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“Transcendental-Programmer” commited on
Commit
fc5fa78
·
1 Parent(s): 76abe40

fix : minor fixes

Browse files
Files changed (18) hide show
  1. config/client_config.yaml +12 -2
  2. config/client_config_2.yaml +26 -0
  3. config/server_config.yaml +20 -1
  4. logs/federated_learning.log +552 -0
  5. notebooks/data_exploration.ipynb +6 -0
  6. notebooks/model_evaluation.ipynb +6 -0
  7. requirements.txt +5 -1
  8. run_two_clients.sh +11 -0
  9. src/api/__init__.py +0 -0
  10. src/api/client.py +156 -0
  11. src/api/server.py +165 -0
  12. src/client/model.py +141 -51
  13. src/client/model_new.py +214 -0
  14. src/main.py +7 -3
  15. src/server/aggregator.py +28 -12
  16. src/server/coordinator.py +140 -38
  17. src/utils/metrics.py +7 -0
  18. test_implementation.py +157 -0
config/client_config.yaml CHANGED
@@ -1,11 +1,17 @@
1
  # client_config.yaml configuration
2
 
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  client:
 
 
 
 
4
  # Data configuration
5
  data:
6
  batch_size: 32
7
  shuffle_buffer: 1000
 
8
  input_dim: 32
 
9
 
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  # Model configuration
11
  model:
@@ -15,9 +21,13 @@ client:
15
 
16
  # Training configuration
17
  training:
18
- local_epochs: 5
19
  learning_rate: 0.001
20
 
 
 
 
 
 
21
  monitoring:
22
  log_level: "INFO"
23
-
 
1
  # client_config.yaml configuration
2
 
3
  client:
4
+ # Client identification
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+ id: "client_1"
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+ server_url: "http://localhost:8080"
7
+
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  # Data configuration
9
  data:
10
  batch_size: 32
11
  shuffle_buffer: 1000
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+ prefetch_buffer: 10
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  input_dim: 32
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+ dataset_size: 100
15
 
16
  # Model configuration
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  model:
 
21
 
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  # Training configuration
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  training:
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+ local_epochs: 3
25
  learning_rate: 0.001
26
 
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+ # Privacy configuration
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+ privacy:
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+ differential_privacy: false
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+ noise_multiplier: 0.1
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+
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  monitoring:
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  log_level: "INFO"
 
config/client_config_2.yaml ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ client:
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+ id: "client_2"
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+ server_url: "http://localhost:8080"
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+
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+ data:
6
+ batch_size: 32
7
+ shuffle_buffer: 1000
8
+ prefetch_buffer: 10
9
+ input_dim: 32
10
+ dataset_size: 100
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+
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+ model:
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+ type: "feedforward"
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+ hidden_dims: [128, 64]
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+ activation: "relu"
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+
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+ training:
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+ local_epochs: 3
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+ learning_rate: 0.001
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+
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+ privacy:
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+ differential_privacy: false
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+ noise_multiplier: 0.1
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+
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+ monitoring:
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+ log_level: "INFO"
config/server_config.yaml CHANGED
@@ -1,9 +1,15 @@
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  # server_config.yaml configuration
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  server:
 
 
 
 
 
 
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  # Federated learning configuration
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  federated:
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- min_clients: 1
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  rounds: 10
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  sample_fraction: 0.8
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@@ -16,3 +22,16 @@ server:
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  monitoring:
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  log_level: "INFO"
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  # server_config.yaml configuration
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  server:
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+ # API server configuration
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+ api:
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+ host: "0.0.0.0"
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+ port: 8080
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+ debug: false
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+
10
  # Federated learning configuration
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  federated:
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+ min_clients: 2
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  rounds: 10
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  sample_fraction: 0.8
15
 
 
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  monitoring:
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  log_level: "INFO"
24
 
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+ # Model configuration
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+ model:
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+ architecture: "simple_nn"
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+ input_dim: 32
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+ hidden_layers: [128, 64]
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+ output_dim: 1
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+
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+ # Training configuration
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+ training:
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+ learning_rate: 0.001
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+ batch_size: 32
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+ local_epochs: 3
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+
logs/federated_learning.log CHANGED
@@ -336,3 +336,555 @@ Round 1/10
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  Round 1/10
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  2024-12-17 21:14:04,835 - src.server.coordinator - INFO - ------------------------------
338
  2024-12-17 21:14:04,836 - src.server.coordinator - WARNING - Waiting for clients... (active: 0/1)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Round 1/10
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  2024-12-17 21:14:04,835 - src.server.coordinator - INFO - ------------------------------
338
  2024-12-17 21:14:04,836 - src.server.coordinator - WARNING - Waiting for clients... (active: 0/1)
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+ 2025-06-27 15:49:52,624 - __main__ - INFO -
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+ ==================================================
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+ 2025-06-27 15:49:52,626 - __main__ - INFO - New Training Session Started
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+ 2025-06-27 15:49:52,627 - __main__ - INFO - ==================================================
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+
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+ 2025-06-27 15:49:52,627 - src.server.aggregator - INFO - FederatedAggregator initialized. Weighted: True
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+ 2025-06-27 15:49:52,627 - src.server.coordinator - INFO - FederatedCoordinator initialized.
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+ 2025-06-27 15:49:52,627 - __main__ - INFO - Starting federated server...
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+ 2025-06-27 15:49:52,650 - src.server.coordinator - INFO -
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+ ============================================================
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+ 2025-06-27 15:49:52,650 - src.server.coordinator - INFO - Federated Learning Server Starting
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+ 2025-06-27 15:49:52,651 - src.server.coordinator - INFO - ============================================================
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+ 2025-06-27 15:49:52,651 - src.server.coordinator - INFO -
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+ Server Configuration:
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+ 2025-06-27 15:49:52,651 - src.server.coordinator - INFO - ------------------------------
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+ 2025-06-27 15:49:52,652 - src.server.coordinator - INFO - Minimum clients required: 2
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+ 2025-06-27 15:49:52,653 - src.server.coordinator - INFO - Total rounds planned: 10
356
+ 2025-06-27 15:49:52,653 - src.server.coordinator - INFO - Current active clients: 0
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+ 2025-06-27 15:49:52,653 - src.server.coordinator - INFO - ------------------------------
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+
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+ 2025-06-27 15:49:53,212 - src.api.server - INFO - Federated API server started in background on 0.0.0.0:8080
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+ 2025-06-27 15:49:53,212 - src.server.coordinator - INFO - API server started on 0.0.0.0:8080
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+ 2025-06-27 15:49:53,439 - werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
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+ * Running on all addresses (0.0.0.0)
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+ * Running on http://127.0.0.1:8080
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+ * Running on http://192.168.68.72:8080
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+ 2025-06-27 15:49:53,440 - werkzeug - INFO - Press CTRL+C to quit
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+ 2025-06-27 15:50:11,506 - __main__ - INFO -
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+ ==================================================
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+ 2025-06-27 15:50:11,507 - __main__ - INFO - New Training Session Started
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+ 2025-06-27 15:50:11,507 - __main__ - INFO - ==================================================
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+
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+ 2025-06-27 15:50:11,692 - __main__ - INFO - Starting federated client with ID: client_1
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+ 2025-06-27 15:50:11,693 - src.client.model - INFO - Client client_1 starting...
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+ 2025-06-27 15:50:11,758 - src.api.client - INFO - Waiting for server at http://localhost:8080...
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+ 2025-06-27 15:50:16,772 - src.api.client - INFO - Waiting for server at http://localhost:8080...
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+ 2025-06-27 15:50:21,780 - src.api.client - INFO - Waiting for server at http://localhost:8080...
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+ 2025-06-27 15:50:26,788 - src.api.client - INFO - Waiting for server at http://localhost:8080...
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+ 2025-06-27 15:50:33,840 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 15:50:33] "GET /health HTTP/1.1" 200 -
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+ 2025-06-27 15:50:33,842 - src.api.client - INFO - Server is available at http://localhost:8080
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+ 2025-06-27 15:50:35,917 - src.server.coordinator - INFO - Client client_1 registered successfully
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+ 2025-06-27 15:50:35,918 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 15:50:35] "POST /register HTTP/1.1" 200 -
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+ 2025-06-27 15:50:35,919 - src.api.client - INFO - Client client_1 registered successfully
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+ 2025-06-27 15:50:35,920 - src.client.model - INFO - Successfully registered with server
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+ 2025-06-27 15:50:35,920 - src.client.model - INFO - Dataset size: 100
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+ 2025-06-27 15:50:35,921 - src.client.model - INFO - Model parameters: 12,545
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+ 2025-06-27 15:55:49,344 - __main__ - INFO -
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+ ==================================================
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+ 2025-06-27 15:55:49,345 - __main__ - INFO - New Training Session Started
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+ 2025-06-27 15:55:49,345 - __main__ - INFO - ==================================================
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+
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+ 2025-06-27 15:55:49,531 - __main__ - INFO - Starting federated client with ID: client_2
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+ 2025-06-27 15:55:49,531 - src.client.model - INFO - Client client_2 starting...
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+ 2025-06-27 15:55:51,578 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 15:55:51] "GET /health HTTP/1.1" 200 -
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+ 2025-06-27 15:55:51,581 - src.api.client - INFO - Server is available at http://localhost:8080
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+ 2025-06-27 15:55:53,649 - src.server.coordinator - INFO - Client client_2 registered successfully
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+ 2025-06-27 15:55:53,649 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 15:55:53] "POST /register HTTP/1.1" 200 -
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+ 2025-06-27 15:55:53,651 - src.api.client - INFO - Client client_2 registered successfully
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+ 2025-06-27 15:55:53,652 - src.client.model - INFO - Successfully registered with server
443
+ 2025-06-27 15:55:53,652 - src.client.model - INFO - Dataset size: 100
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+ 2025-06-27 15:55:53,652 - src.client.model - INFO - Model parameters: 12,545
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461
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462
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463
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464
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465
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466
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467
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468
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469
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470
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471
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472
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473
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474
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475
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476
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477
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478
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479
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480
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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493
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495
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498
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501
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510
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513
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515
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516
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518
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519
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525
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526
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527
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528
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529
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530
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532
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533
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537
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539
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540
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543
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567
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570
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571
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585
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586
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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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600
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601
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602
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603
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610
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612
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613
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615
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616
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618
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620
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622
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624
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626
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628
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630
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632
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636
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638
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639
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640
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650
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653
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654
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655
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656
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711
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712
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713
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714
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715
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716
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717
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718
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719
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720
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721
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722
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723
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724
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725
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726
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727
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728
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729
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730
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731
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732
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733
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734
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735
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736
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737
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738
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739
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740
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741
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742
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743
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744
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745
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746
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747
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748
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749
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750
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751
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752
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753
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754
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755
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756
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757
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758
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759
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760
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761
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762
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763
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764
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765
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766
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767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
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779
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780
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781
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782
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783
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784
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785
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786
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787
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788
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789
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790
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791
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792
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793
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794
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795
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796
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797
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798
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799
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800
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801
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802
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803
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804
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805
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806
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807
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808
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809
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810
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811
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812
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813
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814
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815
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816
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817
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818
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819
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820
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821
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822
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823
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824
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825
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826
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827
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828
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829
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830
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831
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832
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833
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834
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835
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836
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837
+ 2025-06-27 16:18:55,939 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:18:55] "GET /training_status HTTP/1.1" 200 -
838
+ 2025-06-27 16:18:56,869 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:18:56] "GET /training_status HTTP/1.1" 200 -
839
+ 2025-06-27 16:19:02,987 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:02] "GET /training_status HTTP/1.1" 200 -
840
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841
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842
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843
+ 2025-06-27 16:19:17,093 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:17] "GET /training_status HTTP/1.1" 200 -
844
+ 2025-06-27 16:19:17,998 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:17] "GET /training_status HTTP/1.1" 200 -
845
+ 2025-06-27 16:19:24,143 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:24] "GET /training_status HTTP/1.1" 200 -
846
+ 2025-06-27 16:19:25,043 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:25] "GET /training_status HTTP/1.1" 200 -
847
+ 2025-06-27 16:19:31,184 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:31] "GET /training_status HTTP/1.1" 200 -
848
+ 2025-06-27 16:19:32,104 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:32] "GET /training_status HTTP/1.1" 200 -
849
+ 2025-06-27 16:19:38,237 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:38] "GET /training_status HTTP/1.1" 200 -
850
+ 2025-06-27 16:19:39,155 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:39] "GET /training_status HTTP/1.1" 200 -
851
+ 2025-06-27 16:19:45,276 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:45] "GET /training_status HTTP/1.1" 200 -
852
+ 2025-06-27 16:19:46,197 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:46] "GET /training_status HTTP/1.1" 200 -
853
+ 2025-06-27 16:19:52,305 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:52] "GET /training_status HTTP/1.1" 200 -
854
+ 2025-06-27 16:19:53,219 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:53] "GET /training_status HTTP/1.1" 200 -
855
+ 2025-06-27 16:19:59,338 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:19:59] "GET /training_status HTTP/1.1" 200 -
856
+ 2025-06-27 16:20:00,255 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:00] "GET /training_status HTTP/1.1" 200 -
857
+ 2025-06-27 16:20:06,385 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:06] "GET /training_status HTTP/1.1" 200 -
858
+ 2025-06-27 16:20:07,283 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:07] "GET /training_status HTTP/1.1" 200 -
859
+ 2025-06-27 16:20:13,426 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:13] "GET /training_status HTTP/1.1" 200 -
860
+ 2025-06-27 16:20:14,339 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:14] "GET /training_status HTTP/1.1" 200 -
861
+ 2025-06-27 16:20:20,488 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:20] "GET /training_status HTTP/1.1" 200 -
862
+ 2025-06-27 16:20:21,389 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:21] "GET /training_status HTTP/1.1" 200 -
863
+ 2025-06-27 16:20:27,536 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:27] "GET /training_status HTTP/1.1" 200 -
864
+ 2025-06-27 16:20:28,435 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:28] "GET /training_status HTTP/1.1" 200 -
865
+ 2025-06-27 16:20:34,568 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:34] "GET /training_status HTTP/1.1" 200 -
866
+ 2025-06-27 16:20:35,463 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:35] "GET /training_status HTTP/1.1" 200 -
867
+ 2025-06-27 16:20:41,617 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:41] "GET /training_status HTTP/1.1" 200 -
868
+ 2025-06-27 16:20:42,507 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:42] "GET /training_status HTTP/1.1" 200 -
869
+ 2025-06-27 16:20:48,656 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:48] "GET /training_status HTTP/1.1" 200 -
870
+ 2025-06-27 16:20:49,573 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:49] "GET /training_status HTTP/1.1" 200 -
871
+ 2025-06-27 16:20:55,713 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:55] "GET /training_status HTTP/1.1" 200 -
872
+ 2025-06-27 16:20:56,623 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:20:56] "GET /training_status HTTP/1.1" 200 -
873
+ 2025-06-27 16:21:02,763 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:02] "GET /training_status HTTP/1.1" 200 -
874
+ 2025-06-27 16:21:03,682 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:03] "GET /training_status HTTP/1.1" 200 -
875
+ 2025-06-27 16:21:09,806 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:09] "GET /training_status HTTP/1.1" 200 -
876
+ 2025-06-27 16:21:10,739 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:10] "GET /training_status HTTP/1.1" 200 -
877
+ 2025-06-27 16:21:16,835 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:16] "GET /training_status HTTP/1.1" 200 -
878
+ 2025-06-27 16:21:17,761 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:17] "GET /training_status HTTP/1.1" 200 -
879
+ 2025-06-27 16:21:23,872 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:23] "GET /training_status HTTP/1.1" 200 -
880
+ 2025-06-27 16:21:24,793 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:24] "GET /training_status HTTP/1.1" 200 -
881
+ 2025-06-27 16:21:30,924 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:30] "GET /training_status HTTP/1.1" 200 -
882
+ 2025-06-27 16:21:31,845 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:31] "GET /training_status HTTP/1.1" 200 -
883
+ 2025-06-27 16:21:37,972 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:37] "GET /training_status HTTP/1.1" 200 -
884
+ 2025-06-27 16:21:38,871 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:38] "GET /training_status HTTP/1.1" 200 -
885
+ 2025-06-27 16:21:45,019 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:45] "GET /training_status HTTP/1.1" 200 -
886
+ 2025-06-27 16:21:45,920 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:45] "GET /training_status HTTP/1.1" 200 -
887
+ 2025-06-27 16:21:52,056 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:52] "GET /training_status HTTP/1.1" 200 -
888
+ 2025-06-27 16:21:52,960 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:52] "GET /training_status HTTP/1.1" 200 -
889
+ 2025-06-27 16:21:59,094 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:59] "GET /training_status HTTP/1.1" 200 -
890
+ 2025-06-27 16:21:59,992 - werkzeug - INFO - 127.0.0.1 - - [27/Jun/2025 16:21:59] "GET /training_status HTTP/1.1" 200 -
notebooks/data_exploration.ipynb ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [],
3
+ "metadata": {},
4
+ "nbformat": 4,
5
+ "nbformat_minor": 4
6
+ }
notebooks/model_evaluation.ipynb ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [],
3
+ "metadata": {},
4
+ "nbformat": 4,
5
+ "nbformat_minor": 4
6
+ }
requirements.txt CHANGED
@@ -18,9 +18,13 @@ tensorflow-privacy
18
  pysyft
19
 
20
  # API and web
21
- flask
22
  fastapi
23
  uvicorn
 
 
 
 
24
 
25
  # Testing and development
26
  pytest
 
18
  pysyft
19
 
20
  # API and web
21
+ flask>=2.0.0
22
  fastapi
23
  uvicorn
24
+ requests>=2.25.0
25
+
26
+ # Configuration and utilities
27
+ pyyaml>=5.4.0
28
 
29
  # Testing and development
30
  pytest
run_two_clients.sh ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # Script to run two clients with different configs
3
+
4
+ # Start first client
5
+ python -m src.main --mode client --config config/client_config.yaml &
6
+
7
+ # Start second client
8
+ python -m src.main --mode client --config config/client_config_2.yaml &
9
+
10
+ # Wait for both clients to finish (optional)
11
+ wait
src/api/__init__.py ADDED
File without changes
src/api/client.py ADDED
@@ -0,0 +1,156 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ HTTP Client for Federated Learning
3
+ Handles communication with the federated server
4
+ """
5
+
6
+ import requests
7
+ import json
8
+ import logging
9
+ import time
10
+ from typing import Dict, Any, Optional, List
11
+
12
+ logger = logging.getLogger(__name__)
13
+
14
+ class FederatedHTTPClient:
15
+ def __init__(self, server_url: str, client_id: str, timeout: int = 30):
16
+ self.server_url = server_url.rstrip('/')
17
+ self.client_id = client_id
18
+ self.timeout = timeout
19
+ self.session = requests.Session()
20
+
21
+ def register(self, client_info: Dict[str, Any] = None) -> Dict[str, Any]:
22
+ """Register this client with the server"""
23
+ try:
24
+ payload = {
25
+ 'client_id': self.client_id,
26
+ 'client_info': client_info or {}
27
+ }
28
+
29
+ response = self.session.post(
30
+ f"{self.server_url}/register",
31
+ json=payload,
32
+ timeout=self.timeout
33
+ )
34
+ response.raise_for_status()
35
+
36
+ result = response.json()
37
+ logger.info(f"Client {self.client_id} registered successfully")
38
+ return result
39
+
40
+ except requests.exceptions.RequestException as e:
41
+ logger.error(f"Failed to register client {self.client_id}: {str(e)}")
42
+ raise
43
+
44
+ def get_global_model(self) -> Dict[str, Any]:
45
+ """Get the current global model from server"""
46
+ try:
47
+ payload = {'client_id': self.client_id}
48
+
49
+ response = self.session.post(
50
+ f"{self.server_url}/get_model",
51
+ json=payload,
52
+ timeout=self.timeout
53
+ )
54
+ response.raise_for_status()
55
+
56
+ result = response.json()
57
+ logger.debug(f"Retrieved global model for round {result.get('round', 'unknown')}")
58
+ return result
59
+
60
+ except requests.exceptions.RequestException as e:
61
+ logger.error(f"Failed to get global model: {str(e)}")
62
+ raise
63
+
64
+ def submit_model_update(self, model_weights: List, metrics: Dict[str, Any] = None) -> Dict[str, Any]:
65
+ """Submit model update to server"""
66
+ try:
67
+ payload = {
68
+ 'client_id': self.client_id,
69
+ 'model_weights': model_weights,
70
+ 'metrics': metrics or {}
71
+ }
72
+
73
+ response = self.session.post(
74
+ f"{self.server_url}/submit_update",
75
+ json=payload,
76
+ timeout=self.timeout
77
+ )
78
+ response.raise_for_status()
79
+
80
+ result = response.json()
81
+ logger.info(f"Model update submitted successfully by client {self.client_id}")
82
+ return result
83
+
84
+ except requests.exceptions.RequestException as e:
85
+ logger.error(f"Failed to submit model update: {str(e)}")
86
+ raise
87
+
88
+ def get_training_status(self) -> Dict[str, Any]:
89
+ """Get current training status from server"""
90
+ try:
91
+ response = self.session.get(
92
+ f"{self.server_url}/training_status",
93
+ timeout=self.timeout
94
+ )
95
+ response.raise_for_status()
96
+
97
+ return response.json()
98
+
99
+ except requests.exceptions.RequestException as e:
100
+ logger.error(f"Failed to get training status: {str(e)}")
101
+ raise
102
+
103
+ def health_check(self) -> bool:
104
+ """Check if server is healthy"""
105
+ try:
106
+ response = self.session.get(
107
+ f"{self.server_url}/health",
108
+ timeout=5 # Short timeout for health checks
109
+ )
110
+ response.raise_for_status()
111
+
112
+ result = response.json()
113
+ return result.get('status') == 'healthy'
114
+
115
+ except requests.exceptions.RequestException:
116
+ return False
117
+
118
+ def wait_for_server(self, max_wait: int = 60, check_interval: int = 5) -> bool:
119
+ """Wait for server to become available"""
120
+ start_time = time.time()
121
+
122
+ while time.time() - start_time < max_wait:
123
+ if self.health_check():
124
+ logger.info(f"Server is available at {self.server_url}")
125
+ return True
126
+
127
+ logger.info(f"Waiting for server at {self.server_url}...")
128
+ time.sleep(check_interval)
129
+
130
+ logger.error(f"Server not available after {max_wait} seconds")
131
+ return False
132
+
133
+ def rag_query(self, query: str) -> Dict[str, Any]:
134
+ """Submit a RAG query to the server"""
135
+ try:
136
+ payload = {
137
+ 'query': query,
138
+ 'client_id': self.client_id
139
+ }
140
+
141
+ response = self.session.post(
142
+ f"{self.server_url}/rag/query",
143
+ json=payload,
144
+ timeout=self.timeout
145
+ )
146
+ response.raise_for_status()
147
+
148
+ return response.json()
149
+
150
+ except requests.exceptions.RequestException as e:
151
+ logger.error(f"Failed to submit RAG query: {str(e)}")
152
+ raise
153
+
154
+ def close(self):
155
+ """Close the HTTP session"""
156
+ self.session.close()
src/api/server.py ADDED
@@ -0,0 +1,165 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ RESTful API for Federated Learning Server
3
+ Handles client registration, model updates, and coordination
4
+ """
5
+
6
+ from flask import Flask, request, jsonify
7
+ import logging
8
+ import threading
9
+ import time
10
+ from typing import Dict, Any, List
11
+ from ..server.coordinator import FederatedCoordinator
12
+ from ..utils.metrics import calculate_model_similarity
13
+
14
+ logger = logging.getLogger(__name__)
15
+
16
+ class FederatedAPI:
17
+ def __init__(self, coordinator: FederatedCoordinator, host: str = "0.0.0.0", port: int = 8080):
18
+ self.app = Flask(__name__)
19
+ self.coordinator = coordinator
20
+ self.host = host
21
+ self.port = port
22
+ self._setup_routes()
23
+
24
+ def _setup_routes(self):
25
+ """Setup API routes"""
26
+
27
+ @self.app.route('/health', methods=['GET'])
28
+ def health_check():
29
+ """Health check endpoint"""
30
+ return jsonify({
31
+ 'status': 'healthy',
32
+ 'timestamp': time.time(),
33
+ 'active_clients': len(self.coordinator.clients),
34
+ 'current_round': getattr(self.coordinator, 'current_round', 0)
35
+ })
36
+
37
+ @self.app.route('/register', methods=['POST'])
38
+ def register_client():
39
+ """Register a new client"""
40
+ try:
41
+ data = request.get_json()
42
+ client_id = data.get('client_id')
43
+ client_info = data.get('client_info', {})
44
+
45
+ if not client_id:
46
+ return jsonify({'error': 'client_id is required'}), 400
47
+
48
+ success = self.coordinator.register_client(client_id, client_info)
49
+
50
+ if success:
51
+ return jsonify({
52
+ 'status': 'registered',
53
+ 'client_id': client_id,
54
+ 'server_config': self.coordinator.get_client_config()
55
+ })
56
+ else:
57
+ return jsonify({'error': 'Registration failed'}), 400
58
+
59
+ except Exception as e:
60
+ logger.error(f"Error registering client: {str(e)}")
61
+ return jsonify({'error': str(e)}), 500
62
+
63
+ @self.app.route('/get_model', methods=['POST'])
64
+ def get_global_model():
65
+ """Get the current global model"""
66
+ try:
67
+ data = request.get_json()
68
+ client_id = data.get('client_id')
69
+
70
+ if not client_id or client_id not in self.coordinator.clients:
71
+ return jsonify({'error': 'Invalid client_id'}), 400
72
+
73
+ model_weights = self.coordinator.get_global_model()
74
+
75
+ return jsonify({
76
+ 'model_weights': model_weights,
77
+ 'round': getattr(self.coordinator, 'current_round', 0),
78
+ 'timestamp': time.time()
79
+ })
80
+
81
+ except Exception as e:
82
+ logger.error(f"Error getting global model: {str(e)}")
83
+ return jsonify({'error': str(e)}), 500
84
+
85
+ @self.app.route('/submit_update', methods=['POST'])
86
+ def submit_model_update():
87
+ """Submit a model update from client"""
88
+ try:
89
+ data = request.get_json()
90
+ client_id = data.get('client_id')
91
+ model_weights = data.get('model_weights')
92
+ training_metrics = data.get('metrics', {})
93
+
94
+ if not client_id or not model_weights:
95
+ return jsonify({'error': 'client_id and model_weights are required'}), 400
96
+
97
+ if client_id not in self.coordinator.clients:
98
+ return jsonify({'error': 'Client not registered'}), 400
99
+
100
+ # Store the update
101
+ self.coordinator.receive_model_update(client_id, model_weights, training_metrics)
102
+
103
+ return jsonify({
104
+ 'status': 'update_received',
105
+ 'client_id': client_id,
106
+ 'timestamp': time.time()
107
+ })
108
+
109
+ except Exception as e:
110
+ logger.error(f"Error submitting model update: {str(e)}")
111
+ return jsonify({'error': str(e)}), 500
112
+
113
+ @self.app.route('/training_status', methods=['GET'])
114
+ def get_training_status():
115
+ """Get current training status"""
116
+ try:
117
+ return jsonify({
118
+ 'current_round': getattr(self.coordinator, 'current_round', 0),
119
+ 'total_rounds': self.coordinator.config.get('federated', {}).get('num_rounds', 10),
120
+ 'active_clients': len(self.coordinator.clients),
121
+ 'clients_ready': len(getattr(self.coordinator, 'client_updates', {})),
122
+ 'min_clients': self.coordinator.config.get('federated', {}).get('min_clients', 2),
123
+ 'training_active': getattr(self.coordinator, 'training_active', False)
124
+ })
125
+
126
+ except Exception as e:
127
+ logger.error(f"Error getting training status: {str(e)}")
128
+ return jsonify({'error': str(e)}), 500
129
+
130
+ @self.app.route('/rag/query', methods=['POST'])
131
+ def rag_query():
132
+ """Handle RAG queries"""
133
+ try:
134
+ data = request.get_json()
135
+ query = data.get('query')
136
+ client_id = data.get('client_id')
137
+
138
+ if not query:
139
+ return jsonify({'error': 'query is required'}), 400
140
+
141
+ # This will be implemented when we integrate RAG
142
+ return jsonify({
143
+ 'response': 'RAG functionality coming soon',
144
+ 'query': query,
145
+ 'timestamp': time.time()
146
+ })
147
+
148
+ except Exception as e:
149
+ logger.error(f"Error processing RAG query: {str(e)}")
150
+ return jsonify({'error': str(e)}), 500
151
+
152
+ def run(self, debug: bool = False):
153
+ """Run the API server"""
154
+ logger.info(f"Starting Federated API server on {self.host}:{self.port}")
155
+ self.app.run(host=self.host, port=self.port, debug=debug, threaded=True)
156
+
157
+ def run_threaded(self, debug: bool = False):
158
+ """Run the API server in a separate thread"""
159
+ def run_server():
160
+ self.app.run(host=self.host, port=self.port, debug=debug, threaded=True)
161
+
162
+ thread = threading.Thread(target=run_server, daemon=True)
163
+ thread.start()
164
+ logger.info(f"Federated API server started in background on {self.host}:{self.port}")
165
+ return thread
src/client/model.py CHANGED
@@ -1,69 +1,156 @@
1
  """model.py module."""
2
 
3
- from typing import Dict, List
4
  import tensorflow as tf
5
  import numpy as np
6
  import logging
 
 
 
7
 
8
  class FederatedClient:
9
- def __init__(self, client_id: int, config: Dict):
10
  """Initialize the federated client."""
11
- self.client_id = client_id
12
  self.config = config.get('client', {})
13
  self.model = self._build_model()
 
 
 
 
 
 
 
 
 
14
 
15
  def start(self):
16
- """Start the federated client process."""
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17
  logger = logging.getLogger(__name__)
18
- logger.info(f"Client {self.client_id} started")
19
- logger.info(f"Client config: {self.config}")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20
 
21
  try:
22
- # Simulate some data
23
- logger.info("Generating training data...")
 
 
 
 
 
 
 
24
  X, y = self._generate_dummy_data()
25
- logger.info(f"Generated data shapes - X: {X.shape}, y: {y.shape}")
26
 
27
  # Train locally
28
- logger.info("Starting local training...")
29
  history = self.train_local((X, y))
30
 
31
- # Log training metrics
32
- losses = history.get('loss', [])
33
- logger.info("\nTraining Progress Summary:")
34
- logger.info("-" * 30)
35
- for epoch, loss in enumerate(losses, 1):
36
- logger.info(f"Epoch {epoch:2d}/{len(losses)}: loss = {loss:.4f}")
37
-
38
- final_loss = losses[-1]
39
- logger.info(f"\nTraining completed - Final loss: {final_loss:.4f}")
40
-
41
- # Log model summary in a simpler format
42
- logger.info("\nModel Architecture:")
43
- logger.info("-" * 30)
44
- logger.info("Layer (Output Shape) -> Params")
45
- total_params = 0
46
- for layer in self.model.layers:
47
- params = layer.count_params()
48
- total_params += params
49
- logger.info(f"{layer.name} {layer.output.shape} -> {params:,} params")
50
- logger.info(f"Total Parameters: {total_params:,}")
51
 
52
  except Exception as e:
53
- logger.error(f"Error during client execution: {str(e)}")
54
  raise
55
 
56
  def _generate_dummy_data(self):
57
  """Generate dummy data for testing."""
58
- num_samples = 100
59
- input_dim = 32 # Match with model's input dimension
60
-
61
- # Generate input data
62
- X = tf.random.normal((num_samples, input_dim))
63
- # Generate target data (for this example, we'll predict the sum of inputs)
64
- y = tf.reduce_sum(X, axis=1, keepdims=True)
65
-
66
- return X, y
 
 
 
 
 
67
 
68
  def _build_model(self):
69
  """Build the initial model architecture."""
@@ -87,27 +174,30 @@ class FederatedClient:
87
  logger = logging.getLogger(__name__)
88
  X, y = data
89
 
 
 
 
 
 
 
90
  # Log training parameters
91
- logger.info(f"\nTraining Parameters:")
92
- logger.info("-" * 50)
93
  logger.info(f"Input shape: {X.shape}")
94
  logger.info(f"Output shape: {y.shape}")
95
- logger.info(f"Batch size: {self.config.get('data', {}).get('batch_size', 32)}")
96
  logger.info(f"Epochs: {self.config.get('training', {}).get('local_epochs', 5)}")
97
- logger.info(f"Learning rate: {self.config.get('training', {}).get('learning_rate', 0.001)}")
98
- logger.info("-" * 50)
99
 
100
  class LogCallback(tf.keras.callbacks.Callback):
101
  def on_epoch_end(self, epoch, logs=None):
102
- logger.info(f"Epoch {epoch + 1} - loss: {logs['loss']:.4f}")
103
 
104
- # Enable verbose mode for training
105
  history = self.model.fit(
106
  X, y,
107
- batch_size=self.config.get('data', {}).get('batch_size', 32),
108
- epochs=self.config.get('training', {}).get('local_epochs', 5),
109
- verbose=0, # Disable default verbose output
110
- callbacks=[LogCallback()] # Use our custom callback
111
  )
112
  return history.history
113
 
 
1
  """model.py module."""
2
 
3
+ from typing import Dict, List, Optional, Tuple
4
  import tensorflow as tf
5
  import numpy as np
6
  import logging
7
+ import time
8
+ from ..api.client import FederatedHTTPClient
9
+ from .data_handler import FinancialDataHandler
10
 
11
  class FederatedClient:
12
+ def __init__(self, client_id: str, config: Dict, server_url: Optional[str] = None):
13
  """Initialize the federated client."""
14
+ self.client_id = str(client_id)
15
  self.config = config.get('client', {})
16
  self.model = self._build_model()
17
+ self.data_handler = FinancialDataHandler(self.config)
18
+
19
+ # HTTP client for server communication
20
+ self.server_url = server_url or self.config.get('server_url', 'http://localhost:8080')
21
+ self.http_client = FederatedHTTPClient(self.server_url, self.client_id)
22
+
23
+ # Training state
24
+ self.registered = False
25
+ self.current_round = 0
26
 
27
  def start(self):
28
+ """Start the federated client process with server communication."""
29
+ logger = logging.getLogger(__name__)
30
+ logger.info(f"Client {self.client_id} starting...")
31
+
32
+ try:
33
+ # Wait for server to be available
34
+ if not self.http_client.wait_for_server():
35
+ raise ConnectionError(f"Cannot connect to server at {self.server_url}")
36
+
37
+ # Register with server
38
+ self._register_with_server()
39
+
40
+ # Main federated learning loop
41
+ self._federated_learning_loop()
42
+
43
+ except Exception as e:
44
+ logger.error(f"Error during client execution: {str(e)}")
45
+ raise
46
+ finally:
47
+ self.http_client.close()
48
+
49
+ def _register_with_server(self):
50
+ """Register this client with the federated server"""
51
+ logger = logging.getLogger(__name__)
52
+
53
+ try:
54
+ # Generate local data to get client info
55
+ X, y = self._generate_dummy_data()
56
+
57
+ client_info = {
58
+ 'dataset_size': len(X),
59
+ 'model_params': self.model.count_params(),
60
+ 'capabilities': ['training', 'inference']
61
+ }
62
+
63
+ response = self.http_client.register(client_info)
64
+ self.registered = True
65
+
66
+ logger.info(f"Successfully registered with server")
67
+ logger.info(f"Dataset size: {client_info['dataset_size']}")
68
+ logger.info(f"Model parameters: {client_info['model_params']:,}")
69
+
70
+ except Exception as e:
71
+ logger.error(f"Failed to register with server: {str(e)}")
72
+ raise
73
+
74
+ def _federated_learning_loop(self):
75
+ """Main federated learning loop"""
76
  logger = logging.getLogger(__name__)
77
+
78
+ while True:
79
+ try:
80
+ # Get training status from server
81
+ status = self.http_client.get_training_status()
82
+
83
+ if not status.get('training_active', True):
84
+ logger.info("Training completed on server")
85
+ break
86
+
87
+ server_round = status.get('current_round', 0)
88
+
89
+ if server_round > self.current_round:
90
+ self._participate_in_round(server_round)
91
+ self.current_round = server_round
92
+
93
+ time.sleep(5) # Check every 5 seconds
94
+
95
+ except Exception as e:
96
+ logger.error(f"Error in federated learning loop: {str(e)}")
97
+ time.sleep(10) # Wait longer on error
98
+
99
+ def _participate_in_round(self, round_num: int):
100
+ """Participate in a federated learning round"""
101
+ logger = logging.getLogger(__name__)
102
+ logger.info(f"Participating in round {round_num}")
103
 
104
  try:
105
+ # Get global model from server
106
+ model_response = self.http_client.get_global_model()
107
+ global_weights = model_response.get('model_weights')
108
+
109
+ if global_weights:
110
+ self.set_weights(global_weights)
111
+ logger.info("Updated local model with global weights")
112
+
113
+ # Generate/load local data
114
  X, y = self._generate_dummy_data()
115
+ logger.info(f"Training on {len(X)} samples")
116
 
117
  # Train locally
 
118
  history = self.train_local((X, y))
119
 
120
+ # Prepare metrics
121
+ metrics = {
122
+ 'dataset_size': len(X),
123
+ 'final_loss': history['loss'][-1] if history['loss'] else 0.0,
124
+ 'epochs_trained': len(history['loss']),
125
+ 'round': round_num
126
+ }
127
+
128
+ # Submit update to server
129
+ local_weights = self.get_weights()
130
+ self.http_client.submit_model_update(local_weights, metrics)
131
+
132
+ logger.info(f"Round {round_num} completed - Final loss: {metrics['final_loss']:.4f}")
 
 
 
 
 
 
 
133
 
134
  except Exception as e:
135
+ logger.error(f"Error in round {round_num}: {str(e)}")
136
  raise
137
 
138
  def _generate_dummy_data(self):
139
  """Generate dummy data for testing."""
140
+ try:
141
+ # Try to use the data handler for more realistic data
142
+ return self.data_handler.generate_synthetic_data(100)
143
+ except Exception:
144
+ # Fallback to simple dummy data
145
+ num_samples = 100
146
+ input_dim = 32 # Match with model's input dimension
147
+
148
+ # Generate input data
149
+ X = tf.random.normal((num_samples, input_dim))
150
+ # Generate target data (for this example, we'll predict the sum of inputs)
151
+ y = tf.reduce_sum(X, axis=1, keepdims=True)
152
+
153
+ return X.numpy(), y.numpy()
154
 
155
  def _build_model(self):
156
  """Build the initial model architecture."""
 
174
  logger = logging.getLogger(__name__)
175
  X, y = data
176
 
177
+ # Ensure data is in the right format
178
+ if isinstance(X, np.ndarray):
179
+ X = tf.convert_to_tensor(X, dtype=tf.float32)
180
+ if isinstance(y, np.ndarray):
181
+ y = tf.convert_to_tensor(y, dtype=tf.float32)
182
+
183
  # Log training parameters
184
+ logger.info(f"Training Parameters:")
 
185
  logger.info(f"Input shape: {X.shape}")
186
  logger.info(f"Output shape: {y.shape}")
187
+ logger.info(f"Batch size: {self.config.get('training', {}).get('batch_size', 32)}")
188
  logger.info(f"Epochs: {self.config.get('training', {}).get('local_epochs', 5)}")
 
 
189
 
190
  class LogCallback(tf.keras.callbacks.Callback):
191
  def on_epoch_end(self, epoch, logs=None):
192
+ logger.debug(f"Epoch {epoch + 1} - loss: {logs['loss']:.4f}")
193
 
194
+ # Train the model
195
  history = self.model.fit(
196
  X, y,
197
+ batch_size=self.config.get('training', {}).get('batch_size', 32),
198
+ epochs=self.config.get('training', {}).get('local_epochs', 3),
199
+ verbose=0,
200
+ callbacks=[LogCallback()]
201
  )
202
  return history.history
203
 
src/client/model_new.py ADDED
@@ -0,0 +1,214 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """model.py module."""
2
+
3
+ from typing import Dict, List, Optional, Tuple
4
+ import tensorflow as tf
5
+ import numpy as np
6
+ import logging
7
+ import time
8
+ from ..api.client import FederatedHTTPClient
9
+ from .data_handler import FinancialDataHandler
10
+
11
+ class FederatedClient:
12
+ def __init__(self, client_id: str, config: Dict, server_url: Optional[str] = None):
13
+ """Initialize the federated client."""
14
+ self.client_id = str(client_id)
15
+ self.config = config.get('client', {})
16
+ self.model = self._build_model()
17
+ self.data_handler = FinancialDataHandler(config)
18
+
19
+ # HTTP client for server communication
20
+ self.server_url = server_url or self.config.get('server_url', 'http://localhost:8080')
21
+ self.http_client = FederatedHTTPClient(self.server_url, self.client_id)
22
+
23
+ # Training state
24
+ self.registered = False
25
+ self.current_round = 0
26
+
27
+ def start(self):
28
+ """Start the federated client process with server communication."""
29
+ logger = logging.getLogger(__name__)
30
+ logger.info(f"Client {self.client_id} starting...")
31
+
32
+ try:
33
+ # Wait for server to be available
34
+ if not self.http_client.wait_for_server():
35
+ raise ConnectionError(f"Cannot connect to server at {self.server_url}")
36
+
37
+ # Register with server
38
+ self._register_with_server()
39
+
40
+ # Main federated learning loop
41
+ self._federated_learning_loop()
42
+
43
+ except Exception as e:
44
+ logger.error(f"Error during client execution: {str(e)}")
45
+ raise
46
+ finally:
47
+ self.http_client.close()
48
+
49
+ def _register_with_server(self):
50
+ """Register this client with the federated server"""
51
+ logger = logging.getLogger(__name__)
52
+
53
+ try:
54
+ # Generate local data to get client info
55
+ X, y = self._generate_dummy_data()
56
+
57
+ client_info = {
58
+ 'dataset_size': len(X),
59
+ 'model_params': self.model.count_params(),
60
+ 'capabilities': ['training', 'inference']
61
+ }
62
+
63
+ response = self.http_client.register(client_info)
64
+ self.registered = True
65
+
66
+ logger.info(f"Successfully registered with server")
67
+ logger.info(f"Dataset size: {client_info['dataset_size']}")
68
+ logger.info(f"Model parameters: {client_info['model_params']:,}")
69
+
70
+ except Exception as e:
71
+ logger.error(f"Failed to register with server: {str(e)}")
72
+ raise
73
+
74
+ def _federated_learning_loop(self):
75
+ """Main federated learning loop"""
76
+ logger = logging.getLogger(__name__)
77
+
78
+ while True:
79
+ try:
80
+ # Get training status from server
81
+ status = self.http_client.get_training_status()
82
+
83
+ if not status.get('training_active', True):
84
+ logger.info("Training completed on server")
85
+ break
86
+
87
+ server_round = status.get('current_round', 0)
88
+
89
+ if server_round > self.current_round:
90
+ self._participate_in_round(server_round)
91
+ self.current_round = server_round
92
+
93
+ time.sleep(5) # Check every 5 seconds
94
+
95
+ except Exception as e:
96
+ logger.error(f"Error in federated learning loop: {str(e)}")
97
+ time.sleep(10) # Wait longer on error
98
+
99
+ def _participate_in_round(self, round_num: int):
100
+ """Participate in a federated learning round"""
101
+ logger = logging.getLogger(__name__)
102
+ logger.info(f"Participating in round {round_num}")
103
+
104
+ try:
105
+ # Get global model from server
106
+ model_response = self.http_client.get_global_model()
107
+ global_weights = model_response.get('model_weights')
108
+
109
+ if global_weights:
110
+ self.set_weights(global_weights)
111
+ logger.info("Updated local model with global weights")
112
+
113
+ # Generate/load local data
114
+ X, y = self._generate_dummy_data()
115
+ logger.info(f"Training on {len(X)} samples")
116
+
117
+ # Train locally
118
+ history = self.train_local((X, y))
119
+
120
+ # Prepare metrics
121
+ metrics = {
122
+ 'dataset_size': len(X),
123
+ 'final_loss': history['loss'][-1] if history['loss'] else 0.0,
124
+ 'epochs_trained': len(history['loss']),
125
+ 'round': round_num
126
+ }
127
+
128
+ # Submit update to server
129
+ local_weights = self.get_weights()
130
+ self.http_client.submit_model_update(local_weights, metrics)
131
+
132
+ logger.info(f"Round {round_num} completed - Final loss: {metrics['final_loss']:.4f}")
133
+
134
+ except Exception as e:
135
+ logger.error(f"Error in round {round_num}: {str(e)}")
136
+ raise
137
+
138
+ def _generate_dummy_data(self):
139
+ """Generate dummy data for testing."""
140
+ try:
141
+ # Try to use the data handler for more realistic data
142
+ return self.data_handler.generate_synthetic_data(100)
143
+ except Exception:
144
+ # Fallback to simple dummy data
145
+ num_samples = 100
146
+ input_dim = 32 # Match with model's input dimension
147
+
148
+ # Generate input data
149
+ X = tf.random.normal((num_samples, input_dim))
150
+ # Generate target data (for this example, we'll predict the sum of inputs)
151
+ y = tf.reduce_sum(X, axis=1, keepdims=True)
152
+
153
+ return X.numpy(), y.numpy()
154
+
155
+ def _build_model(self):
156
+ """Build the initial model architecture."""
157
+ input_dim = 32 # Match with data generation
158
+ model = tf.keras.Sequential([
159
+ tf.keras.layers.Input(shape=(input_dim,)),
160
+ tf.keras.layers.Dense(128, activation='relu'),
161
+ tf.keras.layers.Dense(64, activation='relu'),
162
+ tf.keras.layers.Dense(1) # Output layer for regression
163
+ ])
164
+ model.compile(
165
+ optimizer=tf.keras.optimizers.Adam(
166
+ learning_rate=self.config.get('training', {}).get('learning_rate', 0.001)
167
+ ),
168
+ loss='mse'
169
+ )
170
+ return model
171
+
172
+ def train_local(self, data):
173
+ """Train the model on local data."""
174
+ logger = logging.getLogger(__name__)
175
+ X, y = data
176
+
177
+ # Ensure data is in the right format
178
+ if isinstance(X, np.ndarray):
179
+ X = tf.convert_to_tensor(X, dtype=tf.float32)
180
+ if isinstance(y, np.ndarray):
181
+ y = tf.convert_to_tensor(y, dtype=tf.float32)
182
+
183
+ # Log training parameters
184
+ logger.info(f"Training Parameters:")
185
+ logger.info(f"Input shape: {X.shape}")
186
+ logger.info(f"Output shape: {y.shape}")
187
+ logger.info(f"Batch size: {self.config.get('training', {}).get('batch_size', 32)}")
188
+ logger.info(f"Epochs: {self.config.get('training', {}).get('local_epochs', 5)}")
189
+
190
+ class LogCallback(tf.keras.callbacks.Callback):
191
+ def on_epoch_end(self, epoch, logs=None):
192
+ logger.debug(f"Epoch {epoch + 1} - loss: {logs['loss']:.4f}")
193
+
194
+ # Train the model
195
+ history = self.model.fit(
196
+ X, y,
197
+ batch_size=self.config.get('training', {}).get('batch_size', 32),
198
+ epochs=self.config.get('training', {}).get('local_epochs', 3),
199
+ verbose=0,
200
+ callbacks=[LogCallback()]
201
+ )
202
+ return history.history
203
+
204
+ def get_weights(self) -> List:
205
+ """Get the model weights."""
206
+ weights = self.model.get_weights()
207
+ # Convert to serializable format
208
+ return [w.tolist() for w in weights]
209
+
210
+ def set_weights(self, weights: List):
211
+ """Update local model with global weights."""
212
+ # Convert from serializable format back to numpy arrays
213
+ np_weights = [np.array(w) for w in weights]
214
+ self.model.set_weights(np_weights)
src/main.py CHANGED
@@ -51,11 +51,15 @@ def main():
51
 
52
  if args.mode == 'server':
53
  coordinator = FederatedCoordinator(config)
54
- logger.info("Starting server...")
55
  coordinator.start()
56
  else:
57
- client = FederatedClient(1, config)
58
- logger.info(f"Starting client with ID: {client.client_id}")
 
 
 
 
59
  client.start()
60
 
61
  if __name__ == "__main__":
 
51
 
52
  if args.mode == 'server':
53
  coordinator = FederatedCoordinator(config)
54
+ logger.info("Starting federated server...")
55
  coordinator.start()
56
  else:
57
+ # Extract client ID from config or use default
58
+ client_id = config.get('client', {}).get('id', '1')
59
+ server_url = config.get('client', {}).get('server_url', 'http://localhost:8080')
60
+
61
+ client = FederatedClient(client_id, config, server_url)
62
+ logger.info(f"Starting federated client with ID: {client_id}")
63
  client.start()
64
 
65
  if __name__ == "__main__":
src/server/aggregator.py CHANGED
@@ -4,40 +4,56 @@ import tensorflow as tf
4
  from typing import List, Dict
5
  import numpy as np
6
  from collections import defaultdict
 
7
 
8
  class FederatedAggregator:
9
  def __init__(self, config: Dict):
10
- """Initialize the federated aggregator."""
11
- self.weighted = config['aggregation']['weighted']
12
-
 
 
 
 
 
 
 
 
 
 
 
13
  def compute_metrics(self, client_metrics: List[Dict]) -> Dict:
14
- """Compute aggregated metrics from client updates."""
 
15
  if not client_metrics:
 
16
  return {}
17
-
18
  aggregated_metrics = defaultdict(float)
19
  total_samples = sum(metrics['num_samples'] for metrics in client_metrics)
20
-
21
  for metrics in client_metrics:
22
  weight = metrics['num_samples'] / total_samples if self.weighted else 1.0
23
-
24
  for metric_name, value in metrics['metrics'].items():
25
  aggregated_metrics[metric_name] += value * weight
26
-
27
  return dict(aggregated_metrics)
28
 
29
  def check_convergence(self,
30
  old_weights: List,
31
  new_weights: List,
32
  threshold: float = 1e-5) -> bool:
33
- """Check if the model has converged."""
 
34
  if old_weights is None or new_weights is None:
 
35
  return False
36
-
37
  weight_differences = [
38
  np.mean(np.abs(old - new))
39
  for old, new in zip(old_weights, new_weights)
40
  ]
41
-
42
- return all(diff < threshold for diff in weight_differences)
 
 
43
 
 
4
  from typing import List, Dict
5
  import numpy as np
6
  from collections import defaultdict
7
+ import logging
8
 
9
  class FederatedAggregator:
10
  def __init__(self, config: Dict):
11
+ logger = logging.getLogger(__name__)
12
+ logger.debug(f"Initializing FederatedAggregator with config: {config}")
13
+ # Defensive: try to find aggregation config
14
+ agg_config = None
15
+ if 'aggregation' in config:
16
+ agg_config = config['aggregation']
17
+ elif 'server' in config and 'aggregation' in config['server']:
18
+ agg_config = config['server']['aggregation']
19
+ else:
20
+ logger.error(f"No 'aggregation' key found in config passed to FederatedAggregator: {config}")
21
+ raise KeyError("'aggregation' config section is required for FederatedAggregator")
22
+ self.weighted = agg_config.get('weighted', True)
23
+ logger.info(f"FederatedAggregator initialized. Weighted: {self.weighted}")
24
+
25
  def compute_metrics(self, client_metrics: List[Dict]) -> Dict:
26
+ logger = logging.getLogger(__name__)
27
+ logger.debug(f"Computing metrics for {len(client_metrics)} clients")
28
  if not client_metrics:
29
+ logger.warning("No client metrics provided to compute_metrics.")
30
  return {}
 
31
  aggregated_metrics = defaultdict(float)
32
  total_samples = sum(metrics['num_samples'] for metrics in client_metrics)
33
+ logger.debug(f"Total samples across clients: {total_samples}")
34
  for metrics in client_metrics:
35
  weight = metrics['num_samples'] / total_samples if self.weighted else 1.0
36
+ logger.debug(f"Client metrics: {metrics}, weight: {weight}")
37
  for metric_name, value in metrics['metrics'].items():
38
  aggregated_metrics[metric_name] += value * weight
39
+ logger.info(f"Aggregated metrics: {dict(aggregated_metrics)}")
40
  return dict(aggregated_metrics)
41
 
42
  def check_convergence(self,
43
  old_weights: List,
44
  new_weights: List,
45
  threshold: float = 1e-5) -> bool:
46
+ logger = logging.getLogger(__name__)
47
+ logger.debug("Checking convergence...")
48
  if old_weights is None or new_weights is None:
49
+ logger.warning("Old or new weights are None in check_convergence.")
50
  return False
 
51
  weight_differences = [
52
  np.mean(np.abs(old - new))
53
  for old, new in zip(old_weights, new_weights)
54
  ]
55
+ logger.debug(f"Weight differences: {weight_differences}")
56
+ converged = all(diff < threshold for diff in weight_differences)
57
+ logger.info(f"Convergence status: {converged}")
58
+ return converged
59
 
src/server/coordinator.py CHANGED
@@ -1,49 +1,129 @@
1
  """coordinator.py module."""
2
 
3
  import tensorflow as tf
4
- from typing import List, Dict
5
  import numpy as np
6
  from collections import defaultdict
7
  import logging
8
  import time
 
 
9
 
10
  class FederatedCoordinator:
11
  def __init__(self, config: Dict):
12
  """Initialize the federated learning coordinator."""
 
 
13
  self.config = config
14
  self.clients = {}
 
 
15
  self.current_round = 0
 
16
  self.min_clients = config.get('server', {}).get('federated', {}).get('min_clients', 2)
17
  self.rounds = config.get('server', {}).get('federated', {}).get('rounds', 10)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18
 
19
- def register_client(self, client_id: int, client_size: int):
20
  """Register a new client."""
21
- self.clients[client_id] = {
22
- 'size': client_size,
23
- 'weights': None,
24
- 'metrics': defaultdict(list)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
25
  }
26
 
27
- def aggregate_weights(self, client_updates: List[Dict]) -> List:
28
- """Aggregate weights using FedAvg algorithm."""
29
- total_size = sum(self.clients[update['client_id']]['size']
30
- for update in client_updates)
31
-
32
- aggregated_weights = [
33
- np.zeros_like(w) for w in client_updates[0]['weights']
34
- ]
35
-
36
- for update in client_updates:
37
- client_size = self.clients[update['client_id']]['size']
38
- weight = client_size / total_size
39
 
40
- for i, layer_weights in enumerate(update['weights']):
41
- aggregated_weights[i] += layer_weights * weight
42
-
43
- return aggregated_weights
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
44
 
45
  def start(self):
46
- """Start the federated learning process."""
47
  logger = logging.getLogger(__name__)
48
 
49
  # Print server startup information
@@ -56,22 +136,44 @@ class FederatedCoordinator:
56
  logger.info("-" * 30)
57
  logger.info(f"Minimum clients required: {self.min_clients}")
58
  logger.info(f"Total rounds planned: {self.rounds}")
59
- logger.info(f"Current active clients: {len(self.clients)}")
 
60
  logger.info("-" * 30 + "\n")
61
 
62
- while self.current_round < self.rounds:
63
- round_num = self.current_round + 1
64
- logger.info(f"\nRound {round_num}/{self.rounds}")
65
- logger.info("-" * 30)
 
66
 
67
- if len(self.clients) < self.min_clients:
68
- logger.warning(
69
- f"Waiting for clients... "
70
- f"(active: {len(self.clients)}/{self.min_clients})"
71
- )
72
- time.sleep(5)
73
- continue
74
 
75
- logger.info(f"Active clients: {list(self.clients.keys())}")
76
- logger.info(f"Starting training round {round_num}")
77
- self.current_round += 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  """coordinator.py module."""
2
 
3
  import tensorflow as tf
4
+ from typing import List, Dict, Any, Optional
5
  import numpy as np
6
  from collections import defaultdict
7
  import logging
8
  import time
9
+ import threading
10
+ from .aggregator import FederatedAggregator
11
 
12
  class FederatedCoordinator:
13
  def __init__(self, config: Dict):
14
  """Initialize the federated learning coordinator."""
15
+ logger = logging.getLogger(__name__)
16
+ logger.debug(f"Initializing FederatedCoordinator with config: {config}")
17
  self.config = config
18
  self.clients = {}
19
+ self.client_updates = {} # Store updates for current round
20
+ self.global_model_weights = None
21
  self.current_round = 0
22
+ self.training_active = False
23
  self.min_clients = config.get('server', {}).get('federated', {}).get('min_clients', 2)
24
  self.rounds = config.get('server', {}).get('federated', {}).get('rounds', 10)
25
+ # Debug: log config structure
26
+ logger.debug(f"Coordinator received config: {config}")
27
+ # Robustly extract aggregation config
28
+ agg_config = None
29
+ if 'aggregation' in config:
30
+ agg_config = config
31
+ elif 'server' in config and 'aggregation' in config['server']:
32
+ agg_config = config['server']
33
+ else:
34
+ logger.error(f"No 'aggregation' key found in config for FederatedAggregator: {config}")
35
+ raise ValueError("'aggregation' config section is required for FederatedAggregator")
36
+ logger.debug(f"Passing aggregation config to FederatedAggregator: {agg_config}")
37
+ try:
38
+ self.aggregator = FederatedAggregator(agg_config)
39
+ except Exception as e:
40
+ logger.error(f"Error initializing FederatedAggregator: {e}")
41
+ raise
42
+ self.lock = threading.Lock() # Thread safety for concurrent API calls
43
+ logger.info("FederatedCoordinator initialized.")
44
 
45
+ def register_client(self, client_id: str, client_info: Dict[str, Any] = None) -> bool:
46
  """Register a new client."""
47
+ with self.lock:
48
+ if client_id in self.clients:
49
+ logging.getLogger(__name__).warning(f"Client {client_id} already registered")
50
+ return True
51
+
52
+ self.clients[client_id] = {
53
+ 'info': client_info or {},
54
+ 'last_seen': time.time(),
55
+ 'metrics': defaultdict(list)
56
+ }
57
+
58
+ logging.getLogger(__name__).info(f"Client {client_id} registered successfully")
59
+ return True
60
+
61
+ def get_client_config(self) -> Dict[str, Any]:
62
+ """Get configuration to send to clients"""
63
+ return {
64
+ 'model_config': self.config.get('model', {}),
65
+ 'training_config': self.config.get('training', {}),
66
+ 'current_round': self.current_round,
67
+ 'total_rounds': self.rounds
68
  }
69
 
70
+ def get_global_model(self) -> Optional[List]:
71
+ """Get the current global model weights"""
72
+ with self.lock:
73
+ return self.global_model_weights
74
+
75
+ def receive_model_update(self, client_id: str, model_weights: List, metrics: Dict[str, Any]):
76
+ """Receive a model update from a client"""
77
+ with self.lock:
78
+ if client_id not in self.clients:
79
+ raise ValueError(f"Client {client_id} not registered")
 
 
80
 
81
+ self.client_updates[client_id] = {
82
+ 'weights': model_weights,
83
+ 'metrics': metrics,
84
+ 'timestamp': time.time()
85
+ }
86
+
87
+ self.clients[client_id]['last_seen'] = time.time()
88
+
89
+ logger = logging.getLogger(__name__)
90
+ logger.info(f"Received update from client {client_id}")
91
+
92
+ # Check if we have enough updates for aggregation
93
+ if len(self.client_updates) >= self.min_clients:
94
+ self._aggregate_models()
95
+
96
+ def _aggregate_models(self):
97
+ """Aggregate models from all client updates"""
98
+ try:
99
+ logger = logging.getLogger(__name__)
100
+ logger.info(f"Aggregating models from {len(self.client_updates)} clients")
101
+
102
+ # Prepare updates for aggregation
103
+ updates = []
104
+ for client_id, update in self.client_updates.items():
105
+ client_size = update['metrics'].get('dataset_size', 100) # Default size
106
+ updates.append({
107
+ 'client_id': client_id,
108
+ 'weights': update['weights'],
109
+ 'size': client_size
110
+ })
111
+
112
+ # Aggregate using FedAvg
113
+ self.global_model_weights = self.aggregator.federated_averaging(updates)
114
+
115
+ # Clear updates for next round
116
+ self.client_updates.clear()
117
+ self.current_round += 1
118
+
119
+ logger.info(f"Model aggregation completed for round {self.current_round}")
120
+
121
+ except Exception as e:
122
+ logger = logging.getLogger(__name__)
123
+ logger.error(f"Error during model aggregation: {str(e)}")
124
 
125
  def start(self):
126
+ """Start the federated learning process with API server"""
127
  logger = logging.getLogger(__name__)
128
 
129
  # Print server startup information
 
136
  logger.info("-" * 30)
137
  logger.info(f"Minimum clients required: {self.min_clients}")
138
  logger.info(f"Total rounds planned: {self.rounds}")
139
+ active_clients_count = self._count_active_clients()
140
+ logger.info(f"Current active clients: {active_clients_count}")
141
  logger.info("-" * 30 + "\n")
142
 
143
+ self.training_active = True
144
+
145
+ # Import and start API server
146
+ try:
147
+ from ..api.server import FederatedAPI
148
 
149
+ api_config = self.config.get('server', {}).get('api', {})
150
+ host = api_config.get('host', '0.0.0.0')
151
+ port = api_config.get('port', 8080)
 
 
 
 
152
 
153
+ api_server = FederatedAPI(self, host, port)
154
+ api_thread = api_server.run_threaded()
155
+
156
+ logger.info(f"API server started on {host}:{port}")
157
+
158
+ # Keep server running
159
+ try:
160
+ while self.training_active and self.current_round < self.rounds:
161
+ time.sleep(1) # Keep main thread alive
162
+
163
+ # Log progress periodically
164
+ active_clients_count = self._count_active_clients()
165
+ if active_clients_count > 0:
166
+ logger.debug(f"Round {self.current_round}/{self.rounds}, "
167
+ f"Active Clients: {active_clients_count}, "
168
+ f"Updates: {len(self.client_updates)}")
169
+
170
+ logger.info("Federated learning completed successfully")
171
+
172
+ except KeyboardInterrupt:
173
+ logger.info("Server shutdown requested")
174
+ self.training_active = False
175
+
176
+ except ImportError as e:
177
+ logger.error(f"Failed to start API server: {str(e)}")
178
+ # Fallback to original behavior
179
+ # ...existing code...
src/utils/metrics.py CHANGED
@@ -6,6 +6,13 @@ from scipy.stats import wasserstein_distance, ks_2samp
6
  from sklearn.metrics import mutual_info_score, silhouette_score
7
  from sklearn.neighbors import NearestNeighbors
8
 
 
 
 
 
 
 
 
9
  class MetricsCalculator:
10
  @staticmethod
11
  def calculate_distribution_similarity(real_data: np.ndarray,
 
6
  from sklearn.metrics import mutual_info_score, silhouette_score
7
  from sklearn.neighbors import NearestNeighbors
8
 
9
+ def calculate_model_similarity(model_a, model_b):
10
+ """
11
+ Placeholder for model similarity calculation.
12
+ Returns a dummy similarity score.
13
+ """
14
+ return 1.0 # Always returns perfect similarity for now
15
+
16
  class MetricsCalculator:
17
  @staticmethod
18
  def calculate_distribution_similarity(real_data: np.ndarray,
test_implementation.py ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """
3
+ Simple test script for the federated learning implementation
4
+ """
5
+
6
+ import sys
7
+ import time
8
+ import subprocess
9
+ import threading
10
+ import os
11
+ from pathlib import Path
12
+ import logging
13
+ import yaml
14
+
15
+ # Set up debug logging for the test
16
+ logging.basicConfig(level=logging.DEBUG, format='%(asctime)s %(levelname)s %(message)s')
17
+
18
+ # Add src to path
19
+ sys.path.append(str(Path(__file__).parent / "src"))
20
+
21
+ def load_client_config():
22
+ config_path = Path(__file__).parent / "config" / "client_config.yaml"
23
+ with open(config_path, 'r') as f:
24
+ full_config = yaml.safe_load(f)
25
+ return full_config
26
+
27
+ def test_basic_functionality():
28
+ """Test basic federated learning functionality"""
29
+ print("Testing FinFedRAG Basic Functionality")
30
+ print("=" * 50)
31
+
32
+ # Test 1: Import all modules
33
+ print("Test 1: Testing imports...")
34
+ try:
35
+ from src.server.coordinator import FederatedCoordinator
36
+ from src.client.model import FederatedClient
37
+ from src.api.server import FederatedAPI
38
+ from src.api.client import FederatedHTTPClient
39
+ print("✓ All imports successful")
40
+ logging.debug("All modules imported successfully.")
41
+ except ImportError as e:
42
+ print(f"✗ Import failed: {e}")
43
+ logging.error(f"Import failed: {e}")
44
+ return False
45
+
46
+ # Test 2: Create coordinator
47
+ print("\nTest 2: Testing coordinator creation...")
48
+ try:
49
+ config = {
50
+ 'server': {
51
+ 'federated': {'min_clients': 2, 'rounds': 3},
52
+ 'api': {'host': 'localhost', 'port': 8081},
53
+ 'aggregation': {'method': 'fedavg', 'weighted': True}
54
+ },
55
+ 'model': {'input_dim': 32},
56
+ 'training': {'learning_rate': 0.001}
57
+ }
58
+ logging.debug(f"Coordinator test config: {config}")
59
+ coordinator = FederatedCoordinator(config)
60
+ print("✓ Coordinator created successfully")
61
+ logging.debug("Coordinator created successfully.")
62
+ except Exception as e:
63
+ print(f"✗ Coordinator creation failed: {e}")
64
+ logging.error(f"Coordinator creation failed: {e}")
65
+ return False
66
+
67
+ # Test 3: Create client
68
+ print("\nTest 3: Testing client creation...")
69
+ try:
70
+ client_config = load_client_config()
71
+ logging.debug(f"Client test config: {client_config}")
72
+ client = FederatedClient("test_client", client_config)
73
+ print("✓ Client created successfully")
74
+ logging.debug("Client created successfully.")
75
+ except Exception as e:
76
+ print(f"✗ Client creation failed: {e}")
77
+ logging.error(f"Client creation failed: {e}")
78
+ return False
79
+
80
+ # Test 4: Test HTTP client
81
+ print("\nTest 4: Testing HTTP client...")
82
+ try:
83
+ http_client = FederatedHTTPClient('http://localhost:8081', 'test_client')
84
+ print("✓ HTTP client created successfully")
85
+ logging.debug("HTTP client created successfully.")
86
+ except Exception as e:
87
+ print(f"✗ HTTP client creation failed: {e}")
88
+ logging.error(f"HTTP client creation failed: {e}")
89
+ return False
90
+
91
+ print("\n" + "=" * 50)
92
+ print("All basic functionality tests passed!")
93
+ logging.debug("All basic functionality tests passed.")
94
+ return True
95
+
96
+ def run_integration_test():
97
+ """Run a quick integration test"""
98
+ print("\nRunning Integration Test")
99
+ print("=" * 50)
100
+
101
+ # This would start a server and client in separate processes
102
+ # For now, just validate the configuration files
103
+
104
+ config_dir = Path("config")
105
+
106
+ # Test server config
107
+ server_config = config_dir / "server_config.yaml"
108
+ if server_config.exists():
109
+ print("✓ Server config exists")
110
+ logging.debug("Server config exists.")
111
+ else:
112
+ print("✗ Server config missing")
113
+ logging.error("Server config missing.")
114
+ return False
115
+
116
+ # Test client config
117
+ client_config = config_dir / "client_config.yaml"
118
+ if client_config.exists():
119
+ print("✓ Client config exists")
120
+ logging.debug("Client config exists.")
121
+ else:
122
+ print("✗ Client config missing")
123
+ logging.error("Client config missing.")
124
+ return False
125
+
126
+ print("✓ Configuration files are present")
127
+ print("✓ Integration test setup complete")
128
+ logging.debug("Integration test setup complete.")
129
+
130
+ return True
131
+
132
+ if __name__ == "__main__":
133
+ print("FinFedRAG Test Suite")
134
+ print("=" * 50)
135
+
136
+ # Change to project directory
137
+ os.chdir(Path(__file__).parent)
138
+
139
+ success = True
140
+
141
+ # Run basic functionality tests
142
+ if not test_basic_functionality():
143
+ success = False
144
+
145
+ # Run integration tests
146
+ if not run_integration_test():
147
+ success = False
148
+
149
+ print("\n" + "=" * 50)
150
+ if success:
151
+ print("🎉 All tests passed!")
152
+ print("\nTo run the system:")
153
+ print("1. Start server: python -m src.main --mode server --config config/server_config.yaml")
154
+ print("2. Start client: python -m src.main --mode client --config config/client_config.yaml")
155
+ else:
156
+ print("❌ Some tests failed!")
157
+ sys.exit(1)