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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
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-----------------------------------------
-----------------------------------------
('pred', 8298.357)
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-----------------------------------------
-----------------------------------------
('pred', 8369.941)
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-----------------------------------------
-----------------------------------------
('pred', 8302.86)
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('powa', 2.2793922)
-----------------------------------------
-----------------------------------------
('pred', 8265.704)
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-----------------------------------------
-----------------------------------------
('pred', 8334.482)
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-----------------------------------------
-----------------------------------------
('pred', 9501.199)
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-----------------------------------------
-----------------------------------------
('pred', 9739.047)
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-----------------------------------------
-----------------------------------------
('pred', 9975.0)
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-----------------------------------------
-----------------------------------------
('pred', 11451.996)
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-----------------------------------------
-----------------------------------------
('pred', 10670.887)
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-----------------------------------------
-----------------------------------------
('pred', 11187.322)
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-----------------------------------------
-----------------------------------------
('pred', 11867.105)
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('X', array(1.5122592e+09, dtype=float32))
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('powa', 256.50024)
-----------------------------------------
-----------------------------------------
('pred', 11618.7295)
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('X', array(1.5123456e+09, dtype=float32))
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('powa', 34.81461)
-----------------------------------------
-----------------------------------------
('pred', 11908.758)
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('X', array(1.512432e+09, dtype=float32))
('b', 5.2506645e-15)
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('powa', 47.440346)
-----------------------------------------
-----------------------------------------
('pred', 13890.58)
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('X', array(1.5125184e+09, dtype=float32))
('b', 6.116657e-15)
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('powa', 2244.8533)
-----------------------------------------
-----------------------------------------
('pred', 16952.818)
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('X', array(1.5126048e+09, dtype=float32))
('b', 7.454717e-15)
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('powa', 5410.8667)
-----------------------------------------
-----------------------------------------
('pred', 17303.287)
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('X', array(1.5126912e+09, dtype=float32))
('b', 7.6074545e-15)
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('powa', 71.19141)
-----------------------------------------
-----------------------------------------
('pred', 16288.549)
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('X', array(1.5127776e+09, dtype=float32))
('b', 7.163614e-15)
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('powa', 606.67926)
-----------------------------------------
-----------------------------------------
('pred', 15770.558)
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('X', array(1.512864e+09, dtype=float32))
('b', 6.936888e-15)
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('powa', 159.83478)
-----------------------------------------
-----------------------------------------
('pred', 17440.016)
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('b', 7.665828e-15)
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('powa', 1667.5737)
-----------------------------------------
-----------------------------------------
('pred', 17563.666)
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('b', 7.719405e-15)
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('powa', 9.093994)
-----------------------------------------
-----------------------------------------
('pred', 19639.559)
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('b', 8.624027e-15)
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('powa', 2689.3948)
-----------------------------------------
-----------------------------------------
('pred', 19876.549)
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('powa', 35.161194)
-----------------------------------------
-----------------------------------------
('pred', 19204.09)
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('powa', 289.33212)
-----------------------------------------
-----------------------------------------
('pred', 17777.195)
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('X', array(1.513728e+09, dtype=float32))
('b', 7.809281e-15)
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('powa', 1325.2728)
-----------------------------------------
-----------------------------------------
('pred', 17289.322)
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('X', array(1.5138144e+09, dtype=float32))
('b', 7.595946e-15)
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('powa', 156.44537)
-----------------------------------------
-----------------------------------------
('pred', 15445.596)
('W', 1.0201933e-05)
('X', array(1.5139872e+09, dtype=float32))
('b', 6.790722e-15)
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('powa', 2269.0708)
-----------------------------------------
-----------------------------------------
('pred', 14386.238)
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('X', array(1.5140736e+09, dtype=float32))
('b', 6.3282242e-15)
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('powa', 755.22986)
-----------------------------------------
-----------------------------------------
('pred', 14469.578)
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('X', array(1.51416e+09, dtype=float32))
('b', 6.3642168e-15)
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('powa', 4.6157837)
-----------------------------------------
-----------------------------------------
('pred', 16138.2705)
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('X', array(1.5142464e+09, dtype=float32))
('b', 7.0916084e-15)
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('powa', 1901.0111)
-----------------------------------------
-----------------------------------------
('pred', 16524.71)
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('X', array(1.5143328e+09, dtype=float32))
('b', 7.259722e-15)
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('powa', 102.43654)
-----------------------------------------
-----------------------------------------
('pred', 15477.885)
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('X', array(1.5144192e+09, dtype=float32))
('b', 6.8028727e-15)
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('powa', 763.1406)
-----------------------------------------
-----------------------------------------
('pred', 15099.775)
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('X', array(1.5145056e+09, dtype=float32))
('b', 6.6376424e-15)
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('powa', 100.68476)
-----------------------------------------
-----------------------------------------
('pred', 14444.002)
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('X', array(1.514592e+09, dtype=float32))
('b', 6.351401e-15)
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('powa', 304.78204)
-----------------------------------------
-----------------------------------------
('pred', 14236.252)
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('X', array(1.5146784e+09, dtype=float32))
('b', 6.2604895e-15)
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('powa', 31.006626)
-----------------------------------------
-----------------------------------------
('pred', 13912.839)
('W', 9.184818e-06)
('X', array(1.5147648e+09, dtype=float32))
('b', 6.119185e-15)
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('powa', 75.54054)
-----------------------------------------
-----------------------------------------
('pred', 15344.652)
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('X', array(1.5148512e+09, dtype=float32))
('b', 6.7427846e-15)
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('powa', 1483.98)
-----------------------------------------
-----------------------------------------
('pred', 15410.396)
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('X', array(1.515024e+09, dtype=float32))
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('powa', 3.0148354)
-----------------------------------------
-----------------------------------------
('pred', 17304.633)
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('b', 7.59498e-15)
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('powa', 2681.5002)
-----------------------------------------
-----------------------------------------
('pred', 16274.448)
('W', 1.073959e-05)
('X', array(1.5153696e+09, dtype=float32))
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('powa', 810.63654)
-----------------------------------------
-----------------------------------------
('pred', 15365.068)
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('powa', 635.6406)
-----------------------------------------
-----------------------------------------
('pred', 14906.722)
('W', 9.835899e-06)
('X', array(1.5155424e+09, dtype=float32))
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('powa', 163.036)
-----------------------------------------
-----------------------------------------
('pred', 14982.038)
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('X', array(1.5156288e+09, dtype=float32))
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('powa', 4.3186035)
-----------------------------------------
-----------------------------------------
('pred', 14104.458)
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('X', array(1.5157152e+09, dtype=float32))
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('powa', 606.24634)
-----------------------------------------
-----------------------------------------
('pred', 14609.22)
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('X', array(1.5158016e+09, dtype=float32))
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('powa', 201.06354)
-----------------------------------------
-----------------------------------------
('pred', 14348.374)
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('X', array(1.5159744e+09, dtype=float32))
('b', 6.3043625e-15)
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('powa', 55.44722)
-----------------------------------------
-----------------------------------------
('pred', 13628.314)
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('X', array(1.5160608e+09, dtype=float32))
('b', 5.990725e-15)
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('powa', 421.29166)
-----------------------------------------
-----------------------------------------
('pred', 11970.826)
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('X', array(1.5162336e+09, dtype=float32))
('b', 5.2690773e-15)
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('powa', 2266.0947)
-----------------------------------------
-----------------------------------------
('pred', 11774.825)
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('X', array(1.51632e+09, dtype=float32))
('b', 5.1835337e-15)
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('powa', 32.092667)
-----------------------------------------
-----------------------------------------
('pred', 13068.425)
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('X', array(1.5164064e+09, dtype=float32))
('b', 5.7458014e-15)
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('powa', 1397.6207)
-----------------------------------------
-----------------------------------------
('pred', 12778.926)
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('X', array(1.5164928e+09, dtype=float32))
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('powa', 70.96088)
-----------------------------------------
-----------------------------------------
('pred', 11887.755)
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('X', array(1.5165792e+09, dtype=float32))
('b', 5.2318146e-15)
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('powa', 675.2385)
-----------------------------------------
-----------------------------------------
('pred', 11373.459)
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('X', array(1.5166656e+09, dtype=float32))
('b', 5.00794e-15)
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('powa', 226.82007)
-----------------------------------------
-----------------------------------------
('pred', 11536.362)
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('X', array(1.516752e+09, dtype=float32))
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('powa', 22.683266)
-----------------------------------------
-----------------------------------------
('pred', 11748.142)
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('X', array(1.5168384e+09, dtype=float32))
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('powa', 38.709297)
-----------------------------------------
-----------------------------------------
('pred', 11635.301)
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-----------------------------------------
-----------------------------------------
('pred', 12077.344)
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('X', array(1.5170976e+09, dtype=float32))
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('powa', 173.00984)
-----------------------------------------
-----------------------------------------
('pred', 11853.577)
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('X', array(1.517184e+09, dtype=float32))
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('powa', 45.0629)
-----------------------------------------
-----------------------------------------
('pred', 11245.424)
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('X', array(1.5172704e+09, dtype=float32))
('b', 4.9504112e-15)
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('powa', 334.0256)
-----------------------------------------
-----------------------------------------
('pred', 10350.991)
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('X', array(1.5173568e+09, dtype=float32))
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('powa', 727.3135)
-----------------------------------------
-----------------------------------------
('pred', 10278.634)
('W', 6.7736532e-06)
('X', array(1.5174432e+09, dtype=float32))
('b', 4.5299703e-15)
('y', 10280.84)
('powa', 4.8666773)
-----------------------------------------
-----------------------------------------
('pred', 9112.519)
('W', 6.0048374e-06)
('X', array(1.5175296e+09, dtype=float32))
('b', 4.0233468e-15)
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('powa', 1253.9484)
-----------------------------------------
-----------------------------------------
('pred', 9516.666)
('W', 6.2707995e-06)
('X', array(1.517616e+09, dtype=float32))
('b', 4.1985966e-15)
('y', 9504.37)
('powa', 151.18912)
-----------------------------------------
-----------------------------------------
('pred', 9397.325)
('W', 6.1918104e-06)
('X', array(1.5177024e+09, dtype=float32))
('b', 4.1465515e-15)
('y', 9400.99)
('powa', 13.432511)
-----------------------------------------
-----------------------------------------
('pred', 8359.429)
('W', 5.507636e-06)
('X', array(1.5177888e+09, dtype=float32))
('b', 3.695781e-15)
('y', 8391.29)
('powa', 1015.1442)
-----------------------------------------
-----------------------------------------
('pred', 7918.797)
('W', 5.2170276e-06)
('X', array(1.5178752e+09, dtype=float32))
('b', 3.5043235e-15)
('y', 7932.38)
('powa', 184.49811)
-----------------------------------------
-----------------------------------------
('pred', 8667.121)
('W', 5.7093853e-06)
('X', array(1.518048e+09, dtype=float32))
('b', 3.8286596e-15)
('y', 8643.94)
('powa', 537.3432)
-----------------------------------------
-----------------------------------------
('pred', 8745.629)
('W', 5.7607735e-06)
('X', array(1.5181344e+09, dtype=float32))
('b', 3.862509e-15)
('y', 8743.2)
('powa', 5.898637)
-----------------------------------------
Optimization Finished!
Training cost= 27992192.0 W= 5.7607735e-06 b= 3.862509e-15