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experiment_attention.py
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import numpy as np
import file_utils as utils
import cv2
import os
cv2.imre
def attention_to_image(att, image):
timesh = image.shape[0] / att.shape[0]
timesw = image.shape[1] / att.shape[1]
blocks = []
r_h = 0
for i in range(att.shape[0]):
r_w = 0
h = round(timesh + r_h)
r_h = timesh + r_h - h
blocks.append([])
for j in range(att.shape[1]):
att_val = att[i][j]
w = round(timesw + r_w)
r_w = timesw + r_w - w
block = np.tile(att_val, (h, w))
blocks[i].append(block)
image = np.block(blocks)
image = image * 255
image = image.astype(np.uint8)
zeros = np.zeros((image.shape[0], image.shape[1]), dtype=np.uint8)
image = np.stack([zeros,image, zeros], axis=2)
return image
def display(atts, att_shape, image):
image = utils.read_img(image)
cv2.imshow("image", image)
for att in atts:
att = np.array(att[0])
att = att.reshape(att_shape)
att_image = attention_to_image(att, image)
nice = cv2.subtract(image, att_image)
cv2.imshow("att", nice)
cv2.waitKey(0)
def save(atts, att_shape, image, predicts, foldername):
image = utils.read_img(image)
pname = "".join(predicts)
folder = os.path.join(foldername, pname)
if not os.path.exists(folder):
os.makedirs(folder)
for index, att in enumerate(atts):
if np.array(att).shape == att_shape:
att = np.array(att)
else:
att = np.array(att[0])
att = att.reshape(att_shape)
att_image = attention_to_image(att, image)
nice = cv2.add(image, att_image)
cv2.imwrite(os.path.join(folder, "{:0>2d}".format(index) + "_" + predicts[index] + ".png"), nice)
image = "/Users/balazs/university/experiment/2xd-3.png"
atts = [[[0.000192746476,0.000128326676,6.73042305e-05,4.32037195e-05,3.16534642e-05,2.65261697e-05,1.40406746e-05,6.76877e-06,2.53523081e-06,0.00210825261,0.0183015913,0.00486415438,0.0018401444,0.000479552196,0.000113444963,1.29159671e-05,3.63124605e-06,1.56096041e-06,0.0082760239,0.854159653,0.0618192889,0.00367212365,0.000913035823,0.000294060534,1.25103497e-05,7.51043808e-06,2.66645634e-06,0.00249169162,0.0378411785,0.00216546236,8.33367e-05,9.82106849e-06,8.50928882e-06,2.1163728e-06,1.38341318e-06,1.11762972e-06]],[[7.97959885e-08,1.32747545e-07,8.06856377e-08,6.27303791e-08,5.34398232e-08,2.3000144e-08,2.84361712e-09,1.43598256e-09,9.91131355e-09,5.50189252e-05,6.49848589e-05,0.000134834758,0.000130543456,2.68550389e-06,3.99766442e-09,3.81585485e-10,1.10032261e-11,3.62605418e-10,0.000417226809,0.00123332243,0.108457476,0.888980269,0.000160307696,2.6546482e-07,1.19824923e-08,3.01622859e-11,2.59471933e-09,3.11793956e-05,1.21332068e-05,0.000134761489,0.000183699231,6.78824335e-07,1.0491506e-07,1.27794291e-08,3.68902175e-09,4.45373249e-09]],[[2.5785889e-08,9.06942876e-09,5.89236704e-09,3.89068155e-09,2.91718361e-09,1.55233937e-09,7.67187702e-11,3.72276212e-12,4.51307096e-13,1.55071334e-07,1.91062696e-07,2.13786691e-07,1.72894215e-06,4.23651509e-05,1.30922399e-06,1.41762949e-10,6.45163784e-11,2.65836588e-13,2.31623488e-07,2.10861617e-05,0.000219344744,0.00160918408,0.961961925,0.0361415297,9.18912733e-08,5.05898212e-09,6.70111883e-12,2.39798688e-08,2.9077043e-07,8.53160387e-08,9.26443136e-08,1.0478751e-07,2.67918021e-09,1.15024448e-11,1.04743688e-12,1.82828199e-14]],[[5.98544361e-08,8.0390393e-08,8.61749356e-08,1.52874122e-07,2.68453704e-07,2.94128739e-07,1.75459704e-07,1.98171524e-08,7.64482788e-09,9.04638655e-05,1.86570344e-06,2.424076e-06,0.000125333288,0.000207746,7.35788126e-05,0.000648462505,3.78505689e-07,1.04236086e-07,0.000203088639,5.63198398e-07,1.33694566e-05,0.0162765272,0.00200926373,0.0786175579,0.901245177,1.19779852e-05,3.01228174e-05,2.58865148e-05,1.281077e-07,7.17874855e-07,0.00018002234,0.000100418692,8.28325065e-05,4.94386295e-05,1.2577151e-06,1.2134339e-07]],[[3.27373506e-09,6.68075e-09,1.40969343e-08,2.13655191e-08,3.12857971e-08,1.93941844e-07,2.74927629e-07,9.36944e-08,5.60656e-09,1.37498288e-08,1.39282562e-07,2.35914129e-07,1.08877521e-06,0.000186213219,0.000861733744,0.00015619742,0.0569383875,5.42361431e-06,5.98663297e-09,9.32578075e-07,6.22441348e-07,1.52313405e-07,0.000141832119,0.00131847197,8.67639319e-05,0.940280795,1.98071102e-05,5.46202417e-10,5.23085442e-09,2.29518236e-08,7.32263672e-08,1.3969921e-07,9.96519773e-08,1.14547163e-08,9.6738253e-09,8.09476708e-10]],[[2.30139918e-07,8.91344939e-07,2.76768401e-06,6.48136756e-06,1.51364056e-05,3.99548735e-05,3.51972922e-05,3.15509496e-05,0.000167782579,1.01993214e-06,2.95646885e-08,5.13878263e-07,6.08159e-06,1.08936965e-05,4.07754851e-05,0.00218584901,0.0469903201,0.336955696,3.07624276e-07,8.12051315e-10,2.95309434e-07,1.90247265e-05,6.82519385e-06,3.31762772e-06,0.00080896006,0.015012335,0.580230057,9.52610293e-08,1.0633202e-10,1.62430965e-07,8.58446438e-05,0.000167352395,0.000681656878,0.008473197,0.00270664762,0.00531268213]]]
image = "/Users/balazs/university/experiment/95xz+97xc+c.png"
predicts = ["9", "5", "times", "z", "+", "9", "7", "times", "c", "+", "c", "end"]
atts = [[0.004315848,0.102474749,0.0658683851,0.0071588112,0.000687609,0.00023855512,7.979371e-05,2.36392425e-05,1.51300237e-05,6.00784824e-06,3.25649444e-06,1.59447075e-06,5.91858452e-07,5.151972e-07,1.94680254e-07,0.0051743919,0.576583266,0.160204709,0.0168484803,0.00580211682,0.00113840029,0.000177203896,0.000373450282,2.09154041e-05,5.51355588e-05,7.58714623e-06,1.20833909e-06,1.18761056e-06,5.68159123e-07,2.91887318e-07,0.00238516787,0.0400116257,0.00679024542,0.00306283263,0.000382553873,5.18682209e-05,1.45706335e-05,1.74757424e-05,6.65328525e-06,7.61551928e-06,3.56068654e-06,1.1954329e-06,4.6360563e-07,3.27881452e-07,2.2545818e-07]],[[5.75797867e-06,7.49435139e-06,0.000170449508,0.000772267522,4.6473062e-05,1.00500347e-05,1.5671927e-05,1.10725694e-06,3.12195129e-06,1.75019309e-07,1.99370902e-06,5.09701158e-06,5.89371538e-08,1.48115076e-08,5.9511529e-09,6.45590308e-06,5.65452283e-05,0.00793961342,0.949357033,0.0099356072,0.0286371112,2.31000413e-05,1.70633439e-06,8.35444444e-05,8.04229785e-06,2.30545484e-05,0.000102708029,1.371846e-06,3.43546e-08,7.18404891e-09,4.02361934e-07,2.15023832e-07,1.13774131e-05,0.00269818678,4.84790689e-05,2.33951487e-05,1.9997691e-07,6.60450112e-08,5.78103538e-07,1.28467278e-07,1.50215499e-07,1.04175206e-06,2.07683168e-08,2.48758525e-09,5.81692916e-10]],[[2.74670037e-06,1.01793682e-06,1.48498093e-05,0.000673985633,0.0122937905,0.00210069772,0.000831257785,0.000227855431,0.000667204789,2.44938815e-06,1.57954091e-05,1.00169136e-05,3.17968515e-05,2.07324297e-06,1.57365889e-07,1.8920457e-06,2.02855162e-07,6.75727449e-07,9.56209406e-05,0.0513467453,0.902371347,0.000782319636,0.00101042911,0.0193139911,7.9421392e-05,0.000150219814,0.000261299341,0.00445611,0.000104128485,5.19269577e-07,4.06043e-07,2.29073692e-07,1.65244637e-06,9.69359462e-05,0.000909036258,0.00181197713,1.90311439e-05,6.170088e-06,0.000118346667,6.74264629e-06,2.91508386e-05,0.00013388558,1.43311436e-05,1.35661435e-06,7.45022248e-08]],[[1.17573604e-08,9.81522476e-07,0.000236521548,8.11174759e-05,0.000883479777,0.000761398,0.00248179119,0.000210206184,2.92139748e-06,3.10912628e-06,3.28117949e-07,3.38342261e-08,8.48956958e-08,3.86071193e-08,5.22155785e-09,2.48204413e-09,1.64907519e-07,1.79574897e-06,1.60100296e-06,0.00533569232,0.0160070099,0.150774643,0.822131157,1.8740242e-05,0.00100917928,5.1395541e-06,3.39127439e-07,3.15137891e-06,7.77942751e-06,8.96507117e-06,6.06062622e-09,2.16473586e-06,2.23272377e-06,1.91992331e-06,7.81442e-06,1.4459808e-05,3.16054047e-06,2.60264869e-07,1.59951867e-07,3.62715781e-07,4.35060343e-08,2.10178079e-08,1.01997077e-08,4.12386125e-09,1.7437124e-10]],[[2.72008e-08,4.28264046e-09,9.93147538e-08,1.03664968e-06,0.0010650896,0.00371991121,0.00168055017,0.00204314641,0.0301920194,0.000114690542,0.000156114402,6.14290111e-05,4.48753162e-05,2.05833544e-06,2.56741288e-07,5.2369348e-08,2.84038748e-09,1.14470664e-08,1.26433122e-06,0.000941057631,0.0733513907,0.0010777493,0.0112139676,0.846072,0.0161365978,0.00298844534,0.00150936341,0.00010805254,1.172765e-06,1.4905882e-07,2.99785192e-08,3.81543792e-08,2.31735044e-07,4.84484235e-06,0.000293812249,0.00334704062,5.2339321e-05,2.83959143e-05,0.00316028297,0.000206586163,0.000125261184,0.000269085285,2.8582841e-05,8.90546801e-07,2.06010071e-08]],[[6.94812319e-10,5.15516296e-09,2.7430783e-08,1.39647041e-08,5.05174967e-06,0.000702998,0.0106870253,0.00282535981,0.00286725932,0.0465436094,0.00386265619,0.0069425446,0.000609141774,2.6493015e-05,3.71473811e-06,9.7921421e-11,2.79572299e-09,1.9073223e-08,2.96616e-09,4.88146213e-07,8.66600603e-05,0.00229583168,0.00041974723,0.000161534626,0.82073462,0.029884195,0.0711351857,9.17464276e-05,2.89296531e-05,1.13468768e-05,2.55278663e-11,1.4604038e-09,5.12515275e-09,1.86520754e-09,9.75196723e-09,1.36474205e-06,1.05117601e-06,1.54151593e-07,5.02143166e-06,5.04254931e-05,4.3356772e-06,9.24176493e-06,1.91203753e-06,2.50155466e-07,2.28681429e-08]],[[3.57515124e-13,1.59389391e-14,2.67092121e-13,1.17099611e-11,1.34603195e-09,5.48736523e-08,1.40442728e-06,1.03135812e-06,8.23588562e-06,1.66243208e-05,0.00406558812,0.0101953615,0.000281425338,1.26627574e-05,2.17378465e-06,3.74221765e-14,6.91838131e-15,3.27286982e-12,1.62082653e-10,6.25826e-09,2.72433113e-07,2.17179192e-07,9.38100886e-09,2.6501607e-06,6.54252071e-05,0.0346387327,0.95044,0.00013241815,2.90544062e-06,3.6429352e-08,1.02075576e-14,7.02052416e-15,2.86443243e-12,7.30942806e-11,4.71088835e-10,1.00815349e-07,8.89780623e-08,3.49374787e-08,1.59222611e-06,3.8302469e-06,1.31546085e-05,9.88910106e-05,1.44164333e-05,6.40571784e-07,4.06664782e-08]],[[1.37203768e-12,6.19713699e-14,1.33114602e-13,1.7231945e-11,5.00146147e-10,1.69581185e-08,2.2175459e-07,3.75611194e-07,5.32401918e-06,3.3140318e-06,0.00199122797,0.00685557676,0.00302293478,0.000325892121,8.75388505e-05,4.36275338e-13,1.23474373e-14,4.46707395e-13,6.1240138e-11,3.6183474e-09,6.68297275e-07,1.3567653e-07,3.15136681e-08,2.46178261e-05,4.65059657e-06,0.0114244632,0.923838437,0.0341481529,0.00152336468,5.91446224e-06,1.54643767e-13,8.71773831e-14,3.68255877e-11,6.46420473e-10,3.4629335e-09,9.75936132e-07,3.14815907e-06,2.59904141e-06,2.34707877e-05,2.50502071e-05,0.000492741237,0.00836718455,0.0071409326,0.000601879612,7.92487481e-05]],[[1.74016922e-14,1.27920135e-13,3.6732159e-11,1.05568398e-09,9.64291225e-09,2.63170165e-07,1.61548705e-05,1.61763928e-05,3.07447294e-06,0.000102208709,0.0032765558,0.00320567633,0.00309996819,0.0103354258,0.0231486782,4.563271e-15,1.29385994e-14,5.54602241e-12,7.22807481e-10,3.50608389e-07,1.26789664e-05,0.00157445215,0.00473635457,3.73995681e-05,7.18182273e-05,0.00270609,0.0352329463,0.0174389463,0.127559826,0.748006046,5.8175551e-14,5.55157873e-12,3.70976161e-09,3.41857884e-08,1.11421578e-07,1.64604317e-05,0.000400980411,0.000198158843,8.74924663e-05,0.000207733261,0.000340840314,0.00222112122,0.00666323444,0.00605008425,0.00323267397]],[[1.25989913e-10,1.93482189e-10,6.51320109e-10,9.35642852e-09,1.38447248e-07,5.48246908e-06,1.1965647e-05,3.74310221e-05,0.000504969561,0.000266947434,0.000917054829,0.00224071718,0.00884242821,0.014344058,0.0729362,7.42887626e-11,1.95279598e-10,6.79364232e-10,1.45819641e-08,3.28633476e-08,1.83446821e-06,1.0720496e-05,8.73838508e-05,0.00182285276,9.64468418e-05,0.00033974,0.000985287246,0.00215898058,0.00304374495,0.113006741,8.25844948e-10,1.18303189e-08,3.70699127e-07,2.60586808e-06,5.24626194e-06,0.000454050431,0.0065705711,0.00597806787,0.0365879536,0.025320638,0.0121796243,0.049876105,0.305218905,0.146505132,0.189639464]],[[2.27802391e-12,2.05367546e-11,2.02487055e-10,3.99620781e-10,1.03826938e-08,2.06639947e-06,6.29892384e-05,8.7983768e-05,6.51054797e-05,0.0475216433,0.00962944888,0.0746147335,0.0103178928,0.0238832608,0.249480486,1.62783984e-13,2.07875158e-11,6.81764534e-10,1.25879446e-10,1.62973746e-10,1.5561219e-09,2.73213823e-06,3.98328496e-07,1.9122821e-07,0.000451326399,0.000394636445,0.00568438275,4.86162317e-05,0.00192020077,0.548731744,1.34519389e-13,3.87351913e-12,9.32232694e-11,1.29958544e-10,3.78619719e-10,6.40410249e-08,3.89801153e-06,2.03080981e-06,1.35049e-05,0.000167330494,2.00026243e-05,0.000117477335,0.000705301063,0.00200479827,0.0240658056]],[[9.38148e-09,1.894922e-09,4.94472951e-09,6.50580461e-08,1.18077104e-07,1.87498404e-06,1.88347258e-05,3.02782282e-05,7.60155817e-05,0.00129450113,0.0337797925,0.180273086,0.0180553962,0.0234030839,0.270956635,1.72817849e-09,3.50551588e-09,3.57396566e-08,1.1575608e-07,8.28391311e-09,1.21260033e-08,4.83447593e-07,1.59177596e-08,6.33330842e-07,1.95236262e-05,0.00204303535,0.0459340699,0.000649046793,0.000930052716,0.00737712532,2.86589058e-10,1.13499342e-10,2.47585552e-09,5.5051661e-09,2.20367777e-08,1.41823193e-06,3.03542092e-05,2.69308366e-05,0.000295422913,0.000593586359,0.00139441865,0.0128224753,0.0374850407,0.0529183671,0.309588015]]
#display(atts, (3, 15), image)
image = "/Users/balazs/university/experiment/5u6uuuut444444444444444444444444444444444444444444444444444444444444444444444444444444444444444444444.png"
atts = 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predicts = "5u6uuuut444444444444444444444444444444444444444444444444444444444444444444444444444444444444444444444"
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image = "/Users/balazs/university/experiment/y=\\frac{7\\timesb^{-6}}{-4}.png"
shape = (6, 10)
predicts = ["y", "=", "frac", "{", '7', 'times', 'b', '^', '{', '-', '6', '}', '}', '{', '-', '4', '}', '<end>']
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image = "/Users/balazs/university/experiment/two_layer_attention/y=\\frac{-8\\timesg^{1}}{9}<end>.png"
shape = (15, 24)
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image = "/Users/balazs/university/attention/2+2.png"
shape = (4, 9)
predicts = ["1", "5", "3", "<end>"]
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