diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb
index 2ecfce959ae6b947b633a758433f9bea0bf6992e..9e9de45c82687430c96e332523e2bc59f78fd14a 100644
--- a/TD2 Deep Learning.ipynb
+++ b/TD2 Deep Learning.ipynb
@@ -33,10 +33,480 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"id": "330a42f5",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting torchNote: you may need to restart the kernel to use updated packages.\n",
+ "\n",
+ " Obtaining dependency information for torch from https://files.pythonhosted.org/packages/74/07/edce54779f5c3fe8ab8390eafad3d7c8190fce68f922a254ea77f4a94a99/torch-2.1.0-cp311-cp311-win_amd64.whl.metadata\n",
+ " Downloading torch-2.1.0-cp311-cp311-win_amd64.whl.metadata (25 kB)\n",
+ "Collecting torchvision\n",
+ " Obtaining dependency information for torchvision from https://files.pythonhosted.org/packages/20/ac/ab6f42af83349e679b03c9bb18354740c6b58b17dba329fb408730230584/torchvision-0.16.0-cp311-cp311-win_amd64.whl.metadata\n",
+ " Downloading torchvision-0.16.0-cp311-cp311-win_amd64.whl.metadata (6.6 kB)\n",
+ "Requirement already satisfied: filelock in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (3.9.0)\n",
+ "Requirement already satisfied: typing-extensions in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (4.7.1)\n",
+ "Requirement already satisfied: sympy in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (1.11.1)\n",
+ "Requirement already satisfied: networkx in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (3.1)\n",
+ "Requirement already satisfied: jinja2 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (3.1.2)\n",
+ "Requirement already satisfied: fsspec in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torch) (2023.4.0)\n",
+ "Requirement already satisfied: numpy in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torchvision) (1.24.3)\n",
+ "Requirement already satisfied: requests in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torchvision) (2.31.0)\n",
+ "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from torchvision) (9.4.0)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from jinja2->torch) (2.1.1)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from requests->torchvision) (2.0.4)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from requests->torchvision) (3.4)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from requests->torchvision) (1.26.16)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from requests->torchvision) (2023.7.22)\n",
+ "Requirement already satisfied: mpmath>=0.19 in c:\\users\\lucil\\anaconda3\\lib\\site-packages (from sympy->torch) (1.3.0)\n",
+ "Downloading torch-2.1.0-cp311-cp311-win_amd64.whl (192.3 MB)\n",
+ " ---------------------------------------- 0.0/192.3 MB ? eta -:--:--\n",
+ " ---------------------------------------- 0.0/192.3 MB 991.0 kB/s eta 0:03:15\n",
+ " ---------------------------------------- 0.3/192.3 MB 3.5 MB/s eta 0:00:55\n",
+ " ---------------------------------------- 0.8/192.3 MB 5.8 MB/s eta 0:00:33\n",
+ " ---------------------------------------- 1.3/192.3 MB 7.3 MB/s eta 0:00:27\n",
+ " ---------------------------------------- 1.7/192.3 MB 7.4 MB/s eta 0:00:26\n",
+ " ---------------------------------------- 2.1/192.3 MB 7.8 MB/s eta 0:00:25\n",
+ " --------------------------------------- 2.8/192.3 MB 8.2 MB/s eta 0:00:24\n",
+ " --------------------------------------- 3.1/192.3 MB 8.2 MB/s eta 0:00:24\n",
+ " --------------------------------------- 3.4/192.3 MB 8.0 MB/s eta 0:00:24\n",
+ " --------------------------------------- 3.8/192.3 MB 7.8 MB/s eta 0:00:25\n",
+ " --------------------------------------- 4.3/192.3 MB 8.5 MB/s eta 0:00:23\n",
+ " --------------------------------------- 4.5/192.3 MB 8.3 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 5.1/192.3 MB 8.2 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 5.4/192.3 MB 8.0 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 5.8/192.3 MB 8.2 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 6.1/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 6.4/192.3 MB 8.0 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 6.7/192.3 MB 7.9 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 6.9/192.3 MB 7.8 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 7.3/192.3 MB 7.9 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 7.7/192.3 MB 8.0 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 8.3/192.3 MB 8.0 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 8.6/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 8.9/192.3 MB 7.9 MB/s eta 0:00:24\n",
+ " - -------------------------------------- 9.3/192.3 MB 8.0 MB/s eta 0:00:23\n",
+ " - -------------------------------------- 9.5/192.3 MB 7.8 MB/s eta 0:00:24\n",
+ " -- ------------------------------------- 9.9/192.3 MB 7.8 MB/s eta 0:00:24\n",
+ " -- ------------------------------------- 10.4/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 10.8/192.3 MB 8.3 MB/s eta 0:00:22\n",
+ " -- ------------------------------------- 11.3/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 11.7/192.3 MB 8.2 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 11.8/192.3 MB 8.3 MB/s eta 0:00:22\n",
+ " -- ------------------------------------- 12.4/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 12.5/192.3 MB 8.1 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 12.9/192.3 MB 7.9 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 13.3/192.3 MB 7.9 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 13.5/192.3 MB 7.8 MB/s eta 0:00:23\n",
+ " -- ------------------------------------- 14.0/192.3 MB 7.8 MB/s eta 0:00:23\n",
+ " --- ------------------------------------ 14.5/192.3 MB 7.4 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 14.9/192.3 MB 7.7 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 15.0/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 15.0/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 15.0/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 15.0/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 16.6/192.3 MB 7.4 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 16.8/192.3 MB 7.4 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 17.2/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 17.6/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 18.0/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 18.5/192.3 MB 7.5 MB/s eta 0:00:24\n",
+ " --- ------------------------------------ 18.9/192.3 MB 7.7 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 19.4/192.3 MB 7.8 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 19.6/192.3 MB 7.8 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 19.9/192.3 MB 7.5 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 20.2/192.3 MB 7.5 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 20.7/192.3 MB 7.6 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 21.2/192.3 MB 7.6 MB/s eta 0:00:23\n",
+ " ---- ----------------------------------- 21.9/192.3 MB 7.8 MB/s eta 0:00:22\n",
+ " ---- ----------------------------------- 22.1/192.3 MB 7.9 MB/s eta 0:00:22\n",
+ " ---- ----------------------------------- 22.8/192.3 MB 8.2 MB/s eta 0:00:21\n",
+ " ---- ----------------------------------- 23.2/192.3 MB 8.1 MB/s eta 0:00:21\n",
+ " ---- ----------------------------------- 23.7/192.3 MB 8.3 MB/s eta 0:00:21\n",
+ " ----- ---------------------------------- 24.2/192.3 MB 8.7 MB/s eta 0:00:20\n",
+ " ----- ---------------------------------- 24.6/192.3 MB 8.6 MB/s eta 0:00:20\n",
+ " ----- ---------------------------------- 25.1/192.3 MB 8.7 MB/s eta 0:00:20\n",
+ " ----- ---------------------------------- 25.2/192.3 MB 8.6 MB/s eta 0:00:20\n",
+ " ----- ---------------------------------- 25.4/192.3 MB 9.9 MB/s eta 0:00:17\n",
+ " ----- ---------------------------------- 25.8/192.3 MB 9.5 MB/s eta 0:00:18\n",
+ " ----- ---------------------------------- 26.2/192.3 MB 9.4 MB/s eta 0:00:18\n",
+ " ----- ---------------------------------- 26.7/192.3 MB 9.0 MB/s eta 0:00:19\n",
+ " ----- ---------------------------------- 26.9/192.3 MB 8.8 MB/s eta 0:00:19\n",
+ " ----- ---------------------------------- 27.4/192.3 MB 9.0 MB/s eta 0:00:19\n",
+ " ----- ---------------------------------- 27.9/192.3 MB 9.0 MB/s eta 0:00:19\n",
+ " ----- ---------------------------------- 28.3/192.3 MB 9.1 MB/s eta 0:00:19\n",
+ " ----- ---------------------------------- 28.6/192.3 MB 8.8 MB/s eta 0:00:19\n",
+ " ------ --------------------------------- 29.0/192.3 MB 9.0 MB/s eta 0:00:19\n",
+ " ------ --------------------------------- 29.6/192.3 MB 8.8 MB/s eta 0:00:19\n",
+ " ------ --------------------------------- 30.1/192.3 MB 9.5 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 30.4/192.3 MB 9.5 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 30.9/192.3 MB 9.4 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 31.4/192.3 MB 9.5 MB/s eta 0:00:17\n",
+ " ------ --------------------------------- 31.8/192.3 MB 9.4 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 32.2/192.3 MB 9.2 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 32.6/192.3 MB 9.4 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 33.0/192.3 MB 9.1 MB/s eta 0:00:18\n",
+ " ------ --------------------------------- 33.5/192.3 MB 9.4 MB/s eta 0:00:17\n",
+ " ------- -------------------------------- 33.9/192.3 MB 9.1 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 34.3/192.3 MB 9.0 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 34.5/192.3 MB 8.8 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 35.0/192.3 MB 9.0 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 35.5/192.3 MB 9.2 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 35.8/192.3 MB 9.2 MB/s eta 0:00:17\n",
+ " ------- -------------------------------- 35.9/192.3 MB 9.0 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 36.1/192.3 MB 8.8 MB/s eta 0:00:18\n",
+ " ------- -------------------------------- 36.3/192.3 MB 8.6 MB/s eta 0:00:19\n",
+ " ------- -------------------------------- 36.5/192.3 MB 8.4 MB/s eta 0:00:19\n",
+ " ------- -------------------------------- 37.1/192.3 MB 8.4 MB/s eta 0:00:19\n",
+ " ------- -------------------------------- 37.3/192.3 MB 8.5 MB/s eta 0:00:19\n",
+ " ------- -------------------------------- 37.5/192.3 MB 8.4 MB/s eta 0:00:19\n",
+ " ------- -------------------------------- 38.0/192.3 MB 8.4 MB/s eta 0:00:19\n",
+ " -------- ------------------------------- 38.7/192.3 MB 8.4 MB/s eta 0:00:19\n",
+ " -------- ------------------------------- 39.3/192.3 MB 8.6 MB/s eta 0:00:18\n",
+ " -------- ------------------------------- 40.2/192.3 MB 8.7 MB/s eta 0:00:18\n",
+ " -------- ------------------------------- 40.6/192.3 MB 8.7 MB/s eta 0:00:18\n",
+ " -------- ------------------------------- 41.1/192.3 MB 8.8 MB/s eta 0:00:18\n",
+ " -------- ------------------------------- 41.6/192.3 MB 8.7 MB/s eta 0:00:18\n",
+ " -------- ------------------------------- 42.2/192.3 MB 9.0 MB/s eta 0:00:17\n",
+ " -------- ------------------------------- 42.7/192.3 MB 9.0 MB/s eta 0:00:17\n",
+ " --------- ------------------------------ 43.3/192.3 MB 9.0 MB/s eta 0:00:17\n",
+ " --------- ------------------------------ 43.7/192.3 MB 9.0 MB/s eta 0:00:17\n",
+ " --------- ------------------------------ 44.4/192.3 MB 9.1 MB/s eta 0:00:17\n",
+ " --------- ------------------------------ 44.8/192.3 MB 9.5 MB/s eta 0:00:16\n",
+ " --------- ------------------------------ 45.5/192.3 MB 9.5 MB/s eta 0:00:16\n",
+ " --------- ------------------------------ 46.0/192.3 MB 9.6 MB/s eta 0:00:16\n",
+ " --------- ------------------------------ 46.3/192.3 MB 10.2 MB/s eta 0:00:15\n",
+ " --------- ------------------------------ 46.9/192.3 MB 10.7 MB/s eta 0:00:14\n",
+ " --------- ------------------------------ 47.1/192.3 MB 10.6 MB/s eta 0:00:14\n",
+ " --------- ------------------------------ 47.8/192.3 MB 11.3 MB/s eta 0:00:13\n",
+ " ---------- ----------------------------- 48.2/192.3 MB 10.9 MB/s eta 0:00:14\n",
+ " ---------- ----------------------------- 48.9/192.3 MB 11.1 MB/s eta 0:00:13\n",
+ " ---------- ----------------------------- 49.3/192.3 MB 10.9 MB/s eta 0:00:14\n",
+ " ---------- ----------------------------- 49.9/192.3 MB 10.9 MB/s eta 0:00:14\n",
+ " ---------- ----------------------------- 50.3/192.3 MB 10.9 MB/s eta 0:00:14\n",
+ " ---------- ----------------------------- 50.8/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ---------- ----------------------------- 51.4/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ---------- ----------------------------- 52.1/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ---------- ----------------------------- 52.6/192.3 MB 10.7 MB/s eta 0:00:14\n",
+ " ----------- ---------------------------- 53.1/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 53.6/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 54.0/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 54.5/192.3 MB 10.6 MB/s eta 0:00:14\n",
+ " ----------- ---------------------------- 55.1/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 55.6/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 56.0/192.3 MB 10.6 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 56.7/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ----------- ---------------------------- 56.9/192.3 MB 10.4 MB/s eta 0:00:14\n",
+ " ----------- ---------------------------- 57.5/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 58.1/192.3 MB 10.6 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 58.5/192.3 MB 10.9 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 58.7/192.3 MB 10.7 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 59.1/192.3 MB 10.2 MB/s eta 0:00:14\n",
+ " ------------ --------------------------- 59.6/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 60.4/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 60.7/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 61.2/192.3 MB 10.4 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 61.7/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------ --------------------------- 62.4/192.3 MB 10.1 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 63.0/192.3 MB 10.1 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 63.8/192.3 MB 10.4 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 64.2/192.3 MB 10.4 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 64.7/192.3 MB 10.4 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 65.2/192.3 MB 10.6 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 65.5/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 66.2/192.3 MB 10.6 MB/s eta 0:00:12\n",
+ " ------------- -------------------------- 66.4/192.3 MB 10.2 MB/s eta 0:00:13\n",
+ " ------------- -------------------------- 67.0/192.3 MB 10.4 MB/s eta 0:00:13\n",
+ " -------------- ------------------------- 67.3/192.3 MB 10.6 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 67.6/192.3 MB 10.1 MB/s eta 0:00:13\n",
+ " -------------- ------------------------- 68.2/192.3 MB 10.1 MB/s eta 0:00:13\n",
+ " -------------- ------------------------- 68.6/192.3 MB 10.1 MB/s eta 0:00:13\n",
+ " -------------- ------------------------- 69.2/192.3 MB 10.6 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 69.7/192.3 MB 10.6 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 70.4/192.3 MB 10.7 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 70.7/192.3 MB 10.7 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 71.3/192.3 MB 10.9 MB/s eta 0:00:12\n",
+ " -------------- ------------------------- 71.9/192.3 MB 11.1 MB/s eta 0:00:11\n",
+ " --------------- ------------------------ 72.3/192.3 MB 10.9 MB/s eta 0:00:11\n",
+ " --------------- ------------------------ 72.7/192.3 MB 10.7 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 73.1/192.3 MB 10.7 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 73.6/192.3 MB 10.6 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 73.7/192.3 MB 9.9 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 74.3/192.3 MB 10.1 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 74.7/192.3 MB 9.9 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 75.4/192.3 MB 9.9 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 75.9/192.3 MB 10.1 MB/s eta 0:00:12\n",
+ " --------------- ------------------------ 76.5/192.3 MB 10.1 MB/s eta 0:00:12\n",
+ " ---------------- ----------------------- 77.1/192.3 MB 10.2 MB/s eta 0:00:12\n",
+ " ---------------- ----------------------- 77.8/192.3 MB 10.7 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 78.2/192.3 MB 10.6 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 78.7/192.3 MB 10.9 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 79.3/192.3 MB 10.7 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 79.8/192.3 MB 10.7 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 80.2/192.3 MB 10.6 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 80.5/192.3 MB 10.6 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 81.0/192.3 MB 10.6 MB/s eta 0:00:11\n",
+ " ---------------- ----------------------- 81.7/192.3 MB 10.4 MB/s eta 0:00:11\n",
+ " ----------------- ---------------------- 82.1/192.3 MB 10.4 MB/s eta 0:00:11\n",
+ " ----------------- ---------------------- 82.5/192.3 MB 10.2 MB/s eta 0:00:11\n",
+ " ----------------- ---------------------- 82.9/192.3 MB 10.2 MB/s eta 0:00:11\n",
+ " ----------------- ---------------------- 83.5/192.3 MB 10.4 MB/s eta 0:00:11\n",
+ " ----------------- ---------------------- 84.1/192.3 MB 10.9 MB/s eta 0:00:10\n",
+ " ----------------- ---------------------- 84.7/192.3 MB 11.3 MB/s eta 0:00:10\n",
+ " ----------------- ---------------------- 85.5/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ----------------- ---------------------- 86.0/192.3 MB 11.3 MB/s eta 0:00:10\n",
+ " ----------------- ---------------------- 86.5/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 87.1/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 87.5/192.3 MB 10.9 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 88.1/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 88.6/192.3 MB 11.3 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 89.3/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 89.9/192.3 MB 11.1 MB/s eta 0:00:10\n",
+ " ------------------ --------------------- 90.5/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " ------------------ --------------------- 91.1/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 91.6/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 91.9/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 92.7/192.3 MB 11.7 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 93.2/192.3 MB 12.1 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 93.8/192.3 MB 12.1 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 94.2/192.3 MB 11.9 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 94.7/192.3 MB 11.9 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 95.2/192.3 MB 11.9 MB/s eta 0:00:09\n",
+ " ------------------- -------------------- 95.7/192.3 MB 11.7 MB/s eta 0:00:09\n",
+ " -------------------- ------------------- 96.2/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " -------------------- ------------------- 96.5/192.3 MB 11.5 MB/s eta 0:00:09\n",
+ " -------------------- ------------------- 97.1/192.3 MB 11.7 MB/s eta 0:00:09\n",
+ " -------------------- ------------------- 97.6/192.3 MB 11.9 MB/s eta 0:00:08\n",
+ " -------------------- ------------------- 98.1/192.3 MB 11.7 MB/s eta 0:00:09\n",
+ " -------------------- ------------------- 98.9/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " -------------------- ------------------- 99.5/192.3 MB 11.9 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 100.1/192.3 MB 11.9 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 100.6/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 101.1/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 101.8/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 102.4/192.3 MB 12.6 MB/s eta 0:00:08\n",
+ " -------------------- ------------------ 103.3/192.3 MB 12.6 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 103.8/192.3 MB 12.4 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 104.2/192.3 MB 12.4 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 104.6/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 105.1/192.3 MB 11.9 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 105.9/192.3 MB 11.9 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 106.4/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 106.9/192.3 MB 12.1 MB/s eta 0:00:08\n",
+ " --------------------- ----------------- 107.7/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " --------------------- ----------------- 108.3/192.3 MB 12.4 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 108.9/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 109.5/192.3 MB 12.4 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 110.1/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 110.7/192.3 MB 12.4 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 111.0/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 111.8/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 112.7/192.3 MB 12.4 MB/s eta 0:00:07\n",
+ " ---------------------- ---------------- 113.2/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ----------------------- --------------- 114.0/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ----------------------- --------------- 114.4/192.3 MB 12.1 MB/s eta 0:00:07\n",
+ " ----------------------- --------------- 115.0/192.3 MB 12.8 MB/s eta 0:00:07\n",
+ " ----------------------- --------------- 115.5/192.3 MB 13.1 MB/s eta 0:00:06\n",
+ " ----------------------- --------------- 116.0/192.3 MB 12.6 MB/s eta 0:00:07\n",
+ " ----------------------- --------------- 116.8/192.3 MB 13.1 MB/s eta 0:00:06\n",
+ " ----------------------- --------------- 117.4/192.3 MB 12.6 MB/s eta 0:00:06\n",
+ " ----------------------- --------------- 118.0/192.3 MB 12.6 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 118.6/192.3 MB 12.6 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 119.1/192.3 MB 12.6 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 119.6/192.3 MB 12.4 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 120.2/192.3 MB 12.4 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 120.7/192.3 MB 12.1 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 121.2/192.3 MB 12.1 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 121.8/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 122.3/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " ------------------------ -------------- 122.8/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 123.4/192.3 MB 11.5 MB/s eta 0:00:07\n",
+ " ------------------------- ------------- 124.2/192.3 MB 11.3 MB/s eta 0:00:07\n",
+ " ------------------------- ------------- 124.7/192.3 MB 11.3 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 125.4/192.3 MB 11.7 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 126.2/192.3 MB 11.7 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 126.6/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 127.3/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " ------------------------- ------------- 127.8/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 128.7/192.3 MB 12.1 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 129.2/192.3 MB 12.1 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 129.9/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 130.4/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 130.9/192.3 MB 11.9 MB/s eta 0:00:06\n",
+ " -------------------------- ------------ 131.5/192.3 MB 12.3 MB/s eta 0:00:05\n",
+ " -------------------------- ------------ 131.9/192.3 MB 12.4 MB/s eta 0:00:05\n",
+ " -------------------------- ------------ 132.5/192.3 MB 12.4 MB/s eta 0:00:05\n",
+ " -------------------------- ------------ 133.0/192.3 MB 12.1 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 133.6/192.3 MB 12.1 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 134.0/192.3 MB 12.1 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 134.4/192.3 MB 11.9 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 134.5/192.3 MB 11.7 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 135.1/192.3 MB 11.7 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 135.5/192.3 MB 11.5 MB/s eta 0:00:05\n",
+ " --------------------------- ----------- 135.6/192.3 MB 10.9 MB/s eta 0:00:06\n",
+ " --------------------------- ----------- 136.1/192.3 MB 10.7 MB/s eta 0:00:06\n",
+ " --------------------------- ----------- 136.3/192.3 MB 10.4 MB/s eta 0:00:06\n",
+ " --------------------------- ----------- 136.9/192.3 MB 10.2 MB/s eta 0:00:06\n",
+ " --------------------------- ----------- 137.1/192.3 MB 10.1 MB/s eta 0:00:06\n",
+ " ---------------------------- ----------- 137.5/192.3 MB 9.8 MB/s eta 0:00:06\n",
+ " ---------------------------- ----------- 137.9/192.3 MB 9.8 MB/s eta 0:00:06\n",
+ " ---------------------------- ----------- 138.5/192.3 MB 9.5 MB/s eta 0:00:06\n",
+ " ---------------------------- ----------- 138.7/192.3 MB 9.2 MB/s eta 0:00:06\n",
+ " ---------------------------- ----------- 139.2/192.3 MB 9.4 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 139.6/192.3 MB 9.4 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 140.0/192.3 MB 9.1 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 140.0/192.3 MB 8.7 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 140.5/192.3 MB 8.5 MB/s eta 0:00:07\n",
+ " ----------------------------- ---------- 140.9/192.3 MB 8.6 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 141.4/192.3 MB 8.5 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 141.9/192.3 MB 8.6 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 142.0/192.3 MB 8.3 MB/s eta 0:00:07\n",
+ " ----------------------------- ---------- 142.5/192.3 MB 8.3 MB/s eta 0:00:07\n",
+ " ----------------------------- ---------- 142.8/192.3 MB 8.2 MB/s eta 0:00:07\n",
+ " ----------------------------- ---------- 143.3/192.3 MB 8.3 MB/s eta 0:00:06\n",
+ " ----------------------------- ---------- 143.6/192.3 MB 8.1 MB/s eta 0:00:07\n",
+ " ----------------------------- ---------- 144.2/192.3 MB 8.1 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 144.7/192.3 MB 8.1 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 145.3/192.3 MB 8.2 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 145.8/192.3 MB 8.5 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 146.3/192.3 MB 8.4 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 146.9/192.3 MB 8.6 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 147.4/192.3 MB 8.8 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 147.9/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " ------------------------------ --------- 148.3/192.3 MB 8.7 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 148.6/192.3 MB 8.5 MB/s eta 0:00:06\n",
+ " ------------------------------ --------- 149.0/192.3 MB 8.6 MB/s eta 0:00:06\n",
+ " ------------------------------- -------- 149.5/192.3 MB 8.5 MB/s eta 0:00:06\n",
+ " ------------------------------- -------- 149.9/192.3 MB 8.7 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 150.3/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 150.7/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 151.0/192.3 MB 8.7 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 151.6/192.3 MB 8.8 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 152.0/192.3 MB 8.7 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 152.4/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 153.0/192.3 MB 8.8 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 153.5/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " ------------------------------- -------- 153.8/192.3 MB 8.8 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 154.3/192.3 MB 9.1 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 154.7/192.3 MB 9.2 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 155.2/192.3 MB 9.2 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 155.6/192.3 MB 9.1 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 156.0/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 156.4/192.3 MB 9.0 MB/s eta 0:00:05\n",
+ " -------------------------------- ------- 156.8/192.3 MB 9.0 MB/s eta 0:00:04\n",
+ " -------------------------------- ------- 157.3/192.3 MB 9.0 MB/s eta 0:00:04\n",
+ " -------------------------------- ------- 157.8/192.3 MB 9.0 MB/s eta 0:00:04\n",
+ " -------------------------------- ------- 158.5/192.3 MB 9.1 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 158.9/192.3 MB 9.4 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 159.4/192.3 MB 9.5 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 159.8/192.3 MB 9.4 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 160.2/192.3 MB 9.6 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 160.7/192.3 MB 9.8 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 161.1/192.3 MB 9.9 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 161.6/192.3 MB 9.8 MB/s eta 0:00:04\n",
+ " --------------------------------- ------ 162.0/192.3 MB 9.9 MB/s eta 0:00:04\n",
+ " -------------------------------- ------ 162.6/192.3 MB 10.1 MB/s eta 0:00:03\n",
+ " --------------------------------- ----- 163.1/192.3 MB 10.1 MB/s eta 0:00:03\n",
+ " --------------------------------- ----- 163.6/192.3 MB 10.2 MB/s eta 0:00:03\n",
+ " --------------------------------- ----- 164.0/192.3 MB 10.4 MB/s eta 0:00:03\n",
+ " --------------------------------- ----- 164.2/192.3 MB 10.1 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 164.6/192.3 MB 9.9 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 165.0/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 165.3/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 165.7/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 166.1/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 166.4/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 166.9/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 167.3/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ---------------------------------- ----- 167.6/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 168.3/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 168.6/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 169.1/192.3 MB 9.8 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 169.4/192.3 MB 9.5 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 169.9/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 170.3/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 170.7/192.3 MB 9.5 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 171.4/192.3 MB 9.6 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 171.7/192.3 MB 9.4 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 172.1/192.3 MB 9.4 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 172.3/192.3 MB 9.4 MB/s eta 0:00:03\n",
+ " ----------------------------------- ---- 172.9/192.3 MB 9.2 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 173.3/192.3 MB 9.1 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 173.8/192.3 MB 9.1 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 174.0/192.3 MB 8.8 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 174.4/192.3 MB 8.8 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 174.8/192.3 MB 8.7 MB/s eta 0:00:03\n",
+ " ------------------------------------ --- 175.4/192.3 MB 9.0 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 175.7/192.3 MB 8.7 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 176.1/192.3 MB 8.8 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 176.4/192.3 MB 8.7 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 176.6/192.3 MB 8.6 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 177.0/192.3 MB 8.6 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 177.1/192.3 MB 8.5 MB/s eta 0:00:02\n",
+ " ------------------------------------ --- 177.6/192.3 MB 8.4 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 178.0/192.3 MB 8.4 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 178.5/192.3 MB 8.4 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 178.8/192.3 MB 8.3 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 179.3/192.3 MB 8.2 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 179.6/192.3 MB 8.3 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 179.9/192.3 MB 8.2 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 179.9/192.3 MB 8.2 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 179.9/192.3 MB 8.2 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 181.3/192.3 MB 8.0 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 181.6/192.3 MB 7.9 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 182.1/192.3 MB 8.1 MB/s eta 0:00:02\n",
+ " ------------------------------------- -- 182.6/192.3 MB 8.2 MB/s eta 0:00:02\n",
+ " -------------------------------------- - 183.2/192.3 MB 8.3 MB/s eta 0:00:02\n",
+ " -------------------------------------- - 183.6/192.3 MB 8.3 MB/s eta 0:00:02\n",
+ " -------------------------------------- - 184.2/192.3 MB 8.4 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 184.6/192.3 MB 8.6 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 185.2/192.3 MB 8.8 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 185.7/192.3 MB 8.7 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 186.4/192.3 MB 9.2 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 186.6/192.3 MB 9.4 MB/s eta 0:00:01\n",
+ " -------------------------------------- - 187.0/192.3 MB 9.2 MB/s eta 0:00:01\n",
+ " --------------------------------------- 187.5/192.3 MB 9.6 MB/s eta 0:00:01\n",
+ " --------------------------------------- 187.7/192.3 MB 9.2 MB/s eta 0:00:01\n",
+ " --------------------------------------- 188.2/192.3 MB 9.5 MB/s eta 0:00:01\n",
+ " --------------------------------------- 188.4/192.3 MB 9.4 MB/s eta 0:00:01\n",
+ " --------------------------------------- 189.0/192.3 MB 9.5 MB/s eta 0:00:01\n",
+ " --------------------------------------- 189.4/192.3 MB 9.6 MB/s eta 0:00:01\n",
+ " --------------------------------------- 189.9/192.3 MB 9.6 MB/s eta 0:00:01\n",
+ " -------------------------------------- 190.3/192.3 MB 11.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 190.5/192.3 MB 10.6 MB/s eta 0:00:01\n",
+ " -------------------------------------- 191.1/192.3 MB 10.2 MB/s eta 0:00:01\n",
+ " --------------------------------------- 191.5/192.3 MB 9.9 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.2/192.3 MB 10.2 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " -------------------------------------- 192.3/192.3 MB 10.1 MB/s eta 0:00:01\n",
+ " ---------------------------------------- 192.3/192.3 MB 5.0 MB/s eta 0:00:00\n",
+ "Downloading torchvision-0.16.0-cp311-cp311-win_amd64.whl (1.3 MB)\n",
+ " ---------------------------------------- 0.0/1.3 MB ? eta -:--:--\n",
+ " ---------------- ----------------------- 0.5/1.3 MB 16.8 MB/s eta 0:00:01\n",
+ " ------------------------------- -------- 1.0/1.3 MB 12.6 MB/s eta 0:00:01\n",
+ " ------------------------------------- -- 1.2/1.3 MB 10.8 MB/s eta 0:00:01\n",
+ " --------------------------------------- 1.3/1.3 MB 8.9 MB/s eta 0:00:01\n",
+ " ---------------------------------------- 1.3/1.3 MB 6.7 MB/s eta 0:00:00\n",
+ "Installing collected packages: torch, torchvision\n",
+ "Successfully installed torch-2.1.0 torchvision-0.16.0\n"
+ ]
+ }
+ ],
"source": [
"%pip install torch torchvision"
]
@@ -52,10 +522,72 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"id": "b1950f0a",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "tensor([[-0.5590, 0.0223, -1.3629, -0.0712, -0.0811, -1.0198, -0.6710, 0.6662,\n",
+ " -0.4135, -0.7682],\n",
+ " [-0.3788, -0.5212, 1.5901, -1.6412, -1.4692, 0.5179, 0.2937, 0.1298,\n",
+ " 0.3047, 0.6055],\n",
+ " [ 1.1444, -1.4719, -1.0651, -0.5195, -0.1080, 1.2362, -0.5340, -1.5194,\n",
+ " 0.5697, -0.0712],\n",
+ " [-0.2669, -0.2955, 0.3943, -0.4908, -0.0824, -0.7807, -0.6449, 1.7665,\n",
+ " -0.4184, 1.8781],\n",
+ " [-0.6805, 0.5209, 1.4021, -0.7482, -1.2518, -1.1131, -0.3745, 0.3111,\n",
+ " -0.4300, -1.4486],\n",
+ " [ 0.8597, 0.2176, 0.5050, 1.5575, -1.3997, -0.3556, 0.0095, -1.0047,\n",
+ " 0.1812, -2.1366],\n",
+ " [-0.8317, -0.3655, -1.9062, -0.2113, -0.0775, -2.0856, 0.6570, 0.1237,\n",
+ " -0.4803, 1.1739],\n",
+ " [-0.4989, -0.3616, -0.3040, 0.3132, -1.8121, -0.8851, 0.3537, 1.0816,\n",
+ " 0.8415, -0.4832],\n",
+ " [-0.0065, -0.2944, 1.6118, 0.6703, 0.1384, -0.2574, -0.4115, 1.4924,\n",
+ " 0.6424, 0.0972],\n",
+ " [-1.3176, 0.2592, -1.0234, 0.5661, 1.4795, -0.5998, -0.6225, -1.0549,\n",
+ " -1.0088, -0.8094],\n",
+ " [-1.8260, 1.3453, -0.4638, 1.3726, -0.3037, 2.3788, -0.2675, -0.3423,\n",
+ " -0.1766, -0.1942],\n",
+ " [ 0.7868, 0.5788, 1.4841, 1.4351, -0.8620, -0.9789, -2.1356, 0.2023,\n",
+ " -0.9085, 0.3125],\n",
+ " [ 0.2260, 0.7650, -0.0113, 1.3397, -0.9443, -0.0378, 0.0918, -1.0006,\n",
+ " 1.5495, 0.0207],\n",
+ " [-1.5631, -0.4878, 0.5245, -1.0272, -0.7922, -0.9191, 1.3496, 1.2549,\n",
+ " -1.2790, 0.5605]])\n",
+ "AlexNet(\n",
+ " (features): Sequential(\n",
+ " (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
+ " (1): ReLU(inplace=True)\n",
+ " (2): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
+ " (3): Conv2d(64, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
+ " (4): ReLU(inplace=True)\n",
+ " (5): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
+ " (6): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+ " (7): ReLU(inplace=True)\n",
+ " (8): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+ " (9): ReLU(inplace=True)\n",
+ " (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
+ " (11): ReLU(inplace=True)\n",
+ " (12): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
+ " )\n",
+ " (avgpool): AdaptiveAvgPool2d(output_size=(6, 6))\n",
+ " (classifier): Sequential(\n",
+ " (0): Dropout(p=0.5, inplace=False)\n",
+ " (1): Linear(in_features=9216, out_features=4096, bias=True)\n",
+ " (2): ReLU(inplace=True)\n",
+ " (3): Dropout(p=0.5, inplace=False)\n",
+ " (4): Linear(in_features=4096, out_features=4096, bias=True)\n",
+ " (5): ReLU(inplace=True)\n",
+ " (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
+ " )\n",
+ ")\n"
+ ]
+ }
+ ],
"source": [
"import torch\n",
"\n",
@@ -95,10 +627,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"id": "6e18f2fd",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CUDA is not available. Training on CPU ...\n"
+ ]
+ }
+ ],
"source": [
"import torch\n",
"\n",
@@ -121,10 +661,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"id": "462666a2",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to data\\cifar-10-python.tar.gz\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 170498071/170498071 [00:32<00:00, 5210117.49it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Extracting data\\cifar-10-python.tar.gz to data\n",
+ "Files already downloaded and verified\n"
+ ]
+ }
+ ],
"source": [
"import numpy as np\n",
"from torchvision import datasets, transforms\n",
@@ -193,10 +756,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"id": "317bf070",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Net(\n",
+ " (conv1): Conv2d(3, 6, kernel_size=(5, 5), stride=(1, 1))\n",
+ " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
+ " (conv2): Conv2d(6, 16, kernel_size=(5, 5), stride=(1, 1))\n",
+ " (fc1): Linear(in_features=400, out_features=120, bias=True)\n",
+ " (fc2): Linear(in_features=120, out_features=84, bias=True)\n",
+ " (fc3): Linear(in_features=84, out_features=10, bias=True)\n",
+ ")\n"
+ ]
+ }
+ ],
"source": [
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
@@ -940,7 +1518,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.8.5"
+ "version": "3.11.5"
},
"vscode": {
"interpreter": {