summaryrefslogtreecommitdiff
path: root/revised_snake_q_network.ipynb
diff options
context:
space:
mode:
authorbd-912 <bdunahu@gmail.com>2023-11-15 12:47:42 -0700
committerbd-912 <bdunahu@gmail.com>2023-11-15 12:47:42 -0700
commitced115881e2f60afe41373b6da899f5d2f5403e0 (patch)
tree99d323876a5c32b3b138102440b4a1c6c12ac7be /revised_snake_q_network.ipynb
parenta2b56742da7b30afa00f33c9a806fa6031be68a5 (diff)
Added new notebook concerning improvements on get_viable_actions
Diffstat (limited to 'revised_snake_q_network.ipynb')
-rw-r--r--revised_snake_q_network.ipynb66
1 files changed, 36 insertions, 30 deletions
diff --git a/revised_snake_q_network.ipynb b/revised_snake_q_network.ipynb
index 40952d7..fbab70d 100644
--- a/revised_snake_q_network.ipynb
+++ b/revised_snake_q_network.ipynb
@@ -278,7 +278,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 11,
"id": "f51c3238-c918-40a5-bf38-1456f4ed4ff5",
"metadata": {},
"outputs": [],
@@ -294,12 +294,12 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 12,
"id": "072ef9b7-86ec-4cbf-a315-dd6b4019fce6",
"metadata": {},
"outputs": [],
"source": [
- "n_steps = 25000\n",
+ "n_steps = 10000\n",
"epsilon = 1\n",
"final_epsilon = 0.05\n",
"epsilon_decay = np.exp(np.log(final_epsilon) / (n_steps))\n",
@@ -308,7 +308,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 13,
"id": "720a04aa-b53f-42d7-adf8-7c1a0958ff04",
"metadata": {},
"outputs": [],
@@ -350,7 +350,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 14,
"id": "c86cea77-c3b9-44fa-becd-2d04d49b92cc",
"metadata": {},
"outputs": [],
@@ -374,6 +374,7 @@
" plt.plot(scoreboard.max_goals)\n",
" plt.ylabel('Max Score')\n",
"\n",
+ " '''\n",
" plt.subplot(4, 3, 5)\n",
" plt.plot(r_trace[:step + 1], alpha=0.5)\n",
" binSize = 20\n",
@@ -382,6 +383,7 @@
" smoothed = np.mean(r_trace[:int(step / binSize) * binSize].reshape((int(step / binSize), binSize)), axis=1)\n",
" plt.plot(np.arange(1, 1 + int(step / binSize)) * binSize, smoothed)\n",
" plt.ylabel('Mean reinforcement')\n",
+ " '''\n",
"\n",
" plt.subplot(4, 3, 6)\n",
" q.draw(['$o$', '$a$'], ['q'])\n",
@@ -391,35 +393,23 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 15,
"id": "00ca3585-8a11-4fd5-93d7-8e73bfc31e81",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
- "<Figure size 1000x1000 with 6 Axes>"
+ "<Figure size 1000x1000 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
- "ename": "ValueError",
- "evalue": "cannot reshape array of size 25 into shape (50,20)",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[0;32mIn[16], line 30\u001b[0m\n\u001b[1;32m 28\u001b[0m scoreboard\u001b[38;5;241m.\u001b[39mflush()\n\u001b[1;32m 29\u001b[0m fig\u001b[38;5;241m.\u001b[39mclf()\n\u001b[0;32m---> 30\u001b[0m \u001b[43mplot_status\u001b[49m\u001b[43m(\u001b[49m\u001b[43mq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon_trace\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mr_trace\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 31\u001b[0m scoreboard\u001b[38;5;241m.\u001b[39mall_goals \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 32\u001b[0m clear_output(wait\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
- "Cell \u001b[0;32mIn[15], line 25\u001b[0m, in \u001b[0;36mplot_status\u001b[0;34m(q, step, epsilon_trace, r_trace)\u001b[0m\n\u001b[1;32m 22\u001b[0m binSize \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m20\u001b[39m\n\u001b[1;32m 23\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m step\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m \u001b[38;5;241m>\u001b[39m binSize:\n\u001b[1;32m 24\u001b[0m \u001b[38;5;66;03m# Calculate mean of every bin of binSize reinforcement values\u001b[39;00m\n\u001b[0;32m---> 25\u001b[0m smoothed \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmean(\u001b[43mr_trace\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mstep\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mbinSize\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mbinSize\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreshape\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mstep\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mbinSize\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbinSize\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 26\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mint\u001b[39m(step \u001b[38;5;241m/\u001b[39m binSize)) \u001b[38;5;241m*\u001b[39m binSize, smoothed)\n\u001b[1;32m 27\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMean reinforcement\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
- "\u001b[0;31mValueError\u001b[0m: cannot reshape array of size 25 into shape (50,20)"
- ]
- },
- {
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
"<Figure size 1000x1000 with 5 Axes>"
]
@@ -466,17 +456,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "269ac824-1568-49aa-a020-9a57ee59ae49",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Draw is now True.\n"
+ ]
+ }
+ ],
"source": [
"game_engine.toggle_draw()"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"id": "36a2d897-15a8-47a4-953b-a159af0ad881",
"metadata": {},
"outputs": [],
@@ -489,7 +487,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"id": "b77b2db1-e928-4cd8-ae98-7f8ac9b1326f",
"metadata": {},
"outputs": [],
@@ -500,7 +498,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"id": "1022bbdf-c68d-4e02-89e0-9d71470d9b8e",
"metadata": {},
"outputs": [],
@@ -511,10 +509,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"id": "d67ba96c-9b42-47d2-a88f-a94335bd6967",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Game starting with 3 players.\n"
+ ]
+ }
+ ],
"source": [
"game_engine = multiplayer.Playfield(window_width=WINDOW_WIDTH,\n",
" window_height=WINDOW_HEIGHT,\n",
@@ -529,7 +535,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"id": "c5be5beb-e92c-42ad-9076-c28394560122",
"metadata": {},
"outputs": [],
@@ -539,7 +545,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"id": "314d0836-5c99-4de3-91c8-e563fed61e6c",
"metadata": {},
"outputs": [],