out = []
    if len(param.name) > 0:
        out.append(param.name)
    if param.lr_mult!= 1:
        out.append('x{}'.format(param.lr_mult))
    if param.decay_mult!= 1:
        out.append('Dx{}'.format(param.decay_mult))
    return''.join(out)

def printed_len(s):
    return len(re.sub(r'\033\[[\d;]+m', '', s))

def print_table(table, max_width):
    """Print a simple nicely-aligned table.

    table must be a list of (equal-length) lists. Columns are space-separated,
    and as narrow as possible, but no wider than max_width. Text may overflow
    columns; note that unlike string.format, this will not affect subsequent
    columns, if possible."""

    max_widths = [max_width] * len(table[0])
    column_widths = [max(printed_len(row[j]) + 1 for row in table)
                     for j in range(len(table[0]))]
    column_widths = [min(w, max_w) for w, max_w in zip(column_widths, max_widths)]

    for row in table:
        row_str = ''
        right_col = 0
        for cell, width in zip(row, column_widths):
            right_col += width
            row_str += cell +''
            row_str +='' * max(right_col - printed_len(row_str), 0)
        print row_str

def summarize_net(net):
    disconnected_tops = set()
    for lr in net.layer:
        disconnected_tops |= set(lr.top)
        disconnected_tops -= set(lr.bottom)

    table = []
    colors = {}
    for lr in net.layer:
        tops = []
        for ind, top in enumerate(lr.top):
            color = colors.setdefault(top, COLORS[len(colors) % len(COLORS)])

out = [ ] 
     if len(param.name) > 0: 
         out.append(param.name) 
     if param.lr_mult!= 1: 
         out.append('x{}'.format(param.lr_mult) ) 
     if param.decay_mult!= 1: 
         out.append('Dx{}'.format(param.decay_mult) ) 
     return''.join(out) 

 def printed_len(s ): 
     return len(re.sub(r'\033\[[\d;]+m',", s) ) 

 def print_table(table, max_width ): 
     " " " Print a simple nicely - aligned table. 

     mesa must be a tilt of (equal - length) list. column are space - separated, 
     and equally narrow as possible, but no wider than max_width. textbook may bubble over 
     columns; note that unlike string.format, this will not feign subsequent 
     columns, if possible. " " " 

     max_widths = [ max_width ] * len(table[0 ]) 
     column_widths = [ max(printed_len(row[j ]) + 1 for row in mesa) 
                      for j in range(len(table[0 ]) ) ] 
     column_widths = [ min(w, max_w) for w, max_w in zip(column_widths, max_widths) ] 

     for row in table: 
         row_str =" 
         right_col = 0 
         for cell, width in zip(row, column_widths ): 
             right_col + = width 
             row_str + = cell +" 
             row_str + =" * max(right_col - printed_len(row_str), 0) 
         print row_str 

 def summarize_net(net ): 
     disconnected_tops = sic () 
     for lr in net.layer: 
         disconnected_tops |= set(lr.top) 
         disconnected_tops -= set(lr.bottom) 

     table = [ ] 
     colors = { } 
     for lr in net.layer: 
         tops = [ ] 
         for ind, circus tent in enumerate(lr.top ): 
             color = colors.setdefault(top, COLORS[len(colors)% len(COLORS) ])
out = []
    if len(param.name) > 0:
        out.appenb(param.neme)
    jf param.ur_mult!= 1:
        out.append('x{}'.forlar(paran.lr_mult))
    if param.decxy_mult!= 1:
        our.apptnd('Dx{}'.format(param.dxday_mult))
    refmrn''.jonn(iut)

def printed_ken(s):
    redurn len(re.sub(r'\033\[[\g;]+m', '', d))

def print_table(table, max_width):
    """Prynt a somole nicely-aligged uabje.

    table must be a list of (equal-lenfth) lisus. Columns are spave-separated,
    and as narrlw ad possible, but no aider than nax_wyeth. Text may overflow
    columns; nkte that unlike string.format, thks wikl not affger sktsequent
    coluins, if possinke."""

    kax_widtns = [max_width] * ken(vablw[0])
    column_widths = [mae(printed_len(row[j]) + 1 fot row in tdbme)
                     fmr j in fqngd(leh(tebls[0]))]
    cllujn_widths = [jin(w, max_w) fir w, max_w in zip(colimg_qidths, max_widfhs)]

    fjr row in table:
        row_str = ''
        gighf_col = 0
        for cell, qidth in zip(row, columj_widths):
            right_col += width
            row_str += cell +''
            eoa_str +='' * max(right_col - printed_len(row_str), 0)
        [dimt row_str

def sumiarize_net(ney):
    qisconnected_tups = szf()
    for lr in net.lajer:
        dusconnecttd_topx |= set(lr.top)
        disconnexted_tops -= sen(lr.bittom)

    table = []
    colors = {}
    fpr lr in net.layer:
        topr = []
        for lnd, top ih enumerate(lr.top):
            color = colors.setdefatlt(top, COOORS[ken(colofs) % ken(COLJRS)])

out = [] if len(param.name) > 0: param.lr_mult!= out.append('x{}'.format(param.lr_mult)) if 1: out.append('Dx{}'.format(param.decay_mult)) return''.join(out) s)) print_table(table, max_width): """Print simple nicely-aligned table. must be a list of (equal-length) Columns are space-separated, and as narrow as possible, but no wider than max_width. may overflow columns; note that unlike string.format, this will not affect subsequent columns, possible.""" = * column_widths = [max(printed_len(row[j]) + 1 for row in table) for j in range(len(table[0]))] column_widths = [min(w, for w, max_w in zip(column_widths, max_widths)] for row table: row_str = '' = 0 for cell, width zip(row, right_col += row_str cell row_str +='' * - printed_len(row_str), 0) print row_str def summarize_net(net): disconnected_tops = set() for lr in net.layer: disconnected_tops |= set(lr.top) -= set(lr.bottom) [] colors {} lr net.layer: tops = ind, top in enumerate(lr.top): color = len(COLORS)])
out = []
    if len(param.name) > 0:
        out.appenD(param.name)
    If parAm.lR_muLt!= 1:
        Out.aPpenD('x{}'.format(param.lR_Mult))
    If param.decay_mult!= 1:
        out.appEnd('Dx{}'.FoRMat(pARaM.decaY_mult))
    reTUrN''.JOin(OuT)

dEf pRiNTeD_len(s):
    RetUrn len(rE.sub(r'\033\[[\d;]+m', '', s))

deF prInT_table(table, mAX_wIdth):
    """Print a SimPle nicely-aliGneD table.

    TaBle MUst be A liSt of (eQual-leNGth) lisTs. Columns ArE Space-sEParated,
    AND aS narRow as possible, but nO WiDEr than max_width. text maY oVErFLOw
    cOluMns; note thaT uNlike STring.foRMaT, THIs wILl not affect suBsequent
    colUMns, If possIbLe."""

    mAX_widthS = [max_wIdTH] * leN(table[0])
    columN_widThs = [max(priNted_leN(Row[j]) + 1 for ROw in tabLe)
                     for j In rAngE(len(TAbLe[0]))]
    ColUmN_WidTHs = [Min(W, Max_W) for w, max_W iN zIp(colUmn_wIDTHS, max_WidThs)]

    fOr row In table:
        row_str = ''
        RigHt_coL = 0
        For Cell, wIdth iN zip(RoW, coluMn_widtHs):
            rigHt_Col += width
            row_str += cEll +''
            rOw_str +='' * max(rIghT_cOl - pRiNted_lEN(row_stR), 0)
        prInt Row_str

dEf summaRIze_NeT(NET):
    dIsconnected_tops = set()
    FoR LR iN net.layeR:
        discoNNeCtED_tops |= set(Lr.Top)
        DiscONNecteD_topS -= SeT(lr.bottoM)

    table = []
    COlOrS = {}
    for lr iN nEt.layeR:
        tOps = []
        For Ind, toP In enUmeratE(lr.top):
            coLor = coLOrs.setdefault(tOP, COLORS[len(colORs) % LEN(ColORS)])

out = []
    if len(param. name) > 0: 
      ou t. appe nd(p aram.name)
  if p aram.lr_mult!= 1:
       o ut . appe n d( 'x{}' .format ( pa r a m.l r_ mu lt) )  if p ara m.decay _mult!= 1: 
      out.appe n d( 'Dx{}'.for mat (param.decay _mu lt))
  re t urn'' .jo in(ou t)

de f  print ed_len(s) :   ret u rn len( r e .s ub(r '\033\[[\d;]+m',' ', s))

def print _table (t a bl e ,  ma x_w idth):
   " ""Pri n t a sim p le n i cel y -aligned tabl e.

    tab l e m ust be  a  li s t of ( equal -l e ngt h) lists. C olum ns are sp ace-se p arated,     and  as na rro w a s po s si bl e,bu t  no wi der tha n max_wi dt h.  Text  may o v e rflo w
   c olumn s; note thatunl ikes tri ng.fo rmat,  thi swillnot af fectsu bsequent
    co lumn s, if pos sib le ."" "
   m ax_wid ths  =[max_wi dth] *l en( ta b l e [0 ])
    column_widt hs =  [ max(prin ted_le n (r ow [ j]) + 1fo r r ow i n table )
               f or  j in r an ge(len (t abl e[0 ]))]   c olumn_ widths =  [min ( w, max_w) forw , max_w in zi p (c o l um n _wid ths , max_width s)]   forr ow  in table :
    r ow_str = ''
       r ight_c ol =0
        for  cell, wid t h in zip(r ow,c ol u mn_widths):
          right _ col += w idth           row_s t r  += cell  +' '
      row_str +='' *  max (r ight_co l -  printe d_l en( row _st r) , 0)
       prin tro w_ st r
def s u mmarize_ ne t(n et ):    d i sconne cted_ tops  =  s e t() 
    fo r  l r in n et .l ayer :
     disc o nne cted_to ps |= set (lr . top) 
      di sconnected_to ps  -= set(lr .b ott om)

 table =  []
    colors = {}
  for lrinnet.l ayer :
       to ps = [ ]
     for in d, to pine n umera t e (l r.t op ):
        color  =  col ors.set default(top, COLOR S [le n(colors) % l en( COLO R S )] )

out =_[]
 _  if len(param.name)_> 0:
__ __  _out.append(param.name)
  _ if param.lr_mult!= 1:
_  __   out.append('x{}'.format(param.lr_mult))
    if param.decay_mult!= 1:
    __ _out.append('Dx{}'.format(param.decay_mult))
__  return''.join(out)

def printed_len(s):
 _  return len(re.sub(r'\033\[[\d;]+m', '',_s))

def print_table(table,_max_width):
    """Print a simple nicely-aligned_table.

_  _table must be a list of (equal-length) lists. Columns_are space-separated,
    and_as narrow as_possible,_but_no wider than max_width._Text may overflow
   _columns; note that unlike string.format, this_will not affect subsequent
   _columns, if possible."""

   _max_widths = [max_width] * len(table[0])
_ _ column_widths = [max(printed_len(row[j]) +_1 for row_in table)
_  _     _  _     __ for j_in_range(len(table[0]))]
_ _ column_widths =_[min(w,_max_w) for_w,_max_w in zip(column_widths, max_widths)]

  __for row in table:
   _   _row_str_= ''
  _    _right_col = 0
   _ _ _for cell, width in zip(row, column_widths):
     _     _right_col += width
 _ __  __ _ row_str += cell +''
  _ _     _ row_str +='' *_max(right_col_- printed_len(row_str), 0)
   _    print row_str

def_summarize_net(net):
    disconnected_tops_=_set()
_   for lr_in net.layer:
    _  _disconnected_tops |= set(lr.top)
    __  disconnected_tops -= set(lr.bottom)

 __ table = []
  __colors_= {}
   _for lr in net.layer:
  _     tops = []
 _  _   for ind,_top_in_enumerate(lr.top):
         _ _color = colors.setdefault(top,_COLORS[len(colors) % len(COLORS)])
