diff --git "a/TRAINER (2).ipynb" "b/TRAINER (2).ipynb"
new file mode 100644--- /dev/null
+++ "b/TRAINER (2).ipynb"
@@ -0,0 +1,6676 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "pdymVP95XA4_",
+ "outputId": "9dd22bfa-2e4f-4c5f-f544-c73431671713"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.\n",
+ "Token is valid (permission: write).\n",
+ "Your token has been saved to /root/.cache/huggingface/token\n",
+ "Login successful\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Store your huggingface token as a environment variable.\n",
+ "# It is used to download or upload models to your account.\n",
+ "from google.colab import userdata\n",
+ "from huggingface_hub import login\n",
+ "login(userdata.get('TOKEN'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "cBEG5Pq1lG-G"
+ },
+ "outputs": [],
+ "source": [
+ "%%capture\n",
+ "# Installs Unsloth, Xformers (Flash Attention) and all other packages!\n",
+ "!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n",
+ "!pip install --upgrade transformers\n",
+ "\n",
+ "# We have to check which Torch version for Xformers (2.3 -> 0.0.27)\n",
+ "from torch import __version__; from packaging.version import Version as V\n",
+ "xformers = \"xformers==0.0.27\" if V(__version__) < V(\"2.4.0\") else \"xformers\"\n",
+ "!pip install --no-deps {xformers} trl peft accelerate bitsandbytes triton"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "aRz4XCANNy8b",
+ "outputId": "0ccf0b95-5daf-452f-8bf7-37e224f5ce81"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n"
+ ]
+ }
+ ],
+ "source": [
+ "from unsloth import FastLanguageModel\n",
+ "import torch\n",
+ "\n",
+ "max_seq_length = 2048\n",
+ "\n",
+ "def load_model(model_name, max_seq_length=max_seq_length, dtype=None, load_in_4bit=True):\n",
+ " model, tokenizer = FastLanguageModel.from_pretrained(\n",
+ " model_name=model_name,\n",
+ " max_seq_length=max_seq_length,\n",
+ " dtype=dtype,\n",
+ " load_in_4bit=load_in_4bit,\n",
+ " )\n",
+ " return model, tokenizer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 362,
+ "referenced_widgets": [
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+ "0fdd0b53f0d8421582dc703055324f5a",
+ "9376591750f84fca8cb28e9c3547d7c2",
+ "a7dbef2655fd4910b4c77be13aeec794",
+ "2dd41449ffba43aaab27524ed293ac5c",
+ "ad69f28769ae4b058943d05f4f0106c9",
+ "5d1a2752ee08428f9a20744b1b0c1a13",
+ "89b90dada4a84f2784f8de3b56257237",
+ "3abd9a7962c44661b9711bc72f0ae1c1",
+ "b6ae505a739248ad9f4ae19fd2e27dfa",
+ "482f20a8b0e34585826572068f372caf",
+ "a44d2bb7eff54dba8b08cf688bb78e47",
+ "1456f51cf75c46419ae41c935e91ca6c",
+ "ee6ad031528e4a96821df3e4aa302aab",
+ "1600c0a5ca3b4957ba043162cc87a9d4",
+ "e2839ead63f34026a48b659b457cd287",
+ "a35995218e48452d8e1d06519178cbff",
+ "f682e8e835f54e118b31735241991610",
+ "4029a9c9b7d94462b1c7769d09371837",
+ "3423063d3cee4779890e0699f9942d87",
+ "14a2f3c4a8e545d4b51df59ef1c9fb57",
+ "2b9a63e62ddd4f7d9c662d894b8aba98",
+ "f8e88ed0e5fc456d9ca0af2921b84567",
+ "b44f4fff2e2c4d8b9fcf646c020ea120",
+ "0eec7d5de3ab4c079223d8ff6025b926",
+ "3d7bc27517644abebd7fc689c2572604",
+ "9b25f95b98ec444ea895b49ec9389fe0",
+ "7b26e464957d415692883cbb35eec48d",
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+ "fea3d63aed214c31b85c7a61c223be70",
+ "a31433fafff14d6db5295da689d6a2dc",
+ "f755042c9d284beb9e62b46cabbce95a",
+ "1f92034da40c472aa6d4ae1ad72304fa",
+ "4fc8bb4fdfc34f4999ed4cb2f16cb9ec",
+ "58f8bb95982846409adef80ee31181c3",
+ "23f6e928e27749b28f146896adfb93c1",
+ "435a19574aa240d1820e042ea58db8ab",
+ "392f5e3c99054f9980820d566c82f9f3",
+ "12fc8d312dcf404280074026890b08c1",
+ "235195f2c3904776aabc1b3873ba73e6",
+ "7c453e5e85a348a08b45e82338fd1827",
+ "8883c661c0404f5c9eee1a50501b2049",
+ "31a55dd3528a48ceb6c88f9165271dc1",
+ "c8b909a793394f159e4539d42ee63efe",
+ "66dda996d9ee48579583bb0d15056bef",
+ "827108f23a1d45f493abe37e2026efce",
+ "bb25cc648bd04e6da1a7bc431a9e3a1d",
+ "c4326ba898bd4741b5dd1c26c1bdbe5b",
+ "09e2dee7f7684deea98df4f04ad67a45",
+ "93dc969e22dc4430962979f74965458e",
+ "41cd9cc5172045aaa3eed8ca0d3715ca",
+ "5ecda50fe7b64895b3869d238697f523",
+ "90106cc2003f4968aa4c32a66ef8a5cf",
+ "6147cf84651d455ebc91606ef761752c",
+ "58aee35908e845f08bae7b2082fa139f",
+ "107bf752d7194e45bb2e45031ec964f1",
+ "6be7918e435a43819bdd95e04f502012",
+ "9e6fd5d822f845628e4cae4bb1cc9260",
+ "10249ba56f2c4718b938c741b0787dcc",
+ "1ad218f809744ea48ba2f5f430c4d342",
+ "cc1308b0d90a452981e72e1f3b4ba19a",
+ "0dfd7601605b4ea189a844e329aa388d",
+ "4a071fc3531c4d968483d81e9a91d5b4",
+ "17b807ada6034094bfc17e8905d26293",
+ "08f570ac3f6645b791dec4fc8f034313",
+ "9d9f79126c4b4c629a6d863cd09f6c6c",
+ "e41e17aa9d594c9b9df9c4cda16ff259",
+ "6f8a14f3850b414ba6607b3560d869b0",
+ "9a31dacd9bff4ac5a42f6549cb686819"
+ ]
+ },
+ "id": "urDIg3QRlCMx",
+ "outputId": "b45d8a03-31ab-4d4a-ea31-bb9f7e6314fc"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "==((====))== Unsloth 2024.9.post4: Fast Llama patching. Transformers = 4.45.1.\n",
+ " \\\\ /| GPU: Tesla T4. Max memory: 14.748 GB. Platform = Linux.\n",
+ "O^O/ \\_/ \\ Pytorch: 2.4.1+cu121. CUDA = 7.5. CUDA Toolkit = 12.1.\n",
+ "\\ / Bfloat16 = FALSE. FA [Xformers = 0.0.28.post1. FA2 = False]\n",
+ " \"-____-\" Free Apache license: http://github.com/unslothai/unsloth\n",
+ "Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored!\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model.safetensors: 0%| | 0.00/2.26G [00:00\n",
+ " \n",
+ " \n",
+ " [ 216/3957 4:30:13 < 78:43:45, 0.01 it/s, Epoch 0.16/3]\n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " | Step | \n",
+ " Training Loss | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1 | \n",
+ " 1.190300 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.170200 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1.127500 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.966100 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 0.900900 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 0.679400 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 0.508900 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 0.372600 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 0.314400 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " 0.239900 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " 0.224400 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " 0.220800 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " 0.210900 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " 0.198400 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " 0.168700 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " 0.177600 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " 0.165700 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " 0.165200 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " 0.158600 | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " 0.160900 | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " 0.150700 | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " 0.164300 | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " 0.153900 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " 0.152200 | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " 0.164800 | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " 0.157500 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 0.147100 | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " 0.153500 | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " 0.154900 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 0.140600 | \n",
+ "
\n",
+ " \n",
+ " | 31 | \n",
+ " 0.148100 | \n",
+ "
\n",
+ " \n",
+ " | 32 | \n",
+ " 0.150900 | \n",
+ "
\n",
+ " \n",
+ " | 33 | \n",
+ " 0.133300 | \n",
+ "
\n",
+ " \n",
+ " | 34 | \n",
+ " 0.137600 | \n",
+ "
\n",
+ " \n",
+ " | 35 | \n",
+ " 0.134300 | \n",
+ "
\n",
+ " \n",
+ " | 36 | \n",
+ " 0.134500 | \n",
+ "
\n",
+ " \n",
+ " | 37 | \n",
+ " 0.143400 | \n",
+ "
\n",
+ " \n",
+ " | 38 | \n",
+ " 0.131400 | \n",
+ "
\n",
+ " \n",
+ " | 39 | \n",
+ " 0.129300 | \n",
+ "
\n",
+ " \n",
+ " | 40 | \n",
+ " 0.134000 | \n",
+ "
\n",
+ " \n",
+ " | 41 | \n",
+ " 0.122100 | \n",
+ "
\n",
+ " \n",
+ " | 42 | \n",
+ " 0.122700 | \n",
+ "
\n",
+ " \n",
+ " | 43 | \n",
+ " 0.130300 | \n",
+ "
\n",
+ " \n",
+ " | 44 | \n",
+ " 0.126000 | \n",
+ "
\n",
+ " \n",
+ " | 45 | \n",
+ " 0.122300 | \n",
+ "
\n",
+ " \n",
+ " | 46 | \n",
+ " 0.133500 | \n",
+ "
\n",
+ " \n",
+ " | 47 | \n",
+ " 0.116900 | \n",
+ "
\n",
+ " \n",
+ " | 48 | \n",
+ " 0.125700 | \n",
+ "
\n",
+ " \n",
+ " | 49 | \n",
+ " 0.138400 | \n",
+ "
\n",
+ " \n",
+ " | 50 | \n",
+ " 0.137300 | \n",
+ "
\n",
+ " \n",
+ " | 51 | \n",
+ " 0.126000 | \n",
+ "
\n",
+ " \n",
+ " | 52 | \n",
+ " 0.125800 | \n",
+ "
\n",
+ " \n",
+ " | 53 | \n",
+ " 0.119500 | \n",
+ "
\n",
+ " \n",
+ " | 54 | \n",
+ " 0.115100 | \n",
+ "
\n",
+ " \n",
+ " | 55 | \n",
+ " 0.119800 | \n",
+ "
\n",
+ " \n",
+ " | 56 | \n",
+ " 0.113900 | \n",
+ "
\n",
+ " \n",
+ " | 57 | \n",
+ " 0.106700 | \n",
+ "
\n",
+ " \n",
+ " | 58 | \n",
+ " 0.102900 | \n",
+ "
\n",
+ " \n",
+ " | 59 | \n",
+ " 0.114900 | \n",
+ "
\n",
+ " \n",
+ " | 60 | \n",
+ " 0.108800 | \n",
+ "
\n",
+ " \n",
+ " | 61 | \n",
+ " 0.107000 | \n",
+ "
\n",
+ " \n",
+ " | 62 | \n",
+ " 0.107100 | \n",
+ "
\n",
+ " \n",
+ " | 63 | \n",
+ " 0.123400 | \n",
+ "
\n",
+ " \n",
+ " | 64 | \n",
+ " 0.111700 | \n",
+ "
\n",
+ " \n",
+ " | 65 | \n",
+ " 0.119400 | \n",
+ "
\n",
+ " \n",
+ " | 66 | \n",
+ " 0.105800 | \n",
+ "
\n",
+ " \n",
+ " | 67 | \n",
+ " 0.118200 | \n",
+ "
\n",
+ " \n",
+ " | 68 | \n",
+ " 0.103700 | \n",
+ "
\n",
+ " \n",
+ " | 69 | \n",
+ " 0.103800 | \n",
+ "
\n",
+ " \n",
+ " | 70 | \n",
+ " 0.114400 | \n",
+ "
\n",
+ " \n",
+ " | 71 | \n",
+ " 0.116800 | \n",
+ "
\n",
+ " \n",
+ " | 72 | \n",
+ " 0.110800 | \n",
+ "
\n",
+ " \n",
+ " | 73 | \n",
+ " 0.112000 | \n",
+ "
\n",
+ " \n",
+ " | 74 | \n",
+ " 0.097700 | \n",
+ "
\n",
+ " \n",
+ " | 75 | \n",
+ " 0.097700 | \n",
+ "
\n",
+ " \n",
+ " | 76 | \n",
+ " 0.104100 | \n",
+ "
\n",
+ " \n",
+ " | 77 | \n",
+ " 0.100000 | \n",
+ "
\n",
+ " \n",
+ " | 78 | \n",
+ " 0.097500 | \n",
+ "
\n",
+ " \n",
+ " | 79 | \n",
+ " 0.094400 | \n",
+ "
\n",
+ " \n",
+ " | 80 | \n",
+ " 0.099400 | \n",
+ "
\n",
+ " \n",
+ " | 81 | \n",
+ " 0.099900 | \n",
+ "
\n",
+ " \n",
+ " | 82 | \n",
+ " 0.105500 | \n",
+ "
\n",
+ " \n",
+ " | 83 | \n",
+ " 0.111300 | \n",
+ "
\n",
+ " \n",
+ " | 84 | \n",
+ " 0.091300 | \n",
+ "
\n",
+ " \n",
+ " | 85 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 86 | \n",
+ " 0.111600 | \n",
+ "
\n",
+ " \n",
+ " | 87 | \n",
+ " 0.095900 | \n",
+ "
\n",
+ " \n",
+ " | 88 | \n",
+ " 0.099900 | \n",
+ "
\n",
+ " \n",
+ " | 89 | \n",
+ " 0.100800 | \n",
+ "
\n",
+ " \n",
+ " | 90 | \n",
+ " 0.093300 | \n",
+ "
\n",
+ " \n",
+ " | 91 | \n",
+ " 0.094600 | \n",
+ "
\n",
+ " \n",
+ " | 92 | \n",
+ " 0.107300 | \n",
+ "
\n",
+ " \n",
+ " | 93 | \n",
+ " 0.090600 | \n",
+ "
\n",
+ " \n",
+ " | 94 | \n",
+ " 0.089100 | \n",
+ "
\n",
+ " \n",
+ " | 95 | \n",
+ " 0.099000 | \n",
+ "
\n",
+ " \n",
+ " | 96 | \n",
+ " 0.090400 | \n",
+ "
\n",
+ " \n",
+ " | 97 | \n",
+ " 0.098100 | \n",
+ "
\n",
+ " \n",
+ " | 98 | \n",
+ " 0.087900 | \n",
+ "
\n",
+ " \n",
+ " | 99 | \n",
+ " 0.097600 | \n",
+ "
\n",
+ " \n",
+ " | 100 | \n",
+ " 0.092100 | \n",
+ "
\n",
+ " \n",
+ " | 101 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 102 | \n",
+ " 0.089800 | \n",
+ "
\n",
+ " \n",
+ " | 103 | \n",
+ " 0.092700 | \n",
+ "
\n",
+ " \n",
+ " | 104 | \n",
+ " 0.092900 | \n",
+ "
\n",
+ " \n",
+ " | 105 | \n",
+ " 0.087100 | \n",
+ "
\n",
+ " \n",
+ " | 106 | \n",
+ " 0.099300 | \n",
+ "
\n",
+ " \n",
+ " | 107 | \n",
+ " 0.098400 | \n",
+ "
\n",
+ " \n",
+ " | 108 | \n",
+ " 0.095700 | \n",
+ "
\n",
+ " \n",
+ " | 109 | \n",
+ " 0.086000 | \n",
+ "
\n",
+ " \n",
+ " | 110 | \n",
+ " 0.092600 | \n",
+ "
\n",
+ " \n",
+ " | 111 | \n",
+ " 0.095200 | \n",
+ "
\n",
+ " \n",
+ " | 112 | \n",
+ " 0.092300 | \n",
+ "
\n",
+ " \n",
+ " | 113 | \n",
+ " 0.088600 | \n",
+ "
\n",
+ " \n",
+ " | 114 | \n",
+ " 0.086800 | \n",
+ "
\n",
+ " \n",
+ " | 115 | \n",
+ " 0.093900 | \n",
+ "
\n",
+ " \n",
+ " | 116 | \n",
+ " 0.089400 | \n",
+ "
\n",
+ " \n",
+ " | 117 | \n",
+ " 0.085200 | \n",
+ "
\n",
+ " \n",
+ " | 118 | \n",
+ " 0.088000 | \n",
+ "
\n",
+ " \n",
+ " | 119 | \n",
+ " 0.084600 | \n",
+ "
\n",
+ " \n",
+ " | 120 | \n",
+ " 0.085000 | \n",
+ "
\n",
+ " \n",
+ " | 121 | \n",
+ " 0.077800 | \n",
+ "
\n",
+ " \n",
+ " | 122 | \n",
+ " 0.081400 | \n",
+ "
\n",
+ " \n",
+ " | 123 | \n",
+ " 0.079400 | \n",
+ "
\n",
+ " \n",
+ " | 124 | \n",
+ " 0.085200 | \n",
+ "
\n",
+ " \n",
+ " | 125 | \n",
+ " 0.086700 | \n",
+ "
\n",
+ " \n",
+ " | 126 | \n",
+ " 0.090500 | \n",
+ "
\n",
+ " \n",
+ " | 127 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 128 | \n",
+ " 0.088800 | \n",
+ "
\n",
+ " \n",
+ " | 129 | \n",
+ " 0.086400 | \n",
+ "
\n",
+ " \n",
+ " | 130 | \n",
+ " 0.085100 | \n",
+ "
\n",
+ " \n",
+ " | 131 | \n",
+ " 0.089200 | \n",
+ "
\n",
+ " \n",
+ " | 132 | \n",
+ " 0.086400 | \n",
+ "
\n",
+ " \n",
+ " | 133 | \n",
+ " 0.085700 | \n",
+ "
\n",
+ " \n",
+ " | 134 | \n",
+ " 0.086600 | \n",
+ "
\n",
+ " \n",
+ " | 135 | \n",
+ " 0.085100 | \n",
+ "
\n",
+ " \n",
+ " | 136 | \n",
+ " 0.086100 | \n",
+ "
\n",
+ " \n",
+ " | 137 | \n",
+ " 0.089200 | \n",
+ "
\n",
+ " \n",
+ " | 138 | \n",
+ " 0.090800 | \n",
+ "
\n",
+ " \n",
+ " | 139 | \n",
+ " 0.089900 | \n",
+ "
\n",
+ " \n",
+ " | 140 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 141 | \n",
+ " 0.081300 | \n",
+ "
\n",
+ " \n",
+ " | 142 | \n",
+ " 0.081300 | \n",
+ "
\n",
+ " \n",
+ " | 143 | \n",
+ " 0.084400 | \n",
+ "
\n",
+ " \n",
+ " | 144 | \n",
+ " 0.096700 | \n",
+ "
\n",
+ " \n",
+ " | 145 | \n",
+ " 0.084600 | \n",
+ "
\n",
+ " \n",
+ " | 146 | \n",
+ " 0.091900 | \n",
+ "
\n",
+ " \n",
+ " | 147 | \n",
+ " 0.083300 | \n",
+ "
\n",
+ " \n",
+ " | 148 | \n",
+ " 0.086900 | \n",
+ "
\n",
+ " \n",
+ " | 149 | \n",
+ " 0.086500 | \n",
+ "
\n",
+ " \n",
+ " | 150 | \n",
+ " 0.079600 | \n",
+ "
\n",
+ " \n",
+ " | 151 | \n",
+ " 0.078700 | \n",
+ "
\n",
+ " \n",
+ " | 152 | \n",
+ " 0.082500 | \n",
+ "
\n",
+ " \n",
+ " | 153 | \n",
+ " 0.077400 | \n",
+ "
\n",
+ " \n",
+ " | 154 | \n",
+ " 0.080600 | \n",
+ "
\n",
+ " \n",
+ " | 155 | \n",
+ " 0.079600 | \n",
+ "
\n",
+ " \n",
+ " | 156 | \n",
+ " 0.091500 | \n",
+ "
\n",
+ " \n",
+ " | 157 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 158 | \n",
+ " 0.082900 | \n",
+ "
\n",
+ " \n",
+ " | 159 | \n",
+ " 0.089100 | \n",
+ "
\n",
+ " \n",
+ " | 160 | \n",
+ " 0.076200 | \n",
+ "
\n",
+ " \n",
+ " | 161 | \n",
+ " 0.084900 | \n",
+ "
\n",
+ " \n",
+ " | 162 | \n",
+ " 0.091200 | \n",
+ "
\n",
+ " \n",
+ " | 163 | \n",
+ " 0.091000 | \n",
+ "
\n",
+ " \n",
+ " | 164 | \n",
+ " 0.081500 | \n",
+ "
\n",
+ " \n",
+ " | 165 | \n",
+ " 0.075500 | \n",
+ "
\n",
+ " \n",
+ " | 166 | \n",
+ " 0.081600 | \n",
+ "
\n",
+ " \n",
+ " | 167 | \n",
+ " 0.077400 | \n",
+ "
\n",
+ " \n",
+ " | 168 | \n",
+ " 0.081500 | \n",
+ "
\n",
+ " \n",
+ " | 169 | \n",
+ " 0.091400 | \n",
+ "
\n",
+ " \n",
+ " | 170 | \n",
+ " 0.086800 | \n",
+ "
\n",
+ " \n",
+ " | 171 | \n",
+ " 0.086300 | \n",
+ "
\n",
+ " \n",
+ " | 172 | \n",
+ " 0.078600 | \n",
+ "
\n",
+ " \n",
+ " | 173 | \n",
+ " 0.088400 | \n",
+ "
\n",
+ " \n",
+ " | 174 | \n",
+ " 0.086700 | \n",
+ "
\n",
+ " \n",
+ " | 175 | \n",
+ " 0.077100 | \n",
+ "
\n",
+ " \n",
+ " | 176 | \n",
+ " 0.077000 | \n",
+ "
\n",
+ " \n",
+ " | 177 | \n",
+ " 0.075900 | \n",
+ "
\n",
+ " \n",
+ " | 178 | \n",
+ " 0.091300 | \n",
+ "
\n",
+ " \n",
+ " | 179 | \n",
+ " 0.082400 | \n",
+ "
\n",
+ " \n",
+ " | 180 | \n",
+ " 0.078000 | \n",
+ "
\n",
+ " \n",
+ " | 181 | \n",
+ " 0.079000 | \n",
+ "
\n",
+ " \n",
+ " | 182 | \n",
+ " 0.098200 | \n",
+ "
\n",
+ " \n",
+ " | 183 | \n",
+ " 0.081100 | \n",
+ "
\n",
+ " \n",
+ " | 184 | \n",
+ " 0.081700 | \n",
+ "
\n",
+ " \n",
+ " | 185 | \n",
+ " 0.080200 | \n",
+ "
\n",
+ " \n",
+ " | 186 | \n",
+ " 0.087200 | \n",
+ "
\n",
+ " \n",
+ " | 187 | \n",
+ " 0.086300 | \n",
+ "
\n",
+ " \n",
+ " | 188 | \n",
+ " 0.082700 | \n",
+ "
\n",
+ " \n",
+ " | 189 | \n",
+ " 0.075700 | \n",
+ "
\n",
+ " \n",
+ " | 190 | \n",
+ " 0.082800 | \n",
+ "
\n",
+ " \n",
+ " | 191 | \n",
+ " 0.082600 | \n",
+ "
\n",
+ " \n",
+ " | 192 | \n",
+ " 0.080300 | \n",
+ "
\n",
+ " \n",
+ " | 193 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 194 | \n",
+ " 0.077900 | \n",
+ "
\n",
+ " \n",
+ " | 195 | \n",
+ " 0.080100 | \n",
+ "
\n",
+ " \n",
+ " | 196 | \n",
+ " 0.079100 | \n",
+ "
\n",
+ " \n",
+ " | 197 | \n",
+ " 0.077100 | \n",
+ "
\n",
+ " \n",
+ " | 198 | \n",
+ " 0.075200 | \n",
+ "
\n",
+ " \n",
+ " | 199 | \n",
+ " 0.076800 | \n",
+ "
\n",
+ " \n",
+ " | 200 | \n",
+ " 0.076000 | \n",
+ "
\n",
+ " \n",
+ " | 201 | \n",
+ " 0.082700 | \n",
+ "
\n",
+ " \n",
+ " | 202 | \n",
+ " 0.080900 | \n",
+ "
\n",
+ " \n",
+ " | 203 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 204 | \n",
+ " 0.077900 | \n",
+ "
\n",
+ " \n",
+ " | 205 | \n",
+ " 0.080600 | \n",
+ "
\n",
+ " \n",
+ " | 206 | \n",
+ " 0.092600 | \n",
+ "
\n",
+ " \n",
+ " | 207 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 208 | \n",
+ " 0.073900 | \n",
+ "
\n",
+ " \n",
+ " | 209 | \n",
+ " 0.077800 | \n",
+ "
\n",
+ " \n",
+ " | 210 | \n",
+ " 0.079000 | \n",
+ "
\n",
+ " \n",
+ " | 211 | \n",
+ " 0.073600 | \n",
+ "
\n",
+ " \n",
+ " | 212 | \n",
+ " 0.079200 | \n",
+ "
\n",
+ " \n",
+ " | 213 | \n",
+ " 0.070000 | \n",
+ "
\n",
+ " \n",
+ " | 214 | \n",
+ " 0.072000 | \n",
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+ " \n",
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+ "\n",
+ " \n",
+ " \n",
+ "
\n",
+ " [ 439/3957 9:08:26 < 73:35:04, 0.01 it/s, Epoch 0.33/3]\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | Step | \n",
+ " Training Loss | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1 | \n",
+ " 1.190300 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1.170200 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1.127500 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.966100 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 0.900900 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 0.679400 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 0.508900 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 0.372600 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 0.314400 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " 0.239900 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " 0.224400 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " 0.220800 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " 0.210900 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " 0.198400 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " 0.168700 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " 0.177600 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " 0.165700 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " 0.165200 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " 0.158600 | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " 0.160900 | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " 0.150700 | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " 0.164300 | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " 0.153900 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " 0.152200 | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " 0.164800 | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " 0.157500 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 0.147100 | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " 0.153500 | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " 0.154900 | \n",
+ "
\n",
+ " \n",
+ " | 30 | \n",
+ " 0.140600 | \n",
+ "
\n",
+ " \n",
+ " | 31 | \n",
+ " 0.148100 | \n",
+ "
\n",
+ " \n",
+ " | 32 | \n",
+ " 0.150900 | \n",
+ "
\n",
+ " \n",
+ " | 33 | \n",
+ " 0.133300 | \n",
+ "
\n",
+ " \n",
+ " | 34 | \n",
+ " 0.137600 | \n",
+ "
\n",
+ " \n",
+ " | 35 | \n",
+ " 0.134300 | \n",
+ "
\n",
+ " \n",
+ " | 36 | \n",
+ " 0.134500 | \n",
+ "
\n",
+ " \n",
+ " | 37 | \n",
+ " 0.143400 | \n",
+ "
\n",
+ " \n",
+ " | 38 | \n",
+ " 0.131400 | \n",
+ "
\n",
+ " \n",
+ " | 39 | \n",
+ " 0.129300 | \n",
+ "
\n",
+ " \n",
+ " | 40 | \n",
+ " 0.134000 | \n",
+ "
\n",
+ " \n",
+ " | 41 | \n",
+ " 0.122100 | \n",
+ "
\n",
+ " \n",
+ " | 42 | \n",
+ " 0.122700 | \n",
+ "
\n",
+ " \n",
+ " | 43 | \n",
+ " 0.130300 | \n",
+ "
\n",
+ " \n",
+ " | 44 | \n",
+ " 0.126000 | \n",
+ "
\n",
+ " \n",
+ " | 45 | \n",
+ " 0.122300 | \n",
+ "
\n",
+ " \n",
+ " | 46 | \n",
+ " 0.133500 | \n",
+ "
\n",
+ " \n",
+ " | 47 | \n",
+ " 0.116900 | \n",
+ "
\n",
+ " \n",
+ " | 48 | \n",
+ " 0.125700 | \n",
+ "
\n",
+ " \n",
+ " | 49 | \n",
+ " 0.138400 | \n",
+ "
\n",
+ " \n",
+ " | 50 | \n",
+ " 0.137300 | \n",
+ "
\n",
+ " \n",
+ " | 51 | \n",
+ " 0.126000 | \n",
+ "
\n",
+ " \n",
+ " | 52 | \n",
+ " 0.125800 | \n",
+ "
\n",
+ " \n",
+ " | 53 | \n",
+ " 0.119500 | \n",
+ "
\n",
+ " \n",
+ " | 54 | \n",
+ " 0.115100 | \n",
+ "
\n",
+ " \n",
+ " | 55 | \n",
+ " 0.119800 | \n",
+ "
\n",
+ " \n",
+ " | 56 | \n",
+ " 0.113900 | \n",
+ "
\n",
+ " \n",
+ " | 57 | \n",
+ " 0.106700 | \n",
+ "
\n",
+ " \n",
+ " | 58 | \n",
+ " 0.102900 | \n",
+ "
\n",
+ " \n",
+ " | 59 | \n",
+ " 0.114900 | \n",
+ "
\n",
+ " \n",
+ " | 60 | \n",
+ " 0.108800 | \n",
+ "
\n",
+ " \n",
+ " | 61 | \n",
+ " 0.107000 | \n",
+ "
\n",
+ " \n",
+ " | 62 | \n",
+ " 0.107100 | \n",
+ "
\n",
+ " \n",
+ " | 63 | \n",
+ " 0.123400 | \n",
+ "
\n",
+ " \n",
+ " | 64 | \n",
+ " 0.111700 | \n",
+ "
\n",
+ " \n",
+ " | 65 | \n",
+ " 0.119400 | \n",
+ "
\n",
+ " \n",
+ " | 66 | \n",
+ " 0.105800 | \n",
+ "
\n",
+ " \n",
+ " | 67 | \n",
+ " 0.118200 | \n",
+ "
\n",
+ " \n",
+ " | 68 | \n",
+ " 0.103700 | \n",
+ "
\n",
+ " \n",
+ " | 69 | \n",
+ " 0.103800 | \n",
+ "
\n",
+ " \n",
+ " | 70 | \n",
+ " 0.114400 | \n",
+ "
\n",
+ " \n",
+ " | 71 | \n",
+ " 0.116800 | \n",
+ "
\n",
+ " \n",
+ " | 72 | \n",
+ " 0.110800 | \n",
+ "
\n",
+ " \n",
+ " | 73 | \n",
+ " 0.112000 | \n",
+ "
\n",
+ " \n",
+ " | 74 | \n",
+ " 0.097700 | \n",
+ "
\n",
+ " \n",
+ " | 75 | \n",
+ " 0.097700 | \n",
+ "
\n",
+ " \n",
+ " | 76 | \n",
+ " 0.104100 | \n",
+ "
\n",
+ " \n",
+ " | 77 | \n",
+ " 0.100000 | \n",
+ "
\n",
+ " \n",
+ " | 78 | \n",
+ " 0.097500 | \n",
+ "
\n",
+ " \n",
+ " | 79 | \n",
+ " 0.094400 | \n",
+ "
\n",
+ " \n",
+ " | 80 | \n",
+ " 0.099400 | \n",
+ "
\n",
+ " \n",
+ " | 81 | \n",
+ " 0.099900 | \n",
+ "
\n",
+ " \n",
+ " | 82 | \n",
+ " 0.105500 | \n",
+ "
\n",
+ " \n",
+ " | 83 | \n",
+ " 0.111300 | \n",
+ "
\n",
+ " \n",
+ " | 84 | \n",
+ " 0.091300 | \n",
+ "
\n",
+ " \n",
+ " | 85 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 86 | \n",
+ " 0.111600 | \n",
+ "
\n",
+ " \n",
+ " | 87 | \n",
+ " 0.095900 | \n",
+ "
\n",
+ " \n",
+ " | 88 | \n",
+ " 0.099900 | \n",
+ "
\n",
+ " \n",
+ " | 89 | \n",
+ " 0.100800 | \n",
+ "
\n",
+ " \n",
+ " | 90 | \n",
+ " 0.093300 | \n",
+ "
\n",
+ " \n",
+ " | 91 | \n",
+ " 0.094600 | \n",
+ "
\n",
+ " \n",
+ " | 92 | \n",
+ " 0.107300 | \n",
+ "
\n",
+ " \n",
+ " | 93 | \n",
+ " 0.090600 | \n",
+ "
\n",
+ " \n",
+ " | 94 | \n",
+ " 0.089100 | \n",
+ "
\n",
+ " \n",
+ " | 95 | \n",
+ " 0.099000 | \n",
+ "
\n",
+ " \n",
+ " | 96 | \n",
+ " 0.090400 | \n",
+ "
\n",
+ " \n",
+ " | 97 | \n",
+ " 0.098100 | \n",
+ "
\n",
+ " \n",
+ " | 98 | \n",
+ " 0.087900 | \n",
+ "
\n",
+ " \n",
+ " | 99 | \n",
+ " 0.097600 | \n",
+ "
\n",
+ " \n",
+ " | 100 | \n",
+ " 0.092100 | \n",
+ "
\n",
+ " \n",
+ " | 101 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 102 | \n",
+ " 0.089800 | \n",
+ "
\n",
+ " \n",
+ " | 103 | \n",
+ " 0.092700 | \n",
+ "
\n",
+ " \n",
+ " | 104 | \n",
+ " 0.092900 | \n",
+ "
\n",
+ " \n",
+ " | 105 | \n",
+ " 0.087100 | \n",
+ "
\n",
+ " \n",
+ " | 106 | \n",
+ " 0.099300 | \n",
+ "
\n",
+ " \n",
+ " | 107 | \n",
+ " 0.098400 | \n",
+ "
\n",
+ " \n",
+ " | 108 | \n",
+ " 0.095700 | \n",
+ "
\n",
+ " \n",
+ " | 109 | \n",
+ " 0.086000 | \n",
+ "
\n",
+ " \n",
+ " | 110 | \n",
+ " 0.092600 | \n",
+ "
\n",
+ " \n",
+ " | 111 | \n",
+ " 0.095200 | \n",
+ "
\n",
+ " \n",
+ " | 112 | \n",
+ " 0.092300 | \n",
+ "
\n",
+ " \n",
+ " | 113 | \n",
+ " 0.088600 | \n",
+ "
\n",
+ " \n",
+ " | 114 | \n",
+ " 0.086800 | \n",
+ "
\n",
+ " \n",
+ " | 115 | \n",
+ " 0.093900 | \n",
+ "
\n",
+ " \n",
+ " | 116 | \n",
+ " 0.089400 | \n",
+ "
\n",
+ " \n",
+ " | 117 | \n",
+ " 0.085200 | \n",
+ "
\n",
+ " \n",
+ " | 118 | \n",
+ " 0.088000 | \n",
+ "
\n",
+ " \n",
+ " | 119 | \n",
+ " 0.084600 | \n",
+ "
\n",
+ " \n",
+ " | 120 | \n",
+ " 0.085000 | \n",
+ "
\n",
+ " \n",
+ " | 121 | \n",
+ " 0.077800 | \n",
+ "
\n",
+ " \n",
+ " | 122 | \n",
+ " 0.081400 | \n",
+ "
\n",
+ " \n",
+ " | 123 | \n",
+ " 0.079400 | \n",
+ "
\n",
+ " \n",
+ " | 124 | \n",
+ " 0.085200 | \n",
+ "
\n",
+ " \n",
+ " | 125 | \n",
+ " 0.086700 | \n",
+ "
\n",
+ " \n",
+ " | 126 | \n",
+ " 0.090500 | \n",
+ "
\n",
+ " \n",
+ " | 127 | \n",
+ " 0.094300 | \n",
+ "
\n",
+ " \n",
+ " | 128 | \n",
+ " 0.088800 | \n",
+ "
\n",
+ " \n",
+ " | 129 | \n",
+ " 0.086400 | \n",
+ "
\n",
+ " \n",
+ " | 130 | \n",
+ " 0.085100 | \n",
+ "
\n",
+ " \n",
+ " | 131 | \n",
+ " 0.089200 | \n",
+ "
\n",
+ " \n",
+ " | 132 | \n",
+ " 0.086400 | \n",
+ "
\n",
+ " \n",
+ " | 133 | \n",
+ " 0.085700 | \n",
+ "
\n",
+ " \n",
+ " | 134 | \n",
+ " 0.086600 | \n",
+ "
\n",
+ " \n",
+ " | 135 | \n",
+ " 0.085100 | \n",
+ "
\n",
+ " \n",
+ " | 136 | \n",
+ " 0.086100 | \n",
+ "
\n",
+ " \n",
+ " | 137 | \n",
+ " 0.089200 | \n",
+ "
\n",
+ " \n",
+ " | 138 | \n",
+ " 0.090800 | \n",
+ "
\n",
+ " \n",
+ " | 139 | \n",
+ " 0.089900 | \n",
+ "
\n",
+ " \n",
+ " | 140 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 141 | \n",
+ " 0.081300 | \n",
+ "
\n",
+ " \n",
+ " | 142 | \n",
+ " 0.081300 | \n",
+ "
\n",
+ " \n",
+ " | 143 | \n",
+ " 0.084400 | \n",
+ "
\n",
+ " \n",
+ " | 144 | \n",
+ " 0.096700 | \n",
+ "
\n",
+ " \n",
+ " | 145 | \n",
+ " 0.084600 | \n",
+ "
\n",
+ " \n",
+ " | 146 | \n",
+ " 0.091900 | \n",
+ "
\n",
+ " \n",
+ " | 147 | \n",
+ " 0.083300 | \n",
+ "
\n",
+ " \n",
+ " | 148 | \n",
+ " 0.086900 | \n",
+ "
\n",
+ " \n",
+ " | 149 | \n",
+ " 0.086500 | \n",
+ "
\n",
+ " \n",
+ " | 150 | \n",
+ " 0.079600 | \n",
+ "
\n",
+ " \n",
+ " | 151 | \n",
+ " 0.078700 | \n",
+ "
\n",
+ " \n",
+ " | 152 | \n",
+ " 0.082500 | \n",
+ "
\n",
+ " \n",
+ " | 153 | \n",
+ " 0.077400 | \n",
+ "
\n",
+ " \n",
+ " | 154 | \n",
+ " 0.080600 | \n",
+ "
\n",
+ " \n",
+ " | 155 | \n",
+ " 0.079600 | \n",
+ "
\n",
+ " \n",
+ " | 156 | \n",
+ " 0.091500 | \n",
+ "
\n",
+ " \n",
+ " | 157 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 158 | \n",
+ " 0.082900 | \n",
+ "
\n",
+ " \n",
+ " | 159 | \n",
+ " 0.089100 | \n",
+ "
\n",
+ " \n",
+ " | 160 | \n",
+ " 0.076200 | \n",
+ "
\n",
+ " \n",
+ " | 161 | \n",
+ " 0.084900 | \n",
+ "
\n",
+ " \n",
+ " | 162 | \n",
+ " 0.091200 | \n",
+ "
\n",
+ " \n",
+ " | 163 | \n",
+ " 0.091000 | \n",
+ "
\n",
+ " \n",
+ " | 164 | \n",
+ " 0.081500 | \n",
+ "
\n",
+ " \n",
+ " | 165 | \n",
+ " 0.075500 | \n",
+ "
\n",
+ " \n",
+ " | 166 | \n",
+ " 0.081600 | \n",
+ "
\n",
+ " \n",
+ " | 167 | \n",
+ " 0.077400 | \n",
+ "
\n",
+ " \n",
+ " | 168 | \n",
+ " 0.081500 | \n",
+ "
\n",
+ " \n",
+ " | 169 | \n",
+ " 0.091400 | \n",
+ "
\n",
+ " \n",
+ " | 170 | \n",
+ " 0.086800 | \n",
+ "
\n",
+ " \n",
+ " | 171 | \n",
+ " 0.086300 | \n",
+ "
\n",
+ " \n",
+ " | 172 | \n",
+ " 0.078600 | \n",
+ "
\n",
+ " \n",
+ " | 173 | \n",
+ " 0.088400 | \n",
+ "
\n",
+ " \n",
+ " | 174 | \n",
+ " 0.086700 | \n",
+ "
\n",
+ " \n",
+ " | 175 | \n",
+ " 0.077100 | \n",
+ "
\n",
+ " \n",
+ " | 176 | \n",
+ " 0.077000 | \n",
+ "
\n",
+ " \n",
+ " | 177 | \n",
+ " 0.075900 | \n",
+ "
\n",
+ " \n",
+ " | 178 | \n",
+ " 0.091300 | \n",
+ "
\n",
+ " \n",
+ " | 179 | \n",
+ " 0.082400 | \n",
+ "
\n",
+ " \n",
+ " | 180 | \n",
+ " 0.078000 | \n",
+ "
\n",
+ " \n",
+ " | 181 | \n",
+ " 0.079000 | \n",
+ "
\n",
+ " \n",
+ " | 182 | \n",
+ " 0.098200 | \n",
+ "
\n",
+ " \n",
+ " | 183 | \n",
+ " 0.081100 | \n",
+ "
\n",
+ " \n",
+ " | 184 | \n",
+ " 0.081700 | \n",
+ "
\n",
+ " \n",
+ " | 185 | \n",
+ " 0.080200 | \n",
+ "
\n",
+ " \n",
+ " | 186 | \n",
+ " 0.087200 | \n",
+ "
\n",
+ " \n",
+ " | 187 | \n",
+ " 0.086300 | \n",
+ "
\n",
+ " \n",
+ " | 188 | \n",
+ " 0.082700 | \n",
+ "
\n",
+ " \n",
+ " | 189 | \n",
+ " 0.075700 | \n",
+ "
\n",
+ " \n",
+ " | 190 | \n",
+ " 0.082800 | \n",
+ "
\n",
+ " \n",
+ " | 191 | \n",
+ " 0.082600 | \n",
+ "
\n",
+ " \n",
+ " | 192 | \n",
+ " 0.080300 | \n",
+ "
\n",
+ " \n",
+ " | 193 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 194 | \n",
+ " 0.077900 | \n",
+ "
\n",
+ " \n",
+ " | 195 | \n",
+ " 0.080100 | \n",
+ "
\n",
+ " \n",
+ " | 196 | \n",
+ " 0.079100 | \n",
+ "
\n",
+ " \n",
+ " | 197 | \n",
+ " 0.077100 | \n",
+ "
\n",
+ " \n",
+ " | 198 | \n",
+ " 0.075200 | \n",
+ "
\n",
+ " \n",
+ " | 199 | \n",
+ " 0.076800 | \n",
+ "
\n",
+ " \n",
+ " | 200 | \n",
+ " 0.076000 | \n",
+ "
\n",
+ " \n",
+ " | 201 | \n",
+ " 0.082700 | \n",
+ "
\n",
+ " \n",
+ " | 202 | \n",
+ " 0.080900 | \n",
+ "
\n",
+ " \n",
+ " | 203 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 204 | \n",
+ " 0.077900 | \n",
+ "
\n",
+ " \n",
+ " | 205 | \n",
+ " 0.080600 | \n",
+ "
\n",
+ " \n",
+ " | 206 | \n",
+ " 0.092600 | \n",
+ "
\n",
+ " \n",
+ " | 207 | \n",
+ " 0.081000 | \n",
+ "
\n",
+ " \n",
+ " | 208 | \n",
+ " 0.073900 | \n",
+ "
\n",
+ " \n",
+ " | 209 | \n",
+ " 0.077800 | \n",
+ "
\n",
+ " \n",
+ " | 210 | \n",
+ " 0.079000 | \n",
+ "
\n",
+ " \n",
+ " | 211 | \n",
+ " 0.073600 | \n",
+ "
\n",
+ " \n",
+ " | 212 | \n",
+ " 0.079200 | \n",
+ "
\n",
+ " \n",
+ " | 213 | \n",
+ " 0.070000 | \n",
+ "
\n",
+ " \n",
+ " | 214 | \n",
+ " 0.072000 | \n",
+ "
\n",
+ " \n",
+ " | 215 | \n",
+ " 0.081300 | \n",
+ "
\n",
+ " \n",
+ " | 216 | \n",
+ " 0.076300 | \n",
+ "
\n",
+ " \n",
+ " | 217 | \n",
+ " 0.075100 | \n",
+ "
\n",
+ " \n",
+ " | 218 | \n",
+ " 0.077500 | \n",
+ "
\n",
+ " \n",
+ " | 219 | \n",
+ " 0.072600 | \n",
+ "
\n",
+ " \n",
+ " | 220 | \n",
+ " 0.079000 | \n",
+ "
\n",
+ " \n",
+ " | 221 | \n",
+ " 0.083400 | \n",
+ "
\n",
+ " \n",
+ " | 222 | \n",
+ " 0.078400 | \n",
+ "
\n",
+ " \n",
+ " | 223 | \n",
+ " 0.082300 | \n",
+ "
\n",
+ " \n",
+ " | 224 | \n",
+ " 0.081200 | \n",
+ "
\n",
+ " \n",
+ " | 225 | \n",
+ " 0.076200 | \n",
+ "
\n",
+ " \n",
+ " | 226 | \n",
+ " 0.078500 | \n",
+ "
\n",
+ " \n",
+ " | 227 | \n",
+ " 0.069100 | \n",
+ "
\n",
+ " \n",
+ " | 228 | \n",
+ " 0.079800 | \n",
+ "
\n",
+ " \n",
+ " | 229 | \n",
+ " 0.084200 | \n",
+ "
\n",
+ " \n",
+ " | 230 | \n",
+ " 0.075800 | \n",
+ "
\n",
+ " \n",
+ " | 231 | \n",
+ " 0.073700 | \n",
+ "
\n",
+ " \n",
+ " | 232 | \n",
+ " 0.081600 | \n",
+ "
\n",
+ " \n",
+ " | 233 | \n",
+ " 0.080200 | \n",
+ "
\n",
+ " \n",
+ " | 234 | \n",
+ " 0.072400 | \n",
+ "
\n",
+ " \n",
+ " | 235 | \n",
+ " 0.079200 | \n",
+ "
\n",
+ " \n",
+ " | 236 | \n",
+ " 0.074500 | \n",
+ "
\n",
+ " \n",
+ " | 237 | \n",
+ " 0.074300 | \n",
+ "
\n",
+ " \n",
+ " | 238 | \n",
+ " 0.076100 | \n",
+ "
\n",
+ " \n",
+ " | 239 | \n",
+ " 0.074900 | \n",
+ "
\n",
+ " \n",
+ " | 240 | \n",
+ " 0.070300 | \n",
+ "
\n",
+ " \n",
+ " | 241 | \n",
+ " 0.074700 | \n",
+ "
\n",
+ " \n",
+ " | 242 | \n",
+ " 0.077300 | \n",
+ "
\n",
+ " \n",
+ " | 243 | \n",
+ " 0.078800 | \n",
+ "
\n",
+ " \n",
+ " | 244 | \n",
+ " 0.070700 | \n",
+ "
\n",
+ " \n",
+ " | 245 | \n",
+ " 0.072600 | \n",
+ "
\n",
+ " \n",
+ " | 246 | \n",
+ " 0.080200 | \n",
+ "
\n",
+ " \n",
+ " | 247 | \n",
+ " 0.073800 | \n",
+ "
\n",
+ " \n",
+ " | 248 | \n",
+ " 0.069400 | \n",
+ "
\n",
+ " \n",
+ " | 249 | \n",
+ " 0.080000 | \n",
+ "
\n",
+ " \n",
+ " | 250 | \n",
+ " 0.076700 | \n",
+ "
\n",
+ " \n",
+ " | 251 | \n",
+ " 0.072000 | \n",
+ "
\n",
+ " \n",
+ " | 252 | \n",
+ " 0.072700 | \n",
+ "
\n",
+ " \n",
+ " | 253 | \n",
+ " 0.076100 | \n",
+ "
\n",
+ " \n",
+ " | 254 | \n",
+ " 0.074600 | \n",
+ "
\n",
+ " \n",
+ " | 255 | \n",
+ " 0.072800 | \n",
+ "
\n",
+ " \n",
+ " | 256 | \n",
+ " 0.080100 | \n",
+ "
\n",
+ " \n",
+ " | 257 | \n",
+ " 0.086300 | \n",
+ "
\n",
+ " \n",
+ " | 258 | \n",
+ " 0.084900 | \n",
+ "
\n",
+ " \n",
+ " | 259 | \n",
+ " 0.077100 | \n",
+ "
\n",
+ " \n",
+ " | 260 | \n",
+ " 0.071000 | \n",
+ "
\n",
+ " \n",
+ " | 261 | \n",
+ " 0.068500 | \n",
+ "
\n",
+ " \n",
+ " | 262 | \n",
+ " 0.076300 | \n",
+ "
\n",
+ " \n",
+ " | 263 | \n",
+ " 0.064500 | \n",
+ "
\n",
+ " \n",
+ " | 264 | \n",
+ " 0.072700 | \n",
+ "
\n",
+ " \n",
+ " | 265 | \n",
+ " 0.073000 | \n",
+ "
\n",
+ " \n",
+ " | 266 | \n",
+ " 0.074900 | \n",
+ "
\n",
+ " \n",
+ " | 267 | \n",
+ " 0.082100 | \n",
+ "
\n",
+ " \n",
+ " | 268 | \n",
+ " 0.074900 | \n",
+ "
\n",
+ " \n",
+ " | 269 | \n",
+ " 0.073800 | \n",
+ "
\n",
+ " \n",
+ " | 270 | \n",
+ " 0.077600 | \n",
+ "
\n",
+ " \n",
+ " | 271 | \n",
+ " 0.076300 | \n",
+ "
\n",
+ " \n",
+ " | 272 | \n",
+ " 0.075700 | \n",
+ "
\n",
+ " \n",
+ " | 273 | \n",
+ " 0.067600 | \n",
+ "
\n",
+ " \n",
+ " | 274 | \n",
+ " 0.071000 | \n",
+ "
\n",
+ " \n",
+ " | 275 | \n",
+ " 0.071800 | \n",
+ "
\n",
+ " \n",
+ " | 276 | \n",
+ " 0.075600 | \n",
+ "
\n",
+ " \n",
+ " | 277 | \n",
+ " 0.076600 | \n",
+ "
\n",
+ " \n",
+ " | 278 | \n",
+ " 0.080500 | \n",
+ "
\n",
+ " \n",
+ " | 279 | \n",
+ " 0.071600 | \n",
+ "
\n",
+ " \n",
+ " | 280 | \n",
+ " 0.069700 | \n",
+ "
\n",
+ " \n",
+ " | 281 | \n",
+ " 0.076500 | \n",
+ "
\n",
+ " \n",
+ " | 282 | \n",
+ " 0.072700 | \n",
+ "
\n",
+ " \n",
+ " | 283 | \n",
+ " 0.073800 | \n",
+ "
\n",
+ " \n",
+ " | 284 | \n",
+ " 0.073000 | \n",
+ "
\n",
+ " \n",
+ " | 285 | \n",
+ " 0.074000 | \n",
+ "
\n",
+ " \n",
+ " | 286 | \n",
+ " 0.070800 | \n",
+ "
\n",
+ " \n",
+ " | 287 | \n",
+ " 0.069300 | \n",
+ "
\n",
+ " \n",
+ " | 288 | \n",
+ " 0.073700 | \n",
+ "
\n",
+ " \n",
+ " | 289 | \n",
+ " 0.072500 | \n",
+ "
\n",
+ " \n",
+ " | 290 | \n",
+ " 0.071000 | \n",
+ "
\n",
+ " \n",
+ " | 291 | \n",
+ " 0.068400 | \n",
+ "
\n",
+ " \n",
+ " | 292 | \n",
+ " 0.074700 | \n",
+ "
\n",
+ " \n",
+ " | 293 | \n",
+ " 0.070700 | \n",
+ "
\n",
+ " \n",
+ " | 294 | \n",
+ " 0.076200 | \n",
+ "
\n",
+ " \n",
+ " | 295 | \n",
+ " 0.073800 | \n",
+ "
\n",
+ " \n",
+ " | 296 | \n",
+ " 0.078400 | \n",
+ "
\n",
+ " \n",
+ " | 297 | \n",
+ " 0.071900 | \n",
+ "
\n",
+ " \n",
+ " | 298 | \n",
+ " 0.071300 | \n",
+ "
\n",
+ " \n",
+ " | 299 | \n",
+ " 0.074200 | \n",
+ "
\n",
+ " \n",
+ " | 300 | \n",
+ " 0.077000 | \n",
+ "
\n",
+ " \n",
+ " | 301 | \n",
+ " 0.075700 | \n",
+ "
\n",
+ " \n",
+ " | 302 | \n",
+ " 0.077400 | \n",
+ "
\n",
+ " \n",
+ " | 303 | \n",
+ " 0.069400 | \n",
+ "
\n",
+ " \n",
+ " | 304 | \n",
+ " 0.073200 | \n",
+ "
\n",
+ " \n",
+ " | 305 | \n",
+ " 0.069400 | \n",
+ "
\n",
+ " \n",
+ " | 306 | \n",
+ " 0.070000 | \n",
+ "
\n",
+ " \n",
+ " | 307 | \n",
+ " 0.067700 | \n",
+ "
\n",
+ " \n",
+ " | 308 | \n",
+ " 0.071400 | \n",
+ "
\n",
+ " \n",
+ " | 309 | \n",
+ " 0.073300 | \n",
+ "
\n",
+ " \n",
+ " | 310 | \n",
+ " 0.076000 | \n",
+ "
\n",
+ " \n",
+ " | 311 | \n",
+ " 0.071200 | \n",
+ "
\n",
+ " \n",
+ " | 312 | \n",
+ " 0.074500 | \n",
+ "
\n",
+ " \n",
+ " | 313 | \n",
+ " 0.072700 | \n",
+ "
\n",
+ " \n",
+ " | 314 | \n",
+ " 0.081700 | \n",
+ "
\n",
+ " \n",
+ " | 315 | \n",
+ " 0.069900 | \n",
+ "
\n",
+ " \n",
+ " | 316 | \n",
+ " 0.075000 | \n",
+ "
\n",
+ " \n",
+ " | 317 | \n",
+ " 0.074700 | \n",
+ "
\n",
+ " \n",
+ " | 318 | \n",
+ " 0.078000 | \n",
+ "
\n",
+ " \n",
+ " | 319 | \n",
+ " 0.073400 | \n",
+ "
\n",
+ " \n",
+ " | 320 | \n",
+ " 0.083300 | \n",
+ "
\n",
+ " \n",
+ " | 321 | \n",
+ " 0.070800 | \n",
+ "
\n",
+ " \n",
+ " | 322 | \n",
+ " 0.067300 | \n",
+ "
\n",
+ " \n",
+ " | 323 | \n",
+ " 0.078400 | \n",
+ "
\n",
+ " \n",
+ " | 324 | \n",
+ " 0.075700 | \n",
+ "
\n",
+ " \n",
+ " | 325 | \n",
+ " 0.073500 | \n",
+ "
\n",
+ " \n",
+ " | 326 | \n",
+ " 0.071200 | \n",
+ "
\n",
+ " \n",
+ " | 327 | \n",
+ " 0.073300 | \n",
+ "
\n",
+ " \n",
+ " | 328 | \n",
+ " 0.075900 | \n",
+ "
\n",
+ " \n",
+ " | 329 | \n",
+ " 0.069500 | \n",
+ "
\n",
+ " \n",
+ " | 330 | \n",
+ " 0.072200 | \n",
+ "
\n",
+ " \n",
+ " | 331 | \n",
+ " 0.070200 | \n",
+ "
\n",
+ " \n",
+ " | 332 | \n",
+ " 0.070300 | \n",
+ "
\n",
+ " \n",
+ " | 333 | \n",
+ " 0.076900 | \n",
+ "
\n",
+ " \n",
+ " | 334 | \n",
+ " 0.071200 | \n",
+ "
\n",
+ " \n",
+ " | 335 | \n",
+ " 0.072200 | \n",
+ "
\n",
+ " \n",
+ " | 336 | \n",
+ " 0.070600 | \n",
+ "
\n",
+ " \n",
+ " | 337 | \n",
+ " 0.070700 | \n",
+ "
\n",
+ " \n",
+ " | 338 | \n",
+ " 0.077800 | \n",
+ "
\n",
+ " \n",
+ " | 339 | \n",
+ " 0.076100 | \n",
+ "
\n",
+ " \n",
+ " | 340 | \n",
+ " 0.073700 | \n",
+ "
\n",
+ " \n",
+ " | 341 | \n",
+ " 0.077700 | \n",
+ "
\n",
+ " \n",
+ " | 342 | \n",
+ " 0.072300 | \n",
+ "
\n",
+ " \n",
+ " | 343 | \n",
+ " 0.068200 | \n",
+ "
\n",
+ " \n",
+ " | 344 | \n",
+ " 0.068600 | \n",
+ "
\n",
+ " \n",
+ " | 345 | \n",
+ " 0.068300 | \n",
+ "
\n",
+ " \n",
+ " | 346 | \n",
+ " 0.074800 | \n",
+ "
\n",
+ " \n",
+ " | 347 | \n",
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+ "
\n",
+ " \n",
+ " | 348 | \n",
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+ "
\n",
+ " \n",
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+ "
\n",
+ " \n",
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+ "
\n",
+ " \n",
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\n",
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+ "
\n",
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\n",
+ " \n",
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\n",
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\n",
+ " \n",
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\n",
+ " \n",
+ " | 357 | \n",
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+ "
\n",
+ " \n",
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\n",
+ " \n",
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+ "
\n",
+ " \n",
+ " | 360 | \n",
+ " 0.066200 | \n",
+ "
\n",
+ " \n",
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+ " 0.065700 | \n",
+ "
\n",
+ " \n",
+ " | 362 | \n",
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\n",
+ " \n",
+ " | 363 | \n",
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+ "
\n",
+ " \n",
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+ " 0.066600 | \n",
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\n",
+ " \n",
+ " | 365 | \n",
+ " 0.069300 | \n",
+ "
\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
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+ " 0.073500 | \n",
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\n",
+ " \n",
+ " | 387 | \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
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\n",
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\n",
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\n",
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\n",
+ " \n",
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\n",
+ " \n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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\n",
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"
+ ]
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "try:\n",
+ " trainer_stats = trainer.train(resume_from_checkpoint=True)\n",
+ "except:\n",
+ " trainer_stats = trainer.train()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
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+ "runtime.unassign()"
+ ],
+ "metadata": {
+ "id": "h44slV_NISp2"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
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