diff --git a/keras-endpoint/bad_flamingo_training/bad_flamingo/Pipfile.lock b/keras-endpoint/bad_flamingo_training/bad_flamingo/Pipfile.lock
index 5110d30..15049d9 100644
--- a/keras-endpoint/bad_flamingo_training/bad_flamingo/Pipfile.lock
+++ b/keras-endpoint/bad_flamingo_training/bad_flamingo/Pipfile.lock
@@ -3,19 +3,6 @@
         "hash": {
             "sha256": "6cea06518634407dbadec5321d9bc80f946a4bfd49aa3ad9523a7c21aa2366bc"
         },
-        "host-environment-markers": {
-            "implementation_name": "cpython",
-            "implementation_version": "3.5.2",
-            "os_name": "posix",
-            "platform_machine": "x86_64",
-            "platform_python_implementation": "CPython",
-            "platform_release": "4.4.0-104-generic",
-            "platform_system": "Linux",
-            "platform_version": "#127-Ubuntu SMP Mon Dec 11 12:16:42 UTC 2017",
-            "python_full_version": "3.5.2",
-            "python_version": "3.5",
-            "sys_platform": "linux"
-        },
         "pipfile-spec": 6,
         "requires": {
             "python_version": "3.5"
@@ -29,10 +16,24 @@
         ]
     },
     "default": {
+        "attrs": {
+            "hashes": [
+                "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c",
+                "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"
+            ],
+            "version": "==19.3.0"
+        },
+        "backcall": {
+            "hashes": [
+                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
+                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
+            ],
+            "version": "==0.1.0"
+        },
         "bleach": {
             "hashes": [
-                "sha256:e67f46adcec78dbc3c04462f3aba3213a673d5652eba2609ed1ef15492a44b8d",
-                "sha256:978e758599b54cd3caa2e160d74102879b230ea8dc93871d0783721eef58bc65"
+                "sha256:978e758599b54cd3caa2e160d74102879b230ea8dc93871d0783721eef58bc65",
+                "sha256:e67f46adcec78dbc3c04462f3aba3213a673d5652eba2609ed1ef15492a44b8d"
             ],
             "version": "==1.5.0"
         },
@@ -45,53 +46,60 @@
         },
         "decorator": {
             "hashes": [
-                "sha256:94d1d8905f5010d74bbbd86c30471255661a14187c45f8d7f3e5aa8540fdb2e5",
-                "sha256:7d46dd9f3ea1cf5f06ee0e4e1277ae618cf48dfb10ada7c8427cd46c42702a0e"
+                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
+                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
+            ],
+            "version": "==4.4.2"
+        },
+        "defusedxml": {
+            "hashes": [
+                "sha256:6687150770438374ab581bb7a1b327a847dd9c5749e396102de3fad4e8a3ef93",
+                "sha256:f684034d135af4c6cbb949b8a4d2ed61634515257a67299e5f940fbaa34377f5"
             ],
-            "version": "==4.2.1"
+            "version": "==0.6.0"
         },
         "entrypoints": {
             "hashes": [
-                "sha256:10ad569bb245e7e2ba425285b9fa3e8178a0dc92fc53b1e1c553805e15a8825b",
-                "sha256:d2d587dde06f99545fb13a383d2cd336a8ff1f359c5839ce3a64c917d10c029f"
+                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
+                "sha256:c70dd71abe5a8c85e55e12c19bd91ccfeec11a6e99044204511f9ed547d48451"
             ],
-            "version": "==0.2.3"
+            "version": "==0.3"
         },
         "enum34": {
             "hashes": [
-                "sha256:6bd0f6ad48ec2aa117d3d141940d484deccda84d4fcd884f5c3d93c23ecd8c79",
-                "sha256:644837f692e5f550741432dd3f223bbb9852018674981b1664e5dc339387588a",
-                "sha256:8ad8c4783bf61ded74527bffb48ed9b54166685e4230386a9ed9b1279e2df5b1",
-                "sha256:2d81cbbe0e73112bdfe6ef8576f2238f2ba27dd0d55752a776c41d38b7da2850"
+                "sha256:a98a201d6de3f2ab3db284e70a33b0f896fbf35f8086594e8c9e74b909058d53",
+                "sha256:c3858660960c984d6ab0ebad691265180da2b43f07e061c0f8dca9ef3cffd328",
+                "sha256:cce6a7477ed816bd2542d03d53db9f0db935dd013b70f336a95c73979289f248"
             ],
-            "version": "==1.1.6"
+            "version": "==1.1.10"
         },
         "h5py": {
             "hashes": [
-                "sha256:562045c57a2e47aca9c716ac8cd64448d4897c0f5fe456ab5a34b17c8b3907cb",
-                "sha256:e1bfcfa2c425dc0f637d4edd858b94e400bbb5746dba324ace124d55fc21d3df",
-                "sha256:9e0537058efea7547d976f9c00067f7193727bb41ce6b4733c52de35beaa46f5",
-                "sha256:9d9fb861e10735c5c710fe18f34c69e470cf161a4ba38717b7dde21de2d33760",
-                "sha256:2d137a1b2f529e58886b5865f6dec51cd96ea0671dd84cebc6dba5cd8c7d0a75",
-                "sha256:2ccb4f405059314829ebad1859d2c68e133a9d13ca7c3cc7a298a76a438fd09c",
-                "sha256:52204972a02032d6a427addd37a24a22a2b97d4bce0850c84a6995db9c91926c",
+                "sha256:07ddea6bb649a257fc57ccae359a36d691b2ef8b9617971ae7d6f74ef6f67cad",
+                "sha256:180a688311e826ff6ae6d3bda9b5c292b90b28787525ddfcb10a29d5ddcae2cc",
                 "sha256:1be9cd57e74b24f836d0d2c34ae376ff2df704f40aa8815aa9113b5a860d467f",
+                "sha256:1fad9aa32835230de77b31edd6980b7c202de7bb7d8384d1bcb47b5dd32c8c7c",
                 "sha256:2258fca3533a3276fd86e9196326786f408a95748ac707c010fff265edf60342",
-                "sha256:66609c48f8841357ced4291b7c9009518bb6e6fec449d91eb46aa417b6f5f4cf",
-                "sha256:4a6e6cd8668fa453864f4f9e243460dcc2d41e79d14516b84f4ba74ebcc5b222",
-                "sha256:a314e5e98037ece52ad0b88b4e0d788ca554935268f3e9d293ca9bcd18611b42",
-                "sha256:478efa37b84a56061af5fcd286678331e873e216f6c5987cd31f9666edc2f157",
                 "sha256:2b91c9117f2e7a2ef924bec41ac77e57567bec6731773373bf78eb4387b39a2a",
-                "sha256:07ddea6bb649a257fc57ccae359a36d691b2ef8b9617971ae7d6f74ef6f67cad",
-                "sha256:bb990d8663dbeee22ce44135ffd65ab38bd23d6a689722a653cfbf2d18d46688",
-                "sha256:e78f09a44fc9256b84c9df98edf7b6ead3b3da2e12bf2d1e00384960a6a78a1a",
+                "sha256:2ccb4f405059314829ebad1859d2c68e133a9d13ca7c3cc7a298a76a438fd09c",
+                "sha256:2d137a1b2f529e58886b5865f6dec51cd96ea0671dd84cebc6dba5cd8c7d0a75",
                 "sha256:40dd37cbf24ca3b935a8d6eb8960ec5d0381219f82317bdc40aa9e08b3fcc143",
-                "sha256:1fad9aa32835230de77b31edd6980b7c202de7bb7d8384d1bcb47b5dd32c8c7c",
+                "sha256:478efa37b84a56061af5fcd286678331e873e216f6c5987cd31f9666edc2f157",
+                "sha256:4a6e6cd8668fa453864f4f9e243460dcc2d41e79d14516b84f4ba74ebcc5b222",
+                "sha256:52204972a02032d6a427addd37a24a22a2b97d4bce0850c84a6995db9c91926c",
                 "sha256:537a60879485e5ce484ab4350c7bd8b3da4b531f9f82ef0a18780beabde98c90",
-                "sha256:c050791989cd9979fe57a770d4e323b2e67ef95800e89e7dc6ad3652b8ccd86f",
+                "sha256:562045c57a2e47aca9c716ac8cd64448d4897c0f5fe456ab5a34b17c8b3907cb",
+                "sha256:66609c48f8841357ced4291b7c9009518bb6e6fec449d91eb46aa417b6f5f4cf",
+                "sha256:9d9fb861e10735c5c710fe18f34c69e470cf161a4ba38717b7dde21de2d33760",
+                "sha256:9e0537058efea7547d976f9c00067f7193727bb41ce6b4733c52de35beaa46f5",
+                "sha256:a314e5e98037ece52ad0b88b4e0d788ca554935268f3e9d293ca9bcd18611b42",
                 "sha256:b7e1c42367513108c3615cf1a24a9d366fd93eb9d2d92085bafb3011b785e8a9",
-                "sha256:180a688311e826ff6ae6d3bda9b5c292b90b28787525ddfcb10a29d5ddcae2cc"
+                "sha256:bb990d8663dbeee22ce44135ffd65ab38bd23d6a689722a653cfbf2d18d46688",
+                "sha256:c050791989cd9979fe57a770d4e323b2e67ef95800e89e7dc6ad3652b8ccd86f",
+                "sha256:e1bfcfa2c425dc0f637d4edd858b94e400bbb5746dba324ace124d55fc21d3df",
+                "sha256:e78f09a44fc9256b84c9df98edf7b6ead3b3da2e12bf2d1e00384960a6a78a1a"
             ],
+            "index": "pypi",
             "version": "==2.7.1"
         },
         "html5lib": {
@@ -100,21 +108,28 @@
             ],
             "version": "==0.9999999"
         },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:2a688cbaa90e0cc587f1df48bdc97a6eadccdcd9c35fb3f976a09e3b5016d90f",
+                "sha256:34513a8a0c4962bc66d35b359558fd8a5e10cd472d37aec5f66858addef32c1e"
+            ],
+            "markers": "python_version < '3.8'",
+            "version": "==1.6.0"
+        },
         "ipykernel": {
             "hashes": [
-                "sha256:9b9a9c1c566eabed6dc1536e9ea0cdb7b3a642cdb8a23b67e2047d8d7d61f5f7",
-                "sha256:8622cd42d952849057db38b81f0837a0ee6b865dea65d4b0b660164c96e6d052",
-                "sha256:dedc199df6a38725c732986dfa606c245fb8fe0fe999b33a0c305b73d80c6774"
+                "sha256:37c65d2e2da3326e5cf114405df6d47d997b8a3eba99e2cc4b75833bf71a5e18",
+                "sha256:39746b5f7d847a23fae4eac893e63e3d9cc5f8c3a4797fcd3bfa8d1a296ec6ed"
             ],
-            "version": "==4.8.0"
+            "version": "==5.2.0"
         },
         "ipython": {
             "hashes": [
-                "sha256:fcc6d46f08c3c4de7b15ae1c426e15be1b7932bcda9d83ce1a4304e8c1129df3",
-                "sha256:51c158a6c8b899898d1c91c6b51a34110196815cc905f9be0fa5878e19355608"
+                "sha256:dfd303b270b7b5232b3d08bd30ec6fd685d8a58cabd54055e3d69d8f029f7280",
+                "sha256:ed7ebe1cba899c1c3ccad6f7f1c2d2369464cc77dba8eebc65e2043e19cda995"
             ],
             "markers": "python_version >= '3.3'",
-            "version": "==6.2.1"
+            "version": "==7.9.0"
         },
         "ipython-genutils": {
             "hashes": [
@@ -125,159 +140,192 @@
         },
         "ipywidgets": {
             "hashes": [
-                "sha256:05e10c4eccd8505cda16c6bb3cf78d3ddee913004c557f8da7ea9c81162d78bd",
-                "sha256:3e2be7dea4f97c9a4df71ef065cad9f2e420dd901127bf7cb690fb56d2b34ea3"
+                "sha256:13ffeca438e0c0f91ae583dc22f50379b9d6b28390ac7be8b757140e9a771516",
+                "sha256:e945f6e02854a74994c596d9db83444a1850c01648f1574adf144fbbabe05c97"
             ],
-            "version": "==7.1.0"
+            "version": "==7.5.1"
         },
         "jedi": {
             "hashes": [
-                "sha256:d795f2c2e659f5ea39a839e5230d70a0b045d0daee7ca2403568d8f348d0ad89",
-                "sha256:d6e799d04d1ade9459ed0f20de47c32f2285438956a677d083d3c98def59fa97"
+                "sha256:b4f4052551025c6b0b0b193b29a6ff7bdb74c52450631206c262aef9f7159ad2",
+                "sha256:d5c871cb9360b414f981e7072c52c33258d598305280fef91c6cae34739d65d5"
             ],
-            "version": "==0.11.1"
+            "version": "==0.16.0"
         },
         "jinja2": {
             "hashes": [
-                "sha256:74c935a1b8bb9a3947c50a54766a969d4846290e1e788ea44c1392163723c3bd",
-                "sha256:f84be1bb0040caca4cea721fcbbbbd61f9be9464ca236387158b0feea01914a4"
+                "sha256:93187ffbc7808079673ef52771baa950426fd664d3aad1d0fa3e95644360e250",
+                "sha256:b0eaf100007721b5c16c1fc1eecb87409464edc10469ddc9a22a27a99123be49"
             ],
-            "version": "==2.10"
+            "version": "==2.11.1"
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         "jsonschema": {
             "hashes": [
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-                "sha256:6ff5f3180870836cae40f06fa10419f557208175f13ad7bc26caa77beb1f6e02"
+                "sha256:4e5b3cf8216f577bee9ce139cbe72eca3ea4f292ec60928ff24758ce626cd163",
+                "sha256:c8a85b28d377cc7737e46e2d9f2b4f44ee3c0e1deac6bf46ddefc7187d30797a"
             ],
-            "version": "==2.6.0"
+            "version": "==3.2.0"
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         "jupyter": {
             "hashes": [
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-            "version": "==5.2.1"
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+            "version": "==6.1.0"
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-            "version": "==4.4.0"
+            "version": "==4.6.3"
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                 "sha256:7b1116bad7fb497758cfaffcd180e9adc2904be7deec2d9164543955e9973d0b",
                 "sha256:7ca3a381523bad40a6922e88951a316664cb088fd01cea07e5ec8ada3327e3c7"
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-            ],
-            "version": "==1.0"
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@@ -287,251 +335,248 @@
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         "tensorflow-tensorboard": {
@@ -543,63 +588,75 @@
         },
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