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3Dimensions_Loss_and_Output(Range_2000_4000).txt
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PARAMETERS->>>>
input_size = 6
x_range(-1000,1000)
hidden_sizes = [512, 256, 128]
output_size = 1
learning_rate = 0.001
epochs = 1000
batch_size = 8
clip_threshold = 5.0
test_data_range(2000,4000)
LOSS->>>>
Epoch: 0, Loss: 613557.19859234
Epoch: 100, Loss: 401.30033038
Epoch: 200, Loss: 49.48859136
Epoch: 300, Loss: 1.26078733
Epoch: 400, Loss: 0.37389787
Epoch: 500, Loss: 0.15193352
Epoch: 600, Loss: 0.02248799
Epoch: 700, Loss: 0.02022842
Epoch: 800, Loss: 0.01622141
Epoch: 900, Loss: 0.01481872
OUTPUT->>>>
[2576 2425 2781], [3384 2479 2615] -> Predicted: [845.17415795], Real: 826.6413974632532, Diff: ~[18.53]
[2791 3287 2871], [2029 3746 2169] -> Predicted: [1154.09497154], Real: 1133.1941581211934, Diff: ~[20.9]
[3858 3957 3249], [3316 2831 2832] -> Predicted: [1350.36395011], Real: 1317.3947775818758, Diff: ~[32.97]
[3689 2648 2109], [3552 3806 2469] -> Predicted: [1241.09255399], Real: 1220.3823171449183, Diff: ~[20.71]
[3383 3105 3521], [2258 3027 3811] -> Predicted: [1192.13726185], Real: 1164.3921160846119, Diff: ~[27.75]
[3168 3193 3472], [2267 2575 2138] -> Predicted: [1731.02469331], Real: 1724.3204458568598, Diff: ~[6.7]
[2312 2100 2357], [3735 2029 3458] -> Predicted: [1804.65184501], Real: 1800.6029545682745, Diff: ~[4.05]
[2331 3429 2320], [3513 2060 3630] -> Predicted: [2240.1993158], Real: 2233.245396278698, Diff: ~[6.95]
[2769 3756 2128], [2048 3571 2084] -> Predicted: [773.59942737], Real: 745.6554163955359, Diff: ~[27.94]
[3104 2773 3818], [3400 2826 2482] -> Predicted: [1387.64426236], Real: 1369.4236013739503, Diff: ~[18.22]
[2430 2983 2612], [3513 3689 3177] -> Predicted: [1433.37791166], Real: 1410.8685268301933, Diff: ~[22.51]
[2687 3198 2744], [2486 2606 3998] -> Predicted: [1417.29184893], Real: 1401.2069797142747, Diff: ~[16.08]
[2952 3145 3213], [2158 2807 3627] -> Predicted: [980.93472859], Real: 957.1185924429636, Diff: ~[23.82]
[3732 3593 3120], [2989 2545 3005] -> Predicted: [1316.65199706], Real: 1289.797658549588, Diff: ~[26.85]
[2109 3526 3750], [3395 2740 3424] -> Predicted: [1559.64054111], Real: 1542.033722069657, Diff: ~[17.61]
[3774 3972 3980], [2653 3778 3996] -> Predicted: [1172.40434664], Real: 1137.7754611521555, Diff: ~[34.63]
[2058 3559 3799], [2654 3962 3133] -> Predicted: [994.94322314], Real: 980.3983884115681, Diff: ~[14.54]
[2448 2834 3903], [2883 3708 2215] -> Predicted: [1964.88647589], Real: 1949.9858973849016, Diff: ~[14.9]
[2060 2180 2053], [3375 3158 3919] -> Predicted: [2486.06861152], Real: 2483.4784073955625, Diff: ~[2.59]
[2452 3350 2798], [2009 2192 2320] -> Predicted: [1345.79571422], Real: 1328.7953190766439, Diff: ~[17.]
[3451 2593 3196], [2964 3431 3001] -> Predicted: [1011.03729709], Real: 988.6546414193381, Diff: ~[22.38]
[2556 3263 2430], [2331 3956 2134] -> Predicted: [812.89840465], Real: 786.4413519137966, Diff: ~[26.46]
[2190 2284 2935], [2397 2324 3560] -> Predicted: [687.99667753], Real: 659.6013947832433, Diff: ~[28.4]
[2435 2600 3219], [2687 2312 3774] -> Predicted: [710.6797063], Real: 674.1461265927439, Diff: ~[36.53]
[2461 3707 2856], [2910 3277 2441] -> Predicted: [784.12511219], Real: 747.4797656124211, Diff: ~[36.65]
[2926 2754 2445], [2988 3373 2765] -> Predicted: [739.10644803], Real: 699.574870903751, Diff: ~[39.53]
[3881 3135 2118], [3089 3969 2035] -> Predicted: [1162.74982177], Real: 1153.1300880646554, Diff: ~[9.62]
[3037 3014 2296], [3150 2311 3229] -> Predicted: [1198.62047393], Real: 1173.6554008736978, Diff: ~[24.97]
[3172 2914 2209], [3085 3899 2215] -> Predicted: [1013.92588935], Real: 988.8528707547954, Diff: ~[25.07]
[2449 3316 3277], [2513 2294 2669] -> Predicted: [1209.69807143], Real: 1190.9004996220297, Diff: ~[18.8]
[2994 2987 2562], [2691 2736 3826] -> Predicted: [1334.74233402], Real: 1323.822495654157, Diff: ~[10.92]
[3281 3175 2138], [2689 3770 2454] -> Predicted: [922.58884274], Real: 896.8528307364593, Diff: ~[25.74]
[2786 3949 2946], [2828 3743 2742] -> Predicted: [385.78821345], Real: 292.9436805940691, Diff: ~[92.84]
[3243 2939 3722], [2550 3510 2984] -> Predicted: [1189.63758439], Real: 1162.2968639723674, Diff: ~[27.34]
[3716 2471 3286], [2674 2784 3657] -> Predicted: [1166.36939113], Real: 1149.5103305320922, Diff: ~[16.86]
[2394 3525 2671], [3788 2628 3357] -> Predicted: [1806.94288515], Real: 1794.001393533461, Diff: ~[12.94]
[3817 3633 3199], [2407 3723 2186] -> Predicted: [1749.93560102], Real: 1738.4961892394242, Diff: ~[11.44]
[3191 3801 3819], [2468 2247 2700] -> Predicted: [2062.7045293], Real: 2046.901560896371, Diff: ~[15.8]
[2123 3284 3588], [2459 2312 2545] -> Predicted: [1481.55471118], Real: 1464.762438076564, Diff: ~[16.79]
[3909 3169 3624], [2577 2833 2777] -> Predicted: [1624.26190011], Real: 1613.8553218922693, Diff: ~[10.41]
[2168 3984 2586], [3546 3923 2297] -> Predicted: [1417.91974372], Real: 1409.299826154818, Diff: ~[8.62]
[3389 3532 3206], [2222 2100 3758] -> Predicted: [1949.21037586], Real: 1928.0085580722923, Diff: ~[21.2]
[3673 3121 3822], [3352 3917 3124] -> Predicted: [1133.30298915], Real: 1106.2825136464917, Diff: ~[27.02]
[2376 3987 3057], [3277 2920 3552] -> Predicted: [1505.38705455], Real: 1481.6595425400533, Diff: ~[23.73]
[2108 2599 2816], [3224 2880 3976] -> Predicted: [1641.26586365], Real: 1634.0186657440606, Diff: ~[7.25]
[2403 2598 2678], [3329 2048 2835] -> Predicted: [1105.27911111], Real: 1088.4047960203043, Diff: ~[16.87]
[2616 3339 2500], [3361 3494 2089] -> Predicted: [883.01271214], Real: 864.8531667283181, Diff: ~[18.16]
[2789 3840 3282], [3175 3932 3771] -> Predicted: [678.95119537], Real: 629.7467745054356, Diff: ~[49.2]
[3916 3113 3092], [2792 3084 3714] -> Predicted: [1306.63320973], Real: 1284.9517500669042, Diff: ~[21.68]
[3911 3475 2554], [2186 2266 3583] -> Predicted: [2359.29548792], Real: 2344.3862736332508, Diff: ~[14.91]
[2329 2149 2411], [3971 3925 3868] -> Predicted: [2829.69473788], Real: 2823.6835870897435, Diff: ~[6.01]
[2844 2381 2231], [3490 3942 2505] -> Predicted: [1729.31728639], Real: 1711.4651617839027, Diff: ~[17.85]
[2424 3216 2375], [3670 3970 2123] -> Predicted: [1487.78537039], Real: 1478.0175912349623, Diff: ~[9.77]
[3740 2980 3709], [2853 2386 3051] -> Predicted: [1270.08266029], Real: 1254.0211321983375, Diff: ~[16.06]
[2654 2807 3108], [2215 2862 3202] -> Predicted: [501.55701918], Real: 452.30741758233415, Diff: ~[49.25]
[2398 2863 3852], [3109 3113 2732] -> Predicted: [1360.52198573], Real: 1349.9707404236583, Diff: ~[10.55]
[2122 3142 3349], [3696 2045 2581] -> Predicted: [2081.94324757], Real: 2066.5693794305575, Diff: ~[15.37]
[3027 2971 3431], [3571 2939 2145] -> Predicted: [1410.79384733], Real: 1396.69466956812, Diff: ~[14.1]
[2127 3133 3022], [2962 2268 2302] -> Predicted: [1419.54919799], Real: 1401.3743254391384, Diff: ~[18.17]
[2735 2432 3812], [2725 3118 3501] -> Predicted: [796.27476802], Real: 753.2708676166894, Diff: ~[43.]
[2622 3593 2046], [2018 2331 3425] -> Predicted: [1974.70429083], Real: 1964.45946763989, Diff: ~[10.24]
[2243 2759 2533], [2739 2988 3184] -> Predicted: [868.14999653], Real: 849.8576351366152, Diff: ~[18.29]
[2542 2896 2388], [3170 2951 3327] -> Predicted: [1146.14962075], Real: 1130.9862952308486, Diff: ~[15.16]
[3389 3349 3791], [3608 3401 2626] -> Predicted: [1213.36279041], Real: 1186.5454057894287, Diff: ~[26.82]
[2864 3713 2920], [2997 2722 3367] -> Predicted: [1117.48877968], Real: 1095.252938822809, Diff: ~[22.24]
[3866 2287 3770], [2697 2495 3455] -> Predicted: [1244.55308216], Real: 1228.4339624090503, Diff: ~[16.12]
[3434 3560 3925], [2641 3982 3011] -> Predicted: [1308.84215411], Real: 1281.5338466072599, Diff: ~[27.31]
[2955 3803 3529], [2252 3716 2765] -> Predicted: [1065.47684858], Real: 1041.8608352366452, Diff: ~[23.62]
[2175 3609 2541], [3068 3529 3681] -> Predicted: [1467.52464363], Real: 1450.3272044611174, Diff: ~[17.2]
[2101 3477 3903], [2430 2111 3211] -> Predicted: [1577.74069294], Real: 1566.2250796102073, Diff: ~[11.52]
[3076 2714 2448], [3250 3953 3406] -> Predicted: [1592.27649585], Real: 1575.8048737074016, Diff: ~[16.47]
[2886 2498 3937], [2368 2507 2803] -> Predicted: [1263.41261886], Real: 1246.7401493494945, Diff: ~[16.67]
[3787 2399 2373], [3439 3537 3725] -> Predicted: [1818.07352769], Real: 1801.125203865628, Diff: ~[16.95]
[3227 2139 3061], [2497 2380 2890] -> Predicted: [810.28968334], Real: 787.5417449253086, Diff: ~[22.75]
[3703 3679 3085], [2373 3749 2441] -> Predicted: [1496.54216304], Real: 1479.3701362404204, Diff: ~[17.17]
[3459 2500 3518], [2287 2776 2215] -> Predicted: [1786.43891057], Real: 1774.1389460806051, Diff: ~[12.3]
[3788 3003 3664], [3873 2870 3017] -> Predicted: [716.12891707], Real: 665.9752247644052, Diff: ~[50.15]
[2846 2573 3533], [3501 3331 2338] -> Predicted: [1572.11132386], Real: 1559.363331619671, Diff: ~[12.75]
[2073 2425 2125], [3184 3367 3363] -> Predicted: [1916.37885129], Real: 1911.6299328060334, Diff: ~[4.75]
[3634 2201 3374], [3177 3350 3146] -> Predicted: [1274.91584866], Real: 1257.3917448432687, Diff: ~[17.52]
[2557 2355 3463], [2487 2108 3334] -> Predicted: [369.36379161], Real: 287.3151579711728, Diff: ~[82.05]
[3792 2133 3051], [2096 3518 3695] -> Predicted: [2290.46066257], Real: 2282.405967394933, Diff: ~[8.05]
[3428 2581 2883], [2220 3998 2302] -> Predicted: [1961.57441136], Real: 1950.5676096972388, Diff: ~[11.01]
[2691 3083 3456], [3302 3995 3050] -> Predicted: [1199.2363153], Real: 1170.427699603867, Diff: ~[28.81]
[3542 2114 3342], [3585 2121 2871] -> Predicted: [527.59047517], Real: 473.0105707064061, Diff: ~[54.58]
[3657 3514 3780], [3332 3963 2987] -> Predicted: [1007.74890804], Real: 967.5096898739567, Diff: ~[40.24]
[3376 2533 2553], [3040 3660 2933] -> Predicted: [1255.47208642], Real: 1235.8903673060972, Diff: ~[19.58]
[2274 3709 3933], [3674 3732 3570] -> Predicted: [1458.18943949], Real: 1446.4777910496932, Diff: ~[11.71]
[3256 2698 3624], [2068 3447 2291] -> Predicted: [1948.32762081], Real: 1936.2938826531472, Diff: ~[12.03]
[3229 2484 2697], [3020 2423 2421] -> Predicted: [407.06513254], Real: 351.5366268257121, Diff: ~[55.53]
[3028 2497 2847], [2227 3798 2705] -> Predicted: [1546.50277026], Real: 1534.3943430552656, Diff: ~[12.11]
[2102 3473 2095], [3059 2318 3531] -> Predicted: [2086.68550222], Real: 2076.5283528042664, Diff: ~[10.16]
[3422 2427 3640], [3481 2113 2112] -> Predicted: [1580.29749651], Real: 1561.0448424052397, Diff: ~[19.25]
[3747 3678 3642], [2896 2968 3280] -> Predicted: [1192.87938802], Real: 1165.9095162147019, Diff: ~[26.97]
[3296 2114 3821], [2266 3527 2036] -> Predicted: [2509.33086815], Real: 2498.738481714323, Diff: ~[10.59]
[3495 2834 2763], [2573 3228 2232] -> Predicted: [1151.93909631], Real: 1134.5840647567725, Diff: ~[17.36]
[2631 3902 2987], [2128 3020 3246] -> Predicted: [1073.04280344], Real: 1047.861632086985, Diff: ~[25.18]
[3077 3534 2609], [3616 3393 3311] -> Predicted: [928.65470887], Real: 896.2176075038918, Diff: ~[32.44]
[2430 3681 2562], [2447 3615 2969] -> Predicted: [474.72423048], Real: 412.6669359180597, Diff: ~[62.06]
[3192 2704 2748], [2656 2858 2612] -> Predicted: [604.41658203], Real: 574.027873887671, Diff: ~[30.39]
Max difference: [92.84]