Generating sequences

This tutorial shows you how to use our PoET model to generate de novo sequences conditioned on the sequence context provided by a prompt. Use this as a starting point for generating a diverse library without existing experimental data.

What you need before getting started

You need a multiple sequence alignment (MSA) and and prompt. See Creating a multiple sequence alignment and Creating a prompt for instructions.

Setting your parameters

This tutorial uses the default settings:

prompt: Uses a prompt from an align workflow to condition Poet model.

num_samples: Indicates the number of samples to generate. The default is 100.

temperature: The temperature for sampling. Higher values produce more random outputs. The default is 1.0.

topk: The number of top-k residues to consider during sampling. The default is None.

topp: The cumulative probability threshold for top-p sampling. The default is None.

max_length: The maximum length of generated proteins. The default is 1000.

seed: Seed for random number generation. The default is a random number.

Generating your sequences

Run the generation workflow, instructing PoET to generate sequences based on your prompt. In this example, we’ll set the number of samples to 10:

poet = session.embedding.get_model("poet")

genjob = poet.generate(prompt=prompt, num_samples=100) #prompt_id from your previous prompt job

View your results once the job is complete:

gen_results = genjob.wait()
gen_results

[('generated-sequence-1',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVGSKTREGVVQGVASVAEKTKEQASHLGGAVFSGAGNIAAATGLVKKDEFPPDPQEIMSLPLYPSKRSAS',
  array([-70.33392334, -73.66864014, -67.40631104])),
 ('generated-sequence-2',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYMAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFGKKDQLGKNEEGAPQEGVLEDTPVDPDNEAYEMPSEEGYQDYEPEA',
  array([-25.82324028, -42.01728821, -69.12062073])),
 ('generated-sequence-3',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGSKAKDGVGSVAERTHGAMGNIAAATGLVKKDEFPTNPEEYGQEATEGEGMLEPEGQTYDESQQDYEPEA',
  array([-44.36059189, -10.32892513, -45.8759613 ])),
 ('generated-sequence-4',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGSKTKEGVVSSVNTVANRTVDQANMVANRTVDQANMVGDAAVASANEVSQASGEGLENVGASTGMVNQ',
  array([-57.93729782, -59.0182724 , -36.6852951 ])),
 ('generated-sequence-5',
  b'MDVLKKGFSKAKDGVVAAAEKTKAGVGEAAQKTKEGVIFVGNKTMEGVVTGVNTVANKTVEQANVVGETTVAGANEVANSAIDGLENAAATTGWLKAEEREEEAAE',
  array([ -96.0791626 ,  -86.10360718, -100.07174683])),
 ('generated-sequence-6',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGMEEAAAKTKEGVMYVGNKTKEGVVSSVNTVANRTVEQANIVGDATVAGANEVSQGTVEGVENVAASTGLMNQGEYGGMEQVRGGEG',
  array([-34.11837006, -25.51632309, -43.49432373])),
 ('generated-sequence-7',
  b'MDVFMKGLNKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTKEGVVHGVTSVAEKTKEQVSIVGAAVVTGVTAVAQKTVEGAGNIAAATGLVKKDHPDKSEEGFHQEDMVNEVPLDPQNTTYDLPTEEEYQEYEPEA',
  array([ -87.63237   , -108.61559296,  -98.63463593])),
 ('generated-sequence-8',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGSKAKDSVGSVAEKTTGAMGNIGAATGLVKKEEFPANPEEYGQEAMEGEGMLEAEGETYDETQQ',
  array([-27.86676788, -22.29028702, -35.46839523])),
 ('generated-sequence-9',
  b'MDVFMKGLSIAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVGNKTKEGVVQGVTSVAEKTKEQANHLGGAVFSGAGNIAAATGLVKKEEFPTDPEEVAQEAADEPLLMEPEGVSYQEPPQEEYQEYEPEA',
  array([-47.94161224, -36.96980286, -44.86197662])),
 ('generated-sequence-10',
  b'MDALNKGLIMAKDGVLAAAEKTKAGVEEAAAKTKEGVLYVGAKTKEGVVTSVNTVAQKTTKQANVLGESAVTGANQVSKKAIEGLESVAASTRLVNPGAVDQLNGAAQ',
  array([ -97.95467377, -118.09814453, -112.7414856 ])),
 ('generated-sequence-11',
  b'MDVLMKGFTMAKEGVVAAAEKTKAGVDEAAAKTKEGVLYVGNKTKDGVATVAEKTKEQAANVGGAVVTGVTAVAQKTVEGAGNIAAATGLVKKEQYAKQ',
  array([-61.49980927, -62.81545258, -53.7206955 ])),
 ('generated-sequence-12',
  b'MRAAEPGEKEMDAPVLALYRRHLLSRCCLHSESRERVDRVVQGVASVAEKTKEQASHLGGAVFSGAGNIAAATGLVKKEEFPADPEEVAQEAAEEPLLMEPEGESYEEPPQEEYQEYEPEA',
  array([-120.8028183 , -137.06079102, -125.39102936])),
 ('generated-sequence-13',
  b'GRGFCMTPSFLALLDTVAEKTKEQVSNVGGAVVTGVTAVAQKTVEGAGNIAAATGLVKKDQLAKNEEGFLQEGMGNDVPVDPENEAYEMPPEEEYQDYEPEA',
  array([ -67.00830078, -122.90444946,  -96.40763855])),
 ('generated-sequence-14',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVTTVAEKTKEQVTNVGEAVVTGVTVVAQKTVEGAGSIAAATGFGKKDQLGKV',
  array([-15.2329731 , -32.20023727, -30.72825432])),
 ('generated-sequence-15',
  b'MDTIKKGFSIAKEGVVAAAEKTKQGVTEAAEKTKEGVMYVGGKTKDGVVQSVNTVAEKTKEQANLVGDAAVSGVNTVANKTVEGAGQIAAGTGLIKKDEMEPELFVPEVAQESIIEAGGAT',
  array([-128.76165771, -134.83439636, -123.11598969])),
 ('generated-sequence-16',
  b'MDVLMKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTKEGVVQSVTSVAEKTKEQASAVSEAVVTSVNTVATKTVEEAENIAVTAGVVRKEELEAGGAPTDEAARE',
  array([ -63.18964386,  -49.40501785, -107.297966  ])),
 ('generated-sequence-17',
  b'MEVFMKGLSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTREGVVQRVTSVAEKTKEQASQLGGAVVSGAGNIAAATGLVKREEFPPDPQEFGQEATEENMLMDPEGQAYDSSQQDENQGYEPEA',
  array([-70.99911499, -80.63667297, -85.48888397])),
 ('generated-sequence-18',
  b'MDVFKKGFSIAKEGVVAAAEKTKQGVTEAAEKTKEGVMYVGAKTKEGVVHSVTSVAEKTKEQANIVGDAVVSSVNTVANKTVEGAESIVATTGMVKKEDLVQPEQPEQPGAAADAAQEG',
  array([-72.78167725, -79.88320923, -44.74652863])),
 ('generated-sequence-19',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGMEEAAAKTKEGVISGAAAAAGANDVLQASGEGVENAGASTGMMNQ',
  array([-65.91439819, -70.03814697, -29.23416519])),
 ('generated-sequence-20',
  b'EGVVSSVNTVAQKTAEQANLVGETAVAGVNQVSEKTAEGLESMVASTGLVNPDELDATEVTKPEEDE',
  array([-66.55388641, -80.12059021, -63.45044327])),
 ('generated-sequence-21',
  b'MDVLMKGFSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTRGVVQGVTTVAEKTKEQVTHAGEAVVTGVNTVAQKTVEGAGSIAAATGFGRRDQSEKPQEGGTDEPDNEAYDVPSEWGYQDYEPEA',
  array([-110.69181824,  -91.23240662, -123.0418396 ])),
 ('generated-sequence-22',
  b'VAGVNTVAQRTTEQANLVGDTTVTGANEVSQKTVEGVENVAVSSGLVNPEELGFQSEDGTLEEATEEIIEESAE',
  array([ -95.64186859, -102.10575867,  -85.70417786])),
 ('generated-sequence-23',
  b'MDVFMKGLSKAKEGVVAAAEKTRQGVAEAAGKTKEGVLYVGSKTKEGVVHRVTTVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSLAAAAGLVRNEERTPQEGILEDMPMDPDNEAYEMPPEEGYQDYEPEA',
  array([-55.32432175, -77.5114975 , -86.14306641])),
 ('generated-sequence-24',
  b'MDTLKKGFSIAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGIKTKEGVVSSVAQRTTEQANLVGGATVAGANQVSEKAVEGLENVVASTGLVNPGQLGMEDGAFMAEDAAE',
  array([ -86.61139679, -101.55968475,  -80.16061401])),
 ('generated-sequence-25',
  b'MDVLMKGFNVAKDGVVAAAEKTKAGVGEAAAKTKEGVMYVGNKTKDGVVSAVNTVAQRTTDQANIVGDASVAGANELSQQTTEGLENVAVNSGLVNQD',
  array([-67.01077271, -80.47912598, -54.45743942])),
 ('generated-sequence-26',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVLYVGAKTKEDVVQSVTSVAEKTKEQANAVSEAVVTSVNTVASKTVEESENIVVTSGVMRKEELGETAPAQE',
  array([ -56.00316238,  -48.49803162, -101.89901733])),
 ('generated-sequence-27',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGNKAKDSVGSVAERTHGAMGNIAAATGLVKKDEFPTNPEEYGQEAMEGEGTLEPEGQTYDESQQDYEPEA',
  array([-43.54858398, -19.75748825, -45.32042694])),
 ('generated-sequence-28',
  b'MDVFMKGFSKAKEGMAVAAEKTKEGVAVAAEKTKEGMMFVGNKTKESVGTVAEKTKEQASHLGGAVMTGAGNIAAATGLVKKEEFPADNPEAGQEAMEENIIDPDNETYEETYEETQEEPQEYEPEA',
  array([-88.0650177 , -86.04737854, -75.8833847 ])),
 ('generated-sequence-29',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGSKAKDSVGSVAEKTTGAMGNIAAATGLVKKDEFPADPEEYGQEAMEGEGLLEPEGETYDEPQQESQDYEPEA',
  array([-23.97897339, -23.32224083, -23.46850204])),
 ('generated-sequence-30',
  b'MDVFKKGFSIAKEGVVAAVEKTKQGVTEAAERTKEGVMYVGTKTKEGVVQSVTSVAEKTKEQASAVSEAVVTSVNTVANRTVEEAENIVATAGVVRKDDLVQPAPPEAEETA',
  array([-64.98295593, -55.92709732, -86.39253998])),
 ('generated-sequence-31',
  b'MDILKKGFSIAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGTKTKEGVVTSVNTVAQKTTEQANLVGESAVAGANEVTVKASEGLGEMVASTGLVNPDEPAAVEEPAAE',
  array([-68.00993347, -71.92556   , -69.83428192])),
 ('generated-sequence-32',
  b'MDVFKKGFTMAKDGVVAAAEKTKQGVTEAAEKTKEGVMYVGSKTKDSVVHGMTTVAEKTKEQAGVVGGAVVTGVTAVAQKTVEEAGNIVTTTGIVKKSDHSQEKGMDQEGGME',
  array([ -97.99861145, -105.68624115, -102.71289062])),
 ('generated-sequence-33',
  b'MDALKKGFSMAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGSKTKEGVVSSVNTVANRTNDQANIVGDATVAGANDLSQMAVEGVENVAASTGLINQAEAGRAEGGGGGEG',
  array([-55.13128662, -65.12290955, -64.98059845])),
 ('generated-sequence-34',
  b'MDVFMKGLSMAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVGSKTREGVVQGVASVAEKTKQSDTTDMALAVATSKLPGRPKSIFLEPTPEVLRSTLRHKKTAAIWLGYLQ',
  array([-163.39047241, -165.16052246, -162.11860657])),
 ('generated-sequence-35',
  b'MDVFMKGLSMAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVGSKTREGVVQGVASVAEKTKEQASHLGGAVFSGAGNIAAATGLVKKEEAEHLWAGACTLKPDPLLRQATPAPFGATAG',
  array([ -99.83587646, -106.73244476,  -98.25079346])),
 ('generated-sequence-36',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGTKTKEGVVHGVTTVAEKTKEQVSNVGGAVVSGVTAVAQKTVEGAGNIAAATGLVKKDQLAKQEEGFNQEGIIDNLQSEPDSDASEMPPEDEYQDYEPEA',
  array([-66.98016357, -89.03721619, -52.74201965])),
 ('generated-sequence-37',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGSKAKDSVGTVAEKTTGAVGNIAAATGLVKKDEFPVNPEEYGQEAIEGEAMLEAEGETYEESQEDYQDYEPEA',
  array([-40.36618423, -33.05897522, -37.80915451])),
 ('generated-sequence-38',
  b'KTKEGVLYVGSKMKGVVQGVTSMVEKAKEGLASKFGETVLCGAGAVAAATGMVNKEQFPADPEEYGQEVAEEAQAMDPDGETYEEPQQQDSQDYEPEA',
  array([-132.06059265, -143.64456177, -148.83277893])),
 ('generated-sequence-39',
  b'MDALKKGFSMAKEGVVAAAEKTKSGVEVAASKTKEGVMYVGSKTKEGVVAVAGANTVAQRTNEQAAMVAGATVSGANELTDATAEGVSSVAASTGLVNASAPEEGAVAGAAVGHV',
  array([-138.57647705, -146.29940796, -140.87068176])),
 ('generated-sequence-40',
  b'MDVFKKGFSIAKEGVVAAAEKTKQGVTEAAEKTKEGVMYVGAKTKEGVVQSVTSVAEKTKEQANVVGEAVVSSVNTVAKKTVEGAENVVSAAGLVKRDDPSQTEEQPAAEAVVEQVGE',
  array([-78.12012482, -80.78766632, -63.20884705])),
 ('generated-sequence-41',
  b'MDMFMKGLSMAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVGSKTREGVVQGVSSMAEKTKEQASQLGGAVISGAGNIATATGLVKKEEFPTDNQEFGQEAAEEPAVMDPEGQTYEDSQEESQGLEPEA',
  array([-68.38900757, -80.31520844, -75.39555359])),
 ('generated-sequence-42',
  b'MMDVFMKGLSKAKEGVAVAAEKTKEGVAVAAEKTKEGVMYVGSKAKEGVGSVAEKTTGAVGNIASATGLVKRDEFPANPEEYGQEAMEGEAMLEPEGETYDESQQEYVEEA',
  array([-60.22351837, -52.50729752, -61.17481613])),
 ('generated-sequence-43',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVVAEKTREGVMFVGSKTKDSVGSVAEKTSGAVGSIVAATGLGKKDEFPVSPEEYSQEAMEGEGMLEAEGEAFDESQQEKQDYEPEA',
  array([-62.54775238, -66.30078125, -67.41268921])),
 ('generated-sequence-44',
  b'MDVFMKGLSKAKEAMAVAAEKTKEGVAVAAERTKEGVMFVGSKAKEGVGVVAEKTHVTGAVGNIAAATGFGKKDEFPANPEEYGQEAMQGEAMLEAENETYDETQQEPQDYEPEA',
  array([-83.56254578, -77.76321411, -87.3420105 ])),
 ('generated-sequence-45',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVTTVAEKTKEQVTNVGGAVVTGVTAVAQKTVEGAGSIAAATGFVKKDQLGKNEEGTPQEGILEDTPVDPDNEAYEMPSEEGYQDYEPEA',
  array([-12.89492226, -38.15172958, -51.59144592])),
 ('generated-sequence-46',
  b'MDVLMKGFSIAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGSKTKEGVVSSVNTVANRTVDQANIVGDTAVAGANEVSQATVEGVENVAASTGLMNQGEYGGMEQGGGGEG',
  array([-23.20097923, -17.52212143, -31.62872124])),
 ('generated-sequence-47',
  b'MDALMKGFSKARNGVVAAAEKTKQGVTGAAEMTKDGVMFVGSKTKDGVTTVAGKTVSGVSQVGGAVVTGVTAVAHKTVEGAGNIAAATGLVKKDPAKQADDASTGQNLAESPIDTD',
  array([-51.38616562, -50.81926346, -34.62381744])),
 ('generated-sequence-48',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGSKAKDSVGSVAERTHGAMGNIAAATGLVKKEEFPANTEEYGQEAMEGEGMLEPEGETYDESQQEYQEYEPEA',
  array([-41.56021118, -26.29759216, -42.0919342 ])),
 ('generated-sequence-49',
  b'MDVFMKGLSKAKEGVVAAAEKTKQGVAEAAGKTKEGVLYVGSKTKEGVVHGVTTVAEKTKEQVTNVGGAVVSGVTVVAQKTVEGAGNIAVATGFMKKNDKMLILKVWQPQLEIQSPN',
  array([ -86.932724  , -103.51034546,  -94.90293121])),
 ('generated-sequence-50',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGNKTKDSVGTVAEKTTGAMGNIVAATGLVKKDEFPTNPEEYGQEAMEGESMLEPEGETYDESQQESQDYEPEA',
  array([-17.42900848, -17.06716919, -20.23936081])),
 ('generated-sequence-51',
  b'MDVLKKGFSIAKEGVVGAVEKTKKGVTEAAEKTKEGVMYVGAKTKESVVHSVTSVAEKTKEQASIVSENIVTGVNTVASKAVEEAENVAVASGVMTKDKLQEEAPLQEGEAKE',
  array([ -97.95137024,  -87.73740387, -123.67768097])),
 ('generated-sequence-52',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTKESVVQSVTSVAEKTKEQASAVSEAVVTSVNTVAAKTVEEAENIAVTSGVVRKEELEQPAPPQDEAAKVEE',
  array([ -37.47496414,  -24.9484272 , -105.31855774])),
 ('generated-sequence-53',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGMEEAAAKTKEGVIYVGSRTKEGVVSSVNTVANRTVDQANIVGDTAVAGANEVSQGTAEGVENVAASTGLMSQGEFSGMEQGEGTEEGSSDGQ',
  array([-75.92775726, -68.63896179, -78.98925781])),
 ('generated-sequence-54',
  b'MDVFKKGFSMAKEGVVAAAEKTKQGVTEAAEKTKEGVMYVGAKTKEGVVQSVSTVAEKTKEQANVVGGAVVTGVNTVATKTVEGAENVVTSAGIVKKEDFAKPEEAAAEKSAVEPAVE',
  array([-47.00584412, -74.85984802, -62.8990593 ])),
 ('generated-sequence-55',
  b'MEVFMKGLSKAKDGVVAAAEKTKQGVVEAAGKTKEGVLYVGRPSVNTVAEKTKEQASQLGGAVFSGVGNVAVATGLVKEEEFPTNPEDVSQVAAEEPLVIEPEGESYMEPQGRSTQGYNSAGE',
  array([-136.24784851, -149.26330566, -144.57823181])),
 ('generated-sequence-56',
  b'VVAAAEKTKQGVAEAAGKTEEGVLYVGSKTKEGVMHGFTTVAEKTKTSWRFPTTLFHPRPPSDRAKWQSGD',
  array([-116.74984741, -123.36929321, -115.67012024])),
 ('generated-sequence-57',
  b'GIPTKSEEYSHESTEEQMVVDPQAYDENQQEQNQDYEPEA',
  array([-44.88056946, -83.85778809, -76.9667511 ])),
 ('generated-sequence-58',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGVEEAAAKTKEGVMYVGSKTKEGVVASVNNVSNRTVDQANIVGDAAVAGANDVSQAGVEGVENVAASTGMMDQ',
  array([-47.86978149, -46.37567139, -32.47728729])),
 ('generated-sequence-59',
  b'MDVFMKGLSKAKEGVAVAVENTKAGVAVAAEKTKEGVMFVGNRAKDSVVSAAGKATGAVSNIAAATGLAKKDEFPSNPEEYGQEAMEGEGMLEPEGETYDESQQEYQDYEPEA',
  array([-70.1293869 , -64.71224213, -73.64852142])),
 ('generated-sequence-60',
  b'MDAFMKGFSKAKDGVVAAAEKTKQGVTGAAEMTKDGVMFVGTKTKDGVVSTVAGKTVSGVSHVSGAVVTGVTAVAQKTVEGAGNIAAATGLVKKDPEKMAAEDAVAADAPESPVDSD',
  array([-66.32110596, -62.95517349, -71.14060974])),
 ('generated-sequence-61',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTRENVVQSVTSVAEKTKEQANAVSEAVVTSVNTVATKTVEEAENLVVTAGVVRKEDLPQSEEEAGKA',
  array([-48.63625336, -35.98141861, -96.34046936])),
 ('generated-sequence-62',
  b'MDVLKKGFSMAKEGVVAAAEKTKAGMEEAAAKTKEGVMYVGTKTKEGVVTGVNTVAQKTTEQANLVGESAVEGANQVSDKAVEGLESVVSTSGLVNPAELSKTEGAAEQPTDP',
  array([-69.82832336, -40.52332306, -75.35469055])),
 ('generated-sequence-63',
  b'MALAQCSGSPVSAPGRDPGERSGTGLWPSDRRTAGGSGKLRPLGKVPKLDLRRSASAGVRRAEALQSAPPVVTRSPGPGAAGGRAPRGDPRPGMGSAGAASPAGPAAPAAPDGRPAPGAGPAGTSREDPPPRQLRKPLRPGAPVPPHTGHARRNTFGDDRGPGSRCGPGDPGPGARPGVQAPESSPGTGSLRGHDPQGPGPGDPGSRRGSGPHPPGGLGPRSSPSAGTSSRALPPRDPGSARVTPALGNKTKEGMASGVNAVSNRLQDQANLVGDTAVAAAPEIAQCTTEGVENVVSSTGLVNQEEVEGTQPGDDGEG',
  array([-719.24298096, -722.54040527, -711.91711426])),
 ('generated-sequence-64',
  b'VVQGVASVAEKTKEQASHLGGAVFSGAGNIAAATGLVKKDEFPTDPEEGAQEATEEPLLMEPEGESYEEPPQ',
  array([-26.33909225, -34.13654327, -23.26157951])),
 ('generated-sequence-65',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTKEGVVQSVTSVAEKTKEQANAVSEAVVTSVNTVATKTVEEAENIAVTSGVVRKEDLQPPESEAAKE',
  array([-28.78944397, -20.25049782, -87.0606842 ])),
 ('generated-sequence-66',
  b'KGSSSVWSLGEERENLIFFQCERVIHWRAGTCSRTKEGVFHGVSSVAEKTKEQASLVGGAVVTGMSAVAQKTVEGAGSIAAATGLVKKDQLVKQEDHFPQQGVIEAPQIDPDAETFGAAPGDEYQEYEPEA',
  array([ -32.55022812, -225.63842773, -175.24650574])),
 ('generated-sequence-67',
  b'MDIFMKGLSKAKEGMVVAAEKTKEGVAVAAEKTKEGVMFVGGKAKDSVGSVAEKTSGAMGNIAAATGLVKKDEFPSNPEEFGQEAPEGEAMLEPEGPAYDDSQQDYQGYEPEA',
  array([-64.75154877, -57.20823669, -64.4548111 ])),
 ('generated-sequence-68',
  b'MDVLMKGFSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGTKARDGVVQGVASVAEKTKEQASQLGGTVMSGASNIGAATGLVKKDEFPTDPEEVGQEAVEEPVPLEPEGESYEEAPEYQEYEPEA',
  array([-81.46124268, -37.73457336, -75.81858063])),
 ('generated-sequence-69',
  b'MDVFKKGFSKAKEGVVAAAEKTKQGVTEAAEKTKEGVLYVAAEKTRDQASQLGGAVFSGAGNIAAATGLVKKEEFPTDPEEVEQEAVEEPLPLEPESENYEETQQENYDETPQEEYQEYEPEA',
  array([-80.87253571, -64.86695862, -82.4694519 ])),
 ('generated-sequence-70',
  b'MDVLMKGFSMAKDGVVAAAEKTKAGMEEAAAKTKEGVMYVGNKTKEGVASSVNTVANRTVDQTNIVGETAVEGANEISQQTVEGVENVAASTGLVNQEE',
  array([-50.52172089, -51.20932007, -38.23502731])),
 ('generated-sequence-71',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGNKAKDSVGTVADKTTGAMGNIVAATGLVKKDDFPTNPEEYGQEATEGEAMLEPEGQTYDESQQDYEPEA',
  array([-34.35363388, -21.13786316, -38.09106445])),
 ('generated-sequence-72',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAADKTKEGVMYVGAKTKENVVQSVTSVAEKTKEQANAVSEAVVTSVNTVAVKTVEEAENIAVTSGVLEK',
  array([-31.10502815, -26.35437584, -82.64438629])),
 ('generated-sequence-73',
  b'MDVCKKGFSMAKEGMVAAAEKTKAGVEEAAAKTKEGVLYVGNKTKEGVVSGVNSVAQRTTDQGNIVGETAVAGANQMSQQTVQGMENVAASTGLVDPDELAQVEAAAAETEGGGEALSEQTN',
  array([-126.00609589, -126.57331848, -105.60888672])),
 ('generated-sequence-74',
  b'MDALMKGFSKAKDGVVAAAEKTKQGVTGAAEMTKDGVMFVGTKTKDGVTTVAGKTVSGVSQVGGAVVTGVTAVAQKTVEGAGNIAAATGLVKKDPAKQAEDASAAQNMAESPIDTD',
  array([-29.56829453, -28.91360664, -16.83617401])),
 ('generated-sequence-75',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGMEEAAVKTKEGVMYVGSKTKEGVVSSVNTVANRTVDHANIVGETAVAGANEVSLATVEGVENVAASTGIVNQEEPVYEGEYCQQGGGGEG',
  array([-86.35339355, -49.16825104, -75.23442078])),
 ('generated-sequence-76',
  b'MEVFMKGLSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTQGVVQGVTSVAEKAKEQASQLGEAAFSGAGNIAAATGLVKKEEFPADLEEVAQEAVEEPLPLEPEGENYEEPPQE',
  array([-15.61445332, -28.51670456, -76.8884964 ])),
 ('generated-sequence-77',
  b'MEGVLEKFHISFDLELRNNATEAAGKTKEGVLYVVAEKTKEQVTNVGGPVLTGVTAVAQKTVEGPGSITAATGFVKKDQLEKNDEDFPREGTVEDLPVDPENEAYEVDPSEEGYQDYEPEA',
  array([-146.67062378, -170.49780273, -164.78018188])),
 ('generated-sequence-78',
  b'MEVFMKGLSKAKDGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTQGVVQGVTSVAEKAKEQASQLGGAVLSGAGNIAVASGLVKKEEFPADPEEVAQEAVEEPMLLEPEGENYEEPPQ',
  array([-35.32566833, -46.90906525, -79.26422882])),
 ('generated-sequence-79',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTKENVVQSVTSVAEKTKEQANAVSEAVVTSVNTVATKTVEEAENIAVSSGVLQKEDLGQQETSAPPAPPQEEAKEEE',
  array([ -57.03319168,  -46.49417496, -119.76585388])),
 ('generated-sequence-80',
  b'PQPQTRPVQRTAHQKGEEGSWETGHGPSRGPALALTNTQAVGLEGGTEPVYSEVTVVAQKTVEGAGNIAAATGLVKKDQLAKNEEHFLQESVLDDMQPDSGAEAFDMPAPQEEYQEYEPEA',
  array([-222.2993927 , -255.1436615 , -230.87519836])),
 ('generated-sequence-81',
  b'MDVLMKGFSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSKTQGVVQGVTSVAEKT',
  array([-22.61907578, -16.54072571, -34.18716431])),
 ('generated-sequence-82',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGTKTRENVVQSVTSVAEKTKEQANAVSEAVVTSVNTVASKTVEEAENIVVSAGVVRKEDLEQPGSSQDEAAKV',
  array([ -55.5577774 ,  -37.89984894, -106.27999878])),
 ('generated-sequence-83',
  b'MDTFMKGFSKAKEGVVAAVEKTKQRVTGVAEMTKDGMMFMGTKTKDEVSQVGGAVVTGVTAVAQKTVESAGSIAAATGLVKKDPAKQADDASPVQNGRRANYLANCRQQHTKVLPSKIVIVGPFW',
  array([-169.25332642, -172.72097778, -145.68713379])),
 ('generated-sequence-84',
  b'AGNIAAATGLVKKDEFPTDPEELGQEATEEALLMEPERETYDDAQDDYQDYEPEA',
  array([-50.7334671 , -52.80797195, -32.73120117])),
 ('generated-sequence-85',
  b'MDALKKGFNKAKEGVVLAAEKTKQGVTGAAEMTKDGVIYVGTKTKDGVSTVAGKTVTGVTQVSGAVVSSVSAVAQKTAEGAGSIAAATGLVKKNHPKPDDAGAEQTVSDSPVHAD',
  array([-107.55909729, -102.86435699,  -67.50450897])),
 ('generated-sequence-86',
  b'MEVFMKGLSKAKEGVVAAAEKTKQGVAEAAEKTKEGVLYVGSSVSEKTKEQASQVGGAIFSGAGSIAAATGLVKKEDFPADSEEFAQEAAEEPMLEPEGESYEEPPPEEYQEHEPET',
  array([-67.05343628, -74.97618103, -83.49781799])),
 ('generated-sequence-87',
  b'MDVFMKGLSKAKEGMAVAAEKTKEGVAVAAEKTKEGVMFVGNKAKDGVAVAEKTKEQASQLGGAVMSGRGNLAAGTGLVKKDEFPSNPEEYGQEATEEPMLMDPEGETYEETPQ',
  array([-57.78121185, -66.48942566, -70.17382812])),
 ('generated-sequence-88',
  b'MDALMKGFSKAKDGVVAAAEKTKQGVTGAAEMTKDGVMFVGNKTKDGVTTVAGKTVSGVSQVGGAMVTGVTAVAHKTVEGAGNIAAATGLVKKDPAKQSDDASAVDTAEAPIDTG',
  array([-50.46592712, -46.46233749, -37.83015823])),
 ('generated-sequence-89',
  b'MDVFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGTKTKENVVQSVTSVAEKTKEQANAVSEAVVSSVNTVAAKTVEEAENIVVTAGVVQKEELEQAAPPQEEKSTVEEEGAVE',
  array([ -65.01585388,  -40.229599  , -119.83776093])),
 ('generated-sequence-90',
  b'DGVMFVGNKTKDGVTTVAGKTVSGVSQVGGAMVTGVTAVAHKTVEGAERMAAATGLVKKEPAKPEEGAVTEGPGELVGA',
  array([-82.05102539, -90.56508636, -69.35585022])),
 ('generated-sequence-91',
  b'MDVFMKGFSKAKEGVVAAAEKTKQGMADAAKEGVLYVGSKTKEGVAHGVTTVAEKTKEQVSNVGGAVVTGVTAVAQKTVEGAGNVAAATGFVKKDQLGKNEEGLDQEGMGNLQMDPETETYEMPPEEEYQDYDPEA',
  array([ -87.99947357, -108.68800354,  -70.77507782])),
 ('generated-sequence-92',
  b'MDIFKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGTKTKEGVMQSVTSVAEKTKEQANAVSEAVVSSVNTVATKTVEEAENIAVTSGVVRKEDLQQSPPSQEEPAKE',
  array([ -50.66136169,  -36.26073837, -102.1399231 ])),
 ('generated-sequence-93',
  b'MDVFKKGFSKAKDGVVAAAEKTKTGVEEAATKTKEGVIYVGNKTMEGVVTGVNTVAQKSTEQANVVADSAVSSANEVAQAAVEGVESAAVSTGFVKGTDATKTEEAVPEQAA',
  array([-79.75853729, -51.60904694, -77.51698303])),
 ('generated-sequence-94',
  b'MEVLMKGFSMAKEGVVAAAEKTKAGVEEAALKTKEGVMFVGNKTKEGVVSGVNTVANKTTEQANIVGDTTVASANEVGQKTVEGVENVAATTGLVNPDDFSHMEGGEG',
  array([-71.70056152, -40.1358223 , -56.0094986 ])),
 ('generated-sequence-95',
  b'MDVFRKAFSMAKDGVVAAAEKTKQSVTDAAEKTKEGVLYVGNKTKEGVVHSVNTVAEKTKEQANVVGGAVVSGVNIVAKQTVEGAENVAAASGLVKKDELARQEGGDAAEALLP',
  array([-100.81352997, -110.420784  ,  -90.86804199])),
 ('generated-sequence-96',
  b'MDVLKKGFSIAKEGVVGAVEKTKAGVEEAAAKTKEGVMYVGQKTMEGVVSGVNTVANKTTDQANIVADTAVSGANDVSQSAVEGVENVVATTGLVNEDDPHMYGGMGGEG',
  array([-90.88261414, -80.08609772, -95.74450684])),
 ('generated-sequence-97',
  b'MDVLMKGFSMAKEGVVAAAEKTKAGMEEAAAKTKEGVMYVGNKTKEGVVSSVNTVANRTVGQANIVGDATVAGANEVSQATIEGVENVAASTGMVSQEEYGGMEQGGGGEG',
  array([-35.63779449, -18.82827377, -35.22331238])),
 ('generated-sequence-98',
  b'MESFKKAMSKAREGIVAAAEKTKQGVTETAEKTKDGMLYVGSKTKEGVTTVADRTSGPFSQIGTAVTNTVSNVANKTVEGAGNIAAATGLVKKEAPKK',
  array([-122.15937042, -121.60708618, -115.2775116 ])),
 ('generated-sequence-99',
  b'MDVLKKGFSIAKEGVVGAVEKTKQGVTEAAEKTKEGVMYVGAKTKENVVQSVTSVAEKTKEQANAVSEAVVTSVNTVATKTVEEAENIAVTAGVVRKEELEQAAPAPEQKEVDVEESAPKKEAPEYS',
  array([ -87.28929138,  -65.38606262, -145.65991211])),
 ('generated-sequence-100',
  b'MDVLMKGFSMAKEGVVAAAERTKAGMEEAAAKTKEGVLYVGNKTKEGVVSSVNTVANRTVEQVNVVGETTVAGANEVAQAGVEGVENVAASTGVINEEFFDGGQDQYMQQDNGEG',
  array([-102.92471313,  -91.37078857,  -98.94051361]))]

Next steps

Visit the Generate API reference for more information.

Use our folding models to perform a structure prediction and visualize structural implication of your sequences, or use single site analysis to view possible improvements to a sequence.