Loooking at the parameters, they don’t look too different and I don’t see the quantized parameters:
list(en2de_q0.parameters())

[out]:
[Parameter containing:
 tensor([[ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0251],
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [-0.0906,  0.0405, -0.0281,  ..., -0.1006, -0.0363, -0.0373],
         ...,
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [ 0.0110,  0.0019,  0.0025,  ...,  0.0171, -0.0069, -0.0248]],
        requires_grad=True), Parameter containing:
 tensor([1.6650, 2.0582, 2.2051,  ..., 0.3772, 0.4279, 0.7772],
        requires_grad=True), Parameter containing:
 tensor([-0.0429,  0.4521, -0.2979,  ...,  0.2960,  0.0998,  0.5742],
        requires_grad=True), Parameter containing:
 tensor([0.3566, 0.3331, 0.4156,  ..., 0.3027, 0.3934, 0.4597],
        requires_grad=True), Parameter containing:
 tensor([ 0.0039, -0.0139,  0.0799,  ..., -0.0354,  0.0002, -0.0507],
        requires_grad=True), Parameter containing:
 tensor([0.7108, 0.6487, 0.8303,  ..., 0.5031, 0.6099, 0.8633],
        requires_grad=True), Parameter containing:
 tensor([-0.3873,  0.0271, -0.2536,  ..., -0.1306, -0.0470,  0.1739],
        requires_grad=True), Parameter containing:
 tensor([0.4754, 0.4790, 0.5809,  ..., 0.3982, 0.4633, 0.5181],
        requires_grad=True), Parameter containing:
 tensor([ 0.0498,  0.0161,  0.0720,  ...,  0.0221,  0.0262, -0.0039],
        requires_grad=True), Parameter containing:
 tensor([0.7605, 0.5692, 0.7406,  ..., 0.6080, 0.7313, 0.9108],
        requires_grad=True), Parameter containing:
 tensor([-0.2919,  0.0165, -0.1515,  ...,  0.0878,  0.1131, -0.0286],
        requires_grad=True), Parameter containing:
 tensor([0.4510, 0.4098, 0.5094,  ..., 0.4080, 0.4713, 0.5315],
        requires_grad=True), Parameter containing:
 tensor([0.0489, 0.0145, 0.0468,  ..., 0.0118, 0.0073, 0.0143],
        requires_grad=True), Parameter containing:
 tensor([0.7937, 0.6190, 0.7745,  ..., 0.6243, 0.7671, 0.9124],
        requires_grad=True), Parameter containing:
 tensor([-0.1167, -0.0649, -0.1412,  ...,  0.2262,  0.1255, -0.0199],
        requires_grad=True), Parameter containing:
 tensor([0.4677, 0.4157, 0.4952,  ..., 0.4077, 0.4837, 0.5452],
        requires_grad=True), Parameter containing:
 tensor([ 0.0330,  0.0138,  0.0262,  ..., -0.0178, -0.0088,  0.0108],
        requires_grad=True), Parameter containing:
 tensor([0.7569, 0.6327, 0.7345,  ..., 0.5937, 0.7591, 0.8758],
        requires_grad=True), Parameter containing:
 tensor([ 0.0460, -0.0602, -0.1474,  ..., -0.0467,  0.1447, -0.1098],
        requires_grad=True), Parameter containing:
 tensor([0.5098, 0.4489, 0.5239,  ..., 0.4316, 0.5104, 0.5754],
        requires_grad=True), Parameter containing:
 tensor([-0.0279, -0.0034,  0.0159,  ..., -0.0088, -0.0531, -0.0025],
        requires_grad=True), Parameter containing:
 tensor([0.6944, 0.6200, 0.6646,  ..., 0.6369, 0.6630, 0.7936],
        requires_grad=True), Parameter containing:
 tensor([ 0.0425, -0.1008, -0.0308,  ...,  0.0353, -0.0847, -0.1735],
        requires_grad=True), Parameter containing:
 tensor([0.2035, 0.1787, 0.1948,  ..., 0.1657, 0.2053, 0.2193],
        requires_grad=True), Parameter containing:
 tensor([-0.0103,  0.0007, -0.0053,  ..., -0.0091, -0.0024,  0.0073],
        requires_grad=True), Parameter containing:
 tensor([0.7927, 0.8630, 0.9708,  ..., 0.9663, 0.8602, 0.8438],
        requires_grad=True), Parameter containing:
 tensor([-0.5716,  0.2891,  0.2969,  ...,  0.0658,  0.3705,  0.4201],
        requires_grad=True), Parameter containing:
 tensor([0.9630, 0.8330, 0.8355,  ..., 0.9208, 0.8964, 0.9021],
        requires_grad=True), Parameter containing:
 tensor([-0.5408,  0.1112, -0.0177,  ..., -0.1004,  0.0218,  0.1819],
        requires_grad=True), Parameter containing:
 tensor([0.2730, 0.3580, 0.3483,  ..., 0.4263, 0.4327, 0.4214],
        requires_grad=True), Parameter containing:
 tensor([ 0.0389, -0.0258, -0.0110,  ..., -0.0194, -0.0296, -0.0428],
        requires_grad=True), Parameter containing:
 tensor([0.9382, 0.8844, 0.8857,  ..., 1.0070, 0.9959, 1.0378],
        requires_grad=True), Parameter containing:
 tensor([-0.1183, -0.1011,  0.1333,  ..., -0.1546,  0.1757,  0.0622],
        requires_grad=True), Parameter containing:
 tensor([0.9625, 0.8622, 0.9251,  ..., 0.8971, 0.9141, 0.9558],
        requires_grad=True), Parameter containing:
 tensor([-0.1533,  0.0882,  0.0403,  ..., -0.0873,  0.1071,  0.1290],
        requires_grad=True), Parameter containing:
 tensor([0.4511, 0.4763, 0.5090,  ..., 0.5148, 0.5195, 0.5114],
        requires_grad=True), Parameter containing:
 tensor([ 0.0111, -0.0262, -0.0249,  ..., -0.0013, -0.0405, -0.0426],
        requires_grad=True), Parameter containing:
 tensor([1.0736, 1.0671, 1.0402,  ..., 1.1028, 1.0349, 1.1180],
        requires_grad=True), Parameter containing:
 tensor([-0.0826,  0.1648,  0.0594,  ...,  0.0423,  0.0210,  0.1997],
        requires_grad=True), Parameter containing:
 tensor([0.9743, 0.8883, 0.8962,  ..., 0.9011, 0.8924, 0.9486],
        requires_grad=True), Parameter containing:
 tensor([-0.0676,  0.1354,  0.0881,  ..., -0.0470,  0.0819,  0.1521],
        requires_grad=True), Parameter containing:
 tensor([0.5064, 0.5148, 0.5453,  ..., 0.5547, 0.5714, 0.5448],
        requires_grad=True), Parameter containing:
 tensor([-0.0062, -0.0382, -0.0277,  ..., -0.0148, -0.0280, -0.0436],
        requires_grad=True), Parameter containing:
 tensor([1.1094, 1.1115, 1.0514,  ..., 1.1308, 1.0555, 1.1376],
        requires_grad=True), Parameter containing:
 tensor([-0.1110,  0.0899,  0.1120,  ..., -0.1669, -0.0578,  0.0723],
        requires_grad=True), Parameter containing:
 tensor([0.9829, 0.8915, 0.8747,  ..., 0.9197, 0.9132, 0.9313],
        requires_grad=True), Parameter containing:
 tensor([-0.2108,  0.0420,  0.0976,  ..., -0.0915,  0.0075, -0.0368],
        requires_grad=True), Parameter containing:
 tensor([0.5855, 0.6197, 0.6315,  ..., 0.6086, 0.6402, 0.6502],
        requires_grad=True), Parameter containing:
 tensor([ 0.0119, -0.0300, -0.0460,  ...,  0.0003, -0.0203, -0.0224],
        requires_grad=True), Parameter containing:
 tensor([1.1550, 1.1142, 1.1391,  ..., 1.1255, 1.0924, 1.1411],
        requires_grad=True), Parameter containing:
 tensor([-0.0424,  0.1162, -0.0843,  ..., -0.0932, -0.0413,  0.1667],
        requires_grad=True), Parameter containing:
 tensor([0.9111, 0.8723, 0.7811,  ..., 0.9060, 0.9096, 0.9097],
        requires_grad=True), Parameter containing:
 tensor([-0.2315,  0.0282, -0.2177,  ...,  0.0301, -0.0341, -0.2896],
        requires_grad=True), Parameter containing:
 tensor([0.6610, 0.6736, 0.6347,  ..., 0.6703, 0.6840, 0.7031],
        requires_grad=True), Parameter containing:
 tensor([-0.0064, -0.0492, -0.0049,  ..., -0.0257, -0.0278,  0.0006],
        requires_grad=True), Parameter containing:
 tensor([1.1620, 1.0839, 1.1276,  ..., 1.1419, 1.1669, 1.1023],
        requires_grad=True), Parameter containing:
 tensor([ 0.0491, -0.0879,  0.1410,  ...,  0.0672,  0.0349,  0.2100],
        requires_grad=True), Parameter containing:
 tensor([0.8549, 0.8141, 0.7377,  ..., 0.7198, 0.7090, 0.7332],
        requires_grad=True), Parameter containing:
 tensor([ 0.3034, -0.0049, -0.0414,  ...,  0.2019,  0.0855, -0.2630],
        requires_grad=True), Parameter containing:
 tensor([2.0453, 2.5422, 2.4132,  ..., 0.9301, 0.8366, 0.7796],
        requires_grad=True), Parameter containing:
 tensor([0.0008, 0.0556, 0.1556,  ..., 0.0142, 0.0115, 0.0733],
        requires_grad=True)]

And the original model’s parameter:
list(en2de.models[0].parameters())

[out]:
        requires_grad=True), Parameter containing:
 tensor([-0.3873,  0.0271, -0.2536,  ..., -0.1306, -0.0470,  0.1739],
        requires_grad=True), Parameter containing:
 tensor([0.4754, 0.4790, 0.5809,  ..., 0.3982, 0.4633, 0.5181],
        requires_grad=True), Parameter containing:
 tensor([ 0.0498,  0.0161,  0.0720,  ...,  0.0221,  0.0262, -0.0039],
        requires_grad=True), Parameter containing:
 tensor([0.7605, 0.5692, 0.7406,  ..., 0.6080, 0.7313, 0.9108],
        requires_grad=True), Parameter containing:
 tensor([-0.2919,  0.0165, -0.1515,  ...,  0.0878,  0.1131, -0.0286],
        requires_grad=True), Parameter containing:
 tensor([0.4510, 0.4098, 0.5094,  ..., 0.4080, 0.4713, 0.5315],
        requires_grad=True), Parameter containing:
 tensor([0.0489, 0.0145, 0.0468,  ..., 0.0118, 0.0073, 0.0143],
        requires_grad=True), Parameter containing:
 tensor([0.7937, 0.6190, 0.7745,  ..., 0.6243, 0.7671, 0.9124],
        requires_grad=True), Parameter containing:
 tensor([-0.1167, -0.0649, -0.1412,  ...,  0.2262,  0.1255, -0.0199],
        requires_grad=True), Parameter containing:
 tensor([0.4677, 0.4157, 0.4952,  ..., 0.4077, 0.4837, 0.5452],
        requires_grad=True), Parameter containing:
 tensor([ 0.0330,  0.0138,  0.0262,  ..., -0.0178, -0.0088,  0.0108],
        requires_grad=True), Parameter containing:
 tensor([0.7569, 0.6327, 0.7345,  ..., 0.5937, 0.7591, 0.8758],
        requires_grad=True), Parameter containing:
 tensor([ 0.0460, -0.0602, -0.1474,  ..., -0.0467,  0.1447, -0.1098],
        requires_grad=True), Parameter containing:
 tensor([0.5098, 0.4489, 0.5239,  ..., 0.4316, 0.5104, 0.5754],
        requires_grad=True), Parameter containing:
 tensor([-0.0279, -0.0034,  0.0159,  ..., -0.0088, -0.0531, -0.0025],
        requires_grad=True), Parameter containing:
 tensor([0.6944, 0.6200, 0.6646,  ..., 0.6369, 0.6630, 0.7936],
        requires_grad=True), Parameter containing:
 tensor([ 0.0425, -0.1008, -0.0308,  ...,  0.0353, -0.0847, -0.1735],
        requires_grad=True), Parameter containing:
 tensor([0.2035, 0.1787, 0.1948,  ..., 0.1657, 0.2053, 0.2193],
        requires_grad=True), Parameter containing:
 tensor([-0.0103,  0.0007, -0.0053,  ..., -0.0091, -0.0024,  0.0073],
        requires_grad=True), Parameter containing:
 tensor([0.7927, 0.8630, 0.9708,  ..., 0.9663, 0.8602, 0.8438],
        requires_grad=True), Parameter containing:
 tensor([-0.5716,  0.2891,  0.2969,  ...,  0.0658,  0.3705,  0.4201],
        requires_grad=True), Parameter containing:
 tensor([0.9630, 0.8330, 0.8355,  ..., 0.9208, 0.8964, 0.9021],
        requires_grad=True), Parameter containing:
 tensor([-0.5408,  0.1112, -0.0177,  ..., -0.1004,  0.0218,  0.1819],
        requires_grad=True), Parameter containing:
 tensor([0.2730, 0.3580, 0.3483,  ..., 0.4263, 0.4327, 0.4214],
        requires_grad=True), Parameter containing:
 tensor([ 0.0389, -0.0258, -0.0110,  ..., -0.0194, -0.0296, -0.0428],
        requires_grad=True), Parameter containing:
 tensor([0.9382, 0.8844, 0.8857,  ..., 1.0070, 0.9959, 1.0378],
        requires_grad=True), Parameter containing:
 tensor([-0.1183, -0.1011,  0.1333,  ..., -0.1546,  0.1757,  0.0622],
        requires_grad=True), Parameter containing:
 tensor([0.9625, 0.8622, 0.9251,  ..., 0.8971, 0.9141, 0.9558],
        requires_grad=True), Parameter containing:
 tensor([-0.1533,  0.0882,  0.0403,  ..., -0.0873,  0.1071,  0.1290],
        requires_grad=True), Parameter containing:
 tensor([0.4511, 0.4763, 0.5090,  ..., 0.5148, 0.5195, 0.5114],
        requires_grad=True), Parameter containing:
 tensor([ 0.0111, -0.0262, -0.0249,  ..., -0.0013, -0.0405, -0.0426],
        requires_grad=True), Parameter containing:
 tensor([1.0736, 1.0671, 1.0402,  ..., 1.1028, 1.0349, 1.1180],
        requires_grad=True), Parameter containing:
 tensor([-0.0826,  0.1648,  0.0594,  ...,  0.0423,  0.0210,  0.1997],
        requires_grad=True), Parameter containing:
 tensor([0.9743, 0.8883, 0.8962,  ..., 0.9011, 0.8924, 0.9486],
        requires_grad=True), Parameter containing:
 tensor([-0.0676,  0.1354,  0.0881,  ..., -0.0470,  0.0819,  0.1521],
        requires_grad=True), Parameter containing:
 tensor([0.5064, 0.5148, 0.5453,  ..., 0.5547, 0.5714, 0.5448],
        requires_grad=True), Parameter containing:
 tensor([-0.0062, -0.0382, -0.0277,  ..., -0.0148, -0.0280, -0.0436],
        requires_grad=True), Parameter containing:
 tensor([1.1094, 1.1115, 1.0514,  ..., 1.1308, 1.0555, 1.1376],
        requires_grad=True), Parameter containing:
 tensor([-0.1110,  0.0899,  0.1120,  ..., -0.1669, -0.0578,  0.0723],
        requires_grad=True), Parameter containing:
 tensor([0.9829, 0.8915, 0.8747,  ..., 0.9197, 0.9132, 0.9313],
        requires_grad=True), Parameter containing:
 tensor([-0.2108,  0.0420,  0.0976,  ..., -0.0915,  0.0075, -0.0368],
        requires_grad=True), Parameter containing:
 tensor([0.5855, 0.6197, 0.6315,  ..., 0.6086, 0.6402, 0.6502],
        requires_grad=True), Parameter containing:
 tensor([ 0.0119, -0.0300, -0.0460,  ...,  0.0003, -0.0203, -0.0224],
        requires_grad=True), Parameter containing:
 tensor([1.1550, 1.1142, 1.1391,  ..., 1.1255, 1.0924, 1.1411],
        requires_grad=True), Parameter containing:
 tensor([-0.0424,  0.1162, -0.0843,  ..., -0.0932, -0.0413,  0.1667],
        requires_grad=True), Parameter containing:
 tensor([0.9111, 0.8723, 0.7811,  ..., 0.9060, 0.9096, 0.9097],
        requires_grad=True), Parameter containing:
 tensor([-0.2315,  0.0282, -0.2177,  ...,  0.0301, -0.0341, -0.2896],
        requires_grad=True), Parameter containing:
 tensor([0.6610, 0.6736, 0.6347,  ..., 0.6703, 0.6840, 0.7031],
        requires_grad=True), Parameter containing:
 tensor([-0.0064, -0.0492, -0.0049,  ..., -0.0257, -0.0278,  0.0006],
        requires_grad=True), Parameter containing:
 tensor([1.1620, 1.0839, 1.1276,  ..., 1.1419, 1.1669, 1.1023],
        requires_grad=True), Parameter containing:
 tensor([ 0.0491, -0.0879,  0.1410,  ...,  0.0672,  0.0349,  0.2100],
        requires_grad=True), Parameter containing:
 tensor([0.8549, 0.8141, 0.7377,  ..., 0.7198, 0.7090, 0.7332],
        requires_grad=True), Parameter containing:
 tensor([ 0.3034, -0.0049, -0.0414,  ...,  0.2019,  0.0855, -0.2630],
        requires_grad=True), Parameter containing:
 tensor([2.0453, 2.5422, 2.4132,  ..., 0.9301, 0.8366, 0.7796],
        requires_grad=True), Parameter containing:
 tensor([0.0008, 0.0556, 0.1556,  ..., 0.0142, 0.0115, 0.0733],
        requires_grad=True)]
In [15]:
list(en2de.models[0].parameters())
list(en2de.models[0].parameters())
Out[15]:
[Parameter containing:
 tensor([[ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0251],
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [-0.0906,  0.0405, -0.0281,  ..., -0.1006, -0.0363, -0.0373],
         ...,
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [ 0.0109,  0.0018,  0.0024,  ...,  0.0170, -0.0071, -0.0250],
         [ 0.0110,  0.0019,  0.0025,  ...,  0.0171, -0.0069, -0.0248]],
        requires_grad=True), Parameter containing:
 tensor([1.6650, 2.0582, 2.2051,  ..., 0.3772, 0.4279, 0.7772],
        requires_grad=True), Parameter containing:
 tensor([-0.0429,  0.4521, -0.2979,  ...,  0.2960,  0.0998,  0.5742],
        requires_grad=True), Parameter containing:
 tensor([0.3566, 0.3331, 0.4156,  ..., 0.3027, 0.3934, 0.4597],
        requires_grad=True), Parameter containing:
 tensor([ 0.0039, -0.0139,  0.0799,  ..., -0.0354,  0.0002, -0.0507],
        requires_grad=True), Parameter containing:
 tensor([0.7108, 0.6487, 0.8303,  ..., 0.5031, 0.6099, 0.8633],
        requires_grad=True), Parameter containing:
 tensor([-0.3873,  0.0271, -0.2536,  ..., -0.1306, -0.0470,  0.1739],
        requires_grad=True), Parameter containing:
 tensor([0.4754, 0.4790, 0.5809,  ..., 0.3982, 0.4633, 0.5181],
        requires_grad=True), Parameter containing:
 tensor([ 0.0498,  0.0161,  0.0720,  ...,  0.0221,  0.0262, -0.0039],
        requires_grad=True), Parameter containing:
 tensor([0.7605, 0.5692, 0.7406,  ..., 0.6080, 0.7313, 0.9108],
        requires_grad=True), Parameter containing:
 tensor([-0.2919,  0.0165, -0.1515,  ...,  0.0878,  0.1131, -0.0286],
        requires_grad=True), Parameter containing:
 tensor([0.4510, 0.4098, 0.5094,  ..., 0.4080, 0.4713, 0.5315],
        requires_grad=True), Parameter containing:
 tensor([0.0489, 0.0145, 0.0468,  ..., 0.0118, 0.0073, 0.0143],
        requires_grad=True), Parameter containing:
 tensor([0.7937, 0.6190, 0.7745,  ..., 0.6243, 0.7671, 0.9124],
        requires_grad=True), Parameter containing:
 tensor([-0.1167, -0.0649, -0.1412,  ...,  0.2262,  0.1255, -0.0199],
        requires_grad=True), Parameter containing:
 tensor([0.4677, 0.4157, 0.4952,  ..., 0.4077, 0.4837, 0.5452],
        requires_grad=True), Parameter containing:
 tensor([ 0.0330,  0.0138,  0.0262,  ..., -0.0178, -0.0088,  0.0108],
        requires_grad=True), Parameter containing:
 tensor([0.7569, 0.6327, 0.7345,  ..., 0.5937, 0.7591, 0.8758],
        requires_grad=True), Parameter containing:
 tensor([ 0.0460, -0.0602, -0.1474,  ..., -0.0467,  0.1447, -0.1098],
        requires_grad=True), Parameter containing:
 tensor([0.5098, 0.4489, 0.5239,  ..., 0.4316, 0.5104, 0.5754],
        requires_grad=True), Parameter containing:
 tensor([-0.0279, -0.0034,  0.0159,  ..., -0.0088, -0.0531, -0.0025],
        requires_grad=True), Parameter containing:
 tensor([0.6944, 0.6200, 0.6646,  ..., 0.6369, 0.6630, 0.7936],
        requires_grad=True), Parameter containing:
 tensor([ 0.0425, -0.1008, -0.0308,  ...,  0.0353, -0.0847, -0.1735],
        requires_grad=True), Parameter containing:
 tensor([0.2035, 0.1787, 0.1948,  ..., 0.1657, 0.2053, 0.2193],
        requires_grad=True), Parameter containing:
 tensor([-0.0103,  0.0007, -0.0053,  ..., -0.0091, -0.0024,  0.0073],
        requires_grad=True), Parameter containing:
 tensor([0.7927, 0.8630, 0.9708,  ..., 0.9663, 0.8602, 0.8438],
        requires_grad=True), Parameter containing:
 tensor([-0.5716,  0.2891,  0.2969,  ...,  0.0658,  0.3705,  0.4201],
        requires_grad=True), Parameter containing:
 tensor([0.9630, 0.8330, 0.8355,  ..., 0.9208, 0.8964, 0.9021],
        requires_grad=True), Parameter containing:
 tensor([-0.5408,  0.1112, -0.0177,  ..., -0.1004,  0.0218,  0.1819],
        requires_grad=True), Parameter containing:
 tensor([0.2730, 0.3580, 0.3483,  ..., 0.4263, 0.4327, 0.4214],
        requires_grad=True), Parameter containing:
 tensor([ 0.0389, -0.0258, -0.0110,  ..., -0.0194, -0.0296, -0.0428],
        requires_grad=True), Parameter containing:
 tensor([0.9382, 0.8844, 0.8857,  ..., 1.0070, 0.9959, 1.0378],
        requires_grad=True), Parameter containing:
 tensor([-0.1183, -0.1011,  0.1333,  ..., -0.1546,  0.1757,  0.0622],
        requires_grad=True), Parameter containing:
 tensor([0.9625, 0.8622, 0.9251,  ..., 0.8971, 0.9141, 0.9558],
        requires_grad=True), Parameter containing:
 tensor([-0.1533,  0.0882,  0.0403,  ..., -0.0873,  0.1071,  0.1290],
        requires_grad=True), Parameter containing:
 tensor([0.4511, 0.4763, 0.5090,  ..., 0.5148, 0.5195, 0.5114],
        requires_grad=True), Parameter containing:
 tensor([ 0.0111, -0.0262, -0.0249,  ..., -0.0013, -0.0405, -0.0426],
        requires_grad=True), Parameter containing:
 tensor([1.0736, 1.0671, 1.0402,  ..., 1.1028, 1.0349, 1.1180],
        requires_grad=True), Parameter containing:
 tensor([-0.0826,  0.1648,  0.0594,  ...,  0.0423,  0.0210,  0.1997],
        requires_grad=True), Parameter containing:
 tensor([0.9743, 0.8883, 0.8962,  ..., 0.9011, 0.8924, 0.9486],
        requires_grad=True), Parameter containing:
 tensor([-0.0676,  0.1354,  0.0881,  ..., -0.0470,  0.0819,  0.1521],
        requires_grad=True), Parameter containing:
 tensor([0.5064, 0.5148, 0.5453,  ..., 0.5547, 0.5714, 0.5448],
        requires_grad=True), Parameter containing:
 tensor([-0.0062, -0.0382, -0.0277,  ..., -0.0148, -0.0280, -0.0436],
        requires_grad=True), Parameter containing:
 tensor([1.1094, 1.1115, 1.0514,  ..., 1.1308, 1.0555, 1.1376],
        requires_grad=True), Parameter containing:
 tensor([-0.1110,  0.0899,  0.1120,  ..., -0.1669, -0.0578,  0.0723],
        requires_grad=True), Parameter containing:
 tensor([0.9829, 0.8915, 0.8747,  ..., 0.9197, 0.9132, 0.9313],
        requires_grad=True), Parameter containing:
 tensor([-0.2108,  0.0420,  0.0976,  ..., -0.0915,  0.0075, -0.0368],
        requires_grad=True), Parameter containing:
 tensor([0.5855, 0.6197, 0.6315,  ..., 0.6086, 0.6402, 0.6502],
        requires_grad=True), Parameter containing:
 tensor([ 0.0119, -0.0300, -0.0460,  ...,  0.0003, -0.0203, -0.0224],
        requires_grad=True), Parameter containing:
 tensor([1.1550, 1.1142, 1.1391,  ..., 1.1255, 1.0924, 1.1411],
        requires_grad=True), Parameter containing:
 tensor([-0.0424,  0.1162, -0.0843,  ..., -0.0932, -0.0413,  0.1667],
        requires_grad=True), Parameter containing:
 tensor([0.9111, 0.8723, 0.7811,  ..., 0.9060, 0.9096, 0.9097],
        requires_grad=True), Parameter containing:
 tensor([-0.2315,  0.0282, -0.2177,  ...,  0.0301, -0.0341, -0.2896],
        requires_grad=True), Parameter containing:
 tensor([0.6610, 0.6736, 0.6347,  ..., 0.6703, 0.6840, 0.7031],
        requires_grad=True), Parameter containing:
 tensor([-0.0064, -0.0492, -0.0049,  ..., -0.0257, -0.0278,  0.0006],
        requires_grad=True), Parameter containing:
 tensor([1.1620, 1.0839, 1.1276,  ..., 1.1419, 1.1669, 1.1023],
        requires_grad=True), Parameter containing:
 tensor([ 0.0491, -0.0879,  0.1410,  ...,  0.0672,  0.0349,  0.2100],
        requires_grad=True), Parameter containing:
 tensor([0.8549, 0.8141, 0.7377,  ..., 0.7198, 0.7090, 0.7332],
        requires_grad=True), Parameter containing:
 tensor([ 0.3034, -0.0049, -0.0414,  ...,  0.2019,  0.0855, -0.2630],
        requires_grad=True), Parameter containing:
 tensor([2.0453, 2.5422, 2.4132,  ..., 0.9301, 0.8366, 0.7796],
        requires_grad=True), Parameter containing:
 tensor([0.0008, 0.0556, 0.1556,  ..., 0.0142, 0.0115, 0.0733],
        requires_grad=True)]