diff --git a/.idea/DjangoDocker.iml b/.idea/DjangoDocker.iml
index ae11b5f353a246ca17493da8dfdd400b8e815b79..72ca99795fc233f9c72c8f5063f014ed2cfa2f9b 100644
--- a/.idea/DjangoDocker.iml
+++ b/.idea/DjangoDocker.iml
@@ -17,7 +17,7 @@
<sourceFolder url="file://$MODULE_DIR$/ActualProjectCode/DjangoProject" isTestSource="false" />
<sourceFolder url="file://$MODULE_DIR$/mainDockerImage/backend" isTestSource="false" />
</content>
- <orderEntry type="jdk" jdkName="Python 3.13" jdkType="Python SDK" />
+ <orderEntry type="jdk" jdkName="C:\Users\james\AppData\Local\Programs\Python\Python311\python.exe" jdkType="Python SDK" />
<orderEntry type="sourceFolder" forTests="false" />
</component>
</module>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
index 1d3ce46ba0d13183e3244cba5b930b5e27be4c6b..52b60581075132ee8ea8b95067f7eb1ee09d1aef 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -3,5 +3,5 @@
<component name="Black">
<option name="sdkName" value="Python 3.13" />
</component>
- <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.13" project-jdk-type="Python SDK" />
+ <component name="ProjectRootManager" version="2" project-jdk-name="C:\Users\james\AppData\Local\Programs\Python\Python311\python.exe" project-jdk-type="Python SDK" />
</project>
\ No newline at end of file
diff --git a/ActualProjectCode/DjangoProject/core/forms.py b/ActualProjectCode/DjangoProject/core/forms.py
index c95ed1130c12b19acae7f4bc5674712072139f99..ec889d2cc4b88db2e25c67cbbdf57c77772f6f45 100644
--- a/ActualProjectCode/DjangoProject/core/forms.py
+++ b/ActualProjectCode/DjangoProject/core/forms.py
@@ -3,6 +3,7 @@ from django.forms import ModelForm
from django.contrib.auth.models import User
from django.contrib.auth.forms import UserCreationForm
from . import models
+import re
class CustomUserCreationForm(UserCreationForm):
email = forms.EmailField(required=True)
@@ -11,6 +12,7 @@ class CustomUserCreationForm(UserCreationForm):
model = User
fields = ['username', 'email', 'password1', 'password2']
+
def save(self, commit=True):
user = super().save(commit=False)
user.email = self.cleaned_data['email']
@@ -18,6 +20,8 @@ class CustomUserCreationForm(UserCreationForm):
user.save()
return user
+
+
class UserLoginForm(forms.Form):
username = forms.CharField(max_length=100)
password = forms.CharField(widget=forms.PasswordInput)
@@ -40,6 +44,10 @@ class GenerateBillingsForm(forms.ModelForm):
model = models.Billing
fields = ['amount', 'username', 'companyName']
+class BillingFilterForm(forms.Form):
+ start_date = forms.DateField(widget=forms.DateInput(attrs={'type': 'date'}), required=False)
+ end_date = forms.DateField(widget=forms.DateInput(attrs={'type': 'date'}), required=False)
+
class UpdateUser(forms.ModelForm):
class Meta:
model = models.Profile
diff --git a/ActualProjectCode/DjangoProject/core/models.py b/ActualProjectCode/DjangoProject/core/models.py
index 98f15ba2e3547d14df207416abbffeee588fb4e7..2258c65fc755c1b9e4d25243c843dfc099eda197 100644
--- a/ActualProjectCode/DjangoProject/core/models.py
+++ b/ActualProjectCode/DjangoProject/core/models.py
@@ -29,6 +29,8 @@ class Billing(models.Model):
username = models.CharField(max_length=100, default="company")
companyName = models.CharField(max_length=100)
approvalStatus = models.CharField(max_length=10, default="unapproved")
+ created_at = models.DateTimeField(auto_now_add=True)
+
def __str__(self):
return f"{self.companyName} Billing - ID: {self.billingID}"
diff --git a/ActualProjectCode/DjangoProject/core/views.py b/ActualProjectCode/DjangoProject/core/views.py
index 57566fb78b33b2a0fabf2b03c9752095dcf4bbbd..0784fea86998157ae6ac39ce918a94cf4368e610 100644
--- a/ActualProjectCode/DjangoProject/core/views.py
+++ b/ActualProjectCode/DjangoProject/core/views.py
@@ -108,6 +108,7 @@ def genBillings(request):
context = {'form': form}
return render(request, 'modelForms/genBillings.html', context)
+
@login_required
def manageUsers(request):
profile = Profile.objects.all()
@@ -154,10 +155,21 @@ def interactionView(request):
context = {'interactions': interactions}
return render(request, 'modelForms/interactionView.html', context)
+
@login_required
def billingsView(request):
+ # Start with all billings
billings = Billing.objects.all()
- context = {}
+
+ # Apply date filters if provided
+ start_date = request.GET.get('start_date')
+ end_date = request.GET.get('end_date')
+
+ if start_date:
+ billings = billings.filter(created_at__date__gte=start_date)
+ if end_date:
+ billings = billings.filter(created_at__date__lte=end_date)
+
context = {'billings': billings}
return render(request, 'modelForms/billingsView.html', context)
diff --git a/ActualProjectCode/DjangoProject/templates/modelForms/billingsView.html b/ActualProjectCode/DjangoProject/templates/modelForms/billingsView.html
index 1d44a99bc86eb214829bd4172a3864941466985f..5fe03642e8825ffff965b6b1a36e9af24601c2b8 100644
--- a/ActualProjectCode/DjangoProject/templates/modelForms/billingsView.html
+++ b/ActualProjectCode/DjangoProject/templates/modelForms/billingsView.html
@@ -81,6 +81,64 @@
background: #ccc;
margin: 15px 0;
}
+
+ .filter-section {
+ background: #f9f9f9;
+ padding: 15px;
+ margin-bottom: 20px;
+ border-radius: 5px;
+ text-align: left;
+ }
+
+ .filter-section h3 {
+ margin-top: 0;
+ color: #333;
+ }
+
+ .form-group {
+ margin-bottom: 15px;
+ }
+
+ .form-group label {
+ display: inline-block;
+ width: 100px;
+ font-weight: bold;
+ }
+
+ .form-group input {
+ padding: 8px;
+ border: 1px solid #ddd;
+ border-radius: 4px;
+ }
+
+ button {
+ padding: 8px 16px;
+ background: #004085;
+ color: white;
+ border: none;
+ border-radius: 4px;
+ cursor: pointer;
+ margin-right: 10px;
+ }
+
+ button:hover {
+ background: #002754;
+ }
+
+ .btn-secondary {
+ background: #6c757d;
+ color: white;
+ padding: 8px 16px;
+ border: none;
+ border-radius: 4px;
+ text-decoration: none;
+ display: inline-block;
+ }
+
+ .btn-secondary:hover {
+ background: #5a6268;
+ color: white;
+ }
</style>
</head>
<body>
@@ -88,6 +146,23 @@
<div class="container">
<p><a href="{% url 'profile' %}">Return to Profile</a></p>
+ <!-- Filter Form Section -->
+ <div class="filter-section">
+ <h3>Filter Billings by Date</h3>
+ <form method="get">
+ <div class="form-group">
+ <label for="start_date">Start Date:</label>
+ <input type="date" name="start_date" id="start_date">
+ </div>
+ <div class="form-group">
+ <label for="end_date">End Date:</label>
+ <input type="date" name="end_date" id="end_date">
+ </div>
+ <button type="submit">Apply Filter</button>
+ <a href="{% url 'billingsView' %}" class="btn-secondary">Clear Filters</a>
+ </form>
+ </div>
+
{% for record in billings %}
{% if record.approvalStatus == 'approved' %}
<div class="record">
@@ -95,10 +170,15 @@
<p><strong>Amount: </strong>£{{ record.amount }}</p>
<p><strong>Generated By: </strong>{{ record.username }}</p>
<p><strong>Company Billed: </strong>{{ record.companyName }}</p>
+ <p><strong>Date Created: </strong>{{ record.created_at|date:"F d, Y H:i" }}</p>
<a href="" class="update-btn">Pay Here</a>
<a href="{% url 'deleteBillings' record.billingID %}" class="delete-btn">Delete Billing</a>
</div>
{% endif %}
+ {% empty %}
+ <div class="record">
+ <p>No approved billings found for the selected date range.</p>
+ </div>
{% endfor %}
</div>
diff --git a/ActualProjectCode/DjangoProject/templates/modelForms/mlUpload.html b/ActualProjectCode/DjangoProject/templates/modelForms/mlUpload.html
index cd5806b2b1cdb0fec6318a1b0eda05e5f31f5ba9..a85e26d77a94de194a7ee055b92c6d72d227cd01 100644
--- a/ActualProjectCode/DjangoProject/templates/modelForms/mlUpload.html
+++ b/ActualProjectCode/DjangoProject/templates/modelForms/mlUpload.html
@@ -59,6 +59,7 @@
<div class="container">
<h2>Upload a new ML model</h2>
+ <p><a href="{% url 'profile' %}">Return to Profile</a></p>
<form action="" method="post" enctype="multipart/form-data">
{% csrf_token %}
{{ form.as_p }}
diff --git a/ActualProjectCode/DjangoProject/templates/modelForms/userUpload.html b/ActualProjectCode/DjangoProject/templates/modelForms/userUpload.html
index 1e41304e7b090a4e4ded18f49892980ab92a742b..38b576a58d716eeb3bd0eebcc95b2aaadecaeec8 100644
--- a/ActualProjectCode/DjangoProject/templates/modelForms/userUpload.html
+++ b/ActualProjectCode/DjangoProject/templates/modelForms/userUpload.html
@@ -78,6 +78,7 @@
</head>
<body>
<div class="container">
+ <p><a href="{% url 'profile' %}">Return to Profile</a></p>
<form action="" method="POST" enctype="multipart/form-data">
{% for model in models %}
<h2> {{ model.modelTitle }}</h2>
diff --git a/ActualProjectCode/DjangoProject/templates/profile.html b/ActualProjectCode/DjangoProject/templates/profile.html
index ad63c1433fca77eb34def9ccb492a1b248674ffb..afd466653073b541d68fbaaa26de6842433ccecf 100644
--- a/ActualProjectCode/DjangoProject/templates/profile.html
+++ b/ActualProjectCode/DjangoProject/templates/profile.html
@@ -168,8 +168,8 @@
<hr>
<h1 class="sectionTitle">AI Engineer Section</h1>
<!-- AI Section -->
- <h2>Upload Dataset</h2>
- <h2><a href="{% url 'userUpload' %}">Upload</a></h2>
+ <h2>Upload ML Model</h2>
+ <h2><a href="{% url 'mlUpload' %}">Upload</a></h2>
<h2>Access ML Interactions</h2>
<h2><a href="{% url 'interactionView' %}">All Interactions</a></h2>
<h2>Manage Models</h2>
@@ -233,6 +233,7 @@
<hr>
<h1 class="sectionTitle">User Section</h1>
<!-- User Section -->
+
<h2>Upload Files to ML</h2>
<h2><a href="{% url 'userUpload' %}">Upload CSV</a></h2>
<h2>View your uploads</h2>
diff --git a/Working Models/Linear_trained.py b/Working Models/Linear_trained.py
index 2e6f67ed5adf57637cdf775bd8fe4339c769bf11..cad2a47e770a9b7da79dcfcf3d7b69981b8e71b7 100644
--- a/Working Models/Linear_trained.py
+++ b/Working Models/Linear_trained.py
@@ -195,6 +195,7 @@ def main():
# Save predictions to CSV
csv_output_path = os.path.join(input_dir, f"{input_name}_predictions.csv")
+ print(csv_output_path)
predictions_df.to_csv(csv_output_path, index=False)
# Restore original stderr before printing
@@ -207,5 +208,7 @@ def main():
null_file.close()
+
+
if __name__ == "__main__":
main()
\ No newline at end of file
diff --git a/Working Models/Trained_Regression.py b/Working Models/Trained_Regression.py
index a3818df915c9f57d39da7cf67c6d3bff2dc68838..de4f1b56c30698453775a15162e623ce26cda38f 100644
--- a/Working Models/Trained_Regression.py
+++ b/Working Models/Trained_Regression.py
@@ -46,7 +46,7 @@ predictions = model.predict(X_scaled)
#Save output
output_df = df.copy()
output_df[f"Predicted_{target_col}"] = predictions
-output_path = os.path.join(script_dir, "new_data_for_prediction_predictions.csv")
+output_path = os.path.join(script_dir, "symbolic_regression_trained_data.csv") # error here with script_dir
output_df.to_csv(output_path, index=False)
# Optional evaluation
@@ -59,5 +59,4 @@ if target_col in df.columns:
rmse = np.sqrt(mean_squared_error(y_true[mask], y_pred[mask]))
r2 = r2_score(y_true[mask], y_pred[mask])
- else:
- end
+print(output_path)
\ No newline at end of file
diff --git a/Working Models/train_symbolic_model.py b/Working Models/train_symbolic_model.py
index 3aec09d78403f03b6c48ae16df0c2db8b035310d..9644f2c75353022cd117fba1fec226942b72f1b0 100644
--- a/Working Models/train_symbolic_model.py
+++ b/Working Models/train_symbolic_model.py
@@ -1,6 +1,4 @@
-import os
-import json
-import re
+import os, json, re, sys, warnings
import pandas as pd
import numpy as np
from gplearn.genetic import SymbolicRegressor
@@ -8,8 +6,17 @@ from sklearn.model_selection import train_test_split
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.preprocessing import StandardScaler, LabelEncoder
from sklearn.impute import SimpleImputer
+from sklearn.exceptions import SkipTestWarning, ConvergenceWarning
from joblib import dump
+
+warnings.filterwarnings("ignore", category=UserWarning)
+warnings.filterwarnings("ignore", category=DeprecationWarning)
+warnings.filterwarnings("ignore", category=FutureWarning)
+warnings.filterwarnings("ignore", category=SkipTestWarning)
+warnings.filterwarnings("ignore", category=ConvergenceWarning)
+warnings.filterwarnings("ignore")
+
# Path construction
script_dir = os.path.dirname(os.path.abspath(__file__))
file_path = f"{sys.argv[2]}"
@@ -112,7 +119,7 @@ model = SymbolicRegressor(
p_hoist_mutation=0.05,
p_point_mutation=0.1,
max_samples=0.9,
- verbose=1,
+ verbose=0,
parsimony_coefficient=0.01,
random_state=42,
function_set=('add', 'sub', 'mul', 'div', 'sqrt', 'log', 'sin', 'cos')
@@ -136,3 +143,14 @@ with open(os.path.join(script_dir, "symbolic_model_meta.json"), "w") as f:
"expression": str(model._program)
}, f, indent=4)
+input_dir = os.path.dirname(file_path) if os.path.dirname(file_path) else "."
+output_path = os.path.join(input_dir, "Symbolic_Results.txt")
+with open(output_path, "w") as f:
+ f.write(f"Train RMSE: {rmse}\n")
+ f.write(f"Test RMSE: {rmse}\n")
+ f.write(f"Train R² Score: {r2}\n")
+ f.write(f"Test R² Score: {r2}\n")
+ f.write(f"Expression {str(model._program)}\n")
+
+print(output_path)
+