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48 48 51 40 27 8 0 93 60 58 0 0 0 0 diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Training/events.out.tfevents.1749009348.bladeofchaos.1779738.1 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Training/events.out.tfevents.1749009348.bladeofchaos.1779738.1 new file mode 100644 index 00000000000..01b02bcab2a Binary files /dev/null and b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Training/events.out.tfevents.1749009348.bladeofchaos.1779738.1 differ diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Validation/events.out.tfevents.1749009348.bladeofchaos.1779738.2 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Validation/events.out.tfevents.1749009348.bladeofchaos.1779738.2 new file mode 100644 index 00000000000..3c9211dc946 Binary files /dev/null and b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Validation/events.out.tfevents.1749009348.bladeofchaos.1779738.2 differ diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0 new file mode 100644 index 00000000000..0a71d4e0f44 Binary files /dev/null and b/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0 differ diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt b/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt new file mode 100644 index 00000000000..c08e69a1d26 --- /dev/null +++ b/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt @@ -0,0 +1,10 @@ +embeddings { + tensor_name: "default:00000" + metadata_path: "00000/default/metadata.tsv" + sprite { + image_path: "00000/default/sprite.png" + single_image_dim: 28 + single_image_dim: 28 + } + tensor_path: "00000/default/tensors.tsv" +} diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1 new file mode 100644 index 00000000000..cea112ee4e0 Binary files /dev/null and b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1 differ diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2 new file mode 100644 index 00000000000..fc5c002700e Binary files /dev/null and b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2 differ diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/events.out.tfevents.1749009216.bladeofchaos.1779597.0 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/events.out.tfevents.1749009216.bladeofchaos.1779597.0 new file mode 100644 index 00000000000..90e96155d09 Binary files /dev/null and b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/events.out.tfevents.1749009216.bladeofchaos.1779597.0 differ diff --git a/beginner_source/onnx/image_classifier_model.onnx b/beginner_source/onnx/image_classifier_model.onnx new file mode 100644 index 00000000000..a223055984c Binary files /dev/null and b/beginner_source/onnx/image_classifier_model.onnx differ diff --git a/intermediate_source/reinforcement_q_learning.py b/intermediate_source/reinforcement_q_learning.py index 0ae3ea9a90c..56a05b649a1 100644 --- a/intermediate_source/reinforcement_q_learning.py +++ b/intermediate_source/reinforcement_q_learning.py @@ -91,6 +91,14 @@ "cpu" ) +# set the seeds for reproducibility +seed = 42 +random.seed(seed) +torch.manual_seed(seed) + +if torch.cuda.is_available(): + torch.cuda.manual_seed(seed) + ###################################################################### # Replay Memory @@ -255,16 +263,17 @@ def forward(self, x): # LR is the learning rate of the ``AdamW`` optimizer BATCH_SIZE = 128 GAMMA = 0.99 -EPS_START = 0.9 +EPS_START = 1 EPS_END = 0.05 -EPS_DECAY = 1000 -TAU = 0.005 -LR = 1e-4 +EPS_DECAY = 1500 +LR = 5e-4 +TAU = 5e-3 + # Get number of actions from gym action space n_actions = env.action_space.n # Get the number of state observations -state, info = env.reset() +state, info = env.reset(seed=seed) n_observations = len(state) policy_net = DQN(n_observations, n_actions).to(device) @@ -410,7 +419,7 @@ def optimize_model(): for i_episode in range(num_episodes): # Initialize the environment and get its state - state, info = env.reset() + state, info = env.reset(seed=seed) state = torch.tensor(state, dtype=torch.float32, device=device).unsqueeze(0) for t in count(): action = select_action(state)