Browse Source

misc changes

ogert 3 years ago
parent
commit
d4b01918df
4 changed files with 420 additions and 295 deletions
  1. 1 0
      Pipfile
  2. 396 294
      Pipfile.lock
  3. 22 0
      cdplib/hyperopt/HyperoptPipelineSelector.py
  4. 1 1
      cdplib/pipeline_selector/PipelineSelector.py

+ 1 - 0
Pipfile

@@ -14,6 +14,7 @@ simplejson = "*"
 hyperopt = "*"
 influxdb = "*"
 xgboost = "*"
+sklearn = "*"
 
 [requires]
 python_version = "3"

+ 396 - 294
Pipfile.lock

@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "ff0c927e4372cea857e9cb7fe2dae1b52bd4eb56084e77b7951531e424cb4a18"
+            "sha256": "806917ea7c6a66776a2b16e0522e1d87d6cefa847bbe75918974678d4f1c1d99"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,33 +18,34 @@
     "default": {
         "certifi": {
             "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
+                "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee",
+                "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"
             ],
-            "version": "==2020.12.5"
+            "version": "==2021.5.30"
         },
-        "chardet": {
+        "charset-normalizer": {
             "hashes": [
-                "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa",
-                "sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5"
+                "sha256:5d209c0a931f215cee683b6445e2d77677e7e75e159f78def0db09d68fafcaa6",
+                "sha256:5ec46d183433dcbd0ab716f2d7f29d8dee50505b3fdb40c6b985c7c4f5a3591f"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==4.0.0"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.6"
         },
         "cloudpickle": {
             "hashes": [
-                "sha256:3a32d0eb0bc6f4d0c57fbc4f3e3780f7a81e6fee0fa935072884d58ae8e1cc7c",
-                "sha256:9bc994f9e9447593bd0a45371f0e7ac7333710fcf64a4eb9834bf149f4ef2f32"
+                "sha256:5cd02f3b417a783ba84a4ec3e290ff7929009fe51f6405423cfccfadd43ba4a4",
+                "sha256:6b2df9741d06f43839a3275c4e6632f7df6487a1f181f5f46a052d3c917c3d11"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.6.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==2.0.0"
         },
-        "decorator": {
+        "colorama": {
             "hashes": [
-                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
-                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
+                "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b",
+                "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"
             ],
-            "version": "==4.4.2"
+            "markers": "platform_system == 'Windows'",
+            "version": "==0.4.4"
         },
         "future": {
             "hashes": [
@@ -55,58 +56,59 @@
         },
         "greenlet": {
             "hashes": [
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-                "sha256:f92731609d6625e1cc26ff5757db4d32b6b810d2a3363b0ff94ff573e5901f6f"
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+                "sha256:8c790abda465726cfb8bb08bd4ca9a5d0a7bd77c7ac1ca1b839ad823b948ea28",
+                "sha256:8d2f1fb53a421b410751887eb4ff21386d119ef9cde3797bf5e7ed49fb51a3b3",
+                "sha256:903bbd302a2378f984aef528f76d4c9b1748f318fe1294961c072bdc7f2ffa3e",
+                "sha256:93f81b134a165cc17123626ab8da2e30c0455441d4ab5576eed73a64c025b25c",
+                "sha256:95e69877983ea39b7303570fa6760f81a3eec23d0e3ab2021b7144b94d06202d",
+                "sha256:9633b3034d3d901f0a46b7939f8c4d64427dfba6bbc5a36b1a67364cf148a1b0",
+                "sha256:97e5306482182170ade15c4b0d8386ded995a07d7cc2ca8f27958d34d6736497",
+                "sha256:9f3cba480d3deb69f6ee2c1825060177a22c7826431458c697df88e6aeb3caee",
+                "sha256:aa5b467f15e78b82257319aebc78dd2915e4c1436c3c0d1ad6f53e47ba6e2713",
+                "sha256:abb7a75ed8b968f3061327c433a0fbd17b729947b400747c334a9c29a9af6c58",
+                "sha256:aec52725173bd3a7b56fe91bc56eccb26fbdff1386ef123abb63c84c5b43b63a",
+                "sha256:b11548073a2213d950c3f671aa88e6f83cda6e2fb97a8b6317b1b5b33d850e06",
+                "sha256:b1692f7d6bc45e3200844be0dba153612103db241691088626a33ff1f24a0d88",
+                "sha256:b92e29e58bef6d9cfd340c72b04d74c4b4e9f70c9fa7c78b674d1fec18896dc4",
+                "sha256:be5f425ff1f5f4b3c1e33ad64ab994eed12fc284a6ea71c5243fd564502ecbe5",
+                "sha256:dd0b1e9e891f69e7675ba5c92e28b90eaa045f6ab134ffe70b52e948aa175b3c",
+                "sha256:e30f5ea4ae2346e62cedde8794a56858a67b878dd79f7df76a0767e356b1744a",
+                "sha256:e6a36bb9474218c7a5b27ae476035497a6990e21d04c279884eb10d9b290f1b1",
+                "sha256:e859fcb4cbe93504ea18008d1df98dee4f7766db66c435e4882ab35cf70cac43",
+                "sha256:eb6ea6da4c787111adf40f697b4e58732ee0942b5d3bd8f435277643329ba627",
+                "sha256:ec8c433b3ab0419100bd45b47c9c8551248a5aee30ca5e9d399a0b57ac04651b",
+                "sha256:eff9d20417ff9dcb0d25e2defc2574d10b491bf2e693b4e491914738b7908168",
+                "sha256:f0214eb2a23b85528310dad848ad2ac58e735612929c8072f6093f3585fd342d",
+                "sha256:f276df9830dba7a333544bd41070e8175762a7ac20350786b322b714b0e654f5",
+                "sha256:f3acda1924472472ddd60c29e5b9db0cec629fbe3c5c5accb74d6d6d14773478",
+                "sha256:f70a9e237bb792c7cc7e44c531fd48f5897961701cdaa06cf22fc14965c496cf",
+                "sha256:f9d29ca8a77117315101425ec7ec2a47a22ccf59f5593378fc4077ac5b754fce",
+                "sha256:fa877ca7f6b48054f847b61d6fa7bed5cebb663ebc55e018fda12db09dcc664c",
+                "sha256:fdcec0b8399108577ec290f55551d926d9a1fa6cad45882093a7a07ac5ec147b"
             ],
-            "markers": "python_version >= '3'",
-            "version": "==1.1.0"
+            "markers": "python_version >= '3' and platform_machine == 'aarch64' or (platform_machine == 'ppc64le' or (platform_machine == 'x86_64' or (platform_machine == 'amd64' or (platform_machine == 'AMD64' or (platform_machine == 'win32' or platform_machine == 'WIN32')))))",
+            "version": "==1.1.2"
         },
         "hyperopt": {
             "hashes": [
@@ -118,11 +120,11 @@
         },
         "idna": {
             "hashes": [
-                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
+                "sha256:14475042e284991034cb48e06f6851428fb14c4dc953acd9be9a5e95c7b6dd7a",
+                "sha256:467fbad99067910785144ce333826c71fb0e63a425657295239737f7ecd125f3"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.10"
+            "markers": "python_version >= '3'",
+            "version": "==3.2"
         },
         "influxdb": {
             "hashes": [
@@ -132,6 +134,14 @@
             "index": "pypi",
             "version": "==5.3.1"
         },
+        "joblib": {
+            "hashes": [
+                "sha256:9c17567692206d2f3fb9ecf5e991084254fe631665c450b443761c4186a613f7",
+                "sha256:feeb1ec69c4d45129954f1b7034954241eedfd6ba39b5e9e4b6883be3332d5e5"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.0.1"
+        },
         "jsonref": {
             "hashes": [
                 "sha256:b1e82fa0b62e2c2796a13e5401fe51790b248f6d9bf9d7212a3e31a3501b291f",
@@ -175,141 +185,186 @@
         },
         "networkx": {
             "hashes": [
-                "sha256:0635858ed7e989f4c574c2328380b452df892ae85084144c73d8cd819f0c4e06",
-                "sha256:109cd585cac41297f71103c3c42ac6ef7379f29788eb54cb751be5a663bb235a"
+                "sha256:80b6b89c77d1dfb64a4c7854981b60aeea6360ac02c6d4e4913319e0a313abef",
+                "sha256:c0946ed31d71f1b732b5aaa6da5a0388a345019af232ce2f49c766e2d6795c51"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.5.1"
+            "markers": "python_version >= '3.7'",
+            "version": "==2.6.3"
         },
         "numpy": {
             "hashes": [
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-                "sha256:869a183c8e44bc03be1b2bbcc9ec4338e37fa8557fc506bf6115887c1d3bb956",
-                "sha256:8acf76443cfb5c949b6e781c154278c059b09ac717d2757a830c869ba000cf8d",
-                "sha256:8f713ea65958ef40049b6c45c40c206ab363db9591ff5a49d89b448933fa5746",
-                "sha256:934115642c8ba9659b402c8bdbdedb48651fb94b576e3b3efd1ccb079609b04a",
-                "sha256:9551f23e09300a9a528f7af20e35c9f79686d46d646152a0c8fc41d2d074d9b0",
-                "sha256:9a2b7543559f8a1c9ed72724b549d8cc3515da7daf3e79813a15bdc4a769de25",
-                "sha256:a55c76254d7cf8d4494bc508e7abb993a82a192d0db4552421e5139235604625",
-                "sha256:ad8f41c2357b73bc9e8606d2fa226233bf4d55d85a8982ecdfd55823a6959995",
-                "sha256:af4868da7dd53296cd7630687161d53a7ebe2e63814234631445697bd7c29f46",
-                "sha256:afebfc3dd3520d37056f641969ce320b071bc7a0800639c71877b90d053e087f",
-                "sha256:b59aa298137ca74a744c1e6e22cfc0bf9dca3a2f41f51bc92eb05695155d905a",
-                "sha256:bc00d1210567a4cdd215ac6e17dc00cb9893ee521cee701adfd0fa43f7c73139",
-                "sha256:c1cb29b1fced01f97e6d5631c3edc2dadb424d1f4421dad079cb13fc97acb42f",
-                "sha256:c94dc64b1a389a416fc4218cd4799aa3756f25940cae33530a4f7f2f54f166da",
-                "sha256:ceaa28a5bce8a46a130cd223e895080e258a88d51bf6e8de2fc54a6ef7e38c34",
-                "sha256:cff6453e25204d3369c47b97dd34783ca820611bd334779d22192da23784194b",
-                "sha256:d0b64409df09edb4c365d95004775c988259efe9be39697d7315c42b7a5e7e94",
-                "sha256:d4813b30cb62d3b63ccc60dd12f2121780c7a3068db692daeb90f989877aaf04",
-                "sha256:da3c55cdc66cfc3fffb607db49a42448785ea2732f055ac1549b69dcb392663b",
-                "sha256:e058c7656c44fb494a11443191e381355388443d543f6fc1a245d5d238544396",
-                "sha256:fed0f22bf1313ff79c7fc318f7199d6c2f96d4de3234b2f12a1eab350e597c06",
-                "sha256:ffd4e4877a78c84d693e491b223385e0271278f5f4e1476a4962dca6824ecfeb"
+                "sha256:065230b9659ac38c8021fa512802562d122afb0cf8d4b89e257014dcddb5730a",
+                "sha256:07707ba69324eaf58f0c6f59d289acc3e0ed9ec528dae5b0d4219c0d6da27dc5",
+                "sha256:10defa88dd10a0a4763f16c1b5504e96ae6dc68953cfe5fc572b4a8fcaf9409b",
+                "sha256:140eb58809f24d843736edb8080b220417e22c82ac07a3dfa473f57e78216b5f",
+                "sha256:188f2c78a8ac1eb7a70a4b2b7b9ad11f52181044957bf981fb3e399c719e30ee",
+                "sha256:1c2688365743b0f190392e674af5e313ebe9d621813d15f9332e874b7c1f2d04",
+                "sha256:24e413bd845bd17d4d72063d64e053898543fb7abc81afeae13e5c43cef9c171",
+                "sha256:2b59acd09b02da97728d0bae8ff48876d7efcbbb08e569c55e2d0c2e018324f5",
+                "sha256:2df15814529a4625ea6f7b354a083609b3944c269b954ece0d0e7455872e1b2a",
+                "sha256:352c11582aa1e49a2f0f7f7d8fd5ec5311da890d1354287e83c63ab6af857cf5",
+                "sha256:36b08b886027eac67e7a0e822e3a5bf419429efad7612e69501669d6252a21f2",
+                "sha256:376023f51edaf7290332dacfb055bc00ce864cb013c0338d0dea48731f37e42f",
+                "sha256:3ba82f8b421886f4a2311c43fb98faaf36c581976192349fef2a89ed0fcdbdef",
+                "sha256:3d72aa9e73134dacd049a2d6f9bd219f7be9c004d03d52395831611d66cedb71",
+                "sha256:40ece8fa730d1a947bff792bcc7824bd02d3ce6105432798e9a04a360c8c07b0",
+                "sha256:417b7e119d66085dc45bdd563dcb2c575ee10a3b1c492dd3502a029448d4be1c",
+                "sha256:42b7c7264229860fe879be961877f7466d9f7173bd6427b3ba98144a031d49fb",
+                "sha256:457d9cfe7ece1571770381edccdad7fc255b12cd7b5b813219441146d4f47595",
+                "sha256:4a6943816e10028eeed512ea03be52b54ea83108b408d1049b999f58a760089b",
+                "sha256:5b94df70bd34a3b946c0eb272022fb0f8a9eb27cad76e7f313fedbee2ebe4317",
+                "sha256:5f5051a13e7d53430a990604b532c9124253c5f348857e2d5106d45fc8533860",
+                "sha256:5f7f53b1edd4b23fb112b89208377480c0bcee45d43a03ffacf30f3290e0ed85",
+                "sha256:5fe8c6dcb9e6f7066bdc07d3c410a2fca78c0d0b4e0e72510ffd20a60a20eb8e",
+                "sha256:71a54815ec0212b0cba23adc1b2a731bdd2df7b9e4432718b2ed20e8aaf7f01a",
+                "sha256:7332f7b06d42153255f7bfeb10266141c08d48cc1a022a35473c95238ff2aebc",
+                "sha256:78c6f0ed72b440ebe1892d273c1e5f91e55e6861bea611d3b904e673152a7a4c",
+                "sha256:7c9b30a2524ae6983b708f12741a31fbc2fb8d6fecd0b6c8584a62fd59f59e09",
+                "sha256:86fcffc06f1125cb443e2bed812805739d64ceb78597ac3c1b2d439471a09717",
+                "sha256:87572213965fd8a4fb7a97f837221e01d8fddcfb558363c671b8aa93477fb6a2",
+                "sha256:8e595de17178dd3bbeb2c5b8ea97536341c63b7278639cb8ee2681a84c0ef037",
+                "sha256:917f01db71d5e720b731effa3ff4a2c702a1b6dacad9bcdc580d86a018dfc3ca",
+                "sha256:91cfb43fb91ff6d1e4258be04eee84b51a4ef40a28d899679b9ea2556322fb50",
+                "sha256:aa86cfdeb118795875855589934013e32895715ec2d9e8eb7a59be3e7e07a7e1",
+                "sha256:ade09aa3c284d11f39640aebdcbb748e1996f0c60504f8c4a0c5a9fec821e67a",
+                "sha256:b2a5688606dffbe95e1347a05b77eb90489fe337edde888e23bbb7fd81b0d93b",
+                "sha256:b92fbc2bc549c5045c8233d954f3260ccf99e0f3ec9edfd2372b74b350917752",
+                "sha256:c2d5334d935af711f6d6dfeec2d34e071cdf73ec0df8e8bd35ac435b26d8da97",
+                "sha256:cb0afc3bad49eb89a579103616574a54b523856d20fc539a4f7a513a0a8ba4b2",
+                "sha256:ce66f730031b9b3683b2fc6ad4160a18db86557c004c3d490a29bf8d450d7ab9",
+                "sha256:e29b9cea4216ec130df85d8c36efb9985fda1c9039e4706fb30e0fb6a67602ff",
+                "sha256:e2cc4b68e59319e3de778325e34fbff487bfdb2225530e89995402989898d681",
+                "sha256:e90d2e219c3dce1500dda95f5b893c293c4d53c4e330c968afbd4e7a90ff4a5b",
+                "sha256:f13c48cc4363829bdfecc0c181b6ddf28008931de54908a492dc8ccd0066cd60",
+                "sha256:f550730d18edec4ff9d4252784b62adfe885d4542946b6d5a54c8a6521b56afd",
+                "sha256:fa843ee0d34c7193f5a816e79df8142faff851549cab31e84b526f04878ac778",
+                "sha256:fe1c33f78d2060719d52ea9459d97d7ae3a5b707ec02548575c4fbed1d1d345b"
             ],
             "index": "pypi",
-            "version": "==3.17.2"
+            "version": "==3.17.5"
         },
         "six": {
             "hashes": [
@@ -410,57 +497,72 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
+        "sklearn": {
+            "hashes": [
+                "sha256:e23001573aa194b834122d2b9562459bf5ae494a2d59ca6b8aa22c85a44c0e31"
+            ],
+            "index": "pypi",
+            "version": "==0.0"
+        },
         "sqlalchemy": {
             "hashes": [
-                "sha256:05ea2c275603b3fb5ce761d0ccabe47a376ed8a48f70e1d4c80a71f185224d3f",
-                "sha256:0ff100c75cd175f35f4d24375a0b3d82461f5b1af5fc8d112ef0e5ceea8049e6",
-                "sha256:10068984bf334dd0b03ea83550b45667be968789bd0033215d30053649b0dd1b",
-                "sha256:17ce3009c69ac361d871bed3c9c30cf405d2739934d83322272bd455a697c874",
-                "sha256:21e0d18dab96515670e96e53a7e7207ba5cee6cd56b312447f2772d61d37d9b8",
-                "sha256:22141a05d0f60df57ae334b589dbd081213c257a80d448ff499a3b6efd1998d3",
-                "sha256:260a79673c1234a20d7a16ee3ac6711c3f1b81363ebb208921d512fdb9f6a12e",
-                "sha256:324fb6e1f41afd5bdf0a34cfd011999213dcd543b83efa9dcc868f9e64a9ff7f",
-                "sha256:3845b3af8a412230cc91fd32103a74d558566fea96c1b8775abb7ec65c3ef5de",
-                "sha256:403e94a1862c6217e7bd71950191d58ad313ea976e7d128c9afb6b9934d2d6a2",
-                "sha256:4d3cc347db370cc0d14dd724a9f280f4b4a0447ad77a228dd20792c4736f0b0e",
-                "sha256:5642d64feeab65ae662c8e46eccc3db4a3100c9572dcfa29063751e2d1940e78",
-                "sha256:5ec8d34c8a9f467178b581a48ccef9163cb553015925e4665d7af495c3c958d9",
-                "sha256:6072231bdf976722ce92a8d1335e5b2d7ed0d7ee28667c00537b58cf7d68c41d",
-                "sha256:6248934b6e1841a794d5d12e2d43e32c2a7c64a36a059c612d4d66b312b3604f",
-                "sha256:6521e3b2f58a9ec2ad84b24efa88e61b8d355a6e481b459dcb64cadd14ba74d7",
-                "sha256:70036b7fc86b8dc0c04e186107ee6371e8f9a8fb35980d483cc4d114b298b19f",
-                "sha256:75becbc5ac452dac28d8d5aeb0406ddd3a1d808726a5fd0d5b696fad0b71d951",
-                "sha256:7c2ff45be0eacf4ac290fe546064df257e8be899e3b191a39df3e41a2d9a0797",
-                "sha256:8410319b084b708c4ee0bc0d82f4b01623883595b5d8333ec704788940cc7293",
-                "sha256:8a4d26fa3f00344f9b34402f8a52b58941ba0d4b0ca80d5b05be39ec35b2eb8e",
-                "sha256:92dfb2ac7b44873901f87f3e0bb5c63469b76c5c3cabbf8124332e0dd1172410",
-                "sha256:a2c2965698807e53f1f4da1cc9d68f1c1dda9139ef5a96d18921be4e253d687e",
-                "sha256:a31062468a184eb046eb09eadf296e3652d916793e32829082b3eda3367be5e8",
-                "sha256:beb1a6560d65c46d52c6ac402a806b8d24a6f2ee3f96fbbd4cfa371db24c3b3a",
-                "sha256:c1151b26f8bc53a69dc82f782560568186625d7b70bece4914ca459be1f539e1",
-                "sha256:c12b7dc8e37442eef74afc7f4f99eb4ec6d796215fc4499ca32c7ca48f353cb3",
-                "sha256:c3fab43abe335a44aed3fbf98be619f021cbee2160718ecedc5fe4fa41296f7e",
-                "sha256:e3e627e0f57b6f101ecabe39b90261625deedc91ec659cd4226f522bd3dd0020",
-                "sha256:ec88907048fbade9712de08e648203d95221cad5a3b8a459cc3724c1bffb9281"
+                "sha256:0566a6e90951590c0307c75f9176597c88ef4be2724958ca1d28e8ae05ec8822",
+                "sha256:08d9396a2a38e672133266b31ed39b2b1f2b5ec712b5bff5e08033970563316a",
+                "sha256:0b08a53e40b34205acfeb5328b832f44437956d673a6c09fce55c66ab0e54916",
+                "sha256:16ef07e102d2d4f974ba9b0d4ac46345a411ad20ad988b3654d59ff08e553b1c",
+                "sha256:1adf3d25e2e33afbcd48cfad8076f9378793be43e7fec3e4334306cac6bec138",
+                "sha256:1b38db2417b9f7005d6ceba7ce2a526bf10e3f6f635c0f163e6ed6a42b5b62b2",
+                "sha256:1ebd69365717becaa1b618220a3df97f7c08aa68e759491de516d1c3667bba54",
+                "sha256:26b0cd2d5c7ea96d3230cb20acac3d89de3b593339c1447b4d64bfcf4eac1110",
+                "sha256:2ed67aae8cde4d32aacbdba4f7f38183d14443b714498eada5e5a7a37769c0b7",
+                "sha256:33a1e86abad782e90976de36150d910748b58e02cd7d35680d441f9a76806c18",
+                "sha256:41a916d815a3a23cb7fff8d11ad0c9b93369ac074e91e428075e088fe57d5358",
+                "sha256:6003771ea597346ab1e97f2f58405c6cacbf6a308af3d28a9201a643c0ac7bb3",
+                "sha256:6400b22e4e41cc27623a9a75630b7719579cd9a3a2027bcf16ad5aaa9a7806c0",
+                "sha256:6b602e3351f59f3999e9fb8b87e5b95cb2faab6a6ecdb482382ac6fdfbee5266",
+                "sha256:75cd5d48389a7635393ff5a9214b90695c06b3d74912109c3b00ce7392b69c6c",
+                "sha256:7ad59e2e16578b6c1a2873e4888134112365605b08a6067dd91e899e026efa1c",
+                "sha256:7b7778a205f956755e05721eebf9f11a6ac18b2409bff5db53ce5fe7ede79831",
+                "sha256:842c49dd584aedd75c2ee05f6c950730c3ffcddd21c5824ed0f820808387e1e3",
+                "sha256:90fe429285b171bcc252e21515703bdc2a4721008d1f13aa5b7150336f8a8493",
+                "sha256:91cd87d1de0111eaca11ccc3d31af441c753fa2bc22df72e5009cfb0a1af5b03",
+                "sha256:9a1df8c93a0dd9cef0839917f0c6c49f46c75810cf8852be49884da4a7de3c59",
+                "sha256:9ebe49c3960aa2219292ea2e5df6acdc425fc828f2f3d50b4cfae1692bcb5f02",
+                "sha256:a28fe28c359835f3be20c89efd517b35e8f97dbb2ca09c6cf0d9ac07f62d7ef6",
+                "sha256:a36ea43919e51b0de0c0bc52bcfdad7683f6ea9fb81b340cdabb9df0e045e0f7",
+                "sha256:a505ecc0642f52e7c65afb02cc6181377d833b7df0994ecde15943b18d0fa89c",
+                "sha256:a79abdb404d9256afb8aeaa0d3a4bc7d3b6d8b66103d8b0f2f91febd3909976e",
+                "sha256:c211e8ec81522ce87b0b39f0cf0712c998d4305a030459a0e115a2b3dc71598f",
+                "sha256:dd4ed12a775f2cde4519f4267d3601990a97d8ecde5c944ab06bfd6e8e8ea177",
+                "sha256:e37621b37c73b034997b5116678862f38ee70e5a054821c7b19d0e55df270dec",
+                "sha256:e93978993a2ad0af43f132be3ea8805f56b2f2cd223403ec28d3e7d5c6d39ed1"
             ],
             "index": "pypi",
-            "version": "==1.4.15"
+            "version": "==1.4.25"
+        },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:86d4b6801456d780e94681d155779058759eaef3c3564758b17b6c99db5f81cb",
+                "sha256:e5a995e3ffae202758fa8a90082e35783b9370699627ae2733cd1c3a73553616"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.2.0"
         },
         "tqdm": {
             "hashes": [
-                "sha256:daec693491c52e9498632dfbe9ccfc4882a557f5fa08982db1b4d3adbe0887c3",
-                "sha256:ebdebdb95e3477ceea267decfc0784859aa3df3e27e22d23b83e9b272bf157ae"
+                "sha256:8dd278a422499cd6b727e6ae4061c40b48fce8b76d1ccbf5d34fca9b7f925b0c",
+                "sha256:d359de7217506c9851b7869f3708d8ee53ed70a1b8edbba4dbcb47442592920d"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==4.60.0"
+            "version": "==4.62.3"
         },
         "urllib3": {
             "hashes": [
-                "sha256:2f4da4594db7e1e110a944bb1b551fdf4e6c136ad42e4234131391e21eb5b0df",
-                "sha256:e7b021f7241115872f92f43c6508082facffbd1c048e3c6e2bb9c2a157e28937"
+                "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece",
+                "sha256:c4fdf4019605b6e5423637e01bc9fe4daef873709a7973e195ceba0a62bbc844"
             ],
             "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": "==1.26.4"
+            "version": "==1.26.7"
         },
         "xgboost": {
             "hashes": [

+ 22 - 0
cdplib/hyperopt/HyperoptPipelineSelector.py

@@ -33,6 +33,7 @@ from cdplib.pipeline_selector.PipelineSelector import PipelineSelector,\
 
 from typing import Callable, Optional, Literal, Dict, Union, List
 
+from cdplib.log import Log
 
 class HyperoptPipelineSelector(PipelineSelector):
     """
@@ -346,6 +347,27 @@ class HyperoptPipelineSelector(PipelineSelector):
 
             self._logger.log_and_raise_error(err)
 
+    def get_n_best_trial(self, n: int)\
+            -> Union[List[Pipeline], None]:
+        """
+        :return: the list of n best trails
+        """
+        try:
+            if len(self._trials.trials) == 0:
+                return []
+            else:
+                n_best_trials = sorted(self._trials.trials,
+                                       key=lambda x: x["result"]["score"],
+                                       reverse=True)[:n]
+
+                return n_best_trials
+
+        except Exception as e:
+            err = ("Failed to retrieve n best pipelines. "
+                   "Exit with error: {}".format(e))
+
+            self._logger.log_and_raise_error(err)
+
     def get_n_best_trial_pipelines(self, n: int)\
             -> Union[List[Pipeline], None]:
         """

+ 1 - 1
cdplib/pipeline_selector/PipelineSelector.py

@@ -598,7 +598,7 @@ class PipelineSelector(ABC):
             scoring = {"score": self._cost_func} | self._additional_metrics
             
             if self._cross_validation_needs_scorer:
-                for metric_name, metric in scoring.itmes():
+                for metric_name, metric in scoring.items():
                     scoring[metric_name] = make_scorer(
                         metric, greater_is_better=self._greater_is_better)