From 69ad3981e5965d9b9f0661a6501af1fb456e55f3 Mon Sep 17 00:00:00 2001
From: Paul-Emile Brussart <paul-emile.brussart@ecl19.ec-lyon.fr>
Date: Mon, 13 Feb 2023 19:08:11 +0100
Subject: [PATCH] Added loss vizualisation

---
 reinforce_cartpole.png        | Bin 2396 -> 0 bytes
 reinforce_cartpole.py         |  23 +++++++++++++++++++----
 reinforce_cartpole_loss.png   | Bin 0 -> 51306 bytes
 reinforce_cartpole_reward.png | Bin 0 -> 50586 bytes
 4 files changed, 19 insertions(+), 4 deletions(-)
 delete mode 100644 reinforce_cartpole.png
 create mode 100644 reinforce_cartpole_loss.png
 create mode 100644 reinforce_cartpole_reward.png

diff --git a/reinforce_cartpole.png b/reinforce_cartpole.png
deleted file mode 100644
index 8a14610e2263b5a2a77866d3cf0821195bbb5efa..0000000000000000000000000000000000000000
GIT binary patch
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HcmV?d00001

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diff --git a/reinforce_cartpole.py b/reinforce_cartpole.py
index d1494db..598719d 100644
--- a/reinforce_cartpole.py
+++ b/reinforce_cartpole.py
@@ -28,9 +28,11 @@ optimizer = optim.Adam(model.parameters(), lr=5e-3)
 
 # Keep track of the number of rewards for each episodes
 rewardsByEpisode = []
+lossesByEpisode = []
 
 # training loop
 for episode in range(500):
+    print("Episode's number {0} / {1}".format(episode, 500))
     # reset the environment
     state = env.reset()
     log_probs = []
@@ -68,19 +70,32 @@ for episode in range(500):
     for log_prob, return_ in zip(log_probs, returns):
         model_loss.append(-log_prob * return_)
     model_loss = torch.cat(model_loss).sum()
+
+    lossesByEpisode.append(model_loss.item())
+
     
     # update the model
     optimizer.zero_grad()
     model_loss.backward()
     optimizer.step()
-    print("N° de l'épisode :", episode)
-    print("Nombre de rewards :", len(rewards))
+
 
 # X axis :
 x = list(range(len(rewardsByEpisode)))
 
+# Plot Rewards by Episodes
+plt.figure("Figure 1")
 plt.xlabel('Episodes N°')
 plt.ylabel('Number of rewards given')
-plt.plot(x, rewardsByEpisode, '--')
+plt.plot(x, rewardsByEpisode)
+plt.savefig('reinforce_cartpole_reward.png')
+plt.show()
+
+# Plot losses by Episodes
+plt.figure("Figure 2")
+plt.xlabel("Episodes N°")
+plt.ylabel("Loss")
+plt.plot(x, lossesByEpisode)
+plt.title("Loss by episodes")
+plt.savefig("reinforce_cartpole_loss.png")
 plt.show()
-plt.savefig('reinforce_cartpole.png')
diff --git a/reinforce_cartpole_loss.png b/reinforce_cartpole_loss.png
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literal 0
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-- 
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