mirror of
https://github.com/labmlai/annotated_deep_learning_paper_implementations.git
synced 2025-10-31 10:48:49 +08:00
experiment notebook
This commit is contained in:
Varuna Jayasiri
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labml_nn/transformers/feedback/experiment.ipynb
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labml_nn/transformers/feedback/experiment.ipynb
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"metadata": {
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"colab": {
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"name": "Feedback Transformer",
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"provenance": [],
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"accelerator": "GPU"
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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/feedback/experiment.ipynb) \n",
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"\n",
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"## Feedback Transformer\n",
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"\n",
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"This is an experiment training Shakespeare dataset with Feedback Transformer."
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]
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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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"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": "aa1fe63d-1755-4394-dcdf-9897ac6c1ee4"
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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": null,
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"outputs": [
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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/69/4d/ab1bc1578d83bae243118abe5c89bc9995d0195ee1d03960cae42ff39879/labml_nn-0.4.77-py3-none-any.whl (103kB)\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[?25l Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\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=132f39d02b291cdc60b9eff7c14b051ee0f520f790ac3e3bdaf6823e9bf7fda3\n",
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" Stored in directory: /root/.cache/pip/wheels/a7/c1/ea/cf5bd31012e735dc1dfea3131a2d5eae7978b251083d6247bd\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-0.4.77 pyyaml-5.3.1 smmap-3.0.4\n"
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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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"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.experiments.nlp_autoregression import NLPAutoRegressionConfigs"
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],
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"execution_count": null,
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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": "pO86KIJS52eR"
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},
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"source": [
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||||||
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"## Autoregressive model that uses the transformer"
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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": "WQ8VGpMGwZuj"
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},
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"source": [
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"class AutoregressiveModel(Module):\n",
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" \"\"\"\n",
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" ## Auto regressive model\n",
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" \"\"\"\n",
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"\n",
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" def __init__(self, n_vocab: int, d_model: int, transformer: Module):\n",
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" super().__init__()\n",
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" # Token embedding module\n",
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" self.src_embed = nn.Embedding(n_vocab, d_model)\n",
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" self.transformer = transformer\n",
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" self.generator = nn.Linear(d_model, n_vocab)\n",
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"\n",
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" def __call__(self, x: torch.Tensor):\n",
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" x = self.src_embed(x)\n",
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" # Embed the tokens (`src`) and run it through the the transformer\n",
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" res = self.transformer(x)\n",
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" # Generate logits of the next token\n",
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" return self.generator(res), None"
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],
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"execution_count": null,
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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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||||||
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"id": "JkoWbOdI58jg"
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},
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"source": [
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||||||
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"## Configs\n",
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"\n",
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"We extend from [`NLPAutoRegressionConfigs`](https://github.com/lab-ml/nn/blob/master/labml_nn/experiments/nlp_autoregression.py) that defines base configurations, including datasets and dataloaders.\n",
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"\n",
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"The values we set here are the defaults. These can be overridden with a configs dictionary when starting the 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": "f07vAOaHwumr"
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},
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"source": [
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"class Configs(NLPAutoRegressionConfigs):\n",
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" model: AutoregressiveModel\n",
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"\n",
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" d_model: int = 512\n",
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" heads: int = 8\n",
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" dropout: float = 0.0\n",
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" d_ff: int = 2048\n",
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" n_layers: int = 6"
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],
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"execution_count": null,
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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": "IgX3Au_p6Z36"
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},
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"source": [
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"Set the function to initialze `AutoregressiveModel`. This will be called when\n",
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"`Configs.model` is accessed. "
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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": "crH6MzKmw-SY"
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},
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"source": [
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"@option(Configs.model)\n",
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"def autoregressive_model(c: Configs):\n",
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" from labml_nn.transformers.feedback import FeedbackTransformer, FeedbackTransformerLayer, \\\n",
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" FeedbackAttention, FeedForward\n",
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"\n",
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" return AutoregressiveModel(\n",
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" c.n_tokens, c.d_model,\n",
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" FeedbackTransformer(\n",
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" FeedbackTransformerLayer(d_model=c.d_model,\n",
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" attn=FeedbackAttention(c.heads, c.d_model, c.dropout),\n",
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" feed_forward=FeedForward(c.d_model, c.d_ff, c.dropout),\n",
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" dropout_prob=c.dropout),\n",
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" c.n_layers)).to(c.device)"
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],
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"execution_count": null,
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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=\"feedback_transformer\")"
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],
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"execution_count": null,
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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 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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"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": null,
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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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||||||
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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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||||||
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"id": "e6hmQhTw4nks",
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||||||
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"outputId": "91d99011-7a61-48fa-ee5c-2fa845883cec"
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},
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"source": [
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"experiment.configs(conf,\n",
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" {'tokenizer': 'character',\n",
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" 'text': 'tiny_shakespeare',\n",
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" 'optimizer.learning_rate': 1.0,\n",
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" 'optimizer.optimizer': 'Noam',\n",
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" 'prompt': 'It is',\n",
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" 'prompt_separator': '',\n",
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"\n",
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" 'train_loader': 'shuffled_train_loader',\n",
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" 'valid_loader': 'shuffled_valid_loader',\n",
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"\n",
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" 'seq_len': 64,\n",
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" 'epochs': 128,\n",
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" 'batch_size': 80,\n",
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" 'inner_iterations': 25})"
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],
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"execution_count": null,
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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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"metadata": {
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"metadata": {
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"id": "EvI7MtgJ61w5"
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||||||
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},
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||||||
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"source": [
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||||||
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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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{
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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": 255
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},
|
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"id": "GDlt7dp-5ALt",
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"outputId": "bee57c09-4e71-4329-debb-b23ed309a3ef"
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"source": [
|
||||||
|
"experiment.add_pytorch_models({'model': conf.model})"
|
||||||
|
],
|
||||||
|
"execution_count": null,
|
||||||
|
"outputs": [
|
||||||
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{
|
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"output_type": "display_data",
|
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"data": {
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"text/html": [
|
||||||
|
"<pre style=\"overflow-x: scroll;\">Prepare model...\n",
|
||||||
|
" Prepare n_tokens...\n",
|
||||||
|
" Prepare text...\n",
|
||||||
|
" Prepare tokenizer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t3.28ms</span>\n",
|
||||||
|
" Download<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t223.64ms</span>\n",
|
||||||
|
" Load data<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t3.95ms</span>\n",
|
||||||
|
" Tokenize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t31.15ms</span>\n",
|
||||||
|
" Build vocabulary<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t103.48ms</span>\n",
|
||||||
|
" Prepare text<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t381.54ms</span>\n",
|
||||||
|
" Prepare n_tokens<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t388.76ms</span>\n",
|
||||||
|
" Prepare device...\n",
|
||||||
|
" Prepare device_info<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t68.00ms</span>\n",
|
||||||
|
" Prepare device<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t70.80ms</span>\n",
|
||||||
|
"Prepare model<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t10,879.84ms</span>\n",
|
||||||
|
"</pre>"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
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|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
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|
"metadata": {
|
||||||
|
"tags": []
|
||||||
|
}
|
||||||
|
}
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {
|
||||||
|
"id": "o6E1RBES674A"
|
||||||
|
},
|
||||||
|
"source": [
|
||||||
|
"Initializations defined in [`NLPAutoRegressionConfigs`](https://github.com/lab-ml/nn/blob/master/labml_nn/experiments/nlp_autoregression.py)"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"metadata": {
|
||||||
|
"colab": {
|
||||||
|
"base_uri": "https://localhost:8080/",
|
||||||
|
"height": 34
|
||||||
|
},
|
||||||
|
"id": "CtqcDpo5660p",
|
||||||
|
"outputId": "976b9923-a003-4b11-b2cc-2405ffd4d8a1"
|
||||||
|
},
|
||||||
|
"source": [
|
||||||
|
"conf.init()"
|
||||||
|
],
|
||||||
|
"execution_count": null,
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"output_type": "display_data",
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<pre style=\"overflow-x: scroll;\">Prepare mode<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t1.50ms</span>\n",
|
||||||
|
"</pre>"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
"<IPython.core.display.HTML object>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"tags": []
|
||||||
|
}
|
||||||
|
}
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {
|
||||||
|
"id": "KJZRf8527GxL"
|
||||||
|
},
|
||||||
|
"source": [
|
||||||
|
"Start the experiment and run the training loop."
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"metadata": {
|
||||||
|
"colab": {
|
||||||
|
"base_uri": "https://localhost:8080/",
|
||||||
|
"height": 1000
|
||||||
|
},
|
||||||
|
"id": "aIAWo7Fw5DR8",
|
||||||
|
"outputId": "bfb52e21-1913-4bd0-b67f-bef8a14f0f05"
|
||||||
|
},
|
||||||
|
"source": [
|
||||||
|
"# Start the experiment\n",
|
||||||
|
"with experiment.start():\n",
|
||||||
|
" conf.run()"
|
||||||
|
],
|
||||||
|
"execution_count": null,
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"output_type": "display_data",
|
||||||
|
"data": {
|
||||||
|
"text/html": [
|
||||||
|
"<pre style=\"overflow-x: scroll;\">\n",
|
||||||
|
"<strong><span style=\"text-decoration: underline\">feedback_transformer</span></strong>: <span style=\"color: #208FFB\">d8eb9416530a11eb8fb50242ac1c0002</span>\n",
|
||||||
|
"\t[dirty]: <strong><span style=\"color: #DDB62B\">\"\"</span></strong>\n",
|
||||||
|
"Initialize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t1.30ms</span>\n",
|
||||||
|
"Prepare validator...\n",
|
||||||
|
" Prepare valid_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t70.14ms</span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\"></span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">--------------------------------------------------</span><span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>\n",
|
||||||
|
"<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\">LABML WARNING</span></strong></span>\n",
|
||||||
|
"<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",
|
||||||
|
"<span style=\"color: #C5C1B4\">--------------------------------------------------</span>\n",
|
||||||
|
"<span style=\"color: #208FFB\">Monitor experiment at </span><a href='https://web.lab-ml.com/run?uuid=d8eb9416530a11eb8fb50242ac1c0002' target='blank'>https://web.lab-ml.com/run?uuid=d8eb9416530a11eb8fb50242ac1c0002</a>\n",
|
||||||
|
"Prepare validator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t168.60ms</span>\n",
|
||||||
|
"Prepare trainer...\n",
|
||||||
|
" Prepare train_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t93.88ms</span>\n",
|
||||||
|
"Prepare trainer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t125.90ms</span>\n",
|
||||||
|
"Prepare training_loop...\n",
|
||||||
|
" Prepare loop_count<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t35.06ms</span>\n",
|
||||||
|
"Prepare training_loop<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t268.53ms</span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong>?</strong><strong>a</strong><strong>M</strong><strong>r</strong><strong>P</strong><strong>a</strong><strong>D</strong><strong>P</strong><strong>Y</strong><strong>B</strong><strong>n</strong><strong>O</strong><strong>r</strong><strong>P</strong><strong>W</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>P</strong><strong>B</strong><strong>n</strong><strong>r</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong>?</strong><strong>a</strong><strong>M</strong><strong>r</strong><strong>P</strong><strong>a</strong><strong>D</strong><strong>P</strong><strong>Y</strong><strong>B</strong><strong>n</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>r</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong>?</strong><strong>a</strong><strong>M</strong><strong> </strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>s</strong><strong>o</strong><strong>s</strong><strong>o</strong><strong>s</strong><strong>o</strong><strong>s</strong><strong>o</strong><strong>s</strong><strong>o</strong><strong>s</strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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> </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> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong>n</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>a</strong><strong>n</strong><strong>d</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<strong><span style=\"color: #DDB62B\">1,003,840: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,532ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 447,670ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 19,478ms </span> accuracy.train: <span style=\"color: #C5C1B4\">0.239323</span> loss.train: <span style=\"color: #C5C1B4\"> 2.31443</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.250179</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.39115</span> <span style=\"color: #208FFB\">415,476ms</span><span style=\"color: #D160C4\"> 0:06m/ 14:39m </span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>r</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> </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>h</strong><strong>e</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>h</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>m</strong><strong>e</strong><strong>a</strong><strong>r</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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</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>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>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</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> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>o</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><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> </strong><strong>a</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><strong>h</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>y</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>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\">2,007,680: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,528ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 445,410ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 19,593ms </span> accuracy.train: <span style=\"color: #C5C1B4\">0.378694</span> loss.train: <span style=\"color: #C5C1B4\"> 1.96300</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.367457</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.02065</span> <span style=\"color: #208FFB\">418,682ms</span><span style=\"color: #D160C4\"> 0:13m/ 14:39m </span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</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>e</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>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</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>t</strong><strong>a</strong><strong>k</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> </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>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>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>h</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</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>n</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> </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> </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>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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><strong> </strong><strong>w</strong><strong>i</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>s</strong><strong>e</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</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>t</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>r</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>r</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>a</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>s</strong><strong>t</strong><strong>a</strong><strong>i</strong><strong>n</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> </strong><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>o</strong><strong>u</strong><strong>n</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>c</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>s</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>s</strong><strong>e</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> </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>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>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>o</strong><strong>w</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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>o</strong><strong>u</strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>e</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>r</strong><strong>s</strong><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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>t</strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>e</strong><strong> </strong><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>e</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>n</strong><strong>t</strong><strong>e</strong><strong>r</strong>\n",
|
||||||
|
"<strong><span style=\"color: #DDB62B\">3,011,520: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,548ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 445,601ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 19,525ms </span> accuracy.train: <span style=\"color: #C5C1B4\">0.482339</span> loss.train: <span style=\"color: #C5C1B4\"> 1.35200</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.451241</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.79424</span> <span style=\"color: #208FFB\">419,907ms</span><span style=\"color: #D160C4\"> 0:20m/ 14:34m </span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>d</strong><strong> </strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>r</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>,</strong><strong></strong>\n",
|
||||||
|
"<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>w</strong><strong>h</strong><strong>e</strong><strong>n</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>c</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> </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>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong>s</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>d</strong><strong> </strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>e</strong><strong>r</strong><strong>p</strong><strong>e</strong><strong>r</strong><strong>e</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>p</strong><strong>e</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>u</strong><strong>r</strong><strong>t</strong><strong>e</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>a</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>w</strong><strong>o</strong><strong>r</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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>e</strong><strong>a</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>n</strong><strong>t</strong><strong>r</strong><strong>y</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>r</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>e</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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>n</strong><strong>t</strong><strong>e</strong><strong>r</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>r</strong><strong>y</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>n</strong><strong>t</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><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>a</strong><strong>y</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>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>n</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>c</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</strong><strong>o</strong><strong>r</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>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> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>u</strong><strong>l</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>,</strong><strong></strong>\n",
|
||||||
|
"<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>a</strong><strong>y</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><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>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong> </strong><strong>t</strong><strong>h</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong>\n",
|
||||||
|
"<strong><span style=\"color: #DDB62B\">4,015,360: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,574ms </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 445,980ms </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 19,625ms </span> accuracy.train: <span style=\"color: #C5C1B4\">0.532161</span> loss.train: <span style=\"color: #C5C1B4\"> 1.32791</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.493120</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.64298</span> <span style=\"color: #208FFB\">420,841ms</span><span style=\"color: #D160C4\"> 0:28m/ 14:29m </span>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><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>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>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>c</strong><strong>o</strong><strong>u</strong><strong>s</strong><strong>i</strong><strong>n</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</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>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>m</strong><strong>a</strong><strong>n</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>i</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><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>f</strong><strong>a</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>t</strong><strong> </strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</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><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>e</strong><strong>o</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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> </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>d</strong><strong>e</strong><strong>a</strong><strong>r</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> </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><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong>h</strong><strong>,</strong><strong></strong>\n",
|
||||||
|
"<strong></strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</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>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>p</strong><strong>e</strong><strong>o</strong><strong>p</strong><strong>l</strong><strong>e</strong><strong>,</strong><strong></strong>\n",
|
||||||
|
"<strong></strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
|
||||||
|
"<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>c</strong><strong>o</strong><strong>m</strong><strong>m</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>t</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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>p</strong><strong>e</strong><strong>r</strong><strong>p</strong><strong>o</strong><strong>s</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>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><strong> </strong><strong>b</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>s</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>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> </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><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>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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>e</strong><strong>n</strong><strong>c</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><strong>r</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><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><strong>m</strong><strong>o</strong><strong>n</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</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><strong> </strong><strong>m</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong>\n",
|
||||||
|
"<span style=\"color: #C5C1B4\">It is</span><strong> </strong><strong>n</strong><strong>o</strong><strong>t</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>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>\n",
|
||||||
|
"<strong><span style=\"color: #DDB62B\">4,931,840: </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,593ms </span>Train:<span style=\"color: #C5C1B4\"> 90%</span><span style=\"color: #208FFB\"> 464,871ms </span>Valid:<span style=\"color: #C5C1B4\"> 86%</span><span style=\"color: #208FFB\"> 12,860ms </span> accuracy.train: <strong>0.555951</strong> loss.train: <strong> 1.44885</strong> accuracy.valid: <span style=\"color: #C5C1B4\">0.512315</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.59942</span> <span style=\"color: #208FFB\">420,841ms</span><span style=\"color: #D160C4\"> 0:34m/ 14:23m </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>\n",
|
||||||
|
"<span style=\"color: #208FFB\">Updating App. Please wait...</span></pre>"
|
||||||
|
],
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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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"output_type": "error",
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"ename": "KeyboardInterrupt",
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"evalue": "ignored",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-11-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",
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"\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",
|
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|
"\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",
|
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|
"\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 70\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0;32mif\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[0m\n\u001b[0;32m---> 72\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\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 73\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip_grad_norm_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_norm\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[0m\n\u001b[1;32m 74\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizer\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/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 220\u001b[0m create_graph=create_graph)\n\u001b[0;32m--> 221\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\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 222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\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/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m 130\u001b[0m Variable._execution_engine.run_backward(\n\u001b[1;32m 131\u001b[0m \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\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 allow_unreachable=True) # allow_unreachable flag\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;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: "
|
||||||
|
]
|
||||||
|
}
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"metadata": {
|
||||||
|
"id": "oBXXlP2b7XZO"
|
||||||
|
},
|
||||||
|
"source": [
|
||||||
|
""
|
||||||
|
],
|
||||||
|
"execution_count": null,
|
||||||
|
"outputs": []
|
||||||
|
}
|
||||||
|
]
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user