diff --git a/Pipfile b/Pipfile
index e0f38aa..3e2c1b7 100644
--- a/Pipfile
+++ b/Pipfile
@@ -11,16 +11,17 @@ verify_ssl = false
 [packages]
 torch = "==1.10.0"
 torchvision = "==0.11.1"
-pytorch-lightning = "==1.5.2"
+pytorch-lightning = "==1.6.4"
 hydra-core = "==1.0.0"
 hydra-colorlog = "*"
 omegaconf = "==2.0.1"
 wandb = "*"
 timm = "==0.4.12"
 pandas = "*"
-torchmetrics = "*"
+torchmetrics = "==0.8.2"
 aiohttp = "*"
 pillow = ">=8.3.2"
+setuptools = "==59.5.0"
 
 [dev-packages]
 ipdb = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index c809d83..f64420f 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "1d7867802f5353db549a401da03f2063be9df2cd4be3162c0ce3520eb86a3256"
+            "sha256": "21836604ee33aca10ade7d2afd0e76df9f8eb7b482f8c73328afb80643aad763"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -23,11 +23,11 @@
     "default": {
         "absl-py": {
             "hashes": [
-                "sha256:84e6dcdc69c947d0c13e5457d056bd43cade4c2393dce00d684aedea77ddc2a3",
-                "sha256:ac511215c01ee9ae47b19716599e8ccfa746f2e18de72bdf641b79b22afa27ea"
+                "sha256:3aa39f898329c2156ff525dfa69ce709e42d77aab18bf4917719d6f260aa6a08",
+                "sha256:db97287655e30336938f8058d2c81ed2be6af1d9b6ebbcd8df1080a6c7fcd24e"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.0.0"
+            "version": "==1.1.0"
         },
         "aiohttp": {
             "hashes": [
@@ -60,26 +60,27 @@
         },
         "attrs": {
             "hashes": [
-                "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1",
-                "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"
+                "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4",
+                "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==21.2.0"
+            "version": "==21.4.0"
         },
         "cachetools": {
             "hashes": [
-                "sha256:89ea6f1b638d5a73a4f9226be57ac5e4f399d22770b92355f92dcb0f7f001693",
-                "sha256:92971d3cb7d2a97efff7c7bb1657f21a8f5fb309a37530537c71b1774189f2d1"
+                "sha256:6a94c6402995a99c3970cc7e4884bb60b4a8639938157eeed436098bf9831757",
+                "sha256:f9f17d2aec496a9aa6b76f53e3b614c965223c061982d434d160f930c698a9db"
             ],
-            "markers": "python_version ~= '3.5'",
-            "version": "==4.2.4"
+            "markers": "python_version ~= '3.7'",
+            "version": "==5.2.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872",
-                "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"
+                "sha256:9c5705e395cd70084351dd8ad5c41e65655e08ce46f2ec9cf6c2c08390f71eb7",
+                "sha256:f1d53542ee8cbedbe2118b5686372fb33c297fcd6379b050cca0ef13a597382a"
             ],
-            "version": "==2021.10.8"
+            "markers": "python_version >= '3.6'",
+            "version": "==2022.5.18.1"
         },
         "chardet": {
             "hashes": [
@@ -91,19 +92,19 @@
         },
         "charset-normalizer": {
             "hashes": [
-                "sha256:e019de665e2bcf9c2b64e2e5aa025fa991da8720daa3c1138cadd2fd1856aed0",
-                "sha256:f7af805c321bfa1ce6714c51f254e0d5bb5e5834039bc17db7ebe3a4cec9492b"
+                "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597",
+                "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"
             ],
             "markers": "python_version >= '3'",
-            "version": "==2.0.7"
+            "version": "==2.0.12"
         },
         "click": {
             "hashes": [
-                "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3",
-                "sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b"
+                "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e",
+                "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==8.0.3"
+            "markers": "python_version >= '3.7'",
+            "version": "==8.1.3"
         },
         "colorlog": {
             "hashes": [
@@ -113,14 +114,6 @@
             "markers": "python_version >= '3.6'",
             "version": "==6.6.0"
         },
-        "configparser": {
-            "hashes": [
-                "sha256:202b9679a809b703720afa2eacaad4c6c2d63196070e5d9edc953c0489dfd536",
-                "sha256:f99c2256b24c551de13cf9e42c7b5db96fb133f0ca4de5dcb1df1aaf89f48298"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==5.1.0"
-        },
         "docker-pycreds": {
             "hashes": [
                 "sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4",
@@ -133,18 +126,11 @@
                 "http"
             ],
             "hashes": [
-                "sha256:8843f31c7a7bb1afc4add371948f10701814594d407ee1b0bb4facec8b517efa",
-                "sha256:cbb7bafd59aa33684a92e843877f4adc0109fb0722b1a26e7d08f5a6e2500904"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2021.11.0"
-        },
-        "future": {
-            "hashes": [
-                "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
+                "sha256:2c198c50eb541a80bbd03540b07602c4a957366f3fb416a1f270d34bd4ff0926",
+                "sha256:7a5459c75c44e760fbe6a3ccb1f37e81e023cde7da8ba20401258d877ec483b4"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.18.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==2022.5.0"
         },
         "gitdb": {
             "hashes": [
@@ -156,19 +142,19 @@
         },
         "gitpython": {
             "hashes": [
-                "sha256:dc0a7f2f697657acc8d7f89033e8b1ea94dd90356b2983bca89dc8d2ab3cc647",
-                "sha256:df83fdf5e684fef7c6ee2c02fc68a5ceb7e7e759d08b694088d0cacb4eba59e5"
+                "sha256:1c885ce809e8ba2d88a29befeb385fcea06338d3640712b59ca623c220bb5704",
+                "sha256:5b68b000463593e05ff2b261acff0ff0972df8ab1b70d3cdbd41b546c8b8fc3d"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==3.1.24"
+            "version": "==3.1.27"
         },
         "google-auth": {
             "hashes": [
-                "sha256:a348a50b027679cb7dae98043ac8dbcc1d7951f06d8387496071a1e05a2465c0",
-                "sha256:d83570a664c10b97a1dc6f8df87e5fdfff012f48f62be131e449c20dfc32630e"
+                "sha256:1ba4938e032b73deb51e59c4656a00e0939cf0b1112575099f136babb4563312",
+                "sha256:349ac49b18b01019453cc99c11c92ed772739778c92f184002b7ab3a5b7ac77d"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==2.3.3"
+            "version": "==2.6.6"
         },
         "google-auth-oauthlib": {
             "hashes": [
@@ -180,61 +166,71 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:0209f30741de1875413f40e89bec9c647e7afad4a3549a6a1682c1ee23da68ca",
-                "sha256:06d5364e85e0fa50ee68bffd9c93a6aff869a91c68f1fd7ba1b944e063a0ff9f",
-                "sha256:17433f7eb01737240581b33fbc2eae7b7fa6d3429571782580bceaf05ec56cb8",
-                "sha256:21aa4a111b3381d3dd982a3df62348713b29f651aa9f6dfbc9415adbfe28d2ba",
-                "sha256:2956da789d74fc35d2c869b3aa45dbf41c5d862c056ca8b5e35a688347ede809",
-                "sha256:29fc36c99161ff307c8ca438346b2e36f81dac5ecdbabc983d0b255d7913fb19",
-                "sha256:2aba7f93671ec971c5c70db81633b49a2f974aa09a2d811aede344a32bad1896",
-                "sha256:2b264cf303a22c46f8d455f42425c546ad6ce22f183debb8d64226ddf1e039f4",
-                "sha256:3a13953e12dc40ee247b5fe6ef22b5fac8f040a76b814a11bf9f423e82402f28",
-                "sha256:47ab65be9ba7a0beee94bbe2fb1dd03cb7832db9df4d1f8fae215a16b3edeb5e",
-                "sha256:4a8f2c7490fe3696e0cdd566e2f099fb91b51bc75446125175c55581c2f7bc11",
-                "sha256:53e10d07e541073eb9a84d49ecffb831c3cbb970bcd8cd8de8431e935bf66c2e",
-                "sha256:5441d343602ce10ba48fcb36bb5de197a15a01dc9ee0f71c2a73cd5cd3d7f5ac",
-                "sha256:59163b8d2e0d85f0ecbee52b348f867eec7e0f909177564fb3956363f7e616e5",
-                "sha256:5b9f0c4822e3a52a1663a315752c6bbdbed0ec15a660d3e64137335acbb5b7ce",
-                "sha256:603d71de14ab1f1fd1254b69ceda73545943461b1f51f82fda9477503330b6ea",
-                "sha256:64f2b3e6474e2ad865478b64f0850d15842acbb2623de5f78a60ceabe00c63e0",
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+                "sha256:f5c6393fa645183ae858ebfbf72ab94e7ebafb5cd849dcf4ae8c53a83cce4e24",
+                "sha256:f7637b55662e56a64c07846bc0d2da6232a6e893b22c39790f2e41d03ac1a826",
+                "sha256:ffbbb228e6fc6f85b34aac428eb76b4fc6591d771e487ce46eb16b4b7e18b91d"
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             "markers": "python_version >= '3.6'",
-            "version": "==1.42.0"
+            "version": "==1.46.3"
         },
         "hydra-colorlog": {
             "hashes": [
-                "sha256:177e8ee7046898e70bf4acfbed88c149c590c8bf7f9e57160ac4016b2addc8d1",
-                "sha256:f575f90f2400d46b779b773b53a270df5371a9fff377b04f5665afc42e0c3f9d"
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-            "version": "==1.1.0"
+            "version": "==1.2.0"
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         "hydra-core": {
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@@ -254,27 +250,27 @@
         },
         "importlib-metadata": {
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         "multidict": {
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@@ -301,47 +297,39 @@
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         "numpy": {
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         "omegaconf": {
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@@ -361,33 +349,30 @@
         },
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@@ -397,50 +382,47 @@
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@@ -550,19 +536,19 @@
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@@ -574,18 +560,18 @@
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@@ -628,42 +614,127 @@
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@@ -681,21 +752,12 @@
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@@ -708,15 +770,9 @@
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@@ -752,11 +808,11 @@
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@@ -782,51 +838,51 @@
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-            "version": "==0.37.0"
+            "version": "==0.37.1"
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         "yarl": {
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@@ -906,24 +962,23 @@
             "markers": "python_version >= '3.6'",
             "version": "==1.7.2"
         },
-        "yaspin": {
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-            "markers": "python_version < '3.10'",
-            "version": "==3.6.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.8.0"
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     "develop": {
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                 "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
@@ -933,27 +988,55 @@
         },
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-            "version": "==21.11b1"
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-            "version": "==8.0.3"
+            "markers": "python_version >= '3.7'",
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-            "markers": "python_version >= '3.5'",
-            "version": "==5.1.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==5.1.1"
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+        "executing": {
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@@ -964,11 +1047,11 @@
         },
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@@ -1003,11 +1086,11 @@
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@@ -1033,19 +1116,19 @@
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@@ -1054,107 +1137,83 @@
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         },
         "typing-extensions": {
             "hashes": [
-                "sha256:2cdf80e4e04866a9b3689a51869016d36db0814d84b8d8a568d22781d45d27ed",
-                "sha256:829704698b22e13ec9eaf959122315eabb370b0884400e9818334d8b677023d9"
+                "sha256:6657594ee297170d19f67d55c05852a874e7eb634f4f753dbd667855e07c1708",
+                "sha256:f1c24655a0da0d1b67f07e17a5e6b2a105894e6824b92096378bb3668ef02376"
             ],
-            "markers": "python_version < '3.10'",
-            "version": "==4.0.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.2.0"
         },
         "vulture": {
             "hashes": [
-                "sha256:03d5a62bcbe9ceb9a9b0575f42d71a2d414070229f2e6f95fa6e7c71aaaed967",
-                "sha256:f39de5e6f1df1f70c3b50da54f1c8d494159e9ca3d01a9b89eac929600591703"
+                "sha256:25acfcacc24884e4344c13601ff43bbfa59faa9cdf330ccce6f4a09c49a2057c",
+                "sha256:819439294a76b4e0b8e08c70d75565a8ce3dc1f6e03558ed123a5f2bb737c0ea"
             ],
             "index": "pypi",
-            "version": "==2.3"
+            "version": "==2.4"
         },
         "wcwidth": {
             "hashes": [
diff --git a/README.md b/README.md
index 33d5caf..e2d0c46 100644
--- a/README.md
+++ b/README.md
@@ -224,3 +224,6 @@ The results of TensorBoard are as follows.
 - [x] Use torchmetrics
 - [ ] Transform by albumentations
 - [ ] Remove Hydra and use Lightning CLI and config files
+- [ ] Add Fault-tolerant Training
+- [ ] Add EarlyStopping
+- [ ] Remove pipenv and add requirements.txt or poetry