From a62242f824be474e0811c620812f0fa4822fffc9 Mon Sep 17 00:00:00 2001
From: Francesco Murdaca <fmurdaca@redhat.com>
Date: Fri, 12 Feb 2021 16:02:53 +0100
Subject: [PATCH] Add notebook dependencies in notebooks and overlays matchin
 notebook kernels and dependencies using jupyterlab-requirements (#68)

* Add notebook dependencies and overlays created

Signed-off-by: Francesco Murdaca <fmurdaca@redhat.com>

* Add overlyas

Signed-off-by: Francesco Murdaca <fmurdaca@redhat.com>

* Update .thoth.yaml

Signed-off-by: Francesco Murdaca <fmurdaca@redhat.com>
---
 .thoth.yaml                            |    4 +-
 Pipfile                                |    1 +
 Pipfile.lock                           | 1233 ++++++++++++++++++++++--
 notebooks/download_dataset.ipynb       |   11 +-
 notebooks/test_deployed_model.ipynb    |   10 +-
 notebooks/training.ipynb               |   10 +-
 overlays/download_dataset/Pipfile      |   10 +
 overlays/download_dataset/Pipfile.lock |  220 +++++
 overlays/test_model/Pipfile            |   14 +
 overlays/test_model/Pipfile.lock       |  553 +++++++++++
 overlays/training/Pipfile              |   15 +
 overlays/training/Pipfile.lock         |  584 +++++++++++
 12 files changed, 2574 insertions(+), 91 deletions(-)
 create mode 100644 overlays/download_dataset/Pipfile
 create mode 100644 overlays/download_dataset/Pipfile.lock
 create mode 100644 overlays/test_model/Pipfile
 create mode 100644 overlays/test_model/Pipfile.lock
 create mode 100644 overlays/training/Pipfile
 create mode 100644 overlays/training/Pipfile.lock

diff --git a/.thoth.yaml b/.thoth.yaml
index 89d5c66..0a36b11 100644
--- a/.thoth.yaml
+++ b/.thoth.yaml
@@ -3,7 +3,7 @@ tls_verify: true
 requirements_format: pipenv
 
 runtime_environments:
-  - name: processing
+  - name: download_dataset
     operating_system:
       name: rhel
       version: "8"
@@ -17,7 +17,7 @@ runtime_environments:
     python_version: "3.8"
     recommendation_type: performance
 
-  - name: inference
+  - name: test_model
     operating_system:
       name: rhel
       version: "8"
diff --git a/Pipfile b/Pipfile
index b348986..30acf41 100644
--- a/Pipfile
+++ b/Pipfile
@@ -14,6 +14,7 @@ prometheus-flask-exporter = "*"
 boto3 = "*"
 
 [dev-packages]
+jupyterlab-requirements = ">=0.3.5"
 flake8 = "*"
 coverage = "*"
 Sphinx = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 0b4aefe..50c1a8d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "85d4918854a1d4d44bfe1766445b09d807adb06dea8d09d3c66cf57a5756a440"
+            "sha256": "9c470f6ebf4dc2abd83b869ed47a6c98dad5096382ab54f93c165f35dd026e76"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -32,23 +32,26 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:d6aafb804fca2b67c65dda78ad8b4afed901e004071208b84c804d345ad9ebba"
+                "sha256:bb2e16b0b8c13d47bc5d7b64a90bfa1310f4f2b524bdd3dcfe9237ddf243554d",
+                "sha256:f9d940f40c0302493466a20e716a23fa942b8e865dda4ebbca5e4fa3f5ca9635"
             ],
             "index": "pypi",
-            "version": "==1.17.5"
+            "version": "==1.17.6"
         },
         "botocore": {
             "hashes": [
-                "sha256:04a1df759681f5f171accb354d863bfed0774d64a4e8ee35ff49835755660a4e",
-                "sha256:3c55f0db5e08920727f4fa24a87aed60060643f4b0b5665c62ec762f79e82d6b"
+                "sha256:39832e4732fcdc897e1b1a50474251c7d3218029a902634a876364c223ca2432",
+                "sha256:7d04cd042ac01e08463dcbe520835d02f414ba431a43e4b4035bd2d0531b66a0"
             ],
-            "version": "==1.20.5"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.20.6"
         },
         "cachetools": {
             "hashes": [
                 "sha256:1d9d5f567be80f7c07d765e21b814326d78c61eb0c3a637dffc0e5d1796cb2e2",
                 "sha256:f469e29e7aa4cff64d8de4aad95ce76de8ea1125a16c68e0d93f65c3c3dc92e9"
             ],
+            "markers": "python_version ~= '3.5'",
             "version": "==4.2.1"
         },
         "certifi": {
@@ -63,6 +66,7 @@
                 "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa",
                 "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==4.0.0"
         },
         "click": {
@@ -70,6 +74,7 @@
                 "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
                 "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==7.1.2"
         },
         "cycler": {
@@ -84,6 +89,7 @@
                 "sha256:4efa1ae2d7c9865af48986de8aeb8504bf32c7f3d6fdc9353d34b21f4b127060",
                 "sha256:8a4fdd8936eba2512e9c85df320a37e694c93945b33ef33c89946a340a238557"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==1.1.2"
         },
         "flask-cors": {
@@ -106,20 +112,23 @@
                 "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45",
                 "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.3.3"
         },
         "google-auth": {
             "hashes": [
-                "sha256:008e23ed080674f69f9d2d7d80db4c2591b9bb307d136cea7b3bc129771d211d",
-                "sha256:514e39f4190ca972200ba33876da5a8857c5665f2b4ccc36c8b8ee21228aae80"
+                "sha256:1b461d079b5650efe492a7814e95c536ffa9e7a96e39a6d16189c1604f18554f",
+                "sha256:8ce6862cf4e9252de10045f05fa80393fde831da9c2b45c39288edeee3cde7f2"
             ],
-            "version": "==1.25.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.26.1"
         },
         "google-auth-oauthlib": {
             "hashes": [
                 "sha256:65b65bc39ad8cab15039b35e5898455d3d66296d0584d96fe0e79d67d04c51d9",
                 "sha256:d4d98c831ea21d574699978827490a41b94f05d565c617fe1b420e88f1fc8d8d"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==0.4.2"
         },
         "google-pasta": {
@@ -221,21 +230,15 @@
                 "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
                 "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.10"
         },
-        "importlib-metadata": {
-            "hashes": [
-                "sha256:ace61d5fc652dc280e7b6b4ff732a9c2d40db2c0f92bc6cb74e07b73d53a1771",
-                "sha256:fa5daa4477a7414ae34e95942e4dd07f62adf589143c875c133c1e53c4eff38d"
-            ],
-            "markers": "python_version < '3.8'",
-            "version": "==3.4.0"
-        },
         "itsdangerous": {
             "hashes": [
                 "sha256:321b033d07f2a4136d3ec762eac9f16a10ccd60f53c0c91af90217ace7ba1f19",
                 "sha256:b12271b2047cb23eeb98c8b5622e2e5c5e9abd9784a153e9d8ef9cb4dd09d749"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.1.0"
         },
         "jinja2": {
@@ -243,6 +246,7 @@
                 "sha256:03e47ad063331dd6a3f04a43eddca8a966a26ba0c5b7207a9a9e4e08f1b29419",
                 "sha256:a6d58433de0ae800347cab1fa3043cebbabe8baa9d29e668f1c768cb87a333c6"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==2.11.3"
         },
         "jmespath": {
@@ -250,6 +254,7 @@
                 "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9",
                 "sha256:cdf6525904cc597730141d61b36f2e4b8ecc257c420fa2f4549bac2c2d0cb72f"
             ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.0"
         },
         "keras-preprocessing": {
@@ -294,6 +299,7 @@
                 "sha256:f8d6f8db88049a699817fd9178782867bf22283e3813064302ac59f61d95be05",
                 "sha256:fd34fbbfbc40628200730bc1febe30631347103fc8d3d4fa012c21ab9c11eca9"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==1.3.1"
         },
         "markdown": {
@@ -301,6 +307,7 @@
                 "sha256:5d9f2b5ca24bc4c7a390d22323ca4bad200368612b5aaa7796babf971d2b2f18",
                 "sha256:c109c15b7dc20a9ac454c9e6025927d44460b85bd039da028d85e2b6d0bcc328"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==3.3.3"
         },
         "markupsafe": {
@@ -358,6 +365,7 @@
                 "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be",
                 "sha256:feb7b34d6325451ef96bc0e36e1a6c0c1c64bc1fbec4b854f4529e51887b1621"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.1.1"
         },
         "matplotlib": {
@@ -428,6 +436,7 @@
                 "sha256:dbd18bcf4889b720ba13a27ec2f2aac1981bd41203b3a3b27ba7a33f88ae4827",
                 "sha256:df609c82f18c5b9f6cb97271f03315ff0dbe481a2a02e56aeb1b1a985ce38e60"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==1.19.5"
         },
         "oauthlib": {
@@ -435,6 +444,7 @@
                 "sha256:bee41cc35fcca6e988463cacc3bcb8a96224f470ca547e697b604cc697b2f889",
                 "sha256:df884cd6cbe20e32633f1db1072e9356f53638e4361bef4e8b03c9127c9328ea"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==3.1.0"
         },
         "opt-einsum": {
@@ -442,37 +452,32 @@
                 "sha256:2455e59e3947d3c275477df7f5205b30635e266fe6dc300e3d9f9646bfcea147",
                 "sha256:59f6475f77bbc37dcf7cd748519c0ec60722e91e63ca114e68821c0c54a46549"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==3.3.0"
         },
         "pandas": {
             "hashes": [
-                "sha256:0a643bae4283a37732ddfcecab3f62dd082996021b980f580903f4e8e01b3c5b",
-                "sha256:0de3ddb414d30798cbf56e642d82cac30a80223ad6fe484d66c0ce01a84d6f2f",
-                "sha256:19a2148a1d02791352e9fa637899a78e371a3516ac6da5c4edc718f60cbae648",
-                "sha256:21b5a2b033380adbdd36b3116faaf9a4663e375325831dac1b519a44f9e439bb",
-                "sha256:24c7f8d4aee71bfa6401faeba367dd654f696a77151a8a28bc2013f7ced4af98",
-                "sha256:26fa92d3ac743a149a31b21d6f4337b0594b6302ea5575b37af9ca9611e8981a",
-                "sha256:2860a97cbb25444ffc0088b457da0a79dc79f9c601238a3e0644312fcc14bf11",
-                "sha256:2b1c6cd28a0dfda75c7b5957363333f01d370936e4c6276b7b8e696dd500582a",
-                "sha256:2c2f7c670ea4e60318e4b7e474d56447cf0c7d83b3c2a5405a0dbb2600b9c48e",
-                "sha256:3be7a7a0ca71a2640e81d9276f526bca63505850add10206d0da2e8a0a325dae",
-                "sha256:4c62e94d5d49db116bef1bd5c2486723a292d79409fc9abd51adf9e05329101d",
-                "sha256:5008374ebb990dad9ed48b0f5d0038124c73748f5384cc8c46904dace27082d9",
-                "sha256:5447ea7af4005b0daf695a316a423b96374c9c73ffbd4533209c5ddc369e644b",
-                "sha256:573fba5b05bf2c69271a32e52399c8de599e4a15ab7cec47d3b9c904125ab788",
-                "sha256:5a780260afc88268a9d3ac3511d8f494fdcf637eece62fb9eb656a63d53eb7ca",
-                "sha256:70865f96bb38fec46f7ebd66d4b5cfd0aa6b842073f298d621385ae3898d28b5",
-                "sha256:731568be71fba1e13cae212c362f3d2ca8932e83cb1b85e3f1b4dd77d019254a",
-                "sha256:b61080750d19a0122469ab59b087380721d6b72a4e7d962e4d7e63e0c4504814",
-                "sha256:bf23a3b54d128b50f4f9d4675b3c1857a688cc6731a32f931837d72effb2698d",
-                "sha256:c16d59c15d946111d2716856dd5479221c9e4f2f5c7bc2d617f39d870031e086",
-                "sha256:c61c043aafb69329d0f961b19faa30b1dab709dd34c9388143fc55680059e55a",
-                "sha256:c94ff2780a1fd89f190390130d6d36173ca59fcfb3fe0ff596f9a56518191ccb",
-                "sha256:edda9bacc3843dfbeebaf7a701763e68e741b08fccb889c003b0a52f0ee95782",
-                "sha256:f10fc41ee3c75a474d3bdf68d396f10782d013d7f67db99c0efbfd0acb99701b"
+                "sha256:05ca6bda50123158eb15e716789083ca4c3b874fd47688df1716daa72644ee1c",
+                "sha256:08b6bbe74ae2b3e4741a744d2bce35ce0868a6b4189d8b84be26bb334f73da4c",
+                "sha256:14ed84b463e9b84c8ff9308a79b04bf591ae3122a376ee0f62c68a1bd917a773",
+                "sha256:214ae60b1f863844e97c87f758c29940ffad96c666257323a4bb2a33c58719c2",
+                "sha256:230de25bd9791748b2638c726a5f37d77a96a83854710110fadd068d1e2c2c9f",
+                "sha256:26b4919eb3039a686a86cd4f4a74224f8f66e3a419767da26909dcdd3b37c31e",
+                "sha256:4d33537a375cfb2db4d388f9a929b6582a364137ea6c6b161b0166440d6ffe36",
+                "sha256:69a70d79a791fa1fd5f6e84b8b6dec2ec92369bde4ab2e18d43fc8a1825f51d1",
+                "sha256:8ac028cd9a6e1efe43f3dc36f708263838283535cc45430a98b9803f44f4c84b",
+                "sha256:a50cf3110a1914442e7b7b9cef394ef6bed0d801b8a34d56f4c4e927bbbcc7d0",
+                "sha256:c43d1beb098a1da15934262009a7120aac8dafa20d042b31dab48c28868eb5a4",
+                "sha256:c76a108272a4de63189b8f64086bbaf8348841d7e610b52f50959fbbf401524f",
+                "sha256:cbad4155028b8ca66aa19a8b13f593ebbf51bfb6c3f2685fe64f04d695a81864",
+                "sha256:e3c250faaf9979d0ec836d25e420428db37783fa5fed218da49c9fc06f80f51c",
+                "sha256:e61a089151f1ed78682aa77a3bcae0495cf8e585546c26924857d7e8a9960568",
+                "sha256:e9bbcc7b5c432600797981706f5b54611990c6a86b2e424329c995eea5f9c42b",
+                "sha256:fbddbb20f30308ba2546193d64e18c23b69f59d48cdef73676cbed803495c8dc",
+                "sha256:fc351cd2df318674669481eb978a7799f24fd14ef26987a1aa75105b0531d1a1"
             ],
             "index": "pypi",
-            "version": "==1.1.5"
+            "version": "==1.2.2"
         },
         "pillow": {
             "hashes": [
@@ -509,6 +514,7 @@
                 "sha256:dd9eef866c70d2cbbea1ae58134eaffda0d4bfea403025f4db6859724b18ab3d",
                 "sha256:f50e7a98b0453f39000619d845be8b06e611e56ee6e8186f7f60c3b1e2f0feae"
             ],
+            "markers": "python_version >= '3.6'",
             "version": "==8.1.0"
         },
         "prometheus-client": {
@@ -551,15 +557,37 @@
         },
         "pyasn1": {
             "hashes": [
+                "sha256:014c0e9976956a08139dc0712ae195324a75e142284d5f87f1a87ee1b068a359",
+                "sha256:03840c999ba71680a131cfaee6fab142e1ed9bbd9c693e285cc6aca0d555e576",
+                "sha256:0458773cfe65b153891ac249bcf1b5f8f320b7c2ce462151f8fa74de8934becf",
+                "sha256:08c3c53b75eaa48d71cf8c710312316392ed40899cb34710d092e96745a358b7",
                 "sha256:39c7e2ec30515947ff4e87fb6f456dfc6e84857d34be479c9d4a4ba4bf46aa5d",
-                "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba"
+                "sha256:5c9414dcfede6e441f7e8f81b43b34e834731003427e5b09e4e00e3172a10f00",
+                "sha256:6e7545f1a61025a4e58bb336952c5061697da694db1cae97b116e9c46abcf7c8",
+                "sha256:78fa6da68ed2727915c4767bb386ab32cdba863caa7dbe473eaae45f9959da86",
+                "sha256:7ab8a544af125fb704feadb008c99a88805126fb525280b2270bb25cc1d78a12",
+                "sha256:99fcc3c8d804d1bc6d9a099921e39d827026409a58f2a720dcdb89374ea0c776",
+                "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba",
+                "sha256:e89bf84b5437b532b0803ba5c9a5e054d21fec423a89952a74f87fa2c9b7bce2",
+                "sha256:fec3e9d8e36808a28efb59b489e4528c10ad0f480e57dcc32b4de5c9d8c9fdf3"
             ],
             "version": "==0.4.8"
         },
         "pyasn1-modules": {
             "hashes": [
+                "sha256:0845a5582f6a02bb3e1bde9ecfc4bfcae6ec3210dd270522fee602365430c3f8",
+                "sha256:0fe1b68d1e486a1ed5473f1302bd991c1611d319bba158e98b106ff86e1d7199",
+                "sha256:15b7c67fabc7fc240d87fb9aabf999cf82311a6d6fb2c70d00d3d0604878c811",
+                "sha256:426edb7a5e8879f1ec54a1864f16b882c2837bfd06eee62f2c982315ee2473ed",
+                "sha256:65cebbaffc913f4fe9e4808735c95ea22d7a7775646ab690518c056784bc21b4",
                 "sha256:905f84c712230b2c592c19470d3ca8d552de726050d1d1716282a1f6146be65e",
-                "sha256:a50b808ffeb97cb3601dd25981f6b016cbb3d31fbf57a8b8a87428e6158d0c74"
+                "sha256:a50b808ffeb97cb3601dd25981f6b016cbb3d31fbf57a8b8a87428e6158d0c74",
+                "sha256:a99324196732f53093a84c4369c996713eb8c89d360a496b599fb1a9c47fc3eb",
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@@ -568,6 +596,7 @@
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@@ -575,6 +604,7 @@
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@@ -589,12 +619,14 @@
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@@ -618,12 +650,14 @@
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@@ -665,7 +699,6 @@
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@@ -673,6 +706,7 @@
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@@ -680,6 +714,7 @@
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@@ -695,16 +730,52 @@
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@@ -712,6 +783,14 @@
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@@ -719,18 +798,73 @@
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@@ -738,8 +872,40 @@
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@@ -747,11 +913,50 @@
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@@ -759,8 +964,32 @@
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             "version": "==4.0.0"
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@@ -816,13 +1045,40 @@
             "index": "pypi",
             "version": "==5.4"
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@@ -831,13 +1087,29 @@
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@@ -853,6 +1125,14 @@
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@@ -874,6 +1154,7 @@
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@@ -881,6 +1162,7 @@
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@@ -888,38 +1170,235 @@
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@@ -975,6 +1454,7 @@
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@@ -984,6 +1464,71 @@
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@@ -1019,6 +1564,46 @@
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@@ -1026,18 +1611,71 @@
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@@ -1048,20 +1686,90 @@
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@@ -1251,15 +2151,121 @@
                 "sha256:eaa0eccc86e982a9b939b2b82d12cc5d013385ba5eadcc7e4fed23f4405f77bc",
                 "sha256:f242a81d423f59617a8e5cf16f5d4d74e28ee9a66f9e5b637a18082991db5a9a"
             ],
+            "markers": "python_version >= '3.5'",
             "version": "==1.1.4"
         },
+        "termcolor": {
+            "hashes": [
+                "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"
+            ],
+            "version": "==1.1.0"
+        },
+        "terminado": {
+            "hashes": [
+                "sha256:23a053e06b22711269563c8bb96b36a036a86be8b5353e85e804f89b84aaa23f",
+                "sha256:89e6d94b19e4bc9dce0ffd908dfaf55cc78a9bf735934e915a4a96f65ac9704c"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.9.2"
+        },
+        "testpath": {
+            "hashes": [
+                "sha256:60e0a3261c149755f4399a1fff7d37523179a70fdc3abdf78de9fc2604aeec7e",
+                "sha256:bfcf9411ef4bf3db7579063e0546938b1edda3d69f4e1fb8756991f5951f85d4"
+            ],
+            "version": "==0.4.4"
+        },
+        "thamos": {
+            "hashes": [
+                "sha256:32fc35ff294c5a4abccf11c371f73fdb559cf42cb3e9a769c1e2fcd117f18c71",
+                "sha256:eacc040311ac54cb77a7a2a473d02cb79ffb21f51f6c1a68b80bf1cdbc18a716"
+            ],
+            "version": "==1.11.1"
+        },
+        "thoth-analyzer": {
+            "hashes": [
+                "sha256:3f830334a3ba725cacf64ccc756e42f0c7946fd8038da6565cb2de569ea5c9c1",
+                "sha256:8a29ce615e5feddd301a8c6656132268bede23d4187a5cfb60f790f80cd04dc1"
+            ],
+            "version": "==0.1.8"
+        },
+        "thoth-common": {
+            "hashes": [
+                "sha256:433d72fc435759816c0015457d4ac8d629982ffbc62612bea47645ff2f41ef01",
+                "sha256:5fd72f2b570c9638d12f8243e0e5b81e145bc3a6ec1113227a816fa27512dc34"
+            ],
+            "version": "==0.23.0"
+        },
+        "thoth-python": {
+            "hashes": [
+                "sha256:26ae99f5ddeabe719843debd93beff0cf825dc32019df86ff23b713eaa19eb0d",
+                "sha256:f8ea20a38f5e62be1f7dd7c3f9938e4c3f4fec87168e38218adda596dce39b06"
+            ],
+            "version": "==0.12.0"
+        },
         "toml": {
             "hashes": [
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
                 "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
             ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==0.10.2"
         },
+        "tornado": {
+            "hashes": [
+                "sha256:0a00ff4561e2929a2c37ce706cb8233b7907e0cdc22eab98888aca5dd3775feb",
+                "sha256:0d321a39c36e5f2c4ff12b4ed58d41390460f798422c4504e09eb5678e09998c",
+                "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288",
+                "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95",
+                "sha256:25ad220258349a12ae87ede08a7b04aca51237721f63b1808d39bdb4b2164558",
+                "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe",
+                "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791",
+                "sha256:3447475585bae2e77ecb832fc0300c3695516a47d46cefa0528181a34c5b9d3d",
+                "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326",
+                "sha256:3e63498f680547ed24d2c71e6497f24bca791aca2fe116dbc2bd0ac7f191691b",
+                "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4",
+                "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c",
+                "sha256:61b32d06ae8a036a6607805e6720ef00a3c98207038444ba7fd3d169cd998910",
+                "sha256:6286efab1ed6e74b7028327365cf7346b1d777d63ab30e21a0f4d5b275fc17d5",
+                "sha256:65d98939f1a2e74b58839f8c4dab3b6b3c1ce84972ae712be02845e65391ac7c",
+                "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0",
+                "sha256:6c77c9937962577a6a76917845d06af6ab9197702a42e1346d8ae2e76b5e3675",
+                "sha256:70dec29e8ac485dbf57481baee40781c63e381bebea080991893cd297742b8fd",
+                "sha256:7250a3fa399f08ec9cb3f7b1b987955d17e044f1ade821b32e5f435130250d7f",
+                "sha256:748290bf9112b581c525e6e6d3820621ff020ed95af6f17fedef416b27ed564c",
+                "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea",
+                "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6",
+                "sha256:9de9e5188a782be6b1ce866e8a51bc76a0fbaa0e16613823fc38e4fc2556ad05",
+                "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd",
+                "sha256:b87936fd2c317b6ee08a5741ea06b9d11a6074ef4cc42e031bc6403f82a32575",
+                "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a",
+                "sha256:cb5ec8eead331e3bb4ce8066cf06d2dfef1bfb1b2a73082dfe8a161301b76e37",
+                "sha256:cc0ee35043162abbf717b7df924597ade8e5395e7b66d18270116f8745ceb795",
+                "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f",
+                "sha256:d371e811d6b156d82aa5f9a4e08b58debf97c302a35714f6f45e35139c332e32",
+                "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c",
+                "sha256:d3f7594930c423fd9f5d1a76bee85a2c36fd8b4b16921cae7e965f22575e9c01",
+                "sha256:dcef026f608f678c118779cd6591c8af6e9b4155c44e0d1bc0c87c036fb8c8c4",
+                "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2",
+                "sha256:e385b637ac3acaae8022e7e47dfa7b83d3620e432e3ecb9a3f7f58f150e50921",
+                "sha256:e519d64089b0876c7b467274468709dadf11e41d65f63bba207e04217f47c085",
+                "sha256:e7229e60ac41a1202444497ddde70a48d33909e484f96eb0da9baf8dc68541df",
+                "sha256:ed3ad863b1b40cd1d4bd21e7498329ccaece75db5a5bf58cd3c9f130843e7102",
+                "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5",
+                "sha256:fa2ba70284fa42c2a5ecb35e322e68823288a4251f9ba9cc77be04ae15eada68",
+                "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"
+            ],
+            "markers": "python_version >= '3.5'",
+            "version": "==6.1"
+        },
+        "traitlets": {
+            "hashes": [
+                "sha256:178f4ce988f69189f7e523337a3e11d91c786ded9360174a3d9ca83e79bc5396",
+                "sha256:69ff3f9d5351f31a7ad80443c2674b7099df13cc41fc5fa6e2f6d3b0330b0426"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==5.0.5"
+        },
         "typed-ast": {
             "hashes": [
                 "sha256:07d49388d5bf7e863f7fa2f124b1b1d89d8aa0e2f7812faff0a5658c01c59aa1",
@@ -1301,14 +2307,21 @@
                 "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c",
                 "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"
             ],
-            "markers": "python_version < '3.8'",
             "version": "==3.7.4.3"
         },
+        "tzlocal": {
+            "hashes": [
+                "sha256:643c97c5294aedc737780a49d9df30889321cbe1204eac2c2ec6134035a92e44",
+                "sha256:e2cb6c6b5b604af38597403e9852872d7f534962ae2954c7f35efcb1ccacf4a4"
+            ],
+            "version": "==2.1"
+        },
         "urllib3": {
             "hashes": [
                 "sha256:1b465e494e3e0d8939b50680403e3aedaa2bc434b7d5af64dfd3c958d7f5ae80",
                 "sha256:de3eedaad74a2683334e282005cd8d7f22f4d55fa690a2a1020a416cb0a47e73"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
             "version": "==1.26.3"
         },
         "virtualenv": {
@@ -1316,14 +2329,80 @@
                 "sha256:147b43894e51dd6bba882cf9c282447f780e2251cd35172403745fc381a0a80d",
                 "sha256:2be72df684b74df0ea47679a7df93fd0e04e72520022c57b479d8f881485dbe3"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==20.4.2"
         },
-        "zipp": {
+        "wcwidth": {
+            "hashes": [
+                "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784",
+                "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"
+            ],
+            "version": "==0.2.5"
+        },
+        "webencodings": {
+            "hashes": [
+                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
+                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
+            ],
+            "version": "==0.5.1"
+        },
+        "websocket-client": {
+            "hashes": [
+                "sha256:0fc45c961324d79c781bab301359d5a1b00b13ad1b10415a4780229ef71a5549",
+                "sha256:d735b91d6d1692a6a181f2a8c9e0238e5f6373356f561bb9dc4c7af36f452010"
+            ],
+            "version": "==0.57.0"
+        },
+        "yarl": {
+            "hashes": [
+                "sha256:00d7ad91b6583602eb9c1d085a2cf281ada267e9a197e8b7cae487dadbfa293e",
+                "sha256:0355a701b3998dcd832d0dc47cc5dedf3874f966ac7f870e0f3a6788d802d434",
+                "sha256:15263c3b0b47968c1d90daa89f21fcc889bb4b1aac5555580d74565de6836366",
+                "sha256:2ce4c621d21326a4a5500c25031e102af589edb50c09b321049e388b3934eec3",
+                "sha256:31ede6e8c4329fb81c86706ba8f6bf661a924b53ba191b27aa5fcee5714d18ec",
+                "sha256:324ba3d3c6fee56e2e0b0d09bf5c73824b9f08234339d2b788af65e60040c959",
+                "sha256:329412812ecfc94a57cd37c9d547579510a9e83c516bc069470db5f75684629e",
+                "sha256:4736eaee5626db8d9cda9eb5282028cc834e2aeb194e0d8b50217d707e98bb5c",
+                "sha256:4953fb0b4fdb7e08b2f3b3be80a00d28c5c8a2056bb066169de00e6501b986b6",
+                "sha256:4c5bcfc3ed226bf6419f7a33982fb4b8ec2e45785a0561eb99274ebbf09fdd6a",
+                "sha256:547f7665ad50fa8563150ed079f8e805e63dd85def6674c97efd78eed6c224a6",
+                "sha256:5b883e458058f8d6099e4420f0cc2567989032b5f34b271c0827de9f1079a424",
+                "sha256:63f90b20ca654b3ecc7a8d62c03ffa46999595f0167d6450fa8383bab252987e",
+                "sha256:68dc568889b1c13f1e4745c96b931cc94fdd0defe92a72c2b8ce01091b22e35f",
+                "sha256:69ee97c71fee1f63d04c945f56d5d726483c4762845400a6795a3b75d56b6c50",
+                "sha256:6d6283d8e0631b617edf0fd726353cb76630b83a089a40933043894e7f6721e2",
+                "sha256:72a660bdd24497e3e84f5519e57a9ee9220b6f3ac4d45056961bf22838ce20cc",
+                "sha256:73494d5b71099ae8cb8754f1df131c11d433b387efab7b51849e7e1e851f07a4",
+                "sha256:7356644cbed76119d0b6bd32ffba704d30d747e0c217109d7979a7bc36c4d970",
+                "sha256:8a9066529240171b68893d60dca86a763eae2139dd42f42106b03cf4b426bf10",
+                "sha256:8aa3decd5e0e852dc68335abf5478a518b41bf2ab2f330fe44916399efedfae0",
+                "sha256:97b5bdc450d63c3ba30a127d018b866ea94e65655efaf889ebeabc20f7d12406",
+                "sha256:9ede61b0854e267fd565e7527e2f2eb3ef8858b301319be0604177690e1a3896",
+                "sha256:b2e9a456c121e26d13c29251f8267541bd75e6a1ccf9e859179701c36a078643",
+                "sha256:b5dfc9a40c198334f4f3f55880ecf910adebdcb2a0b9a9c23c9345faa9185721",
+                "sha256:bafb450deef6861815ed579c7a6113a879a6ef58aed4c3a4be54400ae8871478",
+                "sha256:c49ff66d479d38ab863c50f7bb27dee97c6627c5fe60697de15529da9c3de724",
+                "sha256:ce3beb46a72d9f2190f9e1027886bfc513702d748047b548b05dab7dfb584d2e",
+                "sha256:d26608cf178efb8faa5ff0f2d2e77c208f471c5a3709e577a7b3fd0445703ac8",
+                "sha256:d597767fcd2c3dc49d6eea360c458b65643d1e4dbed91361cf5e36e53c1f8c96",
+                "sha256:d5c32c82990e4ac4d8150fd7652b972216b204de4e83a122546dce571c1bdf25",
+                "sha256:d8d07d102f17b68966e2de0e07bfd6e139c7c02ef06d3a0f8d2f0f055e13bb76",
+                "sha256:e46fba844f4895b36f4c398c5af062a9808d1f26b2999c58909517384d5deda2",
+                "sha256:e6b5460dc5ad42ad2b36cca524491dfcaffbfd9c8df50508bddc354e787b8dc2",
+                "sha256:f040bcc6725c821a4c0665f3aa96a4d0805a7aaf2caf266d256b8ed71b9f041c",
+                "sha256:f0b059678fd549c66b89bed03efcabb009075bd131c248ecdf087bdb6faba24a",
+                "sha256:fcbb48a93e8699eae920f8d92f7160c03567b421bc17362a9ffbbd706a816f71"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.6.3"
+        },
+        "yaspin": {
             "hashes": [
-                "sha256:102c24ef8f171fd729d46599845e95c7ab894a4cf45f5de11a44cc7444fb1108",
-                "sha256:ed5eee1974372595f9e416cc7bbeeb12335201d8081ca8a0743c954d4446e5cb"
+                "sha256:3b84b4c506271b638e6b09b9cb3ffe9a5c2aef0bb19ce9128cdd9be936c8d8ba",
+                "sha256:cc37d35cc7f796dada6c37430b49e471ffa05d0686e6f8de36f83978b732df54"
             ],
-            "version": "==3.4.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==1.3.0"
         }
     }
 }
diff --git a/notebooks/download_dataset.ipynb b/notebooks/download_dataset.ipynb
index 37f9d6d..3edba7c 100644
--- a/notebooks/download_dataset.ipynb
+++ b/notebooks/download_dataset.ipynb
@@ -265,9 +265,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python (download_dataset)",
    "language": "python",
-   "name": "python3"
+   "name": "download_dataset"
   },
   "language_info": {
    "codemirror_mode": {
@@ -279,7 +279,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.8.7"
   },
   "papermill": {
    "default_parameters": {},
@@ -292,7 +292,10 @@
    "parameters": {},
    "start_time": "2021-02-03T13:23:39.791707",
    "version": "2.2.0"
-  }
+  },
+  "requirements": "{\"packages\":{\"boto3\":\"*\",\"matplotlib\":\"*\"},\"requires\":{\"python_version\":\"3.8\"}}",
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diff --git a/notebooks/test_deployed_model.ipynb b/notebooks/test_deployed_model.ipynb
index 7d86621..c51cd98 100644
--- a/notebooks/test_deployed_model.ipynb
+++ b/notebooks/test_deployed_model.ipynb
@@ -189,9 +189,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python (test_model)",
    "language": "python",
-   "name": "python3"
+   "name": "test_model"
   },
   "language_info": {
    "codemirror_mode": {
@@ -203,8 +203,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
+   "version": "3.8.7"
+  },
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diff --git a/notebooks/training.ipynb b/notebooks/training.ipynb
index 2e37320..20b841f 100644
--- a/notebooks/training.ipynb
+++ b/notebooks/training.ipynb
@@ -34,7 +34,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 1,
    "metadata": {
     "papermill": {
      "duration": 2.822829,
@@ -524,9 +524,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python (training)",
    "language": "python",
-   "name": "python3"
+   "name": "training"
   },
   "language_info": {
    "codemirror_mode": {
@@ -538,7 +538,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.8"
+   "version": "3.8.7"
   },
   "papermill": {
    "default_parameters": {},
@@ -552,6 +552,8 @@
    "start_time": "2021-02-03T13:27:32.988886",
    "version": "2.2.0"
   },
+  "requirements": "{\"packages\":{\"tensorflow\":\"*\",\"numpy\":\"*\",\"matplotlib\":\"*\",\"boto3\":\"*\"},\"requires\":{\"python_version\":\"3.8\"},\"sources\":[{\"name\":\"pypi\",\"url\":\"https://pypi.org/simple\",\"verify_ssl\":true}]}",
+  "requirements_lock": 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diff --git a/overlays/download_dataset/Pipfile b/overlays/download_dataset/Pipfile
new file mode 100644
index 0000000..a7d6d1a
--- /dev/null
+++ b/overlays/download_dataset/Pipfile
@@ -0,0 +1,10 @@
+source = []
+
+[packages]
+boto3 = "*"
+matplotlib = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.8"
diff --git a/overlays/download_dataset/Pipfile.lock b/overlays/download_dataset/Pipfile.lock
new file mode 100644
index 0000000..aeff8fe
--- /dev/null
+++ b/overlays/download_dataset/Pipfile.lock
@@ -0,0 +1,220 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "4f595778f0fddf18e1b11dec71b724eec6710ed82041fe84916ef97c441c3a5e"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.8"
+        },
+        "sources": []
+    },
+    "default": {
+        "boto3": {
+            "hashes": [
+                "sha256:bb2e16b0b8c13d47bc5d7b64a90bfa1310f4f2b524bdd3dcfe9237ddf243554d",
+                "sha256:f9d940f40c0302493466a20e716a23fa942b8e865dda4ebbca5e4fa3f5ca9635"
+            ],
+            "version": "==1.17.6"
+        },
+        "botocore": {
+            "hashes": [
+                "sha256:39832e4732fcdc897e1b1a50474251c7d3218029a902634a876364c223ca2432",
+                "sha256:7d04cd042ac01e08463dcbe520835d02f414ba431a43e4b4035bd2d0531b66a0"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.20.6"
+        },
+        "cycler": {
+            "hashes": [
+                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
+                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
+            ],
+            "version": "==0.10.0"
+        },
+        "jmespath": {
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+            ],
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.10.0"
+        },
+        "kiwisolver": {
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+            "version": "==8.1.0"
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+            "version": "==2.4.7"
+        },
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+            "version": "==2.8.1"
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+            ],
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+            "version": "==1.15.0"
+        },
+        "urllib3": {
+            "hashes": [
+                "sha256:1b465e494e3e0d8939b50680403e3aedaa2bc434b7d5af64dfd3c958d7f5ae80",
+                "sha256:de3eedaad74a2683334e282005cd8d7f22f4d55fa690a2a1020a416cb0a47e73"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
+            "version": "==1.26.3"
+        }
+    },
+    "develop": {}
+}
diff --git a/overlays/test_model/Pipfile b/overlays/test_model/Pipfile
new file mode 100644
index 0000000..02072ac
--- /dev/null
+++ b/overlays/test_model/Pipfile
@@ -0,0 +1,14 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "*"
+matplotlib = "*"
+numpy = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.8"
diff --git a/overlays/test_model/Pipfile.lock b/overlays/test_model/Pipfile.lock
new file mode 100644
index 0000000..803dae9
--- /dev/null
+++ b/overlays/test_model/Pipfile.lock
@@ -0,0 +1,553 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "f83195417a7bb8e3fbec9192c3cf0dd59a8f085d5736a03681a185dcb25daaa2"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.8"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
+                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
+            ],
+            "version": "==0.11.0"
+        },
+        "astunparse": {
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+                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+            ],
+            "version": "==1.6.3"
+        },
+        "cachetools": {
+            "hashes": [
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+                "sha256:f469e29e7aa4cff64d8de4aad95ce76de8ea1125a16c68e0d93f65c3c3dc92e9"
+            ],
+            "markers": "python_version ~= '3.5'",
+            "version": "==4.2.1"
+        },
+        "certifi": {
+            "hashes": [
+                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
+                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+            ],
+            "version": "==2020.12.5"
+        },
+        "chardet": {
+            "hashes": [
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+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==4.0.0"
+        },
+        "cycler": {
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+                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
+            ],
+            "version": "==0.10.0"
+        },
+        "flatbuffers": {
+            "hashes": [
+                "sha256:63bb9a722d5e373701913e226135b28a6f6ac200d5cc7b4d919fa38d73b44610",
+                "sha256:9e9ef47fa92625c4721036e7c4124182668dc6021d9e7c73704edd395648deb9"
+            ],
+            "version": "==1.12"
+        },
+        "gast": {
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+                "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.3.3"
+        },
+        "google-auth": {
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+                "sha256:8ce6862cf4e9252de10045f05fa80393fde831da9c2b45c39288edeee3cde7f2"
+            ],
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+            "version": "==1.26.1"
+        },
+        "google-auth-oauthlib": {
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+        },
+        "google-pasta": {
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+            "version": "==1.0.1"
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+}
diff --git a/overlays/training/Pipfile b/overlays/training/Pipfile
new file mode 100644
index 0000000..ecc846d
--- /dev/null
+++ b/overlays/training/Pipfile
@@ -0,0 +1,15 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+tensorflow = "*"
+numpy = "*"
+matplotlib = "*"
+boto3 = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.8"
diff --git a/overlays/training/Pipfile.lock b/overlays/training/Pipfile.lock
new file mode 100644
index 0000000..a415c1b
--- /dev/null
+++ b/overlays/training/Pipfile.lock
@@ -0,0 +1,584 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "cf1a0305302ea4f64fa7028564bd61aa2596a71839b883bb797d1158bea9d7a4"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_version": "3.8"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "absl-py": {
+            "hashes": [
+                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
+                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
+            ],
+            "version": "==0.11.0"
+        },
+        "astunparse": {
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+                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
+            ],
+            "version": "==1.6.3"
+        },
+        "boto3": {
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+                "sha256:f9d940f40c0302493466a20e716a23fa942b8e865dda4ebbca5e4fa3f5ca9635"
+            ],
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+            "version": "==1.17.6"
+        },
+        "botocore": {
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+                "sha256:7d04cd042ac01e08463dcbe520835d02f414ba431a43e4b4035bd2d0531b66a0"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.20.6"
+        },
+        "cachetools": {
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+            ],
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+            "version": "==4.2.1"
+        },
+        "certifi": {
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+                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+            ],
+            "version": "==2020.12.5"
+        },
+        "chardet": {
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+                "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==4.0.0"
+        },
+        "cycler": {
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+            "version": "==0.3.3"
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+                "sha256:8ce6862cf4e9252de10045f05fa80393fde831da9c2b45c39288edeee3cde7f2"
+            ],
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+            "version": "==1.26.1"
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