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def calc_mavg(prc, ft):
    mavg = 100 
    n = len(prc)
    fs = 0 
    for start in xrange(0, n - ft + 1): 
        cur = start + ft
        fs = sum(prc[start:cur]) if fs == 0 else fs - prc[start - 1] + prc[cur - 1]
        avg = fs / float(cur - start)
        if avg < mavg:
            mavg = avg 

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def calc_mavg(prc, ft):
    t = 0 
    aprc = []
    for p in prc:
        t += p
        aprc.append(t)
    n = len(prc)
    ma = 100 * n 
    for s in xrange(0, n - ft + 1): 
        i = s - 1 

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def gen_data():
    a = 1983
    po = pow(2, 32)
    while True:
        yield a % 10000 + 1
        a = (a * 214013 + 2531011) % po


def do_case(k, n):
    head = gen_data().next

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def do_case(n, ok):
    a = range(2, n+1)
    la = len(a)
    k = 0
    while la > 2:
        k = (k + ok - 1) % la
        a.pop(k)
        la -= 1
    return a

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def sfn1(na, o):
    a, b, c = na[o-2], na[o-1], na[o]
    if a == b and b == c:
        return 1
    df = b - a
    if df == c - b:
        return 2 if abs(df) == 1 else 5
    elif a == c:
        return 4
    return 10

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cache = None


def memoize(fn):
    global cache

    def helper(w, ts, i):
        if cache[w][i] == -1:
            cache[w][i] = fn(w, ts, i)
        return cache[w][i]

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" My .vimrc

syntax on
set ic
set tabstop=4
set shiftwidth=4
set autoindent
set hlsearch
set smartindent
set backspace=2

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diff --git a/python/caffe/io.py b/python/caffe/io.py
index fc96266..02b2ffb 100644
--- a/python/caffe/io.py
+++ b/python/caffe/io.py
@@ -251,9 +251,13 @@ class Transformer:
                 ms = (1,) + ms
             if len(ms) != 3:
                 raise ValueError('Mean shape invalid')
-            if ms != self.inputs[in_][1:]:
-                raise ValueError('Mean shape incompatible with input shape.')