diff --git a/SANDBOX/blobbag.csv b/SANDBOX/blobbag.csv
index 3fee81a..5a3b68c 100644
--- a/SANDBOX/blobbag.csv
+++ b/SANDBOX/blobbag.csv
@@ -1,30 +1,10 @@
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diff --git a/SANDBOX/meta_exploit.py b/SANDBOX/meta_exploit.py
index 3e391a3..0879f75 100644
--- a/SANDBOX/meta_exploit.py
+++ b/SANDBOX/meta_exploit.py
@@ -1,139 +1,139 @@
-import numpy as np
-import vish_graphs as vg
-import pandas as pd
-import torch
-import torch.nn as nn
-import torch.optim as optim
-from torch.utils.data import Dataset, DataLoader
-import core_rec as cs
-import matplotlib.pyplot as plt
-from matplotlib.table import Table
-
-
-# Load the CSV file into a DataFrame
-adj_matrix = np.loadtxt('SANDBOX/adj.csv', delimiter=",")
-# wgt_matrix = np.loadtxt('SANDBOX/label.csv', delimiter=",")
-
-wgt_matrix = []
-for i in range(1, 11):
-    weight_matrix1 = np.loadtxt(f'SANDBOX/delete/label_{i}.csv', delimiter=",")
-    wgt_matrix.append(weight_matrix1)
-
-
-# Load node labels
-df = pd.read_csv("SANDBOX/labelele.csv")
-col = df.values.flatten()
-node_labels = {i: label for i, label in enumerate(col)}
-
-# Find top nodes
-top_nodes = vg.find_top_nodes(adj_matrix, 4)
-
-# ML
-# Convert adjacency matrix to dataset
-graph_dataset = cs.GraphDataset(adj_matrix)
-batch_size=3
-var=1.0
-
-#picked form here  
-
-
-# Predict recommendations for a specific node
-# node_index =4    # target node
-# recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=1, threshold=0.5)
-
-# # Convert recommended node indices to labels
-# recommended_labels = [node_labels[node] for node in recommended_nodes]
-# print(f"Recommended nodes for node {node_labels[node_index]}: {recommended_labels}")
-# torch.save(model.state_dict(), 'massive_surya_e10k.pth')
-
-# print("\n")
-# if Warning:
-#     print(f"Actually Multi-head Attn was not properly being distribuited amongst {num_heads} heads, it was being distribuited amongst {num_heads-delta} heads")
-#     print(f"Hence the embedding dimension was reduced by {delta} to make it divisible by the number of heads")
-        # Define model parameters
-num_layers = 1
-d_model = 128 #embedding dimension
-num_heads=2
-
-        # decoration for warning 
-delta=0
-Warning = False
-if(d_model % num_heads != 0):
-    Warning = True
-    delta = d_model % num_heads
-    d_model = d_model - delta
-else:
-    pass
-
-
-d_feedforward = 512
-input_dim = len(adj_matrix[0])
-num_weights = 10
-# Initialize model, loss function, and optimizer
-model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim, num_weights)
-# model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim, use_weights=True)
-criterion = nn.MSELoss()
-optimizer = optim.Adam(model.parameters(), lr=0.0001)
-top_nodes = vg.find_top_nodes(adj_matrix, num_nodes=5)
-
-# Train the model
-num_epochs = 100   
-batch_idx=[1,2,3,5,8,10]
-threshold_idx=[0.5,0.7,0.9,1.0]
-rl=['Vishesh', 'Shrestha', 'Biswajeet', 'Priyanka', 'Poonam', 'Adhiraaj', 'Yash', 'Sachin', 'Vinayak', 'Kranti', 'Sai']
-for m in range(11):
-    print(f"Recommending for : {rl[m]} ")
-    for i in range(len(threshold_idx)):
-        print(f"{threshold_idx[i]} : ")
-        for k in range(len(batch_idx)):
-            data_loader = DataLoader(graph_dataset, batch_size=batch_idx[k], shuffle=True)
-            cs.train_model(model, data_loader, criterion, optimizer, num_epochs)
-            node_index =m   # target node
-            recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=3, threshold=threshold_idx[i])
-            # Convert recommended node indices to labels
-            recommended_labels = [node_labels[node] for node in recommended_nodes]
-            # print(f"Recommended nodes for node {node_labels[node_index]}: {recommended_labels}")
-            # print(f"Recommended nodes for vishesh of thr {threshold_idx[i]} and batchsize {batch_idx[k]} : {recommended_labels}")
-            print(f" {batch_idx[k]} : {recommended_labels}")
-
-
-# Load node labels from the CSV file
-df_labels = pd.read_csv("SANDBOX/labelele.csv")
-node_labels = df_labels["Names"].tolist()
-
-
-# Assuming you have the recommended nodes for each node index stored in a list of lists
-recommended_nodes_list = []
-for i in range(11):
-    recommended_nodes = cs.predict(model, adj_matrix, 0, top_k=3, threshold=i)
-    recommended_nodes_list.append(recommended_nodes)
-
-
-
-
-
-# # Create a scatter plot with labels for node indexes
-# plt.figure(figsize=(10, 8))
+# import numpy as np
+# import vish_graphs as vg
+# import pandas as pd
+# import torch
+# import torch.nn as nn
+# import torch.optim as optim
+# from torch.utils.data import Dataset, DataLoader
+# import core_rec as cs
+# import matplotlib.pyplot as plt
+# from matplotlib.table import Table
+
+
+# # Load the CSV file into a DataFrame
+# adj_matrix = np.loadtxt('SANDBOX/adj.csv', delimiter=",")
+# # wgt_matrix = np.loadtxt('SANDBOX/label.csv', delimiter=",")
+
+# wgt_matrix = []
+# for i in range(1, 11):
+#     weight_matrix1 = np.loadtxt(f'SANDBOX/delete/label_{i}.csv', delimiter=",")
+#     wgt_matrix.append(weight_matrix1)
+
+
+# # Load node labels
+# df = pd.read_csv("SANDBOX/labelele.csv")
+# col = df.values.flatten()
+# node_labels = {i: label for i, label in enumerate(col)}
+
+# # Find top nodes
+# top_nodes = vg.find_top_nodes(adj_matrix, 4)
+
+# # ML
+# # Convert adjacency matrix to dataset
+# graph_dataset = cs.GraphDataset(adj_matrix)
+# batch_size=3
+# var=1.0
+
+# #picked form here  
+
+
+# # Predict recommendations for a specific node
+# # node_index =4    # target node
+# # recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=1, threshold=0.5)
+
+# # # Convert recommended node indices to labels
+# # recommended_labels = [node_labels[node] for node in recommended_nodes]
+# # print(f"Recommended nodes for node {node_labels[node_index]}: {recommended_labels}")
+# # torch.save(model.state_dict(), 'massive_surya_e10k.pth')
+
+# # print("\n")
+# # if Warning:
+# #     print(f"Actually Multi-head Attn was not properly being distribuited amongst {num_heads} heads, it was being distribuited amongst {num_heads-delta} heads")
+# #     print(f"Hence the embedding dimension was reduced by {delta} to make it divisible by the number of heads")
+#         # Define model parameters
+# num_layers = 1
+# d_model = 128 #embedding dimension
+# num_heads=2
+
+#         # decoration for warning 
+# delta=0
+# Warning = False
+# if(d_model % num_heads != 0):
+#     Warning = True
+#     delta = d_model % num_heads
+#     d_model = d_model - delta
+# else:
+#     pass
+
+
+# d_feedforward = 512
+# input_dim = len(adj_matrix[0])
+# num_weights = 10
+# # Initialize model, loss function, and optimizer
+# model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim, num_weights)
+# # model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim, use_weights=True)
+# criterion = nn.MSELoss()
+# optimizer = optim.Adam(model.parameters(), lr=0.0001)
+# top_nodes = vg.find_top_nodes(adj_matrix, num_nodes=5)
+
+# # Train the model
+# num_epochs = 100   
+# batch_idx=[1,2,3,5,8,10]
+# threshold_idx=[0.5,0.7,0.9,1.0]
+# rl=['Vishesh', 'Shrestha', 'Biswajeet', 'Priyanka', 'Poonam', 'Adhiraaj', 'Yash', 'Sachin', 'Vinayak', 'Kranti', 'Sai']
+# for m in range(11):
+#     print(f"Recommending for : {rl[m]} ")
+#     for i in range(len(threshold_idx)):
+#         print(f"{threshold_idx[i]} : ")
+#         for k in range(len(batch_idx)):
+#             data_loader = DataLoader(graph_dataset, batch_size=batch_idx[k], shuffle=True)
+#             cs.train_model(model, data_loader, criterion, optimizer, num_epochs)
+#             node_index =m   # target node
+#             recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=3, threshold=threshold_idx[i])
+#             # Convert recommended node indices to labels
+#             recommended_labels = [node_labels[node] for node in recommended_nodes]
+#             # print(f"Recommended nodes for node {node_labels[node_index]}: {recommended_labels}")
+#             # print(f"Recommended nodes for vishesh of thr {threshold_idx[i]} and batchsize {batch_idx[k]} : {recommended_labels}")
+#             print(f" {batch_idx[k]} : {recommended_labels}")
+
+
+# # Load node labels from the CSV file
+# df_labels = pd.read_csv("SANDBOX/labelele.csv")
+# node_labels = df_labels["Names"].tolist()
+
+
+# # Assuming you have the recommended nodes for each node index stored in a list of lists
+# recommended_nodes_list = []
 # for i in range(11):
-#     x = [i] * len(recommended_nodes_list[i])
-#     y = recommended_nodes_list[i]
-#     plt.scatter(x, y, label=f"Node {i}")
-#     for j, txt in enumerate(y):
-#         plt.annotate(node_labels[y[j]], (x[j], y[j]), textcoords="offset points", xytext=(0,10), ha='center')
-
-# plt.xticks(range(11), node_labels, rotation=45)
-# plt.yticks(range(11), node_labels)
-# plt.xlabel('Node Index / Names')
-# plt.ylabel('Recommended Node Index / Names')
-# plt.title('Recommendations for Node Index')
-
-# # Create a legend table with batch size and threshold details
-# legend_data = [['Batch Size', 'Threshold'],
-#                [batch_size , var]]
-# table = plt.table(cellText=legend_data, loc='upper left', cellLoc='center', colWidths=[0.1, 0.1])
-# table.auto_set_font_size(False)
-# table.set_fontsize(12)
-# table.scale(1.5, 1.5)
-# 
-# plt.grid(True)
-# plt.show()
\ No newline at end of file
+#     recommended_nodes = cs.predict(model, adj_matrix, 0, top_k=3, threshold=i)
+#     recommended_nodes_list.append(recommended_nodes)
+
+
+
+
+
+# # # Create a scatter plot with labels for node indexes
+# # plt.figure(figsize=(10, 8))
+# # for i in range(11):
+# #     x = [i] * len(recommended_nodes_list[i])
+# #     y = recommended_nodes_list[i]
+# #     plt.scatter(x, y, label=f"Node {i}")
+# #     for j, txt in enumerate(y):
+# #         plt.annotate(node_labels[y[j]], (x[j], y[j]), textcoords="offset points", xytext=(0,10), ha='center')
+
+# # plt.xticks(range(11), node_labels, rotation=45)
+# # plt.yticks(range(11), node_labels)
+# # plt.xlabel('Node Index / Names')
+# # plt.ylabel('Recommended Node Index / Names')
+# # plt.title('Recommendations for Node Index')
+
+# # # Create a legend table with batch size and threshold details
+# # legend_data = [['Batch Size', 'Threshold'],
+# #                [batch_size , var]]
+# # table = plt.table(cellText=legend_data, loc='upper left', cellLoc='center', colWidths=[0.1, 0.1])
+# # table.auto_set_font_size(False)
+# # table.set_fontsize(12)
+# # table.scale(1.5, 1.5)
+# # 
+# # plt.grid(True)
+# # plt.show()
\ No newline at end of file
diff --git a/SANDBOX/test.py b/SANDBOX/test.py
index b39cad6..051156f 100644
--- a/SANDBOX/test.py
+++ b/SANDBOX/test.py
@@ -16,7 +16,7 @@
 import numpy as np
 # import vishgraph as vg
 import core_rec as cs
-
+import vish_graphs as vg
 # for trainig
 import torch
 import torch.nn as nn
diff --git a/SANDBOX/test6.py b/SANDBOX/test6.py
index e6d8aa9..cb090d3 100644
--- a/SANDBOX/test6.py
+++ b/SANDBOX/test6.py
@@ -122,72 +122,72 @@
 # plt.tight_layout()
 # plt.show()
 
-import numpy as np
-import core_rec as cs
-import vish_graphs as vg
-import pandas as pd
-import torch
-import torch.nn as nn
-import torch.optim as optim
-from torch.utils.data import Dataset, DataLoader
-import matplotlib.pyplot as plt
-import random
-import os
-from matplotlib.ticker import FuncFormatter
-
-def test_scores_for_random_nodes(node_counts, num_random_nodes=5, top_k=5, num_epochs=10, seed=23):
-    jaccard_scores = []
-    adamic_adar_scores = []
-    nodes_selected = []
-
-    for num_nodes in node_counts:
-        file_path = vg.generate_random_graph(num_nodes, seed=seed)
-        adj_matrix = np.loadtxt(file_path, delimiter=",")
-        graph_dataset = cs.GraphDataset(adj_matrix)
-        data_loader = DataLoader(graph_dataset, batch_size=5, shuffle=True)
-        num_layers = 2
-        d_model = 128
-        num_heads = 8
-        d_feedforward = 512
-        input_dim = len(adj_matrix[0])
-        model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim)
-        criterion = nn.MSELoss()
-        optimizer = optim.Adam(model.parameters(), lr=0.001)
-        cs.train_model(model, data_loader, criterion, optimizer, num_epochs)
-
-        for _ in range(num_random_nodes):
-            node_index = random.randint(0, num_nodes - 1)
-            recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=top_k)
-            aaj, aaj2 = cs.aaj_accuracy(adj_matrix, node_index, recommended_nodes)
-            jaccard_scores.append(aaj)
-            adamic_adar_scores.append(aaj2)
-            nodes_selected.append((num_nodes, node_index))
-
-    return nodes_selected, jaccard_scores, adamic_adar_scores
-
-# Generate node counts from 20 to 200
-node_counts = range(20, 201, 20)
-
-# Test scores
-nodes_selected, jaccard_scores, adamic_adar_scores = test_scores_for_random_nodes(node_counts)
-
-# Plotting
-fig, axs = plt.subplots(1, 2, figsize=(15, 7))
-
-# Scatter plot for Jaccard Scores
-axs[0].scatter([n[0] for n in nodes_selected], jaccard_scores, c='blue', label='Jaccard Scores', alpha=0.6)
-axs[0].set_title('Jaccard Scores for Random Nodes')
-axs[0].set_xlabel('Number of Nodes')
-axs[0].set_ylabel('Jaccard Score')
-axs[0].grid(True)
-
-# Scatter plot for Adam/Adar Scores
-axs[1].scatter([n[0] for n in nodes_selected], adamic_adar_scores, c='red', label='Adam/Adar Scores', alpha=0.6)
-axs[1].set_title('Adam/Adar Scores for Random Nodes')
-axs[1].set_xlabel('Number of Nodes')
-axs[1].set_ylabel('Adam/Adar Score')
-axs[1].grid(True)
-
-# Adjust layout and show plot
-plt.tight_layout()
-plt.show()
\ No newline at end of file
+# import numpy as np
+# import core_rec as cs
+# import vish_graphs as vg
+# import pandas as pd
+# import torch
+# import torch.nn as nn
+# import torch.optim as optim
+# from torch.utils.data import Dataset, DataLoader
+# import matplotlib.pyplot as plt
+# import random
+# import os
+# from matplotlib.ticker import FuncFormatter
+
+# def test_scores_for_random_nodes(node_counts, num_random_nodes=5, top_k=5, num_epochs=10, seed=23):
+#     jaccard_scores = []
+#     adamic_adar_scores = []
+#     nodes_selected = []
+
+#     for num_nodes in node_counts:
+#         file_path = vg.generate_random_graph(num_nodes, seed=seed)
+#         adj_matrix = np.loadtxt(file_path, delimiter=",")
+#         graph_dataset = cs.GraphDataset(adj_matrix)
+#         data_loader = DataLoader(graph_dataset, batch_size=5, shuffle=True)
+#         num_layers = 2
+#         d_model = 128
+#         num_heads = 8
+#         d_feedforward = 512
+#         input_dim = len(adj_matrix[0])
+#         model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim)
+#         criterion = nn.MSELoss()
+#         optimizer = optim.Adam(model.parameters(), lr=0.001)
+#         cs.train_model(model, data_loader, criterion, optimizer, num_epochs)
+
+#         for _ in range(num_random_nodes):
+#             node_index = random.randint(0, num_nodes - 1)
+#             recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=top_k)
+#             aaj, aaj2 = cs.aaj_accuracy(adj_matrix, node_index, recommended_nodes)
+#             jaccard_scores.append(aaj)
+#             adamic_adar_scores.append(aaj2)
+#             nodes_selected.append((num_nodes, node_index))
+
+#     return nodes_selected, jaccard_scores, adamic_adar_scores
+
+# # Generate node counts from 20 to 200
+# node_counts = range(20, 201, 20)
+
+# # Test scores
+# nodes_selected, jaccard_scores, adamic_adar_scores = test_scores_for_random_nodes(node_counts)
+
+# # Plotting
+# fig, axs = plt.subplots(1, 2, figsize=(15, 7))
+
+# # Scatter plot for Jaccard Scores
+# axs[0].scatter([n[0] for n in nodes_selected], jaccard_scores, c='blue', label='Jaccard Scores', alpha=0.6)
+# axs[0].set_title('Jaccard Scores for Random Nodes')
+# axs[0].set_xlabel('Number of Nodes')
+# axs[0].set_ylabel('Jaccard Score')
+# axs[0].grid(True)
+
+# # Scatter plot for Adam/Adar Scores
+# axs[1].scatter([n[0] for n in nodes_selected], adamic_adar_scores, c='red', label='Adam/Adar Scores', alpha=0.6)
+# axs[1].set_title('Adam/Adar Scores for Random Nodes')
+# axs[1].set_xlabel('Number of Nodes')
+# axs[1].set_ylabel('Adam/Adar Score')
+# axs[1].grid(True)
+
+# # Adjust layout and show plot
+# plt.tight_layout()
+# plt.show()
\ No newline at end of file
diff --git a/SANDBOX/tester_ddp.py b/SANDBOX/tester_ddp.py
new file mode 100644
index 0000000..7f6bca7
--- /dev/null
+++ b/SANDBOX/tester_ddp.py
@@ -0,0 +1,56 @@
+import torch
+import torch.optim as optim
+from torch.utils.data import DataLoader, TensorDataset
+from engine.async_ddp import worker, ParameterServer
+from multiprocessing import Process, freeze_support
+import numpy as np
+import vish_graphs as vg
+import core_rec as cs
+from common_import import *
+from engine.async_ddp import find_free_port  #dpp= distributed data processing
+import os
+
+num_people = 10
+file_path = vg.generate_random_graph(num_people, file_path="blobbag.csv", seed=56)
+adj_matrix = np.loadtxt(file_path, delimiter=",")
+
+graph_dataset = cs.GraphDataset(adj_matrix)
+data_loader = DataLoader(graph_dataset, batch_size=5, shuffle=True)
+
+num_layers = 2
+d_model = 128
+num_heads = 8
+d_feedforward = 512
+input_dim = len(adj_matrix[0])
+model = cs.GraphTransformer(num_layers, d_model, num_heads, d_feedforward, input_dim)
+optimizer = optim.Adam(model.parameters(), lr=0.001)
+num_epochs = 10
+world_size = 4  # Total processes: 1 parameter server + 3 workers
+
+    # Start the parameter server
+port = find_free_port()  # Find a free port
+os.environ['MASTER_PORT'] = str(port)  # Set the port in the environment
+ps = Process(target=ParameterServer(model, world_size).run)
+ps.start()
+
+processes = []
+for rank in range(1, world_size):  # Worker ranks from 1 to world_size-1
+    p = Process(target=worker, args=(rank, model, data_loader, optimizer, num_epochs, world_size, port))
+    p.start()
+    processes.append(p)
+
+    for p in processes:
+        p.join()
+    ps.join()
+
+num_workers = 4
+# Create a ParameterServer instance
+parameter_server = ParameterServer(model, num_workers)
+
+# Start the parameter server
+parameter_server.run()
+
+# Start the workers
+for rank in range(1, num_workers + 1):
+    port = 12345  # Use a fixed port for simplicity
+    worker(rank, model, data_loader, optimizer, num_epochs, num_workers, port)
\ No newline at end of file
diff --git a/SANDBOX/testing.py b/SANDBOX/testing.py
index 56cebe7..6d58323 100644
--- a/SANDBOX/testing.py
+++ b/SANDBOX/testing.py
@@ -79,7 +79,7 @@
 aaj= cr.aaj_accuracy(adj_matrix, node_index, recommended_nodes)
 print("aajaajaajaaj= ",aaj)
 
-# vg.draw_graph_3d(adj_matrix,top_nodes=top_nodes,node_labels=node_labels,edge_weights=weight_matrix)
+vg.draw_graph_3d(adj_matrix,top_nodes=top_nodes,node_labels=node_labels,edge_weights=weight_matrix)
 # c=vg.bipartite_matrix_maker("graph_dataset.csv")
 # vg.show_bipartite_relationship(c)
 
diff --git a/SANDBOX/weight_matrix.csv b/SANDBOX/weight_matrix.csv
index 4daf794..1017064 100644
--- a/SANDBOX/weight_matrix.csv
+++ b/SANDBOX/weight_matrix.csv
@@ -1,50 +1,12 @@
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diff --git a/USECASES/Use_cases.py b/USECASES/Use_cases.py
index cb72723..43a769f 100644
--- a/USECASES/Use_cases.py
+++ b/USECASES/Use_cases.py
@@ -31,8 +31,9 @@
 # Q1
 # file_path = vg.generate_random_graph(72, seed=332)
 # adj_matrix = np.loadtxt(file_path, delimiter=",")
+# top_nodes = vg.find_top_nodes(adj_matrix,2)
 # # vg.draw_graph(adj_matrix)
-# vg.draw_graph_3d(adj_matrix, None, None)
+# vg.draw_graph(adj_matrix, top_nodes, None,transparent_labeled=False)
 #######################################################################################################
 # Q2
 # file_path = vg.generate_random_graph(72, seed=332)
@@ -53,6 +54,7 @@
 # import torch.nn as nn
 # import torch.optim as optim
 # from torch.utils.data import Dataset, DataLoader
+# import core_rec as cs
 # # in 5 steps 
 # # 1.Generate random graph and load adjacency matrix
 # # 2. Initialize Transformer Model
@@ -94,5 +96,5 @@
 
 # # 6
 # vg.draw_graph_3d(adj_matrix,top_nodes=top_nodes,recommended_nodes=predictions)
-# top nodes are pushed in predictions list
-#######################################################################################################
+# # # top nodes are pushed in predictions list
+# ######################################################################################################
\ No newline at end of file
diff --git a/__pycache__/common_import.cpython-311.pyc b/__pycache__/common_import.cpython-311.pyc
index a69a66a..21f655f 100644
Binary files a/__pycache__/common_import.cpython-311.pyc and b/__pycache__/common_import.cpython-311.pyc differ
diff --git a/__pycache__/core_rec.cpython-311.pyc b/__pycache__/core_rec.cpython-311.pyc
index bff4481..14c7b00 100644
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diff --git a/blobbag.csv b/blobbag.csv
new file mode 100644
index 0000000..5a3b68c
--- /dev/null
+++ b/blobbag.csv
@@ -0,0 +1,10 @@
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diff --git a/engine/__pycache__/async_ddp.cpython-311.pyc b/engine/__pycache__/async_ddp.cpython-311.pyc
new file mode 100644
index 0000000..8487ce9
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diff --git a/engine/__pycache__/common_import.cpython-311.pyc b/engine/__pycache__/common_import.cpython-311.pyc
new file mode 100644
index 0000000..fd177a6
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diff --git a/engine/__pycache__/core_rec.cpython-311.pyc b/engine/__pycache__/core_rec.cpython-311.pyc
new file mode 100644
index 0000000..3eab4c4
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diff --git a/engine/__pycache__/vish_graphs.cpython-311.pyc b/engine/__pycache__/vish_graphs.cpython-311.pyc
new file mode 100644
index 0000000..4b8f65d
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diff --git a/engine/async_ddp.py b/engine/async_ddp.py
new file mode 100644
index 0000000..a892eb7
--- /dev/null
+++ b/engine/async_ddp.py
@@ -0,0 +1,87 @@
+# DISTRIBUTED TRAINING DDP -> ASHNYCHRONOUS (STATUS : IN PROGRESS)
+# DDP has two major types sync and a-sync and it has 4 major blocks 
+# setup, cleanup, Parameterserver, worker 
+
+
+from common_import import *
+from torch.nn import MSELoss
+    
+import socket
+
+def find_free_port():
+    s = socket.socket()
+    s.bind(('', 0))  # Bind to a free port provided by the host.
+    port = s.getsockname()[1]  # Get the port number
+    s.close()
+    return port
+
+# def setup(rank, world_size, port=None):
+#     """Setup PyTorch environment for distributed training."""
+#     if rank == 0 and port is None:
+#         port = find_free_port()
+#     elif port is None:
+#         raise ValueError("Port must be specified for worker processes")
+
+#     os.environ['MASTER_ADDR'] = 'localhost'
+#     os.environ['MASTER_PORT'] = str(port)
+#     dist.init_process_group("gloo", rank=rank, world_size=world_size)
+
+def setup(rank, world_size, port=None):
+    """Setup PyTorch environment for distributed training."""
+    print(f"Initializing setup for rank {rank}...")  # Debugging statement
+
+    if rank == 0:
+        if port is None:
+            port = find_free_port()
+            print(f"Master process on rank {rank} using port {port}")  # Debugging statement
+    elif port is None:
+        raise ValueError("Port must be specified for worker processes")
+
+    # Set environment variables
+    os.environ['MASTER_ADDR'] = 'localhost'
+    os.environ['MASTER_PORT'] = str(port)
+
+    # Initialize the process group
+    try:
+        dist.init_process_group("gloo", rank=rank, world_size=world_size)
+        print(f"Process group initialized for rank {rank}")  # Debugging statement
+    except Exception as e:
+        print(f"Failed to initialize process group for rank {rank}: {e}")  # Error handling
+        raise
+def cleanup():
+    """ Cleanup PyTorch distributed environment. """
+    dist.destroy_process_group()
+
+class ParameterServer:
+    def __init__(self, model, world_size):
+        self.model = model
+        self.world_size = world_size
+
+    def run(self):
+        setup(0, self.world_size)  # Initialize the process group for the parameter server
+        # Wait for gradients from each worker (workers are from rank 1 to world_size-1)
+        for _ in range(self.world_size - 1):  # Exclude the parameter server itself
+            for param in self.model.parameters():
+                grad = torch.zeros_like(param.data)
+                # Receive gradients from each worker
+                dist.recv(tensor=grad, src=dist.get_rank())
+                with torch.no_grad():
+                    param.data += grad / (self.world_size - 1)  # Average the gradients
+        cleanup()  # Clean up the distributed environment after updating the model
+loss_function = MSELoss()
+
+def worker(rank, model, data_loader, optimizer, num_epochs, world_size, port):
+    setup(rank, world_size, port)  # Initialize the process group for each worker
+    for epoch in range(num_epochs):
+        for data, target in data_loader:  # Assuming data_loader yields (data, target)
+            optimizer.zero_grad()
+            # Convert data and target to tensors here if not already
+            if not isinstance(data, torch.Tensor):
+                data = torch.tensor(data, dtype=torch.float32)
+            output = model(data)
+            loss = loss_function(output, target)
+            loss.backward()
+            # Send gradients to the parameter server
+            for param in model.parameters():
+                dist.send(tensor=param.grad, dst=0)  # Send gradients to the server at rank 0
+    cleanup()  # Clean up after completing the epochs
\ No newline at end of file
diff --git a/common_import.py b/engine/common_import.py
similarity index 68%
rename from common_import.py
rename to engine/common_import.py
index e3d9168..206667a 100644
--- a/common_import.py
+++ b/engine/common_import.py
@@ -8,4 +8,9 @@
 from torch.utils.data import Dataset, DataLoader
 import networkx as nx
 from networkx.algorithms.community import greedy_modularity_communities
-import matplotlib.pyplot as plt
\ No newline at end of file
+import matplotlib.pyplot as plt
+import os
+
+# import for DDP ecosystem
+import torch.distributed as dist
+from torch.multiprocessing import Process
\ No newline at end of file
diff --git a/core_rec.py b/engine/core_rec.py
similarity index 99%
rename from core_rec.py
rename to engine/core_rec.py
index c9825ab..e0c68cc 100644
--- a/core_rec.py
+++ b/engine/core_rec.py
@@ -11,6 +11,7 @@
 # ###############################################################################################################
 
 from common_import import *
+from async_ddp import *
 
 class GraphTransformer(nn.Module):
     def __init__(self, num_layers, d_model, num_heads, d_feedforward, input_dim, num_weights=10,use_weights=True):
@@ -121,7 +122,7 @@ def predict(model, graph, node_index, top_k=5, threshold=0.5):
 
 
 
-# Graph Drawing Function
+# Graph Drawing Function [its in defaulter mode]
 def draw_graph(adj_matrix, top_nodes, recommended_nodes=None):
     G = nx.Graph()
     num_nodes = adj_matrix.shape[0]
@@ -252,4 +253,3 @@ def explainable_predict(model, graph, node_index, top_k=5, threshold=0.5):
 
     return recommended_indices, explanations
 
-
diff --git a/vish_graphs.py b/engine/vish_graphs.py
similarity index 99%
rename from vish_graphs.py
rename to engine/vish_graphs.py
index da7710d..2417b61 100644
--- a/vish_graphs.py
+++ b/engine/vish_graphs.py
@@ -80,6 +80,7 @@ def generate_connections(num_people, i, p_strong, p_weak):
     strong_connections = np.where(connections < p_strong)[0] + i + 1
     weak_connections = np.where((connections >= p_strong) & (connections < p_strong + p_weak))[0] + i + 1
     return strong_connections, weak_connections
+
 @profile
 def generate_large_random_graph(num_people, file_path="large_random_graph.csv", seed=None):
     np.random.seed(seed)
@@ -157,7 +158,7 @@ def export_graph_data_to_csv(adj_matrix, node_labels, csv_file):
         headers = [f'Node {i}' for i in range(len(adj_matrix))]
         headers.append('Label')
         writer.writerow(headers)
-        
+    
         # Write data rows
         for index, row in enumerate(adj_matrix):
             # Append the label to the row
diff --git a/graph_dataset.csv b/graph_dataset.csv
index 19c0047..b3ed659 100644
--- a/graph_dataset.csv
+++ b/graph_dataset.csv
@@ -1,40 +1,50 @@
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diff --git a/weight_matrix.csv b/weight_matrix.csv
index e95441c..1017064 100644
--- a/weight_matrix.csv
+++ b/weight_matrix.csv
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