notebook.community

Edit and run 





In [84]:



    


require 'nn';
require 'csvigo';



    











In [85]:



    


-- reload the array
data = torch.Tensor{ csvigo.load{path='ex1data1.txt', mode='raw'} }



    


















    
Out[85]:








<csv>	parsing file: ex1data1.txt	
<csv>	parsing done	


















In [86]:



    


data



    











In [87]:



    


trainset = {}
trainset.data = data[1][{{},{1}}]
trainset.label = data[1][{{},{2}}]



    











In [88]:



    


trainset



    











In [89]:



    


print(#trainset.data)



    











In [90]:



    


setmetatable(trainset,
    {__index = function(t,i)
                return {t.data[i], t.label[i]}
            end}
);
function trainset:size()
    return self.data:size(1)
end



    











In [91]:



    


print(trainset:size())



    











In [92]:



    


print(trainset[33])



    


















    
Out[92]:








{
  1 : DoubleTensor - size: 1
  2 : DoubleTensor - size: 1
}

2. define neural network





In [93]:



    


net = nn.Sequential()
net:add(nn.Linear(1, 1))

3. define loss function





In [94]:



    


criterion = nn.MSECriterion()

4. train the neural network





In [95]:



    


trainer = nn.StochasticGradient(net, criterion)
trainer.learningRate = 0.001
trainer.maxIteration = 100



    











In [96]:



    


trainer:train(trainset)



    


















    
Out[96]:








# StochasticGradient: training	











    
Out[96]:








# current error = 12.832555698794	











    
Out[96]:








# current error = 12.808382691402	











    
Out[96]:








# current error = 12.566188725637	











    
Out[96]:








# current error = 12.340273758417	











    
Out[96]:








# current error = 12.129564040363	











    
Out[96]:








# current error = 11.933055997524	











    
Out[96]:








# current error = 11.749811665984	











    
Out[96]:








# current error = 11.578954422782	











    
Out[96]:








# current error = 11.419664993956	











    
Out[96]:








# current error = 11.271177721736	











    
Out[96]:








# current error = 11.13277707408	











    
Out[96]:








# current error = 11.003794380848	











    
Out[96]:








# current error = 10.883604781915	











    
Out[96]:








# current error = 10.771624373471	











    
Out[96]:








# current error = 10.667307539675	











    
Out[96]:








# current error = 10.570144457621	











    
Out[96]:








# current error = 10.479658764387	











    
Out[96]:








# current error = 10.395405375659	











    
Out[96]:








# current error = 10.316968446082	











    
Out[96]:








# current error = 10.243959462166	











    
Out[96]:








# current error = 10.176015459127	











    
Out[96]:








# current error = 10.112797353641	











    
Out[96]:








# current error = 10.053988384975	











    
Out[96]:








# current error = 9.9992926574785	











    
Out[96]:








# current error = 9.9484337778426	











    
Out[96]:








# current error = 9.9011535809926	











    
Out[96]:








# current error = 9.8572109388499	











    
Out[96]:








# current error = 9.8163806465918	











    
Out[96]:








# current error = 9.7784523813761	











    
Out[96]:








# current error = 9.7432297288282	











    
Out[96]:








# current error = 9.7105292728909	











    
Out[96]:








# current error = 9.6801797449237	











    
Out[96]:








# current error = 9.6520212282038	











    
Out[96]:








# current error = 9.6259044142334	











    
Out[96]:








# current error = 9.6016899074858	











    
Out[96]:








# current error = 9.5792475754477	











    
Out[96]:








# current error = 9.5584559410128	











    
Out[96]:








# current error = 9.5392016144779	











    
Out[96]:








# current error = 9.5213787625663	











    
Out[96]:








# current error = 9.5048886120747	











    
Out[96]:








# current error = 9.4896389858928	











    
Out[96]:








# current error = 9.4755438692912	











    
Out[96]:








# current error = 9.4625230045114	











    
Out[96]:








# current error = 9.4505015118171	











    
Out[96]:








# current error = 9.4394095352871	











    
Out[96]:








# current error = 9.4291819117404	











    
Out[96]:








# current error = 9.4197578612892	











    
Out[96]:








# current error = 9.4110806981144	











    
Out[96]:








# current error = 9.4030975601456	











    
Out[96]:








# current error = 9.3957591564177	











    
Out[96]:








# current error = 9.3890195309532	











    
Out[96]:








# current error = 9.382835842094	











    
Out[96]:








# current error = 9.3771681562783	











    
Out[96]:








# current error = 9.3719792553205	











    
Out[96]:








# current error = 9.3672344563162	











    
Out[96]:








# current error = 9.3629014433495	











    
Out[96]:








# current error = 9.3589501102331	











    
Out[96]:








# current error = 9.3553524135635	











    
Out[96]:








# current error = 9.3520822354179	











    
Out[96]:








# current error = 9.3491152550653	











    
Out[96]:








# current error = 9.3464288291031	











    
Out[96]:








# current error = 9.3440018794704	











    
Out[96]:








# current error = 9.3418147888238	











    
Out[96]:








# current error = 9.3398493027957	











    
Out[96]:








# current error = 9.3380884386849	











    
Out[96]:








# current error = 9.3365164001615	











    
Out[96]:








# current error = 9.3351184975908	











    
Out[96]:








# current error = 9.3338810736114	











    
Out[96]:








# current error = 9.3327914336226	











    
Out[96]:








# current error = 9.3318377808617	











    
Out[96]:








# current error = 9.3310091557691	











    
Out[96]:








# current error = 9.3302953793633	











    
Out[96]:








# current error = 9.3296870003604	











    
Out[96]:








# current error = 9.3291752457966	











    
Out[96]:








# current error = 9.3287519749204	











    
Out[96]:








# current error = 9.3284096361437	











    
Out[96]:








# current error = 9.3281412268499	











    
Out[96]:








# current error = 9.3279402558706	











    
Out[96]:








# current error = 9.3278007084589	











    
Out[96]:








# current error = 9.3277170135919	











    
Out[96]:








# current error = 9.3276840134527	











    
Out[96]:








# current error = 9.3276969349461	











    
Out[96]:








# current error = 9.3277513631171	











    
Out[96]:








# current error = 9.3278432163438	











    
Out[96]:








# current error = 9.3279687231917	











    
Out[96]:








# current error = 9.3281244008168	











    
Out[96]:








# current error = 9.3283070348175	











    
Out[96]:








# current error = 9.3285136604392	











    
Out[96]:








# current error = 9.3287415450428	











    
Out[96]:








# current error = 9.3289881717524	











    
Out[96]:








# current error = 9.3292512242066	











    
Out[96]:








# current error = 9.3295285723385	











    
Out[96]:








# current error = 9.3298182591175	











    
Out[96]:








# current error = 9.3301184881886	











    
Out[96]:








# current error = 9.3304276123509	











    
Out[96]:








# current error = 9.3307441228177	











    
Out[96]:








# current error = 9.3310666392093	











    
Out[96]:








# current error = 9.3313939002265	











    
Out[96]:








# current error = 9.3317247549627	











    
Out[96]:








# current error = 9.3320581548098	











    
Out[96]:








# current error = 9.3323931459197	











    
Out[96]:








# current error = 9.3327288621844	











    
Out[96]:








# current error = 9.3330645186991	











    
Out[96]:








# current error = 9.3333994056772	











    
Out[96]:








# current error = 9.3337328827863	











    
Out[96]:








# current error = 9.3340643738776	











    
Out[96]:








# current error = 9.3343933620817	











    
Out[96]:








# current error = 9.3347193852468	











    
Out[96]:








# current error = 9.335042031696	











    
Out[96]:








# current error = 9.3353609362826	











    
Out[96]:








# current error = 9.3356757767225	











    
Out[96]:








# current error = 9.3359862701864	











    
Out[96]:








# current error = 9.3362921701331	











    
Out[96]:








# current error = 9.3365932633678	











    
Out[96]:








# current error = 9.3368893673108	











    
Out[96]:








# current error = 9.3371803274616	











    
Out[96]:








# current error = 9.3374660150456	











    
Out[96]:








# current error = 9.3377463248305	










    
Out[96]:


















    
Out[96]:








# current error = 9.3380211731017	











    
Out[96]:








# current error = 9.3382904957845	











    
Out[96]:








# current error = 9.3385542467046	











    
Out[96]:








# current error = 9.3388123959762	











    
Out[96]:








# current error = 9.3390649285095	











    
Out[96]:








# current error = 9.3393118426291	











    
Out[96]:








# current error = 9.339553148796	











    
Out[96]:








# current error = 9.3397888684261	











    
Out[96]:








# current error = 9.3400190327972	











    
Out[96]:








# current error = 9.340243682041	











    
Out[96]:








# current error = 9.3404628642107	











    
Out[96]:








# current error = 9.3406766344226	











    
Out[96]:








# current error = 9.3408850540631	











    
Out[96]:








# current error = 9.3410881900594	











    
Out[96]:








# current error = 9.341286114207	











    
Out[96]:








# current error = 9.3414789025516	











    
Out[96]:








# current error = 9.3416666348211	











    
Out[96]:








# current error = 9.3418493939039	











    
Out[96]:








# current error = 9.34202726537	











    
Out[96]:








# current error = 9.3422003370325	











    
Out[96]:








# current error = 9.3423686985462	











    
Out[96]:








# current error = 9.3425324410404	











    
Out[96]:








# current error = 9.3426916567839	











    
Out[96]:








# current error = 9.3428464388793	











    
Out[96]:








# current error = 9.3429968809849	











    
Out[96]:








# current error = 9.3431430770622	











    
Out[96]:








# current error = 9.3432851211463	











    
Out[96]:








# current error = 9.3434231071386	











    
Out[96]:








# current error = 9.3435571286195	











    
Out[96]:








# current error = 9.3436872786793	











    
Out[96]:








# current error = 9.3438136497668	











    
Out[96]:








# current error = 9.3439363335537	











    
Out[96]:








# current error = 9.344055420813	











    
Out[96]:








# current error = 9.3441710013117	











    
Out[96]:








# current error = 9.3442831637153	











    
Out[96]:








# current error = 9.3443919955045	











    
Out[96]:








# current error = 9.3444975829013	











    
Out[96]:








# current error = 9.3446000108061	











    
Out[96]:








# current error = 9.3446993627423	











    
Out[96]:








# current error = 9.3447957208104	











    
Out[96]:








# current error = 9.3448891656489	











    
Out[96]:








# current error = 9.3449797764015	











    
Out[96]:








# current error = 9.345067630692	











    
Out[96]:








# current error = 9.3451528046036	











    
Out[96]:








# current error = 9.3452353726638	











    
Out[96]:








# current error = 9.3453154078345	











    
Out[96]:








# current error = 9.345392981506	











    
Out[96]:








# current error = 9.3454681634947	











    
Out[96]:








# current error = 9.3455410220449	











    
Out[96]:








# current error = 9.3456116238335	











    
Out[96]:








# current error = 9.3456800339776	











    
Out[96]:








# current error = 9.3457463160446	











    
Out[96]:








# current error = 9.3458105320649	











    
Out[96]:








# current error = 9.3458727425465	











    
Out[96]:








# current error = 9.3459330064915	











    
Out[96]:








# current error = 9.3459913814142	











    
Out[96]:








# current error = 9.3460479233603	











    
Out[96]:








# current error = 9.3461026869284	











    
Out[96]:








# current error = 9.3461557252914	











    
Out[96]:








# current error = 9.3462070902194	











    
Out[96]:








# current error = 9.3462568321036	











    
Out[96]:








# current error = 9.3463049999804	











    
Out[96]:








# current error = 9.3463516415564	











    
Out[96]:








# current error = 9.3463968032339	











    
Out[96]:








# current error = 9.3464405301362	











    
Out[96]:








# current error = 9.3464828661341	











    
Out[96]:








# current error = 9.3465238538717	











    
Out[96]:








# current error = 9.3465635347929	











    
Out[96]:








# current error = 9.3466019491676	











    
Out[96]:








# current error = 9.346639136118	











    
Out[96]:








# current error = 9.3466751336451	











    
Out[96]:








# current error = 9.3467099786544	











    
Out[96]:








# current error = 9.3467437069824	











    
Out[96]:








# current error = 9.346776353422	











    
Out[96]:








# current error = 9.346807951748	











    
Out[96]:








# current error = 9.3468385347426	











    
Out[96]:








# current error = 9.3468681342203	











    
Out[96]:








# current error = 9.3468967810525	











    
Out[96]:








# current error = 9.3469245051917	











    
Out[96]:








# current error = 9.3469513356955	











    
Out[96]:








# current error = 9.3469773007504	











    
Out[96]:








# current error = 9.3470024276946	











    
Out[96]:








# current error = 9.3470267430409	











    
Out[96]:








# current error = 9.3470502724991	











    
Out[96]:








# current error = 9.3470730409979	











    
Out[96]:








# current error = 9.3470950727064	











    
Out[96]:








# current error = 9.3471163910549	











    
Out[96]:








# current error = 9.3471370187561	











    
Out[96]:








# current error = 9.3471569778245	











    
Out[96]:








# current error = 9.347176289597	











    
Out[96]:








# current error = 9.3471949747514	











    
Out[96]:








# current error = 9.3472130533259	











    
Out[96]:








# current error = 9.347230544737	











    
Out[96]:








# current error = 9.3472474677979	











    
Out[96]:








# current error = 9.3472638407357	











    
Out[96]:








# current error = 9.347279681209	











    
Out[96]:








# current error = 9.347295006324	











    
Out[96]:








# current error = 9.3473098326513	











    
Out[96]:








# current error = 9.3473241762415	











    
Out[96]:








# current error = 9.3473380526406	











    
Out[96]:








# current error = 9.3473514769054	











    
Out[96]:








# current error = 9.3473644636177	











    
Out[96]:








# current error = 9.3473770268991	











    
Out[96]:








# current error = 9.3473891804245	











    
Out[96]:








# current error = 9.3474009374355	











    
Out[96]:








# current error = 9.3474123107543	











    
Out[96]:








# current error = 9.3474233127954	











    
Out[96]:








# current error = 9.3474339555789	











    
Out[96]:








# current error = 9.3474442507424	











    
Out[96]:








# current error = 9.3474542095524	











    
Out[96]:








# current error = 9.3474638429161	











    
Out[96]:








# current error = 9.3474731613922	











    
Out[96]:








# current error = 9.347482175202	











    
Out[96]:








# current error = 9.3474908942396	











    
Out[96]:








# current error = 9.3474993280822	











    
Out[96]:








# current error = 9.3475074859998	











    
Out[96]:








# current error = 9.3475153769649	











    
Out[96]:








# current error = 9.3475230096621	











    
Out[96]:








# current error = 9.3475303924964	











    
Out[96]:








# current error = 9.3475375336025	











    
Out[96]:








# current error = 9.3475444408534	











    
Out[96]:








# current error = 9.3475511218681	











    
Out[96]:








# current error = 9.3475575840202	











    
Out[96]:








# current error = 9.347563834445	











    
Out[96]:








# current error = 9.3475698800477	











    
Out[96]:








# current error = 9.3475757275103	











    
Out[96]:








# current error = 9.3475813832988	











    
Out[96]:








# current error = 9.3475868536698	











    
Out[96]:








# current error = 9.3475921446776	











    
Out[96]:








# current error = 9.3475972621803	











    
Out[96]:








# current error = 9.3476022118462	











    
Out[96]:








# current error = 9.3476069991598	











    
Out[96]:








# current error = 9.3476116294277	











    
Out[96]:








# current error = 9.3476161077841	











    
Out[96]:








# current error = 9.3476204391968	











    
Out[96]:








# current error = 9.3476246284719	











    
Out[96]:








# current error = 9.3476286802594	











    
Out[96]:








# current error = 9.3476325990582	











    
Out[96]:








# current error = 9.3476363892209	











    
Out[96]:








# current error = 9.3476400549581	











    
Out[96]:








# current error = 9.3476436003437	











    
Out[96]:








# current error = 9.3476470293188	











    
Out[96]:








# current error = 9.3476503456961	











    
Out[96]:








# current error = 9.3476535531641	











    
Out[96]:








# current error = 9.3476566552909	











    
Out[96]:








# current error = 9.3476596555284	











    
Out[96]:








# current error = 9.3476625572159	











    
Out[96]:








# current error = 9.3476653635835	











    
Out[96]:








# current error = 9.3476680777562	











    
Out[96]:








# current error = 9.3476707027568	











    
Out[96]:








# current error = 9.3476732415093	











    
Out[96]:








# current error = 9.3476756968424	











    
Out[96]:








# current error = 9.3476780714921	











    
Out[96]:








# current error = 9.3476803681053	











    
Out[96]:








# current error = 9.347682589242	











    
Out[96]:








# current error = 9.3476847373787	











    
Out[96]:








# current error = 9.347686814911	











    
Out[96]:








# current error = 9.3476888241559	











    
Out[96]:








# current error = 9.3476907673548	











    
Out[96]:








# current error = 9.3476926466755	











    
Out[96]:








# current error = 9.3476944642151	











    
Out[96]:








# current error = 9.3476962220019	











    
Out[96]:








# current error = 9.3476979219978	











    
Out[96]:








# current error = 9.3476995661005	











    
Out[96]:








# current error = 9.3477011561454	











    
Out[96]:








# current error = 9.3477026939079	











    
Out[96]:








# current error = 9.3477041811053	











    
Out[96]:








# current error = 9.3477056193983	











    
Out[96]:








# current error = 9.3477070103935	











    
Out[96]:








# current error = 9.3477083556447	











    
Out[96]:








# current error = 9.3477096566548	











    
Out[96]:








# current error = 9.3477109148773	











    
Out[96]:








# current error = 9.3477121317182	











    
Out[96]:








# current error = 9.3477133085372	











    
Out[96]:








# current error = 9.3477144466495	











    
Out[96]:








# current error = 9.3477155473273	











    
Out[96]:








# current error = 9.3477166118008	











    
Out[96]:








# current error = 9.3477176412599	











    
Out[96]:








# current error = 9.3477186368556	











    
Out[96]:








# current error = 9.3477195997009	











    
Out[96]:








# current error = 9.3477205308725	











    
Out[96]:








# current error = 9.3477214314116	











    
Out[96]:








# current error = 9.3477223023252	











    
Out[96]:








# current error = 9.3477231445873	











    
Out[96]:








# current error = 9.3477239591399	











    
Out[96]:








# current error = 9.3477247468942	











    
Out[96]:








# current error = 9.3477255087312	











    
Out[96]:








# current error = 9.3477262455032	











    
Out[96]:








# current error = 9.3477269580344	











    
Out[96]:








# current error = 9.3477276471219	











    
Out[96]:








# current error = 9.3477283135368	











    
Out[96]:








# current error = 9.3477289580245	











    
Out[96]:








# current error = 9.3477295813063	











    
Out[96]:








# current error = 9.3477301840796	











    
Out[96]:








# current error = 9.3477307670189	











    
Out[96]:








# current error = 9.3477313307766	











    
Out[96]:








# current error = 9.3477318759836	











    
Out[96]:








# current error = 9.34773240325	











    
Out[96]:








# current error = 9.347732913166	











    
Out[96]:








# current error = 9.3477334063023	











    
Out[96]:








# current error = 9.3477338832109	











    
Out[96]:








# current error = 9.3477343444257	











    
Out[96]:








# current error = 9.3477347904628	











    
Out[96]:








# current error = 9.3477352218216	











    
Out[96]:








# current error = 9.347735638985	











    
Out[96]:








# current error = 9.3477360424199	











    
Out[96]:








# current error = 9.3477364325782	











    
Out[96]:








# current error = 9.3477368098964	











    
Out[96]:








# current error = 9.3477371747972	











    
Out[96]:








# current error = 9.347737527689	











    
Out[96]:








# current error = 9.3477378689669	











    
Out[96]:








# current error = 9.3477381990132	











    
Out[96]:








# current error = 9.3477385181973	











    
Out[96]:








# current error = 9.3477388268766	











    
Out[96]:








# current error = 9.3477391253968	











    
Out[96]:








# current error = 9.3477394140922	











    
Out[96]:








# current error = 9.347739693286	











    
Out[96]:








# current error = 9.347739963291	











    
Out[96]:








# current error = 9.3477402244094	











    
Out[96]:








# current error = 9.3477404769337	











    
Out[96]:








# current error = 9.3477407211467	











    
Out[96]:








# current error = 9.3477409573219	











    
Out[96]:








# current error = 9.3477411857239	











    
Out[96]:








# current error = 9.3477414066083	











    
Out[96]:








# current error = 9.3477416202226	











    
Out[96]:








# current error = 9.3477418268061	











    
Out[96]:








# current error = 9.3477420265901	











    
Out[96]:








# current error = 9.3477422197984	











    
Out[96]:








# current error = 9.3477424066474	











    
Out[96]:








# current error = 9.3477425873463	











    
Out[96]:








# current error = 9.3477427620976	











    
Out[96]:








# current error = 9.3477429310971	











    
Out[96]:








# current error = 9.3477430945339	











    
Out[96]:








# current error = 9.3477432525912	











    
Out[96]:








# current error = 9.3477434054461	











    
Out[96]:








# current error = 9.3477435532697	











    
Out[96]:








# current error = 9.3477436962276	











    
Out[96]:








# current error = 9.34774383448	











    
Out[96]:








# current error = 9.3477439681817	











    
Out[96]:








# current error = 9.3477440974826	











    
Out[96]:








# current error = 9.3477442225274	











    
Out[96]:








# current error = 9.3477443434563	











    
Out[96]:








# current error = 9.3477444604046	











    
Out[96]:








# current error = 9.3477445735035	











    
Out[96]:








# current error = 9.3477446828796	











    
Out[96]:








# current error = 9.3477447886555	











    
Out[96]:








# current error = 9.3477448909496	











    
Out[96]:








# current error = 9.3477449898765	











    
Out[96]:








# current error = 9.3477450855471	











    
Out[96]:








# current error = 9.3477451780686	











    
Out[96]:








# current error = 9.3477452675445	











    
Out[96]:








# current error = 9.3477453540752	











    
Out[96]:








# current error = 9.3477454377576	











    
Out[96]:








# current error = 9.3477455186855	











    
Out[96]:








# current error = 9.3477455969494	











    
Out[96]:








# current error = 9.3477456726371	











    
Out[96]:








# current error = 9.3477457458334	











    
Out[96]:








# current error = 9.3477458166203	











    
Out[96]:








# current error = 9.3477458850771	











    
Out[96]:








# current error = 9.3477459512805	











    
Out[96]:








# current error = 9.3477460153046	











    
Out[96]:








# current error = 9.3477460772213	











    
Out[96]:








# current error = 9.3477461370998	











    
Out[96]:








# current error = 9.3477461950073	











    
Out[96]:








# current error = 9.3477462510085	











    
Out[96]:








# current error = 9.3477463051664	











    
Out[96]:








# current error = 9.3477463575415	











    
Out[96]:








# current error = 9.3477464081926	











    
Out[96]:








# current error = 9.3477464571763	











    
Out[96]:








# current error = 9.3477465045477	











    
Out[96]:








# current error = 9.3477465503596	











    
Out[96]:








# current error = 9.3477465946635	











    
Out[96]:








# current error = 9.3477466375091	











    
Out[96]:








# current error = 9.3477466789442	











    
Out[96]:








# current error = 9.3477467190155	











    
Out[96]:








# current error = 9.3477467577676	











    
Out[96]:








# current error = 9.3477467952441	











    
Out[96]:








# current error = 9.3477468314869	











    
Out[96]:








# current error = 9.3477468665368	











    
Out[96]:








# current error = 9.3477469004328	











    
Out[96]:








# current error = 9.347746933213	











    
Out[96]:








# current error = 9.3477469649142	











    
Out[96]:








# current error = 9.3477469955719	











    
Out[96]:








# current error = 9.3477470252203	











    
Out[96]:








# current error = 9.3477470538928	











    
Out[96]:








# current error = 9.3477470816214	











    
Out[96]:








# current error = 9.3477471084373	











    
Out[96]:








# current error = 9.3477471343704	











    
Out[96]:








# current error = 9.3477471594499	











    
Out[96]:








# current error = 9.3477471837037	











    
Out[96]:








# current error = 9.3477472071592	











    
Out[96]:








# current error = 9.3477472298426	











    
Out[96]:








# current error = 9.3477472517793	











    
Out[96]:








# current error = 9.3477472729938	











    
Out[96]:








# current error = 9.34774729351	











    
Out[96]:








# current error = 9.3477473133509	











    
Out[96]:








# current error = 9.3477473325386	











    
Out[96]:








# current error = 9.3477473510947	











    
Out[96]:








# current error = 9.3477473690399	











    
Out[96]:








# current error = 9.3477473863945	











    
Out[96]:








# current error = 9.3477474031777	











    
Out[96]:








# current error = 9.3477474194085	











    
Out[96]:








# current error = 9.3477474351049	











    
Out[96]:








# current error = 9.3477474502847	











    
Out[96]:








# current error = 9.3477474649648	











    
Out[96]:








# current error = 9.3477474791616	











    
Out[96]:








# current error = 9.3477474928911	











    
Out[96]:








# current error = 9.3477475061686	











    
Out[96]:








# current error = 9.3477475190091	











    
Out[96]:








# current error = 9.3477475314268	











    
Out[96]:








# current error = 9.3477475434358	











    
Out[96]:








# current error = 9.3477475550495	











    
Out[96]:








# current error = 9.3477475662808	











    
Out[96]:








# current error = 9.3477475771425	











    
Out[96]:








# current error = 9.3477475876466	











    
Out[96]:








# current error = 9.3477475978049	











    
Out[96]:








# current error = 9.3477476076288	











    
Out[96]:








# current error = 9.3477476171293	











    
Out[96]:








# current error = 9.3477476263171	











    
Out[96]:








# current error = 9.3477476352025	











    
Out[96]:








# current error = 9.3477476437953	











    
Out[96]:








# current error = 9.3477476521053	











    
Out[96]:








# current error = 9.3477476601417	











    
Out[96]:








# current error = 9.3477476679136	











    
Out[96]:








# current error = 9.3477476754296	











    
Out[96]:








# current error = 9.3477476826982	











    
Out[96]:








# current error = 9.3477476897276	











    
Out[96]:








# current error = 9.3477476965255	











    
Out[96]:








# current error = 9.3477477030997	











    
Out[96]:








# current error = 9.3477477094574	











    
Out[96]:








# current error = 9.3477477156059	











    
Out[96]:








# current error = 9.347747721552	











    
Out[96]:








# current error = 9.3477477273023	











    
Out[96]:








# current error = 9.3477477328633	











    
Out[96]:








# current error = 9.3477477382413	











    
Out[96]:








# current error = 9.3477477434422	











    
Out[96]:








# current error = 9.347747748472	











    
Out[96]:








# current error = 9.3477477533361	











    
Out[96]:








# current error = 9.3477477580402	











    
Out[96]:








# current error = 9.3477477625893	











    
Out[96]:








# current error = 9.3477477669888	











    
Out[96]:








# current error = 9.3477477712434	











    
Out[96]:








# current error = 9.3477477753579	











    
Out[96]:








# current error = 9.347747779337	











    
Out[96]:








# current error = 9.3477477831852	











    
Out[96]:








# current error = 9.3477477869066	











    
Out[96]:








# current error = 9.3477477905055	











    
Out[96]:








# current error = 9.347747793986	











    
Out[96]:








# current error = 9.3477477973519	











    
Out[96]:








# current error = 9.347747800607	











    
Out[96]:








# current error = 9.3477478037549	











    
Out[96]:








# current error = 9.3477478067992	











    
Out[96]:








# current error = 9.3477478097433	











    
Out[96]:








# current error = 9.3477478125905	











    
Out[96]:








# current error = 9.3477478153439	











    
Out[96]:








# current error = 9.3477478180068	











    
Out[96]:








# current error = 9.3477478205819	











    
Out[96]:








# current error = 9.3477478230723	











    
Out[96]:








# current error = 9.3477478254807	











    
Out[96]:








# current error = 9.3477478278098	











    
Out[96]:








# current error = 9.3477478300623	











    
Out[96]:








# current error = 9.3477478322406	











    
Out[96]:








# current error = 9.3477478343472	











    
Out[96]:








# current error = 9.3477478363844	











    
Out[96]:








# current error = 9.3477478383546	











    
Out[96]:








# current error = 9.3477478402599	











    
Out[96]:








# current error = 9.3477478421026	











    
Out[96]:








# current error = 9.3477478438845	











    
Out[96]:








# current error = 9.3477478456078	











    
Out[96]:








# current error = 9.3477478472744	











    
Out[96]:








# current error = 9.3477478488861	











    
Out[96]:








# current error = 9.3477478504447	











    
Out[96]:








# current error = 9.3477478519521	











    
Out[96]:








# current error = 9.3477478534098	











    
Out[96]:








# current error = 9.3477478548195	











    
Out[96]:








# current error = 9.3477478561828	











    
Out[96]:








# current error = 9.3477478575013	











    
Out[96]:








# current error = 9.3477478587763	











    
Out[96]:








# current error = 9.3477478600094	











    
Out[96]:








# current error = 9.3477478612019	











    
Out[96]:








# current error = 9.3477478623551	











    
Out[96]:








# current error = 9.3477478634704	











    
Out[96]:








# current error = 9.3477478645489	











    
Out[96]:








# current error = 9.347747865592	











    
Out[96]:








# current error = 9.3477478666007	











    
Out[96]:








# current error = 9.3477478675762	











    
Out[96]:








# current error = 9.3477478685196	











    
Out[96]:








# current error = 9.3477478694319	











    
Out[96]:








# current error = 9.3477478703142	











    
Out[96]:








# current error = 9.3477478711675	











    
Out[96]:








# current error = 9.3477478719926	











    
Out[96]:








# current error = 9.3477478727906	











    
Out[96]:








# current error = 9.3477478735624	











    
Out[96]:








# current error = 9.3477478743087	











    
Out[96]:








# current error = 9.3477478750305	











    
Out[96]:








# current error = 9.3477478757285	











    
Out[96]:








# current error = 9.3477478764035	











    
Out[96]:








# current error = 9.3477478770563	











    
Out[96]:








# current error = 9.3477478776876	











    
Out[96]:








# current error = 9.3477478782982	











    
Out[96]:








# current error = 9.3477478788886	











    
Out[96]:








# current error = 9.3477478794596	











    
Out[96]:








# current error = 9.3477478800118	











    
Out[96]:








# current error = 9.3477478805458	











    
Out[96]:








# current error = 9.3477478810623	











    
Out[96]:








# current error = 9.3477478815617	











    
Out[96]:








# current error = 9.3477478820447	











    
Out[96]:








# current error = 9.3477478825118	











    
Out[96]:








# current error = 9.3477478829635	











    
Out[96]:








# current error = 9.3477478834004	











    
Out[96]:








# current error = 9.3477478838229	











    
Out[96]:








# current error = 9.3477478842314	











    
Out[96]:








# current error = 9.3477478846266	











    
Out[96]:








# current error = 9.3477478850087	











    
Out[96]:








# current error = 9.3477478853782	











    
Out[96]:








# current error = 9.3477478857356	











    
Out[96]:








# current error = 9.3477478860812	











    
Out[96]:








# current error = 9.3477478864154	











    
Out[96]:








# current error = 9.3477478867386	











    
Out[96]:








# current error = 9.3477478870512	











    
Out[96]:








# current error = 9.3477478873535	











    
Out[96]:








# current error = 9.3477478876459	











    
Out[96]:








# current error = 9.3477478879286	











    
Out[96]:








# current error = 9.347747888202	











    
Out[96]:








# current error = 9.3477478884664	











    
Out[96]:








# current error = 9.3477478887221	











    
Out[96]:








# current error = 9.3477478889694	











    
Out[96]:








# current error = 9.3477478892086	










    
Out[96]:


















    
Out[96]:








# current error = 9.3477478894398	











    
Out[96]:








# current error = 9.3477478896635	











    
Out[96]:








# current error = 9.3477478898798	











    
Out[96]:








# current error = 9.347747890089	











    
Out[96]:








# current error = 9.3477478902913	











    
Out[96]:








# current error = 9.3477478904869	











    
Out[96]:








# current error = 9.3477478906761	











    
Out[96]:








# current error = 9.3477478908591	











    
Out[96]:








# current error = 9.347747891036	











    
Out[96]:








# current error = 9.3477478912071	











    
Out[96]:








# current error = 9.3477478913726	











    
Out[96]:








# current error = 9.3477478915327	











    
Out[96]:








# current error = 9.3477478916874	











    
Out[96]:








# current error = 9.3477478918371	











    
Out[96]:








# current error = 9.3477478919819	











    
Out[96]:








# current error = 9.3477478921218	











    
Out[96]:








# current error = 9.3477478922572	











    
Out[96]:








# current error = 9.3477478923882	











    
Out[96]:








# current error = 9.3477478925147	











    
Out[96]:








# current error = 9.3477478926372	











    
Out[96]:








# current error = 9.3477478927556	











    
Out[96]:








# current error = 9.3477478928701	











    
Out[96]:








# current error = 9.3477478929809	











    
Out[96]:








# current error = 9.347747893088	











    
Out[96]:








# current error = 9.3477478931915	











    
Out[96]:








# current error = 9.3477478932917	











    
Out[96]:








# current error = 9.3477478933886	











    
Out[96]:








# current error = 9.3477478934822	











    
Out[96]:








# current error = 9.3477478935728	











    
Out[96]:








# current error = 9.3477478936604	











    
Out[96]:








# current error = 9.3477478937452	











    
Out[96]:








# current error = 9.3477478938271	











    
Out[96]:








# current error = 9.3477478939064	











    
Out[96]:








# current error = 9.347747893983	











    
Out[96]:








# current error = 9.3477478940571	











    
Out[96]:








# current error = 9.3477478941288	











    
Out[96]:








# current error = 9.3477478941981	











    
Out[96]:








# current error = 9.3477478942651	











    
Out[96]:








# current error = 9.3477478943299	











    
Out[96]:








# current error = 9.3477478943926	











    
Out[96]:








# current error = 9.3477478944532	











    
Out[96]:








# current error = 9.3477478945119	











    
Out[96]:








# current error = 9.3477478945686	











    
Out[96]:








# current error = 9.3477478946234	











    
Out[96]:








# current error = 9.3477478946764	











    
Out[96]:








# current error = 9.3477478947277	











    
Out[96]:








# current error = 9.3477478947773	











    
Out[96]:








# current error = 9.3477478948253	











    
Out[96]:








# current error = 9.3477478948716	











    
Out[96]:








# current error = 9.3477478949165	











    
Out[96]:








# current error = 9.3477478949599	











    
Out[96]:








# current error = 9.3477478950018	











    
Out[96]:








# current error = 9.3477478950424	











    
Out[96]:








# current error = 9.3477478950816	











    
Out[96]:








# current error = 9.3477478951196	











    
Out[96]:








# current error = 9.3477478951563	











    
Out[96]:








# current error = 9.3477478951918	











    
Out[96]:








# current error = 9.3477478952261	











    
Out[96]:








# current error = 9.3477478952593	











    
Out[96]:








# current error = 9.3477478952914	











    
Out[96]:








# current error = 9.3477478953224	











    
Out[96]:








# current error = 9.3477478953524	











    
Out[96]:








# current error = 9.3477478953814	











    
Out[96]:








# current error = 9.3477478954095	











    
Out[96]:








# current error = 9.3477478954367	











    
Out[96]:








# current error = 9.3477478954629	











    
Out[96]:








# current error = 9.3477478954883	











    
Out[96]:








# current error = 9.3477478955129	











    
Out[96]:








# current error = 9.3477478955366	











    
Out[96]:








# current error = 9.3477478955596	











    
Out[96]:








# current error = 9.3477478955818	











    
Out[96]:








# current error = 9.3477478956033	











    
Out[96]:








# current error = 9.347747895624	











    
Out[96]:








# current error = 9.3477478956441	











    
Out[96]:








# current error = 9.3477478956636	











    
Out[96]:








# current error = 9.3477478956823	











    
Out[96]:








# current error = 9.3477478957005	











    
Out[96]:








# current error = 9.3477478957181	











    
Out[96]:








# current error = 9.3477478957351	











    
Out[96]:








# current error = 9.3477478957515	











    
Out[96]:








# current error = 9.3477478957674	











    
Out[96]:








# current error = 9.3477478957828	











    
Out[96]:








# current error = 9.3477478957976	











    
Out[96]:








# current error = 9.347747895812	











    
Out[96]:








# current error = 9.3477478958259	











    
Out[96]:








# current error = 9.3477478958393	











    
Out[96]:








# current error = 9.3477478958523	











    
Out[96]:








# current error = 9.3477478958649	











    
Out[96]:








# current error = 9.3477478958771	











    
Out[96]:








# current error = 9.3477478958888	











    
Out[96]:








# current error = 9.3477478959002	











    
Out[96]:








# current error = 9.3477478959112	











    
Out[96]:








# current error = 9.3477478959218	











    
Out[96]:








# current error = 9.3477478959321	











    
Out[96]:








# current error = 9.3477478959421	











    
Out[96]:








# current error = 9.3477478959517	











    
Out[96]:








# current error = 9.347747895961	











    
Out[96]:








# current error = 9.34774789597	











    
Out[96]:








# current error = 9.3477478959787	











    
Out[96]:








# current error = 9.3477478959871	











    
Out[96]:








# current error = 9.3477478959952	











    
Out[96]:








# current error = 9.3477478960031	











    
Out[96]:








# current error = 9.3477478960107	











    
Out[96]:








# current error = 9.3477478960181	











    
Out[96]:








# current error = 9.3477478960252	











    
Out[96]:








# current error = 9.3477478960321	











    
Out[96]:








# current error = 9.3477478960387	











    
Out[96]:








# current error = 9.3477478960452	











    
Out[96]:








# current error = 9.3477478960514	











    
Out[96]:








# current error = 9.3477478960574	











    
Out[96]:








# current error = 9.3477478960632	











    
Out[96]:








# current error = 9.3477478960689	











    
Out[96]:








# current error = 9.3477478960743	











    
Out[96]:








# current error = 9.3477478960796	











    
Out[96]:








# current error = 9.3477478960847	











    
Out[96]:








# current error = 9.3477478960896	











    
Out[96]:








# current error = 9.3477478960944	











    
Out[96]:








# current error = 9.3477478960989	











    
Out[96]:








# current error = 9.3477478961034	











    
Out[96]:








# current error = 9.3477478961077	











    
Out[96]:








# current error = 9.3477478961119	











    
Out[96]:








# current error = 9.3477478961159	











    
Out[96]:








# current error = 9.3477478961198	











    
Out[96]:








# current error = 9.3477478961236	











    
Out[96]:








# current error = 9.3477478961272	











    
Out[96]:








# current error = 9.3477478961307	











    
Out[96]:








# current error = 9.3477478961341	











    
Out[96]:








# current error = 9.3477478961374	











    
Out[96]:








# current error = 9.3477478961406	











    
Out[96]:








# current error = 9.3477478961437	











    
Out[96]:








# current error = 9.3477478961467	











    
Out[96]:








# current error = 9.3477478961496	











    
Out[96]:








# current error = 9.3477478961524	











    
Out[96]:








# current error = 9.3477478961551	











    
Out[96]:








# current error = 9.3477478961577	











    
Out[96]:








# current error = 9.3477478961602	











    
Out[96]:








# current error = 9.3477478961626	











    
Out[96]:








# current error = 9.347747896165	











    
Out[96]:








# current error = 9.3477478961673	











    
Out[96]:








# current error = 9.3477478961695	











    
Out[96]:








# current error = 9.3477478961716	











    
Out[96]:








# current error = 9.3477478961737	











    
Out[96]:








# current error = 9.3477478961757	











    
Out[96]:








# current error = 9.3477478961776	











    
Out[96]:








# current error = 9.3477478961795	











    
Out[96]:








# current error = 9.3477478961813	











    
Out[96]:








# current error = 9.347747896183	











    
Out[96]:








# current error = 9.3477478961847	











    
Out[96]:








# current error = 9.3477478961863	











    
Out[96]:








# current error = 9.3477478961879	











    
Out[96]:








# current error = 9.3477478961894	











    
Out[96]:








# current error = 9.3477478961909	











    
Out[96]:








# current error = 9.3477478961923	











    
Out[96]:








# current error = 9.3477478961937	











    
Out[96]:








# current error = 9.347747896195	











    
Out[96]:








# current error = 9.3477478961963	











    
Out[96]:








# current error = 9.3477478961976	











    
Out[96]:








# current error = 9.3477478961988	











    
Out[96]:








# current error = 9.3477478962	











    
Out[96]:








# current error = 9.3477478962011	











    
Out[96]:








# current error = 9.3477478962022	











    
Out[96]:








# current error = 9.3477478962032	











    
Out[96]:








# current error = 9.3477478962043	











    
Out[96]:








# current error = 9.3477478962052	











    
Out[96]:








# current error = 9.3477478962062	











    
Out[96]:








# current error = 9.3477478962071	











    
Out[96]:








# current error = 9.347747896208	











    
Out[96]:








# current error = 9.3477478962089	











    
Out[96]:








# current error = 9.3477478962097	











    
Out[96]:








# current error = 9.3477478962105	











    
Out[96]:








# current error = 9.3477478962113	











    
Out[96]:








# current error = 9.3477478962121	











    
Out[96]:








# current error = 9.3477478962128	











    
Out[96]:








# current error = 9.3477478962135	











    
Out[96]:








# current error = 9.3477478962142	











    
Out[96]:








# current error = 9.3477478962148	











    
Out[96]:








# current error = 9.3477478962155	











    
Out[96]:








# current error = 9.3477478962161	











    
Out[96]:








# current error = 9.3477478962167	











    
Out[96]:








# current error = 9.3477478962173	











    
Out[96]:








# current error = 9.3477478962178	











    
Out[96]:








# current error = 9.3477478962184	











    
Out[96]:








# current error = 9.3477478962189	











    
Out[96]:








# current error = 9.3477478962194	











    
Out[96]:








# current error = 9.3477478962199	











    
Out[96]:








# current error = 9.3477478962204	











    
Out[96]:








# current error = 9.3477478962208	











    
Out[96]:








# current error = 9.3477478962213	











    
Out[96]:








# current error = 9.3477478962217	











    
Out[96]:








# current error = 9.3477478962221	











    
Out[96]:








# current error = 9.3477478962225	











    
Out[96]:








# current error = 9.3477478962229	











    
Out[96]:








# current error = 9.3477478962233	











    
Out[96]:








# current error = 9.3477478962236	











    
Out[96]:








# current error = 9.347747896224	











    
Out[96]:








# current error = 9.3477478962243	











    
Out[96]:








# current error = 9.3477478962246	











    
Out[96]:








# current error = 9.347747896225	











    
Out[96]:








# current error = 9.3477478962253	











    
Out[96]:








# current error = 9.3477478962256	











    
Out[96]:








# current error = 9.3477478962259	











    
Out[96]:








# current error = 9.3477478962261	











    
Out[96]:








# current error = 9.3477478962264	











    
Out[96]:








# current error = 9.3477478962267	











    
Out[96]:








# current error = 9.3477478962269	











    
Out[96]:








# current error = 9.3477478962271	











    
Out[96]:








# current error = 9.3477478962274	











    
Out[96]:








# current error = 9.3477478962276	











    
Out[96]:








# current error = 9.3477478962278	











    
Out[96]:








# current error = 9.347747896228	











    
Out[96]:








# current error = 9.3477478962282	











    
Out[96]:








# current error = 9.3477478962284	











    
Out[96]:








# current error = 9.3477478962286	











    
Out[96]:








# current error = 9.3477478962288	











    
Out[96]:








# current error = 9.347747896229	











    
Out[96]:








# current error = 9.3477478962292	











    
Out[96]:








# current error = 9.3477478962293	











    
Out[96]:








# current error = 9.3477478962295	











    
Out[96]:








# current error = 9.3477478962297	











    
Out[96]:








# current error = 9.3477478962298	











    
Out[96]:








# current error = 9.34774789623	











    
Out[96]:








# current error = 9.3477478962301	











    
Out[96]:








# current error = 9.3477478962302	











    
Out[96]:








# current error = 9.3477478962304	











    
Out[96]:








# current error = 9.3477478962305	











    
Out[96]:








# current error = 9.3477478962306	











    
Out[96]:








# current error = 9.3477478962307	











    
Out[96]:








# current error = 9.3477478962309	











    
Out[96]:








# current error = 9.347747896231	











    
Out[96]:








# current error = 9.3477478962311	











    
Out[96]:








# current error = 9.3477478962312	











    
Out[96]:








# current error = 9.3477478962313	











    
Out[96]:








# current error = 9.3477478962314	











    
Out[96]:








# current error = 9.3477478962315	











    
Out[96]:








# current error = 9.3477478962316	











    
Out[96]:








# current error = 9.3477478962317	











    
Out[96]:








# current error = 9.3477478962317	











    
Out[96]:








# current error = 9.3477478962318	











    
Out[96]:








# current error = 9.3477478962319	











    
Out[96]:








# current error = 9.347747896232	











    
Out[96]:








# current error = 9.3477478962321	











    
Out[96]:








# current error = 9.3477478962321	











    
Out[96]:








# current error = 9.3477478962322	











    
Out[96]:








# current error = 9.3477478962323	











    
Out[96]:








# current error = 9.3477478962323	











    
Out[96]:








# current error = 9.3477478962324	











    
Out[96]:








# current error = 9.3477478962325	











    
Out[96]:








# current error = 9.3477478962325	











    
Out[96]:








# current error = 9.3477478962326	











    
Out[96]:








# current error = 9.3477478962326	











    
Out[96]:








# current error = 9.3477478962327	











    
Out[96]:








# current error = 9.3477478962327	











    
Out[96]:








# current error = 9.3477478962328	











    
Out[96]:








# current error = 9.3477478962328	











    
Out[96]:








# current error = 9.3477478962329	











    
Out[96]:








# current error = 9.3477478962329	











    
Out[96]:








# current error = 9.347747896233	











    
Out[96]:








# current error = 9.347747896233	











    
Out[96]:








# current error = 9.347747896233	











    
Out[96]:








# current error = 9.3477478962331	











    
Out[96]:








# current error = 9.3477478962331	











    
Out[96]:








# current error = 9.3477478962332	











    
Out[96]:








# current error = 9.3477478962332	











    
Out[96]:








# current error = 9.3477478962332	











    
Out[96]:








# current error = 9.3477478962333	











    
Out[96]:








# current error = 9.3477478962333	











    
Out[96]:








# current error = 9.3477478962333	











    
Out[96]:








# current error = 9.3477478962334	











    
Out[96]:








# current error = 9.3477478962334	











    
Out[96]:








# current error = 9.3477478962334	











    
Out[96]:








# current error = 9.3477478962335	











    
Out[96]:








# current error = 9.3477478962335	











    
Out[96]:








# current error = 9.3477478962335	











    
Out[96]:








# current error = 9.3477478962335	











    
Out[96]:








# current error = 9.3477478962336	











    
Out[96]:








# current error = 9.3477478962336	











    
Out[96]:








# current error = 9.3477478962336	











    
Out[96]:








# current error = 9.3477478962336	











    
Out[96]:








# current error = 9.3477478962336	











    
Out[96]:








# current error = 9.3477478962337	











    
Out[96]:








# current error = 9.3477478962337	











    
Out[96]:








# current error = 9.3477478962337	











    
Out[96]:








# current error = 9.3477478962337	











    
Out[96]:








# current error = 9.3477478962337	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962338	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.3477478962339	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.347747896234	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962341	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962342	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	











    
Out[96]:








# current error = 9.3477478962343	
# StochasticGradient: you have reached the maximum number of iterations	
# training error = 9.3477478962343	



























5. test the network, print accuracy
















In [97]:



    


predicted = net:forward(trainset.data[33])



    



















In [100]:



    


print(predicted, trainset.label[33])



    


















    
Out[100]:








 2.2103
[torch.DoubleTensor of size 1]

 12.1340
[torch.DoubleTensor of size 1]



























In [99]:



    


correct = 0
for i=1,trainset:size() do
    local predicted = net:forward(trainset.data[i])
    sqr = (predicted - trainset.label[i])*(predicted - trainset.label[i])
    correct = correct + sqr
end
print(correct / trainset:size())



    


















    
Out[99]:








9.1436367823572	


























In [101]:



    


net



    


















    
Out[101]:








nn.Sequential {
  [input -> (1) -> output]
  (1): nn.Linear(1 -> 1)
}
{
  gradInput : DoubleTensor - size: 1
  modules : 
    {
      1 : 
        nn.Linear(1 -> 1)
        {
          gradBias : DoubleTensor - size: 1
          weight : DoubleTensor - size: 1x1
          bias : DoubleTensor - size: 1
          gradInput : DoubleTensor - size: 1
          gradWeight : DoubleTensor - size: 1x1
          output : DoubleTensor - size: 1
        }
    }
  output : DoubleTensor - size: 1
}


























In [104]:



    


net.modules[1].weight



    


















    
Out[104]:








 1.3044
[torch.DoubleTensor of size 1x1]



























In [105]:



    


net.modules[1].bias



    


















    
Out[105]:








-4.8815
[torch.DoubleTensor of size 1]



























In [ ]:



    






    
















    


    

        

            

            

                Content source: MLinTT/ML2016
            

            
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