJcQ5jaqC9VsiW5OwAI3N/GcAu69SS6tyTSPpOASxCGepbA4rCImEp5jEzoK+TIm\nHIB7rTFuF1F8g0mxzNwusyhWGfkdND9BDGQiY4BUHVLajxEzhW2lxETb4yY5wUkqeJFNGin4WYGp\n3ODWPKYoaKyqPjQDSu0Qb63hegauV0JaWxRCKGw9TDdDLIeEZZlVufR/EfdeO7KlV7bet7wN70kD\nDLAAACAASURBVCMj0uf2LHuaZLHZTZwjQAbQK+lWD6HnaAlSC2o1j9gki6a4y2yXO31471Ysb3SR\n1Q1IOOeywQAm4j7WxLdm/P8cY+B5BjgC+sYnCTPEwCMOXbz0sSckQUJUjceEmyymkDloiY8XafT9\nOrZ7gkmMaUYY1QDVD5Hz0WMuZSAgRimSk6IsYwzJQ5c9DNljU5Apt9uYTzLEWMXzNdzAIB2Y6CcJ\nupRgVBJSG5IAUgfieUZ0nRHdZkQPGbtyhl+A9EBAPYmptHccluc0rBFRqBBGKlGooikhqSngagap\nJ6GGIZX1gqPgnqI7RdxtcTYhWinGMFOMVkqhmFAIfQqRQzFaEQoqoajiKRprrcg0bdNzzxFCCEKP\nUPQIDY+iCOUIyg48LC/oZ10WURXPMZGMhIKx4cDok1kiWzvHLpcn8w0SASAmDQU2O53lxmC5NhiW\nyyyvbfwDjTiT8AGXBEeIEFSNUKux1fL0pS5zscZesghCnXVaZKi0uM6dMN4esDFqxFoRw4xRETG0\nCEvdkwgB6XRP8oMMw4A08Ykr4KgWTtHGUXO4mQl899cB9v9o/AMDrcWtcsidcIi/F5jfyXCr4wws\nto0qTlNl3yxwtz9mMmzgTPL4WGzOSkzOG+TyW/peh9HugMm2zTYoEyY6s6RJ2Z+QCGs61ppW5SNi\n3kY0CohinhCVlVACBOZJjeG4zej+gNFdm0VYZa/Z5D7doskBayPPD/pzdpbJQXnAgdbnwBmgZ6CU\nDcTzCkKpilzSkUsZSsGhHd/T3tzR+v0dLWlEW57SUmZkksgoqyHh42USepJh5kKMv93TUPcU7ABV\nS0g34I3BGcF+BEs1Zm/4JKZDzh1zNnzgfNXjIJqy3dlsZzmuek+ZCY8hAAEaWSaQrmSSFYSJSX94\nyF+GAc6wwKJZ5rp+wl7Rke0ARQ9R5BCVkA0GO1pco1K2HQ4OPQ5eeVjHIn2hQ390wGDcIXmTYQ92\n/E3weyRSlF6G8m2KvMvIVMiUx5im0FAJTI1L8zkfJxcYkw3GbkMuWnEe9bgIexhhj71gMbYajGt1\n7o0GS62JUi/QfCrh1xU8VcfvG5QWG47lB4479xjSnqukw5VzwHbTIdxucIYO2aXHUBcpUsa4OKF0\nEPDwscnmo0628FmNVa6/q5F4TzHOA5zzCsGFjNYK2a4K3IzPGY07PF1egiRRPl6TChK+abDdFFle\nVXHnNkGik+YEXNNkKjTAg4pqkK/d8vyTKT8177m6PeDqRuDqJo8WOXR2C7pCQCMOUUm41TpMCy00\nx0Mf+zyNr3BSkdHKZLSyWMd5iuc2hfOMwnmKEEp0nD4HyzHCMkLc7bj2G9ynJjVxT03ZUzX2lO0N\npcKaUnmN4kQYiU+6FFHuIlQ9RNEjVCPElBLMIxEj09BaGvFdSHy7IL1bkk99apJPXQ+4CK9pPgww\n77ektzH79ym7UcYuhVkenE5K/CLFPNzTtke82L/j4vaSZCuTbGXirUSxsqZ4sMFtG6SKREWd84X2\nF9raEClYMJ9n/HPvlMqBQ7Pm0jRdhJqOnWx5krxHiQPWSZF1UmCTFNG2AZtZkTcffsL9+pDYC4lr\nIdGvwh81s49/vhZZk/e7Z6z80qMStA2ZCVkJZo0K19tzrvbnJDJ0t1d0N1dUdz63bomboMVt1qS/\nvGD4/owhLYL3OglbdmwZiS5GSUMv6xgljaVZp692GKldIknhLjlBzwfEpsw7/ynjRYMwUYkNlX2j\nwLLQYmJ1SGSPdOiRTPbEPK7yaV/I+Lkid/UT7oxThu7BXxHY5j/wnfYSUY6Yi2U2rs38RmH7tc74\ne5vdTzX2Vh73ecTEO2YyaOD8KY/vmaz9EpN8E/UkYOB3Ga4OmEzaZKHITGzyUXxGNZjwUvgzL8wF\nLyqXrAp15nrCXNSJBI0VJRzBJkkl7sen3H13wv0fTxEOErQnPvaTDWotZCXn2ckvuJGO+CJ9jZF5\nHDs9tExAKZuIF1WE4ypSM0FtJBgVh9b397z47huef/9nGvspRdGjIHrsxTxX2TFiFuAhYz5Pyb0I\nqL10HoG9CVG3CekcvBGsbmBxDUshxpV9YtnBTjzO/Df8InjNE/GBvzif85fZ51w+PGNtFPEEk0DU\nyVKBdC2RbQSytUh/fogzz3MzPydQFbahzV41kO0QRQ1R5QCVkDkmczTm1KnYey66W/afbSiciFxe\nPXus66ec9d/zdPADT/3vqcYL1IcMNQJlkIEBmSGAAe9zz/g2/ykf8i+YrorI0w3ydo0dLvjb8FvM\nMOA4HOGIFgO7xYfaBQ+1Nqu6iXJh0t7LLByFZKfh9E1MZ8KZdMMvOr+jZE8x+p+w6/tcDUzCwYZU\nd/ANH/lIRH9VhlcqhSI8SE3WC50s9liNFBK3zvQB7L6PGYlYZQm1HrBdFhjddthf5gglg7K14ez4\nBhQBPzXZrgsslzWiWCGOFTJbxDNNpjRx/DyeoPN5bcoLa8unZ5f8y9cCUZinNwB763C4u+eT4J6m\n7/Ggv+Sm8IKH7AUvnTd8Gn3Ls/Ulu23GZnDIfGDw0S9Q/qVMxZQon8gcRmOOnB5Hyz7BAt46B7zx\nD7jjFcfCkmN1wZGxpGuPoQBW2UUXAvQ0QF4kWLcuYi5FzCdI+RRTTjCORIy2hn6uEvzWIds4xB8c\ncumOjuRwbjicen2adwPM321Jv4txVxnzVcY0hVkuY9fNiF+l5Bsu7WjIy/1b/sPiG9KJSDYWSCci\n0alE+OMOdpoTqaozGvqUTBN5GxZ5Myvx9uaMiujz9MmaZ9aaWj3AyrY8Sd9xmN0ySlsMszajrMXm\nusj6fYHhnw8IhhrpaUJ6mpCdpsgbUFagLMF3TFbbEiu/hCzHj7BuQVqCWVDlB/clvwv/loiMT2OV\ndL5CXIy4iUv8JT7hL9lTFstTnHdH7MctElNmy44RDroYIHfqSN06creOXyjgWDaOaSNaKbe5gCiv\nsMwVeVgeM+41CBKVWFfZnxZZPm0xKS9J3k5J3gakb/dwBuorEfOVxKpS5n32lD+lP+Wt+wr4n/86\nwP5p5WvivEDfaJGTniEEBt4a9n2ZzZWOcapiJQa2nbEUijjzHME7nWBpsK0WmZ3UYZ8x2baYrRss\nl1XiSGatlFCVEDc0OVNvKZQknnQdhlWb1A7ZygkBIp5g4GLipia9ZZfr63Mu//yMajyjc/pArTFD\nOQ1ZKmXGcp1QUGkuJzxb2sjLBDOOsfPZo+m8LCDVMqRqglwIyd+tqQVDjoZXNGYzcmmEnUSskwAr\nWSMmHkGSkOVS1Jcp1mGKromk9zr7dZ75tsJ0mzLbZky3KYtEZ49ASoiFz4F4z0vhez4zLlnGZd55\nL9huC3ipiahl5LQdaSIQrWXCnkI0kFj5BbZejkFwgJxFSHKIrIfYxhZdclGkCIGUrWTRk02uNZNK\nwUU4mGFezPFPUobTFn2/w8PdMY3lAM0JOMj6HIU97HmI7YYY4/jfkqYpwN6y+M56Rc9ucrnrwmQH\nzhYrnlGP5zyNb4kjEReTiVbnKn9Gv9FGJcLMQvKpi/bBRbzck4z2NKIZ5+Y1nzVeUysMmLsSd1Ob\nnF8n2vvEsY+fZIiZiXphkpZr5E9kFh/zZHZCiSmBk7H0H13Q8rLL4cmGwnpDae+wm5eYPjR5eHeM\nXfM4Pntg0rxENUN2ixzewiRaq0h6gqp7iDmHxJIJBJ3dPv8onc5ZtJsRnxlzRtsOHwYJyjsN1Q0o\nxFuaQZ9G7DAon7Ha57nyL6jHM+K9QkHcIa0ilPsK0X3E2hXJuibRiY27sCkvNuhLh87yBtcR+SGp\n0der/EV/wT43JjFtZF3D0EOKxobIlBHdFDULH5WNK4hChchT8BydOK+hFkWKrZha2cUZbNhfryG/\nImdvqZgb2vqGpjOhuFyi37rwPiUQRbaizKwksmtJxIcJyoWHXQwpTtZUJ0sa09mjEOvhsTZCjlWz\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HO06JQwfDm3EUOuRijzDTcFWbMG+T1G0iP8/EOOR9tKW4gPpyRnU9p7qZoaU+cjlCbCdI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A869K92KVYyuSVQVATymggVuJJ6XHsFTuIhSjkH4i1lyUV7LONOW9xGL+mrLWCCwZiKOMVoB1Ra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NXRZxGlWUjpTYTgCKTC1oEkpMOcGrccMBFK1K1vOepGZI+HKHZCSdxQE2cITkLn7Yju2zH9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lXEGrltGfltGkEF0K0aQQe3tLsXxOUXtJhRtaYk5LzmlJObfdfa6e51x+YrE60knaMmk1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\n",
"text": [
"<matplotlib.figure.Figure at 0x8976890>"
]
}
],
"prompt_number": 102
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%timeit result1=filter2d(image,filt)\n",
"%timeit result2=fastfilter_2d(image,filt)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 619 ms per loop\n",
"1000 loops, best of 3: 1.23 ms per loop"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"result1=filter2d(image,filt)\n",
"plt.subplot(221)\n",
"plt.imshow(result1)\n",
"plt.title('Filter')\n",
"result2=fastfilter_2d(image,filt)\n",
"plt.subplot(222)\n",
"plt.imshow(result2)\n",
"plt.title('Fast Filter')\n",
"plt.gcf().set_size_inches(6, 6)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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rUN2GsY/vio/3OwTmL+Uu60xkYkEFj7l8iTMn2BxrHuRdiNYnS2yBoEO+go2X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\nekiwCbJApHqS4z4inIRSz7I9m1LNIJ1MRqpJmxId4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"text": [
"<matplotlib.figure.Figure at 0x8d3e250>"
]
}
],
"prompt_number": 104
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"** Mandelbrot Fractals **\n",
"\n",
"The Mandelbrot set is obtained by iteratively assigning a value to each point $c$ in the complex plane according to the formula $z_{n+1} = z_{n}^2 + c$ ($z_{0} = 0$). If the value $z$ goes to $\\infty$ as $n \\rightarrow \\infty$, then that point $c$ is _not_ part of the Mandelbrot set. Conversely, if the value of $z$ remains bounded no matter how large $n$ becomes, the point $c$ is part of the Mandelbrot set.\n",
"\n",
"From [Wikipedia](https://en.wikipedia.org/wiki/Mandelbrot_set), \"Mandelbrot set images are made by sampling complex numbers and determining for each whether the result tends towards infinity when a particular mathematical operation is iterated on it. Treating the real and imaginary parts of each number as image coordinates, pixels are colored according to how rapidly the sequence diverges, if at all.\"\n",
"\n",
"The following code implements the _escape-time algorithm_, which tells you how many iterations until a point \"escapes\", or becomes unbounded, if it does so under a certain maximum limit. This version does not utilize complex numbers, although a version could be written which does so."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import division\n",
"\n",
"import numpy as np\n",
"import scipy as sp\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#IPython magic command for inline plotting\n",
"%matplotlib inline\n",
"#a better plot shape for IPython\n",
"mpl.rcParams['figure.figsize']=[15,3]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"\n",
"def mandelbrot(minR, maxR, minI, maxI, samples=51, iters=25):\n",
" \"\"\"\n",
" Generate the Mandelbrot set within the boundaries of the limits\n",
" maxR, minR, minI, maxI with samples and a maximum iteration of iters.\n",
" \"\"\"\n",
" # Generate a mesh for the set.\n",
" setR = np.linspace(minR, maxR, samples)\n",
" setI = np.linspace(minI, maxI, samples)\n",
" \n",
" # Calculate the values at each point of the mesh by the escape-time\n",
" # fractal algorithm.\n",
" pts = np.zeros([samples, samples])\n",
" for ii in range(1, len(setR)):\n",
" for jj in range(1, len(setI)):\n",
" it = 0\n",
" x = 0.0\n",
" y = 0.0\n",
" \n",
" xx = setR[ii]\n",
" yy = setI[jj]\n",
" \n",
" # Look for escape---i.e., does the value settle down in a few\n",
" # iterations or does it keep going?\n",
" while(x * x + y * y < 4 and it < iters):\n",
" xtmp = x * x - y * y + xx\n",
" y = 2 * x * y + yy\n",
" x = xtmp\n",
" it += 1\n",
" pts[ii, jj] = it\n",
" return setR, setI, pts\n",
" \n",
"# Plot boundaries\n",
"minR = -2.25\n",
"maxR = 0.75\n",
"minI = -1.5\n",
"maxI = 1.5\n",
" \n",
"samples = 201\n",
"iters = 20\n",
" \n",
"x, y, z = mandelbrot(minR, maxR, minI, maxI, samples, iters)\n",
"z = z.transpose()\n",
" \n",
"mpl.rcParams['figure.figsize']=[8,8]\n",
"plt.imshow(z, interpolation='nearest')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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dkblR/4akT9qPj0halvRRu12U9BVJ10v6h+ouuUZuEFnYnJ225um/KzB4y06Z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\nAAAAAAAAAAAA0B3/H8WLzY8YJOwHAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x53a7dd0>"
]
}
],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%timeit mandelbrot(minR, maxR, minI, maxI, samples, iters)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 loops, best of 3: 694 ms per loop\n"
]
}
],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mandelbrot_jit=jit(mandelbrot)\n",
"%timeit mandelbrot_jit(minR, maxR, minI, maxI, samples, iters)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1000 loops, best of 3: 799 \u00b5s per loop\n"
]
}
],
"prompt_number": 108
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='glossary'></a>\n",
"##Glossary\n",
"\n",
"*JIT function*\n",
"\n",
"Shorthand for \u201ca function compiled with Numba.\u201d\n",
"\n",
"*loop-jitting*\n",
"\n",
"A feature of compilation in object mode where a loop can be automatically extracted and compiled in nopython mode. This allows functions with operations unsupported in nopython mode (such as array creation) to see significant performance improvements if they contain loops with only nopython-supported operations.\n",
"\n",
"*nopython mode*\n",
"\n",
"A Numba compilation mode that generates code that does not access the Python C API. This compilation mode produces the highest performance code, but requires that the native types of all values in the function can be inferred, and that no new objects are allocated. Unless otherwise instructed, the @jit decorator will automatically fall back to object mode if nopython mode cannot be used.\n",
"\n",
"*object mode*\n",
"\n",
"A Numba compilation mode that generates code that handles all values as Python objects and uses the Python C API to perform all operations on those objects. Code compiled in object mode will often run no faster than Python interpreted code, unless the Numba compiler can take advantage of loop-jitting.\n",
"\n",
"*type inference*\n",
"\n",
"The process by which Numba determines the specialized types of all values within a function being compiled. Type inference can fail if arguments or globals have Python types unknown to Numba, or if functions are used that are not recognized by Numba. Sucessful type inference is a prerequisite for compilation in nopython mode.\n",
"\n",
"*ufunc*\n",
"\n",
"A NumPy universal function. Numba can create new compiled ufuncs with the `@vectorize` decorator."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='ref'></a>\n",
"## References \n",
"\n",
"- [Numba Documentation](http://numba.pydata.org/numba-doc/0.15.1/index.html)\n",
"- [Numba vs. Cython](https://jakevdp.github.io/blog/2013/06/15/numba-vs-cython-take-2/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Credits\n",
"\n",
"Neal Davis and Lakshmi Rao developed these materials for [Computational Science and Engineering](http://cse.illinois.edu/) at the University of Illinois at Urbana\u2013Champaign. \n",
"<img src=\"http://i.creativecommons.org/l/by/3.0/88x31.png\" align=\"left\">\n",
"This content is available under a [Creative Commons Attribution 3.0 Unported License](https://creativecommons.org/licenses/by/3.0/).\n",
"\n",
"[![](https://bytebucket.org/davis68/resources/raw/f7c98d2b95e961fae257707e22a58fa1a2c36bec/logos/baseline_cse_wdmk.png?token=be4cc41d4b2afe594f5b1570a3c5aad96a65f0d6)](http://cse.illinois.edu/)"
]
}
],
"metadata": {}
}
]
}
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