Add coefficients for model

model_coefficients/README.md

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+# Model coeficients
+Here in this folder you can find the last and best coeficients obtained during training for each stage. To load these coeficients in the following way
+```python
+>>> import MSECNN
+>>> import train_model_utils
+>>>
+>>> # Initialize parameters
+>>> path_to_folder_with_model_params = "model_coefficients/best_coefficients"
+>>> device = "cuda:0"
+>>> qp = 32  # Quantisation Parameter
+>>> 
+>>> # Initialize Model
+>>> stg1_2 = msecnn.MseCnnStg1(device=device, QP=qp).to(device)
+>>> stg3 = msecnn.MseCnnStgX(device=device, QP=qp).to(device)
+>>> stg4 = msecnn.MseCnnStgX(device=device, QP=qp).to(device)
+>>> stg5 = msecnn.MseCnnStgX(device=device, QP=qp).to(device)
+>>> stg6 = msecnn.MseCnnStgX(device=device, QP=qp).to(device)
+>>> model = (stg1_2, stg3, stg4, stg5, stg6)
+>>>
+>>> model = train_model_utils.load_model_parameters_eval(model, path_to_folder_with_model_params, device)  # Load for all of the stages
+```

model_coefficients/best_coefficients/stg_0.pth

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model_coefficients/best_coefficients/stg_1.pth

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model_coefficients/best_coefficients/stg_2.pth

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model_coefficients/best_coefficients/stg_3.pth

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model_coefficients/best_coefficients/stg_4.pth

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model_coefficients/last_coefficients/stg_0.pth

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model_coefficients/last_coefficients/stg_1.pth

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model_coefficients/last_coefficients/stg_2.pth

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model_coefficients/last_coefficients/stg_3.pth

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model_coefficients/last_coefficients/stg_4.pth

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