{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "06b036e6-8e96-40ab-adf9-085f74ec3ce4",
   "metadata": {},
   "source": [
    "# Fastai with Wandb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4867415f-1a78-4e6b-8f80-63292297a99f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "058bf1c8-7d78-421a-9cc0-caafe01f1b4e",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37f9fbbb-4826-4e6e-a30d-7768b7a9145b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *\n",
    "from fastai.vision.widgets import *\n",
    "from aiking.data.external import *\n",
    "from fastai.callback.wandb import *\n",
    "import wandb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ff4c06a-9124-436c-b99e-77f8496f2144",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m\n",
       "\u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mjob_type\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mdir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mconfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mproject\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mentity\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mreinit\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mtags\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mSequence\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mgroup\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mnotes\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mmagic\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mconfig_exclude_keys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mconfig_include_keys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0manonymous\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mmode\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mallow_val_change\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mresume\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mforce\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mtensorboard\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0msync_tensorboard\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mmonitor_gym\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0msave_code\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0msettings\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwandb_settings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSettings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwandb_run\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisabled\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRunDisabled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "Start a new tracked run with `wandb.init()`.\n",
       "\n",
       "In an ML training pipeline, you could add `wandb.init()`\n",
       "to the beginning of your training script as well as your evaluation\n",
       "script, and each piece would be tracked as a run in W&B.\n",
       "\n",
       "`wandb.init()` spawns a new background process to log data to a run, and it\n",
       "also syncs data to wandb.ai by default so you can see live visualizations.\n",
       "Call `wandb.init()` to start a run before logging data with `wandb.log()`.\n",
       "\n",
       "`wandb.init()` returns a run object, and you can also access the run object\n",
       "with wandb.run.\n",
       "\n",
       "At the end of your script, we will automatically call `wandb.finish(`) to\n",
       "finalize and cleanup the run. However, if you call `wandb.init()` from a\n",
       "child process, you must explicitly call `wandb.finish()` at the end of the\n",
       "child process.\n",
       "\n",
       "Arguments:\n",
       "    project: (str, optional) The name of the project where you're sending\n",
       "        the new run. If the project is not specified, the run is put in an\n",
       "        \"Uncategorized\" project.\n",
       "    entity: (str, optional) An entity is a username or team name where\n",
       "        you're sending runs. This entity must exist before you can send runs\n",
       "        there, so make sure to create your account or team in the UI before\n",
       "        starting to log runs.\n",
       "        If you don't specify an entity, the run will be sent to your default\n",
       "        entity, which is usually your username. Change your default entity\n",
       "        in [Settings](wandb.ai/settings) under \"default location to create\n",
       "        new projects\".\n",
       "    config: (dict, argparse, absl.flags, str, optional)\n",
       "        This sets wandb.config, a dictionary-like object for saving inputs\n",
       "        to your job, like hyperparameters for a model or settings for a data\n",
       "        preprocessing job. The config will show up in a table in the UI that\n",
       "        you can use to group, filter, and sort runs. Keys should not contain\n",
       "        `.` in their names, and values should be under 10 MB.\n",
       "        If dict, argparse or absl.flags: will load the key value pairs into\n",
       "            the wandb.config object.\n",
       "        If str: will look for a yaml file by that name, and load config from\n",
       "            that file into the wandb.config object.\n",
       "    save_code: (bool, optional) Turn this on to save the main script or\n",
       "        notebook to W&B. This is valuable for improving experiment\n",
       "        reproducibility and to diff code across experiments in the UI. By\n",
       "        default this is off, but you can flip the default behavior to on\n",
       "        in [Settings](wandb.ai/settings).\n",
       "    group: (str, optional) Specify a group to organize individual runs into\n",
       "        a larger experiment. For example, you might be doing cross\n",
       "        validation, or you might have multiple jobs that train and evaluate\n",
       "        a model against different test sets. Group gives you a way to\n",
       "        organize runs together into a larger whole, and you can toggle this\n",
       "        on and off in the UI. For more details, see\n",
       "        [Grouping](docs.wandb.com/library/grouping).\n",
       "    job_type: (str, optional) Specify the type of run, which is useful when\n",
       "        you're grouping runs together into larger experiments using group.\n",
       "        For example, you might have multiple jobs in a group, with job types\n",
       "        like train and eval. Setting this makes it easy to filter and group\n",
       "        similar runs together in the UI so you can compare apples to apples.\n",
       "    tags: (list, optional) A list of strings, which will populate the list\n",
       "        of tags on this run in the UI. Tags are useful for organizing runs\n",
       "        together, or applying temporary labels like \"baseline\" or\n",
       "        \"production\". It's easy to add and remove tags in the UI, or filter\n",
       "        down to just runs with a specific tag.\n",
       "    name: (str, optional) A short display name for this run, which is how\n",
       "        you'll identify this run in the UI. By default we generate a random\n",
       "        two-word name that lets you easily cross-reference runs from the\n",
       "        table to charts. Keeping these run names short makes the chart\n",
       "        legends and tables easier to read. If you're looking for a place to\n",
       "        save your hyperparameters, we recommend saving those in config.\n",
       "    notes: (str, optional) A longer description of the run, like a -m commit\n",
       "        message in git. This helps you remember what you were doing when you\n",
       "        ran this run.\n",
       "    dir: (str, optional) An absolute path to a directory where metadata will\n",
       "        be stored. When you call `download()` on an artifact, this is the\n",
       "        directory where downloaded files will be saved. By default this is\n",
       "        the ./wandb directory.\n",
       "    resume: (bool, str, optional) Sets the resuming behavior. Options:\n",
       "        `\"allow\"`, `\"must\"`, `\"never\"`, `\"auto\"` or `None`. Defaults to `None`.\n",
       "        Cases:\n",
       "        - `None` (default): If the new run has the same ID as a previous run,\n",
       "            this run overwrites that data.\n",
       "        - `\"auto\"` (or `True`): if the preivous run on this machine crashed,\n",
       "            automatically resume it. Otherwise, start a new run.\n",
       "        - `\"allow\"`: if id is set with `init(id=\"UNIQUE_ID\")` or\n",
       "            `WANDB_RUN_ID=\"UNIQUE_ID\"` and it is identical to a previous run,\n",
       "            wandb will automatically resume the run with that id. Otherwise,\n",
       "            wandb will start a new run.\n",
       "        - `\"never\"`: if id is set with `init(id=\"UNIQUE_ID\")` or\n",
       "            `WANDB_RUN_ID=\"UNIQUE_ID\"` and it is identical to a previous run,\n",
       "            wandb will crash.\n",
       "        - `\"must\"`: if id is set with `init(id=\"UNIQUE_ID\")` or\n",
       "            `WANDB_RUN_ID=\"UNIQUE_ID\"` and it is identical to a previous run,\n",
       "            wandb will automatically resume the run with the id. Otherwise\n",
       "            wandb will crash.\n",
       "        See https://docs.wandb.com/library/advanced/resuming for more.\n",
       "    reinit: (bool, optional) Allow multiple `wandb.init()` calls in the same\n",
       "        process. (default: False)\n",
       "    magic: (bool, dict, or str, optional) The bool controls whether we try to\n",
       "        auto-instrument your script, capturing basic details of your run\n",
       "        without you having to add more wandb code. (default: `False`)\n",
       "        You can also pass a dict, json string, or yaml filename.\n",
       "    config_exclude_keys: (list, optional) string keys to exclude from\n",
       "        `wandb.config`.\n",
       "    config_include_keys: (list, optional) string keys to include in\n",
       "        `wandb.config`.\n",
       "    anonymous: (str, optional) Controls anonymous data logging. Options:\n",
       "        - `\"never\"` (default): requires you to link your W&B account before\n",
       "            tracking the run so you don't accidentally create an anonymous\n",
       "            run.\n",
       "        - `\"allow\"`: lets a logged-in user track runs with their account, but\n",
       "            lets someone who is running the script without a W&B account see\n",
       "            the charts in the UI.\n",
       "        - `\"must\"`: sends the run to an anonymous account instead of to a\n",
       "            signed-up user account.\n",
       "    mode: (str, optional) Can be `\"online\"`, `\"offline\"` or `\"disabled\"`. Defaults to\n",
       "        online.\n",
       "    allow_val_change: (bool, optional) Whether to allow config values to\n",
       "        change after setting the keys once. By default we throw an exception\n",
       "        if a config value is overwritten. If you want to track something\n",
       "        like a varying learning rate at multiple times during training, use\n",
       "        `wandb.log()` instead. (default: `False` in scripts, `True` in Jupyter)\n",
       "    force: (bool, optional) If `True`, this crashes the script if a user isn't\n",
       "        logged in to W&B. If `False`, this will let the script run in offline\n",
       "        mode if a user isn't logged in to W&B. (default: `False`)\n",
       "    sync_tensorboard: (bool, optional) Synchronize wandb logs from tensorboard or\n",
       "        tensorboardX and saves the relevant events file. (default: `False`)\n",
       "    monitor_gym: (bool, optional) Automatically logs videos of environment when\n",
       "        using OpenAI Gym. (default: `False`)\n",
       "        See https://docs.wandb.com/library/integrations/openai-gym\n",
       "    id: (str, optional) A unique ID for this run, used for resuming. It must\n",
       "        be unique in the project, and if you delete a run you can't reuse\n",
       "        the ID. Use the name field for a short descriptive name, or config\n",
       "        for saving hyperparameters to compare across runs. The ID cannot\n",
       "        contain special characters.\n",
       "        See https://docs.wandb.com/library/resuming\n",
       "\n",
       "\n",
       "Examples:\n",
       "    Basic usage\n",
       "    ```\n",
       "    wandb.init()\n",
       "    ```\n",
       "\n",
       "    Launch multiple runs from the same script\n",
       "    ```\n",
       "    for x in range(10):\n",
       "        with wandb.init(project=\"my-projo\") as run:\n",
       "            for y in range(100):\n",
       "                run.log({\"metric\": x+y})\n",
       "    ```\n",
       "\n",
       "Raises:\n",
       "    Exception: if problem.\n",
       "\n",
       "Returns:\n",
       "    A `Run` object.\n",
       "\u001b[0;31mFile:\u001b[0m      ~/anaconda3/envs/aiking/lib/python3.8/site-packages/wandb/sdk/wandb_init.py\n",
       "\u001b[0;31mType:\u001b[0m      function\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?wandb.init"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab2edbbb-5d72-4fac-9159-b3fe2258c680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/Landmark2/pdo/aiking')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = Config()\n",
    "c.config_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d9d7dc8a-3ff9-4133-81da-042f95da70de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Finishing last run (ID:1trbkn9d) before initializing another..."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<br/>Waiting for W&B process to finish, PID 18499<br/>Program ended successfully."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
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     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
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      "text/plain": [
       "VBox(children=(Label(value=' 99.23MB of 99.23MB uploaded (0.00MB deduped)\\r'), FloatProgress(value=1.0, max=1.…"
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "Find user logs for this run at: <code>/Landmark2/pdo/aiking/wandb/run-20210602_124442-1trbkn9d/logs/debug.log</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Find internal logs for this run at: <code>/Landmark2/pdo/aiking/wandb/run-20210602_124442-1trbkn9d/logs/debug-internal.log</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "<h3>Run summary:</h3><br/><style>\n",
       "    table.wandb td:nth-child(1) { padding: 0 10px; text-align: right }\n",
       "    </style><table class=\"wandb\">\n",
       "<tr><td>epoch</td><td>9</td></tr><tr><td>train_loss</td><td>0.12333</td></tr><tr><td>raw_loss</td><td>0.00186</td></tr><tr><td>wd_0</td><td>0.01</td></tr><tr><td>sqr_mom_0</td><td>0.99</td></tr><tr><td>lr_0</td><td>0.0</td></tr><tr><td>mom_0</td><td>0.94913</td></tr><tr><td>eps_0</td><td>1e-05</td></tr><tr><td>wd_1</td><td>0.01</td></tr><tr><td>sqr_mom_1</td><td>0.99</td></tr><tr><td>lr_1</td><td>0.0</td></tr><tr><td>mom_1</td><td>0.94913</td></tr><tr><td>eps_1</td><td>1e-05</td></tr><tr><td>wd_2</td><td>0.01</td></tr><tr><td>sqr_mom_2</td><td>0.99</td></tr><tr><td>lr_2</td><td>1e-05</td></tr><tr><td>mom_2</td><td>0.94913</td></tr><tr><td>eps_2</td><td>1e-05</td></tr><tr><td>_runtime</td><td>110</td></tr><tr><td>_timestamp</td><td>1622637994</td></tr><tr><td>_step</td><td>27</td></tr><tr><td>valid_loss</td><td>0.26896</td></tr><tr><td>accuracy</td><td>0.92593</td></tr></table>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h3>Run history:</h3><br/><style>\n",
       "    table.wandb td:nth-child(1) { padding: 0 10px; text-align: right }\n",
       "    </style><table class=\"wandb\">\n",
       "<tr><td>epoch</td><td>▁▁▂▂▂▂▃▃▃▃▄▄▄▄▅▅▅▆▆▆▆▇▇▇▇██</td></tr><tr><td>train_loss</td><td>▇█▇▃▄▄▃▃▃▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁</td></tr><tr><td>raw_loss</td><td>▆█▄▃▅▃▃▃▂▂▂▁▁▁▁▂▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_0</td><td>▁▄█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>mom_0</td><td>█▆▃██▇▅▄▂▁▁▁▁▁▂▂▃▃▄▅▅▆▇▇▇██</td></tr><tr><td>eps_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_1</td><td>▁▄█▂▂▃▃▄▅▅▆▆▅▅▅▅▄▄▄▃▃▂▂▂▁▁▁</td></tr><tr><td>mom_1</td><td>█▆▃██▇▅▄▂▁▁▁▁▁▂▂▃▃▄▅▅▆▇▇▇██</td></tr><tr><td>eps_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_2</td><td>▁▄█▂▂▃▃▄▅▅▆▆▅▅▅▅▄▄▄▃▃▂▂▂▁▁▁</td></tr><tr><td>mom_2</td><td>█▆▃██▇▅▄▂▁▁▁▁▁▂▂▃▃▄▅▅▆▇▇▇██</td></tr><tr><td>eps_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>_runtime</td><td>▁▁▁▂▂▃▃▃▄▄▄▄▅▅▅▅▅▆▆▆▇▇▇▇███</td></tr><tr><td>_timestamp</td><td>▁▁▁▂▂▃▃▃▄▄▄▄▅▅▅▅▅▆▆▆▇▇▇▇███</td></tr><tr><td>_step</td><td>▁▁▂▂▂▃▃▃▃▄▄▄▄▅▅▅▅▆▆▆▆▇▇▇▇██</td></tr><tr><td>valid_loss</td><td>█▃▁▁▁▁▁▁▁</td></tr><tr><td>accuracy</td><td>▁▄▆██████</td></tr></table><br/>"
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     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "Synced 6 W&B file(s), 324 media file(s), 2 artifact file(s) and 0 other file(s)"
      ],
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       "\n",
       "                    <br/>Synced <strong style=\"color:#cdcd00\">Cleaned3</strong>: <a href=\"https://wandb.ai/rahuketu86/Fastai_Artsie/runs/1trbkn9d\" target=\"_blank\">https://wandb.ai/rahuketu86/Fastai_Artsie/runs/1trbkn9d</a><br/>\n",
       "                "
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    {
     "data": {
      "text/html": [
       "...Successfully finished last run (ID:1trbkn9d). Initializing new run:<br/><br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    {
     "data": {
      "text/html": [
       "\n",
       "                Tracking run with wandb version 0.10.31<br/>\n",
       "                Syncing run <strong style=\"color:#cdcd00\">Cleaned3</strong> to <a href=\"https://wandb.ai\" target=\"_blank\">Weights & Biases</a> <a href=\"https://docs.wandb.com/integrations/jupyter.html\" target=\"_blank\">(Documentation)</a>.<br/>\n",
       "                Project page: <a href=\"https://wandb.ai/rahuketu86/Fastai_Artsie\" target=\"_blank\">https://wandb.ai/rahuketu86/Fastai_Artsie</a><br/>\n",
       "                Run page: <a href=\"https://wandb.ai/rahuketu86/Fastai_Artsie/runs/6u8vvfk8\" target=\"_blank\">https://wandb.ai/rahuketu86/Fastai_Artsie/runs/6u8vvfk8</a><br/>\n",
       "                Run data is saved locally in <code>/Landmark2/pdo/aiking/wandb/run-20210602_124640-6u8vvfk8</code><br/><br/>\n",
       "            "
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
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      "text/html": [
       "<h1>Run(6u8vvfk8)</h1><iframe src=\"https://wandb.ai/rahuketu86/Fastai_Artsie/runs/6u8vvfk8\" style=\"border:none;width:100%;height:400px\"></iframe>"
      ],
      "text/plain": [
       "<wandb.sdk.wandb_run.Run at 0x7f28584be280>"
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     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "wandb.init(project=\"Fastai_Artsie\", name='Cleaned3', dir=c.config_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42687393-4e3b-486f-87f5-916d065904e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#  #Set from env variable\n",
    "# os.environ['WANDB_DIR']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d46be4a8-9672-4a15-8ce3-ce68135505fd",
   "metadata": {},
   "source": [
    "## Constructing Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5d901ab-462f-4656-8d17-91d456332c1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('/Landmark2/pdo/aiking/data/Artsie')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = get_ds(\"Artsie\");path\n",
    "\n",
    "# clstypes = [\"Impressionism\", \"Cubism\"]\n",
    "# dest = \"Artsie\"\n",
    "# path = construct_image_dataset(clstypes, dest, key=os.getenv(\"BING_KEY\"), loc=None, count=150, engine='bing'); path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e76ab82a-86a0-4a51-bba3-84b424badc32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(#148) [Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000082.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000085.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000054.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000102.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000021.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000105.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000014.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000068.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000130.jpg'),Path('/Landmark2/pdo/aiking/data/Artsie/Impressionism/00000137.jpg')...]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(path/\"Impressionism\").ls()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "514af2ec-281a-429b-896f-93a8ce86f627",
   "metadata": {},
   "source": [
    "## Define DataBlock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f2db99e-d9ff-4e1d-b603-c9497fd5f21c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.data.block.DataBlock at 0x7f27243252e0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "artsie = DataBlock(\n",
    "    blocks = (ImageBlock, CategoryBlock),\n",
    "    get_items=get_image_files,\n",
    "    splitter=RandomSplitter(valid_pct=0.2, seed=42), \n",
    "    get_y=parent_label,\n",
    "    item_tfms=Resize(128)\n",
    "); artsie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a7e2908-9acb-415e-89f1-1561b1f0b407",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.data.core.DataLoaders at 0x7f290adc1a60>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dls = artsie.dataloaders(path); dls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e7c75e4-e648-4d50-a3da-b7fa7a6dae73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dls.valid.show_batch(max_n=4, nrows=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6fe4d9-67e2-4584-b55b-c212a7bbc288",
   "metadata": {},
   "source": [
    "## Training and Finetuning with Wandb Tracking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93c61fed-c237-4f8a-8fad-2d6fa8cc1f6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# c = Config()\n",
    "model_fname = c.model_path/'artsie'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bde3fe1d-b7df-4571-9c7f-f4c8ac4920dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mInit signature:\u001b[0m\n",
       "\u001b[0mSaveModelCallback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mmonitor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'valid_loss'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mcomp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mmin_delta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mfname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'model'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mevery_epoch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mat_end\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mwith_opt\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mreset_on_fit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\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;31mDocstring:\u001b[0m      A `TrackerCallback` that saves the model's best during training and loads it at the end.\n",
       "\u001b[0;31mFile:\u001b[0m           ~/anaconda3/envs/aiking/lib/python3.8/site-packages/fastai/callback/tracker.py\n",
       "\u001b[0;31mType:\u001b[0m           type\n",
       "\u001b[0;31mSubclasses:\u001b[0m     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?SaveModelCallback"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a28ca621-b7c0-43e4-bee9-066d19e49774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<fastai.learner.Learner at 0x7f27245557f0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn = cnn_learner(dls, resnet18, metrics=accuracy, cbs=[WandbCallback(), SaveModelCallback(fname=model_fname)]); learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a4da987-609a-4308-8f3d-2f9f392a828b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.992697</td>\n",
       "      <td>1.714089</td>\n",
       "      <td>0.629630</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with valid_loss value: 1.7140886783599854.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.414968</td>\n",
       "      <td>0.824264</td>\n",
       "      <td>0.759259</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.353526</td>\n",
       "      <td>0.540146</td>\n",
       "      <td>0.814815</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.269805</td>\n",
       "      <td>0.260798</td>\n",
       "      <td>0.907407</td>\n",
       "      <td>00:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.204155</td>\n",
       "      <td>0.218908</td>\n",
       "      <td>0.907407</td>\n",
       "      <td>00:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.164788</td>\n",
       "      <td>0.163133</td>\n",
       "      <td>0.962963</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.133795</td>\n",
       "      <td>0.152627</td>\n",
       "      <td>0.962963</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.114421</td>\n",
       "      <td>0.143282</td>\n",
       "      <td>0.962963</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.100710</td>\n",
       "      <td>0.136252</td>\n",
       "      <td>0.962963</td>\n",
       "      <td>00:08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better model found at epoch 0 with valid_loss value: 0.8242642283439636.\n",
      "Better model found at epoch 1 with valid_loss value: 0.5401461124420166.\n",
      "Better model found at epoch 2 with valid_loss value: 0.26079821586608887.\n",
      "Better model found at epoch 3 with valid_loss value: 0.21890847384929657.\n",
      "Better model found at epoch 4 with valid_loss value: 0.16313259303569794.\n",
      "Better model found at epoch 5 with valid_loss value: 0.152627095580101.\n",
      "Better model found at epoch 6 with valid_loss value: 0.14328210055828094.\n",
      "Better model found at epoch 7 with valid_loss value: 0.13625217974185944.\n"
     ]
    }
   ],
   "source": [
    "learn.fine_tune(8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da1a8d4c-e2d1-4014-b2a1-552d3fd5e62d",
   "metadata": {},
   "source": [
    "## Interpretation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e333545-49d9-43dd-9f42-0345dfdc6289",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn); interp\n",
    "interp.plot_confusion_matrix()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5da82d1b-5074-45a9-b0d5-fa0f8635344a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x1080 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_top_losses(5, nrows=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b64ef561-8727-40d0-8328-e86a05ba6ec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m\n",
       "\u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_artifact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0martifact_or_path\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwandb_artifacts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mArtifact\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mtype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0maliases\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNoneType\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mwandb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msdk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwandb_artifacts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mArtifact\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mSource:\u001b[0m   \n",
       "    \u001b[0;32mdef\u001b[0m \u001b[0mlog_artifact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0martifact_or_path\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mUnion\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwandb_artifacts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mArtifact\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0mname\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0mtype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0maliases\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mOptional\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mwandb_artifacts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mArtifact\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;34m\"\"\" Declare an artifact as output of a run.\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m        Arguments:\u001b[0m\n",
       "\u001b[0;34m            artifact_or_path: (str or Artifact) A path to the contents of this artifact,\u001b[0m\n",
       "\u001b[0;34m                can be in the following forms:\u001b[0m\n",
       "\u001b[0;34m                    - `/local/directory`\u001b[0m\n",
       "\u001b[0;34m                    - `/local/directory/file.txt`\u001b[0m\n",
       "\u001b[0;34m                    - `s3://bucket/path`\u001b[0m\n",
       "\u001b[0;34m                You can also pass an Artifact object created by calling\u001b[0m\n",
       "\u001b[0;34m                `wandb.Artifact`.\u001b[0m\n",
       "\u001b[0;34m            name: (str, optional) An artifact name. May be prefixed with entity/project.\u001b[0m\n",
       "\u001b[0;34m                Valid names can be in the following forms:\u001b[0m\n",
       "\u001b[0;34m                    - name:version\u001b[0m\n",
       "\u001b[0;34m                    - name:alias\u001b[0m\n",
       "\u001b[0;34m                    - digest\u001b[0m\n",
       "\u001b[0;34m                This will default to the basename of the path prepended with the current\u001b[0m\n",
       "\u001b[0;34m                run id  if not specified.\u001b[0m\n",
       "\u001b[0;34m            type: (str) The type of artifact to log, examples include `dataset`, `model`\u001b[0m\n",
       "\u001b[0;34m            aliases: (list, optional) Aliases to apply to this artifact,\u001b[0m\n",
       "\u001b[0;34m                defaults to `[\"latest\"]`\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m        Returns:\u001b[0m\n",
       "\u001b[0;34m            An `Artifact` object.\u001b[0m\n",
       "\u001b[0;34m        \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_log_artifact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martifact_or_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maliases\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mFile:\u001b[0m      ~/anaconda3/envs/aiking/lib/python3.8/site-packages/wandb/sdk/wandb_run.py\n",
       "\u001b[0;31mType:\u001b[0m      method\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wandb.log_artifact??"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6225bd5-d90e-4b94-b08a-205a39c1f7ca",
   "metadata": {},
   "source": [
    "## Model Export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d0125dd-92ad-44c9-873a-58f1a44e8728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'archive_path': '/Landmark2/pdo/aiking/archive',\n",
       " 'data_path': '/Landmark2/pdo/aiking/data',\n",
       " 'learner_path': '/Landmark2/pdo/aiking/learners',\n",
       " 'model_path': '/Landmark2/pdo/aiking/models',\n",
       " 'storage_path': '/tmp',\n",
       " 'version': 2}"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72eac854-f45f-4c1d-b212-c51a0f15080d",
   "metadata": {},
   "outputs": [],
   "source": [
    "c.learner_path.mkdir(exist_ok=True)\n",
    "learn.export(c.learner_path/'artsie.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50fa74ca-686e-45d7-8d5a-7dda90e0a6d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Landmark2/pdo/aiking/learners/artsie.pkl'"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str((c.learner_path/'artsie.pkl').resolve())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d6b08e3-b42e-4b1f-877f-c2a6e0e2eede",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wandb.sdk.wandb_artifacts.Artifact at 0x7f27fdad00a0>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wandb.log_artifact(str((c.learner_path/'artsie.pkl').resolve()), type='learner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b98fdfa-d55b-41f4-b220-bfb4e268d237",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 45994\n",
      "drwxrwxr-x 2 ubuntu ubuntu        3 Jun  2 12:21 .\n",
      "drwxrwxr-x 7 ubuntu ubuntu        8 Jun  2 12:21 ..\n",
      "-rw-rw-r-- 1 ubuntu ubuntu 46969490 Jun  2 12:48 artsie.pkl\n"
     ]
    }
   ],
   "source": [
    "!ls -la {path/\"..\"/\"..\"/\"learners\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fa38e5b-e95e-47b8-9a45-54cc306e6ac3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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