mirror of
https://github.com/labmlai/annotated_deep_learning_paper_implementations.git
synced 2025-11-01 20:28:41 +08:00
colab notebook
This commit is contained in:
Varuna Jayasiri
@ -24,6 +24,11 @@ Main differences of this to a standard autoregressive transformer
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are the parameter initialization, weight decay, and learning rate schedule.
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For the transformer we reuse the
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[existing labml/nn transformer implementation](https://lab-ml.com/labml_nn/transformers/).
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Here's a notebook for training a GPT mode on Tiny Shakespeare dataset.
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[](https://colab.research.google.com/github/lab-ml/nn/blob/master/labml_nn/transformers/gpt/experiment.ipynb)
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[](https://web.lab-ml.com/run?uuid=0324c6d0562111eba65d0242ac1c0002)
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"""
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import torch
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624
labml_nn/transformers/gpt/experiment.ipynb
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624
labml_nn/transformers/gpt/experiment.ipynb
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@ -0,0 +1,624 @@
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"name": "GPT",
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"provenance": [],
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"collapsed_sections": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"accelerator": "GPU"
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "AYV_dMVDxyc2"
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},
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"source": [
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"[](https://github.com/lab-ml/nn)\n",
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"[](https://colab.research.google.com/github/lab-ml/nn/blob/master/labml_nn/transformers/gpt/experiment.ipynb) \n",
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"\n",
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"## Training a model with GPT architecture\n",
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"\n",
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"This is an experiment training Tiny Shakespeare dataset with GPT architecture model."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "AahG_i2y5tY9"
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},
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"source": [
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"Install the `labml-nn` package"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "ZCzmCrAIVg0L",
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"colab": {
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"base_uri": "https://localhost:8080/"
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},
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"outputId": "9c544df4-3fc7-4152-b50d-07919dbfb9de"
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},
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"source": [
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"!pip install labml-nn"
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],
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"execution_count": 1,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Collecting labml-nn\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/f5/92/c454c38d613449e9cfee59809b83589bfc5463ebcf39a72126c268e31a77/labml_nn-0.4.78-py3-none-any.whl (111kB)\n",
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"\u001b[K |████████████████████████████████| 112kB 8.4MB/s \n",
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"\u001b[?25hCollecting labml>=0.4.86\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/a7/d3/f8708934e0062e6403faa2a36d97e1677097740c94f90fd7c04ea986d7cf/labml-0.4.89-py3-none-any.whl (97kB)\n",
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"\u001b[K |████████████████████████████████| 102kB 6.1MB/s \n",
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"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.19.5)\n",
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"Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.7.0+cu101)\n",
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"Collecting einops\n",
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" Downloading https://files.pythonhosted.org/packages/5d/a0/9935e030634bf60ecd572c775f64ace82ceddf2f504a5fd3902438f07090/einops-0.3.0-py2.py3-none-any.whl\n",
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"Collecting labml-helpers>=0.4.72\n",
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" Downloading https://files.pythonhosted.org/packages/ec/58/2b7dcfde4565134ad97cdfe96ad7070fef95c37be2cbc066b608c9ae5c1d/labml_helpers-0.4.72-py3-none-any.whl\n",
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"Collecting pyyaml>=5.3.1\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/64/c2/b80047c7ac2478f9501676c988a5411ed5572f35d1beff9cae07d321512c/PyYAML-5.3.1.tar.gz (269kB)\n",
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"\u001b[K |████████████████████████████████| 276kB 11.7MB/s \n",
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"\u001b[?25hCollecting gitpython\n",
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"\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (3.7.4.3)\n",
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"Requirement already satisfied: dataclasses in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.8)\n",
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"Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.16.0)\n",
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"Collecting gitdb<5,>=4.0.1\n",
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"\u001b[?25l Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\n",
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"\u001b[K |████████████████████████████████| 71kB 8.7MB/s \n",
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"\u001b[?25hCollecting smmap<4,>=3.0.1\n",
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" Downloading https://files.pythonhosted.org/packages/b0/9a/4d409a6234eb940e6a78dfdfc66156e7522262f5f2fecca07dc55915952d/smmap-3.0.4-py2.py3-none-any.whl\n",
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"Building wheels for collected packages: pyyaml\n",
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" Building wheel for pyyaml (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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" Created wheel for pyyaml: filename=PyYAML-5.3.1-cp36-cp36m-linux_x86_64.whl size=44621 sha256=8a5f1cee9425b47a5677f6229a8cdaea31a4c0c52473052981369bc0f865efe2\n",
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" Stored in directory: /root/.cache/pip/wheels/a7/c1/ea/cf5bd31012e735dc1dfea3131a2d5eae7978b251083d6247bd\n",
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"Successfully built pyyaml\n",
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"Installing collected packages: pyyaml, smmap, gitdb, gitpython, labml, einops, labml-helpers, labml-nn\n",
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" Found existing installation: PyYAML 3.13\n",
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" Uninstalling PyYAML-3.13:\n",
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" Successfully uninstalled PyYAML-3.13\n",
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"Successfully installed einops-0.3.0 gitdb-4.0.5 gitpython-3.1.12 labml-0.4.89 labml-helpers-0.4.72 labml-nn-0.4.78 pyyaml-5.3.1 smmap-3.0.4\n"
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],
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"name": "stdout"
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}
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "SE2VUQ6L5zxI"
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},
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"source": [
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"Imports"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "0hJXx_g0wS2C"
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},
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"source": [
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"import torch\n",
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"import torch.nn as nn\n",
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"\n",
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"from labml import experiment\n",
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"from labml.configs import option\n",
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"from labml_helpers.module import Module\n",
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"from labml_nn.transformers.gpt import Configs"
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],
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"execution_count": 2,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "Lpggo0wM6qb-"
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},
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"source": [
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"Create an experiment"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "bFcr9k-l4cAg"
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},
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"source": [
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"experiment.create(name=\"gpt\")"
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],
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"execution_count": 3,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "-OnHLi626tJt"
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},
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"source": [
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"Initialize [GPT configurations](https://lab-ml.com/labml_nn/transformers/gpt/)"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "Piz0c5f44hRo"
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},
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"source": [
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"conf = Configs()"
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],
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"execution_count": 4,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "wwMzCqpD6vkL"
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},
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"source": [
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"Set experiment configurations and assign a configurations dictionary to override configurations"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 17
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},
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"id": "e6hmQhTw4nks",
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"outputId": "018b39d7-7d84-4651-8b33-80de77d58ace"
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},
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"source": [
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"experiment.configs(conf, {\n",
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" # Use character level tokenizer\n",
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" 'tokenizer': 'character',\n",
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" # Prompt separator is blank\n",
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" 'prompt_separator': '',\n",
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" # Starting prompt for sampling\n",
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" 'prompt': 'It is ',\n",
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" # Use Tiny Shakespeare dataset\n",
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" 'text': 'tiny_shakespeare',\n",
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"\n",
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" # Use a context size of $128$\n",
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" 'seq_len': 128,\n",
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" # Train for $32$ epochs\n",
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" 'epochs': 32,\n",
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" # Batch size $128$\n",
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" 'batch_size': 128,\n",
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" # Switch between training and validation for $10$ times\n",
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" # per epoch\n",
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" 'inner_iterations': 10,\n",
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"\n",
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" # Transformer configurations\n",
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" 'transformer.d_model': 512,\n",
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" 'transformer.d_ff': 2048,\n",
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" 'transformer.n_heads': 8,\n",
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" 'transformer.n_layers': 6\n",
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"})"
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],
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"execution_count": 5,
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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"text/html": [
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"<pre style=\"overflow-x: scroll;\"></pre>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
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"metadata": {
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"tags": []
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}
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}
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "EvI7MtgJ61w5"
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},
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"source": [
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"Set PyTorch models for loading and saving"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 459
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},
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"id": "GDlt7dp-5ALt",
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"outputId": "e7768185-4a3c-4fec-f688-73c0463db015"
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},
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"source": [
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"experiment.add_pytorch_models({'model': conf.model})"
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],
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"execution_count": 6,
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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"text/html": [
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"<pre style=\"overflow-x: scroll;\">Prepare model...\n",
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" Prepare transformer...\n",
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" Prepare n_tokens...\n",
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" Prepare text...\n",
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" Prepare tokenizer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t4.91ms</span>\n",
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" Download<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t261.22ms</span>\n",
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" Load data<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t7.26ms</span>\n",
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" Tokenize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t27.96ms</span>\n",
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" Build vocabulary<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t137.31ms</span>\n",
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" Prepare text<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t458.67ms</span>\n",
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" Prepare n_tokens<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t465.05ms</span>\n",
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" Prepare transformer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t472.81ms</span>\n",
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" Prepare encoder...\n",
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" Prepare encoder_layer...\n",
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" Prepare encoder_attn<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t46.65ms</span>\n",
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" Prepare feed_forward...\n",
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" Prepare feed_forward_activation<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t4.62ms</span>\n",
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" Prepare feed_forward<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t25.12ms</span>\n",
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" Prepare encoder_layer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t115.91ms</span>\n",
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" Prepare encoder<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t165.88ms</span>\n",
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" Prepare src_embed<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t76.85ms</span>\n",
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" Prepare generator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t3.92ms</span>\n",
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" Prepare device...\n",
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" Prepare device_info<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t63.02ms</span>\n",
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" Prepare device<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t66.20ms</span>\n",
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"Prepare model<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t11,075.54ms</span>\n",
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"</pre>"
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],
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"text/plain": [
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"<IPython.core.display.HTML object>"
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]
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},
|
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"metadata": {
|
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"tags": []
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}
|
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}
|
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]
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||||
},
|
||||
{
|
||||
"cell_type": "markdown",
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||||
"metadata": {
|
||||
"id": "KJZRf8527GxL"
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||||
},
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"source": [
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"Start the experiment and run the training loop."
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]
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||||
},
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||||
{
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"cell_type": "code",
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"metadata": {
|
||||
"colab": {
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||||
"base_uri": "https://localhost:8080/",
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||||
"height": 1000
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||||
},
|
||||
"id": "aIAWo7Fw5DR8",
|
||||
"outputId": "d4ca5ae0-6a97-439e-a318-010cb3f288cd"
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},
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"source": [
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"# Start the experiment\n",
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"with experiment.start():\n",
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" conf.run()"
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],
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"execution_count": 7,
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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"text/html": [
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"<pre style=\"overflow-x: scroll;\">\n",
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"<strong><span style=\"text-decoration: underline\">gpt</span></strong>: <span style=\"color: #208FFB\">0324c6d0562111eba65d0242ac1c0002</span>\n",
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"\t[dirty]: <strong><span style=\"color: #DDB62B\">\"\"</span></strong>\n",
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"Initialize...\n",
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" Prepare mode<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t2.91ms</span>\n",
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"Initialize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t105.13ms</span>\n",
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"Prepare validator...\n",
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" Prepare valid_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t112.67ms</span>\n",
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"Prepare validator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t259.72ms</span>\n",
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"<span style=\"color: #C5C1B4\"></span>\n",
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"<span style=\"color: #C5C1B4\">--------------------------------------------------</span><span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>\n",
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"<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\">LABML WARNING</span></strong></span>\n",
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"<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>LabML App Warning: <span style=\"color: #60C6C8\">empty_token: </span><strong>Please create a valid token at https://web.lab-ml.com.</strong>\n",
|
||||
"<strong>Click on the experiment link to monitor the experiment and add it to your experiments list.</strong><span style=\"color: #C5C1B4\"></span>\n",
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"<span style=\"color: #C5C1B4\">--------------------------------------------------</span>\n",
|
||||
"<span style=\"color: #208FFB\">Monitor experiment at </span><a href='https://web.lab-ml.com/run?uuid=0324c6d0562111eba65d0242ac1c0002' target='blank'>https://web.lab-ml.com/run?uuid=0324c6d0562111eba65d0242ac1c0002</a>\n",
|
||||
"\n",
|
||||
" Prepare train_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t105.04ms</span>\n",
|
||||
"Prepare trainer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t207.61ms</span>\n",
|
||||
"Prepare training_loop...\n",
|
||||
" Prepare loop_count<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t51.30ms</span>\n",
|
||||
"Prepare training_loop<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t374.91ms</span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>L</strong><strong>m</strong><strong>B</strong><strong>s</strong><strong>u</strong><strong>u</strong><strong>w</strong><strong>s</strong><strong>d</strong><strong>t</strong><strong>U</strong><strong>U</strong><strong>Q</strong><strong>U</strong><strong>H</strong><strong>H</strong><strong>H</strong><strong>s</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong>B</strong><strong>s</strong><strong>Y</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>s</strong><strong> </strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>s</strong><strong> </strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>a</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">1,003,776: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 303ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 53,938ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 1,973ms </span> loss.train: <span style=\"color: #C5C1B4\"> 2.38163</span> accuracy.train: <span style=\"color: #C5C1B4\">0.250702</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.36796</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.269186</span> <span style=\"color: #208FFB\">61,419ms</span><span style=\"color: #D160C4\"> 0:01m/ 0:31m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">2,007,552: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 320ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 50,987ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,146ms </span> loss.train: <span style=\"color: #C5C1B4\"> 2.11509</span> accuracy.train: <span style=\"color: #C5C1B4\">0.343499</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.17901</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.343077</span> <span style=\"color: #208FFB\">59,401ms</span><span style=\"color: #D160C4\"> 0:01m/ 0:29m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>e</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">3,011,328: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 326ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,276ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,203ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.86443</span> accuracy.train: <span style=\"color: #C5C1B4\">0.415378</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.99342</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.396061</span> <span style=\"color: #208FFB\">58,651ms</span><span style=\"color: #D160C4\"> 0:02m/ 0:28m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">4,015,104: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 341ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,141ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,202ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.74658</span> accuracy.train: <span style=\"color: #C5C1B4\">0.464521</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.86725</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.433598</span> <span style=\"color: #208FFB\">58,268ms</span><span style=\"color: #D160C4\"> 0:03m/ 0:27m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>a</strong><strong>n</strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>a</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">5,018,880: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 351ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,208ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,213ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.67815</span> accuracy.train: <span style=\"color: #C5C1B4\">0.499096</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.76973</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.463422</span> <span style=\"color: #208FFB\">58,122ms</span><span style=\"color: #D160C4\"> 0:04m/ 0:26m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>i</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">6,022,656: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 354ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 50,986ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,220ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.54598</span> accuracy.train: <span style=\"color: #C5C1B4\">0.521924</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.66606</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.481630</span> <span style=\"color: #208FFB\">57,965ms</span><span style=\"color: #D160C4\"> 0:05m/ 0:25m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong>.</strong><strong></strong>\n",
|
||||
"<strong></strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong>.</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong>C</strong><strong>O</strong><strong>M</strong><strong>I</strong><strong>N</strong><strong>I</strong><strong>U</strong><strong>S</strong><strong>:</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>I</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">7,026,432: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 360ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,237ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,235ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.46728</span> accuracy.train: <span style=\"color: #C5C1B4\">0.540290</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.66135</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.495802</span> <span style=\"color: #208FFB\">57,923ms</span><span style=\"color: #D160C4\"> 0:06m/ 0:24m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>A</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>s</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">8,030,208: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 371ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,149ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,215ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.42535</span> accuracy.train: <span style=\"color: #C5C1B4\">0.554010</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63348</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.507633</span> <span style=\"color: #208FFB\">57,901ms</span><span style=\"color: #D160C4\"> 0:07m/ 0:23m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>r</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>y</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">9,033,984: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 382ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,031ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,218ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.39141</span> accuracy.train: <span style=\"color: #C5C1B4\">0.565689</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.65321</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.512145</span> <span style=\"color: #208FFB\">57,884ms</span><span style=\"color: #D160C4\"> 0:08m/ 0:22m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>s</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>s</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">10,037,760: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 394ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,195ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,231ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.33575</span> accuracy.train: <span style=\"color: #C5C1B4\">0.575717</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.61892</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.519455</span> <span style=\"color: #208FFB\">57,919ms</span><span style=\"color: #D160C4\"> 0:09m/ 0:21m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>.</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>p</strong><strong>l</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong><strong>h</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>v</strong><strong>o</strong><strong>k</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">11,041,536: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 402ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,201ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,238ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.32079</span> accuracy.train: <span style=\"color: #C5C1B4\">0.585922</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.54672</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.521141</span> <span style=\"color: #208FFB\">57,958ms</span><span style=\"color: #D160C4\"> 0:10m/ 0:20m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong>.</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong>L</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>e</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>p</strong><strong>l</strong><strong>e</strong><strong>s</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>a</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong>.</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong>A</strong><strong>U</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">12,045,312: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 418ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,201ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,240ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.29904</span> accuracy.train: <span style=\"color: #C5C1B4\">0.594461</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58210</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.524935</span> <span style=\"color: #208FFB\">58,013ms</span><span style=\"color: #D160C4\"> 0:11m/ 0:19m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>o</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>i</strong><strong>e</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>A</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>s</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>c</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>a</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">13,049,088: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 437ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,117ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,237ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.26697</span> accuracy.train: <span style=\"color: #C5C1B4\">0.603765</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.57502</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.526765</span> <span style=\"color: #208FFB\">58,092ms</span><span style=\"color: #D160C4\"> 0:12m/ 0:18m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>,</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>l</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>m</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">14,052,864: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 443ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,152ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,223ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.21225</span> accuracy.train: <span style=\"color: #C5C1B4\">0.612812</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58159</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.528407</span> <span style=\"color: #208FFB\">58,138ms</span><span style=\"color: #D160C4\"> 0:13m/ 0:17m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>b</strong><strong>u</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>u</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>j</strong><strong>e</strong><strong>c</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>d</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">15,056,640: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 452ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,115ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,240ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.22173</span> accuracy.train: <span style=\"color: #C5C1B4\">0.622129</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58946</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527285</span> <span style=\"color: #208FFB\">58,204ms</span><span style=\"color: #D160C4\"> 0:14m/ 0:16m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>i</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>l</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>d</strong><strong>e</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>o</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>l</strong><strong>d</strong><strong>i</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>q</strong><strong>u</strong><strong>e</strong><strong>r</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">16,060,416: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 457ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,418ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,239ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.17331</span> accuracy.train: <span style=\"color: #C5C1B4\">0.630410</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63163</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527393</span> <span style=\"color: #208FFB\">58,299ms</span><span style=\"color: #D160C4\"> 0:15m/ 0:15m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>l</strong><strong>l</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>a</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>g</strong><strong>r</strong><strong>e</strong><strong>a</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>d</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>i</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>?</strong><strong></strong>\n",
|
||||
"<strong></strong><strong></strong>\n",
|
||||
"<strong></strong><strong>D</strong><strong>U</strong><strong>K</strong><strong>E</strong><strong> </strong><strong>O</strong><strong>F</strong><strong> </strong><strong>Y</strong><strong>O</strong><strong>R</strong><strong>K</strong><strong>:</strong><strong></strong>\n",
|
||||
"<strong></strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>l</strong><strong>d</strong><strong>i</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">17,064,192: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 480ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 51,259ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,239ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.16549</span> accuracy.train: <span style=\"color: #C5C1B4\">0.639204</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.60157</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527572</span> <span style=\"color: #208FFB\">58,395ms</span><span style=\"color: #D160C4\"> 0:16m/ 0:14m </span>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>I</strong><strong> </strong><strong>m</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>,</strong><strong></strong>\n",
|
||||
"<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||
"<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>w</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">17,522,944: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 491ms </span>Train:<span style=\"color: #C5C1B4\"> 43%</span><span style=\"color: #208FFB\"> 52,020ms </span>Valid:<span style=\"color: #C5C1B4\"> 28%</span><span style=\"color: #208FFB\"> 2,205ms </span> loss.train: <span style=\"color: #C5C1B4\"> 1.12190</span> accuracy.train: <span style=\"color: #C5C1B4\">0.650947</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63582</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.532135</span> <span style=\"color: #208FFB\">58,395ms</span><span style=\"color: #D160C4\"> 0:16m/ 0:14m </span>\n",
|
||||
"Saving model...\n",
|
||||
"<span style=\"color: #E75C58\">Killing loop...</span>\n",
|
||||
"<strong><span style=\"color: #DDB62B\">Still updating LabML App, please wait for it to complete...</span></strong></pre>"
|
||||
],
|
||||
"text/plain": [
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||||
"<IPython.core.display.HTML object>"
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||||
]
|
||||
},
|
||||
"metadata": {
|
||||
"tags": []
|
||||
}
|
||||
},
|
||||
{
|
||||
"output_type": "error",
|
||||
"ename": "KeyboardInterrupt",
|
||||
"evalue": "ignored",
|
||||
"traceback": [
|
||||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
|
||||
"\u001b[0;32m<ipython-input-7-fb962b998049>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Start the experiment\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mexperiment\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mconf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtraining_loop\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 240\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 241\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001b[0m in \u001b[0;36mrun_step\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mis_train\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 227\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtracker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 228\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 229\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalidator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtracker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnamespace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'valid'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[0msm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_epoch_start\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 131\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_grad_enabled\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 132\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iterate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 133\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_batch_index\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompleted\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001b[0m in \u001b[0;36m__iterate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iterable\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 144\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 145\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_batch_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 146\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_batch_index\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_nn/experiments/nlp_autoregression.py\u001b[0m in \u001b[0;36mstep\u001b[0;34m(self, batch, batch_idx)\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[0;31m# Calculate and log loss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 126\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloss_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m \u001b[0mtracker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"loss.\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m \u001b[0;31m# Calculate and log accuracy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml/tracker.py\u001b[0m in \u001b[0;36madd\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 131\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 132\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'tracker.add should be called as add(name, value), add(dictionary) or add(k=v,k2=v2...)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 133\u001b[0;31m \u001b[0m_internal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 135\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/tracker/__init__.py\u001b[0m in \u001b[0;36mstore\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 167\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_indicator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 168\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindicators\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollect_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 170\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mnew_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/tracker/indicators/numeric.py\u001b[0m in \u001b[0;36mcollect_value\u001b[0;34m(self, value)\u001b[0m\n\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcollect_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 81\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 82\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mclear\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/util/values.py\u001b[0m in \u001b[0;36mto_numpy\u001b[0;34m(value)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Unknown type {type(value)}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/training_loop.py\u001b[0m in \u001b[0;36m__handler\u001b[0;34m(self, sig, frame)\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__finish\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Killing loop...'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mText\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdanger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mold_handler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__str__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
||||
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
|
||||
]
|
||||
},
|
||||
{
|
||||
"output_type": "display_data",
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<pre style=\"overflow-x: scroll;\"><span style=\"color: #208FFB\">Updating App. Please wait...</span></pre>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {
|
||||
"tags": []
|
||||
}
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"metadata": {
|
||||
"id": "oBXXlP2b7XZO"
|
||||
},
|
||||
"source": [
|
||||
""
|
||||
],
|
||||
"execution_count": null,
|
||||
"outputs": []
|
||||
}
|
||||
]
|
||||
}
|
||||
Reference in New Issue
Block a user