Starting with fastai

Python

Published

July 20, 2023

Link to the book

library('tidyverse')

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.2     ✔ readr     2.1.4
✔ forcats   1.0.0     ✔ stringr   1.5.0
✔ ggplot2   3.4.2     ✔ tibble    3.2.1
✔ lubridate 1.9.2     ✔ tidyr     1.3.0
✔ purrr     1.0.1     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

set.seed(1)

library('reticulate')

# conda_create('machine_learning')
use_condaenv('machine_learning')

# conda_install('machine_learning', 'fastai')
# conda_install('machine_learning', 'torchvision')
# conda_install('machine_learning', 'pytorch')

#id first_training
#caption Results from the first training
# CLICK ME


import torch
x = torch.rand(5, 3)
print(x)

tensor([[0.7172, 0.8668, 0.7743],
        [0.0462, 0.2161, 0.4469],
        [0.2911, 0.3335, 0.2292],
        [0.1917, 0.9395, 0.4347],
        [0.9052, 0.2584, 0.6975]])

from fastai.vision.all import *

/Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: 'dlopen(/Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torchvision/image.so, 0x0006): Symbol not found: __ZN3c106detail19maybe_wrap_dim_slowIxEET_S2_S2_b
  Referenced from: <8CBD0B78-6C7C-3C8B-8C76-ACA7B6112818> /Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torchvision/image.so
  Expected in:     <07CB8E54-8386-3606-A01E-B92223F93B74> /Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torch/lib/libc10.dylib'If you don't plan on using image functionality from `torchvision.io`, you can ignore this warning. Otherwise, there might be something wrong with your environment. Did you have `libjpeg` or `libpng` installed before building `torchvision` from source?
  warn(

path = untar_data(URLs.PETS)/'images'

def is_cat(x): return x[0].isupper()
dls = ImageDataLoaders.from_name_func(
    path, get_image_files(path), valid_pct=0.2, seed=42,
    label_func=is_cat, item_tfms=Resize(224))

learn = vision_learner(dls, resnet34, metrics=error_rate)

/Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
  warnings.warn(
/Users/seb/Library/r-miniconda-arm64/envs/machine_learning/lib/python3.9/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet34_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet34_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)

learn.fine_tune(1)

█
epoch     train_loss  valid_loss  error_rate  time    
█

Epoch 1/1 : |----------------------------------------| 0.00% [0/92 00:00<?]

Epoch 1/1 : |----------------------------------------| 1.09% [1/92 00:05<07:54]

Epoch 1/1 : |----------------------------------------| 2.17% [2/92 00:05<04:20 1.4611]

Epoch 1/1 : |█---------------------------------------| 3.26% [3/92 00:06<03:08 1.4571]

Epoch 1/1 : |█---------------------------------------| 4.35% [4/92 00:06<02:32 1.5097]

Epoch 1/1 : |██--------------------------------------| 5.43% [5/92 00:07<02:11 1.4588]

Epoch 1/1 : |██--------------------------------------| 6.52% [6/92 00:08<01:56 1.4491]

Epoch 1/1 : |███-------------------------------------| 7.61% [7/92 00:08<01:46 1.3571]

Epoch 1/1 : |███-------------------------------------| 8.70% [8/92 00:09<01:37 1.3298]

Epoch 1/1 : |███-------------------------------------| 9.78% [9/92 00:09<01:31 1.2889]

Epoch 1/1 : |████------------------------------------| 10.87% [10/92 00:10<01:25 1.2722]

Epoch 1/1 : |████------------------------------------| 11.96% [11/92 00:11<01:21 1.2364]

Epoch 1/1 : |█████-----------------------------------| 13.04% [12/92 00:11<01:17 1.1908]

Epoch 1/1 : |█████-----------------------------------| 14.13% [13/92 00:12<01:14 1.1453]

Epoch 1/1 : |██████----------------------------------| 15.22% [14/92 00:12<01:11 1.1057]

Epoch 1/1 : |██████----------------------------------| 16.30% [15/92 00:13<01:08 1.0928]

Epoch 1/1 : |██████----------------------------------| 17.39% [16/92 00:13<01:06 1.0707]

Epoch 1/1 : |███████---------------------------------| 18.48% [17/92 00:14<01:04 1.0227]

Epoch 1/1 : |███████---------------------------------| 19.57% [18/92 00:15<01:02 1.0178]

Epoch 1/1 : |████████--------------------------------| 20.65% [19/92 00:15<01:00 0.9841]

Epoch 1/1 : |████████--------------------------------| 21.74% [20/92 00:16<00:58 0.9457]

Epoch 1/1 : |█████████-------------------------------| 22.83% [21/92 00:16<00:57 0.9079]

Epoch 1/1 : |█████████-------------------------------| 23.91% [22/92 00:17<00:55 0.8819]

Epoch 1/1 : |██████████------------------------------| 25.00% [23/92 00:18<00:54 0.8478]

Epoch 1/1 : |██████████------------------------------| 26.09% [24/92 00:18<00:52 0.8204]

Epoch 1/1 : |██████████------------------------------| 27.17% [25/92 00:19<00:51 0.7875]

Epoch 1/1 : |███████████-----------------------------| 28.26% [26/92 00:19<00:50 0.7594]

Epoch 1/1 : |███████████-----------------------------| 29.35% [27/92 00:20<00:48 0.7458]

Epoch 1/1 : |████████████----------------------------| 30.43% [28/92 00:20<00:47 0.7307]

Epoch 1/1 : |████████████----------------------------| 31.52% [29/92 00:21<00:46 0.7085]

Epoch 1/1 : |█████████████---------------------------| 32.61% [30/92 00:22<00:45 0.6856]

Epoch 1/1 : |█████████████---------------------------| 33.70% [31/92 00:22<00:44 0.6655]

Epoch 1/1 : |█████████████---------------------------| 34.78% [32/92 00:23<00:43 0.6427]

Epoch 1/1 : |██████████████--------------------------| 35.87% [33/92 00:23<00:42 0.6247]

Epoch 1/1 : |██████████████--------------------------| 36.96% [34/92 00:24<00:41 0.6038]

Epoch 1/1 : |███████████████-------------------------| 38.04% [35/92 00:24<00:40 0.5811]

Epoch 1/1 : |███████████████-------------------------| 39.13% [36/92 00:25<00:39 0.5666]

Epoch 1/1 : |████████████████------------------------| 40.22% [37/92 00:25<00:38 0.5499]

Epoch 1/1 : |████████████████------------------------| 41.30% [38/92 00:26<00:37 0.5333]

Epoch 1/1 : |████████████████------------------------| 42.39% [39/92 00:27<00:36 0.5166]

Epoch 1/1 : |█████████████████-----------------------| 43.48% [40/92 00:27<00:35 0.4998]

Epoch 1/1 : |█████████████████-----------------------| 44.57% [41/92 00:28<00:35 0.4840]

Epoch 1/1 : |██████████████████----------------------| 45.65% [42/92 00:28<00:34 0.4746]

Epoch 1/1 : |██████████████████----------------------| 46.74% [43/92 00:29<00:33 0.4632]

Epoch 1/1 : |███████████████████---------------------| 47.83% [44/92 00:29<00:32 0.4558]

Epoch 1/1 : |███████████████████---------------------| 48.91% [45/92 00:30<00:31 0.4430]

Epoch 1/1 : |████████████████████--------------------| 50.00% [46/92 00:30<00:30 0.4459]

Epoch 1/1 : |████████████████████--------------------| 51.09% [47/92 00:31<00:30 0.4323]

Epoch 1/1 : |████████████████████--------------------| 52.17% [48/92 00:32<00:29 0.4198]

Epoch 1/1 : |█████████████████████-------------------| 53.26% [49/92 00:32<00:28 0.4096]

Epoch 1/1 : |█████████████████████-------------------| 54.35% [50/92 00:33<00:27 0.3991]

Epoch 1/1 : |██████████████████████------------------| 55.43% [51/92 00:33<00:27 0.3871]

Epoch 1/1 : |██████████████████████------------------| 56.52% [52/92 00:34<00:26 0.3804]

Epoch 1/1 : |███████████████████████-----------------| 57.61% [53/92 00:34<00:25 0.3694]

Epoch 1/1 : |███████████████████████-----------------| 58.70% [54/92 00:35<00:24 0.3596]

Epoch 1/1 : |███████████████████████-----------------| 59.78% [55/92 00:35<00:24 0.3558]

Epoch 1/1 : |████████████████████████----------------| 60.87% [56/92 00:36<00:23 0.3468]

Epoch 1/1 : |████████████████████████----------------| 61.96% [57/92 00:37<00:22 0.3376]

Epoch 1/1 : |█████████████████████████---------------| 63.04% [58/92 00:37<00:22 0.3308]

Epoch 1/1 : |█████████████████████████---------------| 64.13% [59/92 00:38<00:21 0.3219]

Epoch 1/1 : |██████████████████████████--------------| 65.22% [60/92 00:38<00:20 0.3154]

Epoch 1/1 : |██████████████████████████--------------| 66.30% [61/92 00:39<00:20 0.3070]

Epoch 1/1 : |██████████████████████████--------------| 67.39% [62/92 00:39<00:19 0.2997]

Epoch 1/1 : |███████████████████████████-------------| 68.48% [63/92 00:40<00:18 0.2921]

Epoch 1/1 : |███████████████████████████-------------| 69.57% [64/92 00:41<00:17 0.2911]

Epoch 1/1 : |████████████████████████████------------| 70.65% [65/92 00:41<00:17 0.2831]

Epoch 1/1 : |████████████████████████████------------| 71.74% [66/92 00:42<00:16 0.2813]

Epoch 1/1 : |█████████████████████████████-----------| 72.83% [67/92 00:42<00:15 0.2766]

Epoch 1/1 : |█████████████████████████████-----------| 73.91% [68/92 00:43<00:15 0.2695]

Epoch 1/1 : |██████████████████████████████----------| 75.00% [69/92 00:43<00:14 0.2640]

Epoch 1/1 : |██████████████████████████████----------| 76.09% [70/92 00:44<00:13 0.2586]

Epoch 1/1 : |██████████████████████████████----------| 77.17% [71/92 00:44<00:13 0.2522]

Epoch 1/1 : |███████████████████████████████---------| 78.26% [72/92 00:45<00:12 0.2456]

Epoch 1/1 : |███████████████████████████████---------| 79.35% [73/92 00:46<00:12 0.2398]

Epoch 1/1 : |████████████████████████████████--------| 80.43% [74/92 00:46<00:11 0.2364]

Epoch 1/1 : |████████████████████████████████--------| 81.52% [75/92 00:47<00:10 0.2304]

Epoch 1/1 : |█████████████████████████████████-------| 82.61% [76/92 00:47<00:10 0.2249]

Epoch 1/1 : |█████████████████████████████████-------| 83.70% [77/92 00:48<00:09 0.2200]

Epoch 1/1 : |█████████████████████████████████-------| 84.78% [78/92 00:48<00:08 0.2168]

Epoch 1/1 : |██████████████████████████████████------| 85.87% [79/92 00:49<00:08 0.2143]

Epoch 1/1 : |██████████████████████████████████------| 86.96% [80/92 00:50<00:07 0.2101]

Epoch 1/1 : |███████████████████████████████████-----| 88.04% [81/92 00:50<00:06 0.2057]

Epoch 1/1 : |███████████████████████████████████-----| 89.13% [82/92 00:51<00:06 0.2008]

Epoch 1/1 : |████████████████████████████████████----| 90.22% [83/92 00:51<00:05 0.1978]

Epoch 1/1 : |████████████████████████████████████----| 91.30% [84/92 00:52<00:04 0.1937]

Epoch 1/1 : |████████████████████████████████████----| 92.39% [85/92 00:52<00:04 0.1925]

Epoch 1/1 : |█████████████████████████████████████---| 93.48% [86/92 00:53<00:03 0.1879]

Epoch 1/1 : |█████████████████████████████████████---| 94.57% [87/92 00:54<00:03 0.1834]

Epoch 1/1 : |██████████████████████████████████████--| 95.65% [88/92 00:54<00:02 0.1834]

Epoch 1/1 : |██████████████████████████████████████--| 96.74% [89/92 00:55<00:01 0.1855]

Epoch 1/1 : |███████████████████████████████████████-| 97.83% [90/92 00:55<00:01 0.1848]

Epoch 1/1 : |███████████████████████████████████████-| 98.91% [91/92 00:56<00:00 0.1809]

Epoch 1/1 : |████████████████████████████████████████| 100.00% [92/92 00:56<00:00 0.1839]

Epoch 1/1 :                                                                              

Epoch 1/1 :                                                                              
█

Epoch 1/1 : |----------------------------------------| 0.00% [0/24 00:00<?]

Epoch 1/1 : |█---------------------------------------| 4.17% [1/24 00:00<00:10]

Epoch 1/1 : |███-------------------------------------| 8.33% [2/24 00:00<00:08 0.1796]

Epoch 1/1 : |█████-----------------------------------| 12.50% [3/24 00:01<00:08 0.1796]

Epoch 1/1 : |██████----------------------------------| 16.67% [4/24 00:01<00:07 0.1796]

Epoch 1/1 : |████████--------------------------------| 20.83% [5/24 00:01<00:07 0.1796]

Epoch 1/1 : |██████████------------------------------| 25.00% [6/24 00:02<00:06 0.1796]

Epoch 1/1 : |███████████-----------------------------| 29.17% [7/24 00:02<00:06 0.1796]

Epoch 1/1 : |█████████████---------------------------| 33.33% [8/24 00:02<00:05 0.1796]

Epoch 1/1 : |███████████████-------------------------| 37.50% [9/24 00:03<00:05 0.1796]

Epoch 1/1 : |████████████████------------------------| 41.67% [10/24 00:03<00:05 0.1796]

Epoch 1/1 : |██████████████████----------------------| 45.83% [11/24 00:03<00:04 0.1796]

Epoch 1/1 : |████████████████████--------------------| 50.00% [12/24 00:04<00:04 0.1796]

Epoch 1/1 : |█████████████████████-------------------| 54.17% [13/24 00:04<00:03 0.1796]

Epoch 1/1 : |███████████████████████-----------------| 58.33% [14/24 00:05<00:03 0.1796]

Epoch 1/1 : |█████████████████████████---------------| 62.50% [15/24 00:05<00:03 0.1796]

Epoch 1/1 : |██████████████████████████--------------| 66.67% [16/24 00:05<00:02 0.1796]

Epoch 1/1 : |████████████████████████████------------| 70.83% [17/24 00:06<00:02 0.1796]

Epoch 1/1 : |██████████████████████████████----------| 75.00% [18/24 00:06<00:02 0.1796]

Epoch 1/1 : |███████████████████████████████---------| 79.17% [19/24 00:06<00:01 0.1796]

Epoch 1/1 : |█████████████████████████████████-------| 83.33% [20/24 00:07<00:01 0.1796]

Epoch 1/1 : |███████████████████████████████████-----| 87.50% [21/24 00:07<00:01 0.1796]

Epoch 1/1 : |████████████████████████████████████----| 91.67% [22/24 00:08<00:00 0.1796]

Epoch 1/1 : |██████████████████████████████████████--| 95.83% [23/24 00:08<00:00 0.1796]

Epoch 1/1 : |████████████████████████████████████████| 100.00% [24/24 00:08<00:00 0.1796]

Epoch 1/1 :                                                                              

Epoch 1/1 :                                                                              
0         0.179568    0.032552    0.012855    01:05     
█
epoch     train_loss  valid_loss  error_rate  time    
█

Epoch 1/1 : |----------------------------------------| 0.00% [0/92 00:00<?]

Epoch 1/1 : |----------------------------------------| 1.09% [1/92 00:01<02:29]

Epoch 1/1 : |----------------------------------------| 2.17% [2/92 00:02<01:51 0.1797]

Epoch 1/1 : |█---------------------------------------| 3.26% [3/92 00:03<01:38 0.1064]

Epoch 1/1 : |█---------------------------------------| 4.35% [4/92 00:04<01:30 0.0731]

Epoch 1/1 : |██--------------------------------------| 5.43% [5/92 00:04<01:26 0.0828]

Epoch 1/1 : |██--------------------------------------| 6.52% [6/92 00:05<01:22 0.0750]

Epoch 1/1 : |███-------------------------------------| 7.61% [7/92 00:06<01:20 0.0639]

Epoch 1/1 : |███-------------------------------------| 8.70% [8/92 00:07<01:17 0.0550]

Epoch 1/1 : |███-------------------------------------| 9.78% [9/92 00:08<01:16 0.0483]

Epoch 1/1 : |████------------------------------------| 10.87% [10/92 00:09<01:14 0.0460]

Epoch 1/1 : |████------------------------------------| 11.96% [11/92 00:09<01:13 0.0580]

Epoch 1/1 : |█████-----------------------------------| 13.04% [12/92 00:10<01:11 0.0529]

Epoch 1/1 : |█████-----------------------------------| 14.13% [13/92 00:11<01:10 0.0525]

Epoch 1/1 : |██████----------------------------------| 15.22% [14/92 00:12<01:09 0.0680]

Epoch 1/1 : |██████----------------------------------| 16.30% [15/92 00:13<01:07 0.0632]

Epoch 1/1 : |██████----------------------------------| 17.39% [16/92 00:14<01:06 0.0612]

Epoch 1/1 : |███████---------------------------------| 18.48% [17/92 00:14<01:05 0.0966]

Epoch 1/1 : |███████---------------------------------| 19.57% [18/92 00:15<01:04 0.0946]

Epoch 1/1 : |████████--------------------------------| 20.65% [19/92 00:16<01:03 0.0967]

Epoch 1/1 : |████████--------------------------------| 21.74% [20/92 00:17<01:02 0.1005]

Epoch 1/1 : |█████████-------------------------------| 22.83% [21/92 00:18<01:01 0.0976]

Epoch 1/1 : |█████████-------------------------------| 23.91% [22/92 00:19<01:00 0.0920]

Epoch 1/1 : |██████████------------------------------| 25.00% [23/92 00:19<00:59 0.0877]

Epoch 1/1 : |██████████------------------------------| 26.09% [24/92 00:20<00:58 0.0830]

Epoch 1/1 : |██████████------------------------------| 27.17% [25/92 00:21<00:57 0.0832]

Epoch 1/1 : |███████████-----------------------------| 28.26% [26/92 00:22<00:56 0.0834]

Epoch 1/1 : |███████████-----------------------------| 29.35% [27/92 00:23<00:56 0.0868]

Epoch 1/1 : |████████████----------------------------| 30.43% [28/92 00:24<00:55 0.0931]

Epoch 1/1 : |████████████----------------------------| 31.52% [29/92 00:24<00:54 0.0893]

Epoch 1/1 : |█████████████---------------------------| 32.61% [30/92 00:25<00:53 0.0865]

Epoch 1/1 : |█████████████---------------------------| 33.70% [31/92 00:26<00:52 0.0861]

Epoch 1/1 : |█████████████---------------------------| 34.78% [32/92 00:27<00:51 0.0888]

Epoch 1/1 : |██████████████--------------------------| 35.87% [33/92 00:28<00:50 0.0852]

Epoch 1/1 : |██████████████--------------------------| 36.96% [34/92 00:29<00:49 0.0883]

Epoch 1/1 : |███████████████-------------------------| 38.04% [35/92 00:29<00:48 0.0849]

Epoch 1/1 : |███████████████-------------------------| 39.13% [36/92 00:30<00:47 0.0865]

Epoch 1/1 : |████████████████------------------------| 40.22% [37/92 00:31<00:47 0.0887]

Epoch 1/1 : |████████████████------------------------| 41.30% [38/92 00:32<00:46 0.0949]

Epoch 1/1 : |████████████████------------------------| 42.39% [39/92 00:33<00:45 0.0992]

Epoch 1/1 : |█████████████████-----------------------| 43.48% [40/92 00:34<00:44 0.0956]

Epoch 1/1 : |█████████████████-----------------------| 44.57% [41/92 00:34<00:43 0.0950]

Epoch 1/1 : |██████████████████----------------------| 45.65% [42/92 00:35<00:42 0.0925]

Epoch 1/1 : |██████████████████----------------------| 46.74% [43/92 00:36<00:41 0.0915]

Epoch 1/1 : |███████████████████---------------------| 47.83% [44/92 00:37<00:40 0.0920]

Epoch 1/1 : |███████████████████---------------------| 48.91% [45/92 00:38<00:39 0.0902]

Epoch 1/1 : |████████████████████--------------------| 50.00% [46/92 00:39<00:39 0.0919]

Epoch 1/1 : |████████████████████--------------------| 51.09% [47/92 00:39<00:38 0.1026]

Epoch 1/1 : |████████████████████--------------------| 52.17% [48/92 00:40<00:37 0.1011]

Epoch 1/1 : |█████████████████████-------------------| 53.26% [49/92 00:41<00:36 0.0981]

Epoch 1/1 : |█████████████████████-------------------| 54.35% [50/92 00:42<00:35 0.1058]

Epoch 1/1 : |██████████████████████------------------| 55.43% [51/92 00:43<00:34 0.1025]

Epoch 1/1 : |██████████████████████------------------| 56.52% [52/92 00:44<00:33 0.1030]

Epoch 1/1 : |███████████████████████-----------------| 57.61% [53/92 00:44<00:33 0.1020]

Epoch 1/1 : |███████████████████████-----------------| 58.70% [54/92 00:45<00:32 0.1046]

Epoch 1/1 : |███████████████████████-----------------| 59.78% [55/92 00:46<00:31 0.1033]

Epoch 1/1 : |████████████████████████----------------| 60.87% [56/92 00:47<00:30 0.1014]

Epoch 1/1 : |████████████████████████----------------| 61.96% [57/92 00:48<00:29 0.0984]

Epoch 1/1 : |█████████████████████████---------------| 63.04% [58/92 00:49<00:28 0.0960]

Epoch 1/1 : |█████████████████████████---------------| 64.13% [59/92 00:49<00:27 0.0944]

Epoch 1/1 : |██████████████████████████--------------| 65.22% [60/92 00:50<00:27 0.0969]

Epoch 1/1 : |██████████████████████████--------------| 66.30% [61/92 00:51<00:26 0.0946]

Epoch 1/1 : |██████████████████████████--------------| 67.39% [62/92 00:52<00:25 0.0945]

Epoch 1/1 : |███████████████████████████-------------| 68.48% [63/92 00:53<00:24 0.0930]

Epoch 1/1 : |███████████████████████████-------------| 69.57% [64/92 00:54<00:23 0.0931]

Epoch 1/1 : |████████████████████████████------------| 70.65% [65/92 00:54<00:22 0.0908]

Epoch 1/1 : |████████████████████████████------------| 71.74% [66/92 00:55<00:21 0.0884]

Epoch 1/1 : |█████████████████████████████-----------| 72.83% [67/92 00:56<00:21 0.0871]

Epoch 1/1 : |█████████████████████████████-----------| 73.91% [68/92 00:57<00:20 0.0861]

Epoch 1/1 : |██████████████████████████████----------| 75.00% [69/92 00:58<00:19 0.0839]

Epoch 1/1 : |██████████████████████████████----------| 76.09% [70/92 00:59<00:18 0.0831]

Epoch 1/1 : |██████████████████████████████----------| 77.17% [71/92 01:00<00:17 0.0838]

Epoch 1/1 : |███████████████████████████████---------| 78.26% [72/92 01:00<00:16 0.0848]

Epoch 1/1 : |███████████████████████████████---------| 79.35% [73/92 01:01<00:16 0.0865]

Epoch 1/1 : |████████████████████████████████--------| 80.43% [74/92 01:02<00:15 0.0885]

Epoch 1/1 : |████████████████████████████████--------| 81.52% [75/92 01:03<00:14 0.0864]

Epoch 1/1 : |█████████████████████████████████-------| 82.61% [76/92 01:04<00:13 0.0872]

Epoch 1/1 : |█████████████████████████████████-------| 83.70% [77/92 01:05<00:12 0.0859]

Epoch 1/1 : |█████████████████████████████████-------| 84.78% [78/92 01:06<00:11 0.0837]

Epoch 1/1 : |██████████████████████████████████------| 85.87% [79/92 01:07<00:11 0.0838]

Epoch 1/1 : |██████████████████████████████████------| 86.96% [80/92 01:07<00:10 0.0828]

Epoch 1/1 : |███████████████████████████████████-----| 88.04% [81/92 01:08<00:09 0.0814]

Epoch 1/1 : |███████████████████████████████████-----| 89.13% [82/92 01:09<00:08 0.0795]

Epoch 1/1 : |████████████████████████████████████----| 90.22% [83/92 01:10<00:07 0.0776]

Epoch 1/1 : |████████████████████████████████████----| 91.30% [84/92 01:11<00:06 0.0795]

Epoch 1/1 : |████████████████████████████████████----| 92.39% [85/92 01:12<00:05 0.0781]

Epoch 1/1 : |█████████████████████████████████████---| 93.48% [86/92 01:13<00:05 0.0765]

Epoch 1/1 : |█████████████████████████████████████---| 94.57% [87/92 01:13<00:04 0.0749]

Epoch 1/1 : |██████████████████████████████████████--| 95.65% [88/92 01:14<00:03 0.0731]

Epoch 1/1 : |██████████████████████████████████████--| 96.74% [89/92 01:15<00:02 0.0732]

Epoch 1/1 : |███████████████████████████████████████-| 97.83% [90/92 01:16<00:01 0.0729]

Epoch 1/1 : |███████████████████████████████████████-| 98.91% [91/92 01:17<00:00 0.0712]

Epoch 1/1 : |████████████████████████████████████████| 100.00% [92/92 01:18<00:00 0.0702]

Epoch 1/1 :                                                                              

Epoch 1/1 :                                                                              
█

Epoch 1/1 : |----------------------------------------| 0.00% [0/24 00:00<?]

Epoch 1/1 : |█---------------------------------------| 4.17% [1/24 00:00<00:08]

Epoch 1/1 : |███-------------------------------------| 8.33% [2/24 00:00<00:08 0.0691]

Epoch 1/1 : |█████-----------------------------------| 12.50% [3/24 00:01<00:07 0.0691]

Epoch 1/1 : |██████----------------------------------| 16.67% [4/24 00:01<00:07 0.0691]

Epoch 1/1 : |████████--------------------------------| 20.83% [5/24 00:01<00:07 0.0691]

Epoch 1/1 : |██████████------------------------------| 25.00% [6/24 00:02<00:06 0.0691]

Epoch 1/1 : |███████████-----------------------------| 29.17% [7/24 00:02<00:06 0.0691]

Epoch 1/1 : |█████████████---------------------------| 33.33% [8/24 00:02<00:05 0.0691]

Epoch 1/1 : |███████████████-------------------------| 37.50% [9/24 00:03<00:05 0.0691]

Epoch 1/1 : |████████████████------------------------| 41.67% [10/24 00:03<00:05 0.0691]

Epoch 1/1 : |██████████████████----------------------| 45.83% [11/24 00:03<00:04 0.0691]

Epoch 1/1 : |████████████████████--------------------| 50.00% [12/24 00:04<00:04 0.0691]

Epoch 1/1 : |█████████████████████-------------------| 54.17% [13/24 00:04<00:04 0.0691]

Epoch 1/1 : |███████████████████████-----------------| 58.33% [14/24 00:05<00:03 0.0691]

Epoch 1/1 : |█████████████████████████---------------| 62.50% [15/24 00:05<00:03 0.0691]

Epoch 1/1 : |██████████████████████████--------------| 66.67% [16/24 00:05<00:02 0.0691]

Epoch 1/1 : |████████████████████████████------------| 70.83% [17/24 00:06<00:02 0.0691]

Epoch 1/1 : |██████████████████████████████----------| 75.00% [18/24 00:06<00:02 0.0691]

Epoch 1/1 : |███████████████████████████████---------| 79.17% [19/24 00:07<00:01 0.0691]

Epoch 1/1 : |█████████████████████████████████-------| 83.33% [20/24 00:07<00:01 0.0691]

Epoch 1/1 : |███████████████████████████████████-----| 87.50% [21/24 00:07<00:01 0.0691]

Epoch 1/1 : |████████████████████████████████████----| 91.67% [22/24 00:08<00:00 0.0691]

Epoch 1/1 : |██████████████████████████████████████--| 95.83% [23/24 00:08<00:00 0.0691]

Epoch 1/1 : |████████████████████████████████████████| 100.00% [24/24 00:08<00:00 0.0691]

Epoch 1/1 :                                                                              

Epoch 1/1 :                                                                              
0         0.069070    0.013186    0.004736    01:26