BentoML Example: H2O Classification¶
BentoML is an open source platform for machine learning model serving and deployment.
This notebook demonstrates how to use BentoML to turn a H2O model into a docker image containing a REST API server serving this model, as well as distributing your model as a command line tool or a pip-installable PyPI package.
In [5]:
%reload_ext autoreload
%autoreload 2
%matplotlib inline
In [ ]:
!pip install bentoml
!pip install h2o
In [6]:
import h2o
import bentoml
h2o.init()
Checking whether there is an H2O instance running at http://localhost:54321 ..... not found. Attempting to start a local H2O server... Java Version: java version "9.0.1"; Java(TM) SE Runtime Environment (build 9.0.1+11); Java HotSpot(TM) 64-Bit Server VM (build 9.0.1+11, mixed mode) Starting server from /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages/h2o/backend/bin/h2o.jar Ice root: /var/folders/kn/xnc9k74x03567n1mx2tfqnpr0000gn/T/tmpkq2pnyhu JVM stdout: /var/folders/kn/xnc9k74x03567n1mx2tfqnpr0000gn/T/tmpkq2pnyhu/h2o_bozhaoyu_started_from_python.out JVM stderr: /var/folders/kn/xnc9k74x03567n1mx2tfqnpr0000gn/T/tmpkq2pnyhu/h2o_bozhaoyu_started_from_python.err Server is running at http://127.0.0.1:54321 Connecting to H2O server at http://127.0.0.1:54321 ... successful. Warning: Your H2O cluster version is too old (9 months and 26 days)! Please download and install the latest version from http://h2o.ai/download/
| H2O cluster uptime: | 02 secs |
| H2O cluster timezone: | America/Los_Angeles |
| H2O data parsing timezone: | UTC |
| H2O cluster version: | 3.24.0.2 |
| H2O cluster version age: | 9 months and 26 days !!! |
| H2O cluster name: | H2O_from_python_bozhaoyu_7xlm4g |
| H2O cluster total nodes: | 1 |
| H2O cluster free memory: | 4 Gb |
| H2O cluster total cores: | 8 |
| H2O cluster allowed cores: | 8 |
| H2O cluster status: | accepting new members, healthy |
| H2O connection url: | http://127.0.0.1:54321 |
| H2O connection proxy: | None |
| H2O internal security: | False |
| H2O API Extensions: | Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4 |
| Python version: | 3.7.3 final |
This show case considers prostate cancer data and tries to find an algorithm to prognose a certain phase of cancer. The dataset was collected at the Ohio State University Comprehensive Cancer Center and includes demographic and medical data from each of the 380 patients as well as a classifier identifying if the patients tumor has already penetrated the prostatic capsule. This latter event is a clear sign for an advanced cancer state and also helps the doctor to decide on biopsy and treatment methods.
In this show case a deep learning algorithm is used to classify the tumors of the patients into 'penetrating prostatic capsule' and 'not penetrating prostatic capsule'.
Prepare Dataset & Model Training¶
In [7]:
prostate = h2o.import_file(path="https://raw.githubusercontent.com/multicode/h2o-notebook/master/prostate.csv")
prostate.describe()
Parse progress: |█████████████████████████████████████████████████████████| 100% Rows:380 Cols:9
| ID | CAPSULE | AGE | RACE | DPROS | DCAPS | PSA | VOL | GLEASON | |
|---|---|---|---|---|---|---|---|---|---|
| type | int | int | int | int | int | int | real | real | int |
| mins | 1.0 | 0.0 | 43.0 | 0.0 | 1.0 | 1.0 | 0.3 | 0.0 | 0.0 |
| mean | 190.5 | 0.4026315789473684 | 66.03947368421049 | 1.0868421052631572 | 2.2710526315789488 | 1.1078947368421048 | 15.408631578947375 | 15.812921052631573 | 6.3842105263157904 |
| maxs | 380.0 | 1.0 | 79.0 | 2.0 | 4.0 | 2.0 | 139.7 | 97.6 | 9.0 |
| sigma | 109.84079387914127 | 0.4910743389630552 | 6.527071269173311 | 0.3087732580252793 | 1.0001076181502861 | 0.3106564493514939 | 19.99757266856046 | 18.347619967271175 | 1.0919533744261092 |
| zeros | 0 | 227 | 0 | 3 | 0 | 0 | 0 | 167 | 2 |
| missing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 1.0 | 0.0 | 65.0 | 1.0 | 2.0 | 1.0 | 1.4 | 0.0 | 6.0 |
| 1 | 2.0 | 0.0 | 72.0 | 1.0 | 3.0 | 2.0 | 6.7 | 0.0 | 7.0 |
| 2 | 3.0 | 0.0 | 70.0 | 1.0 | 1.0 | 2.0 | 4.9 | 0.0 | 6.0 |
| 3 | 4.0 | 0.0 | 76.0 | 2.0 | 2.0 | 1.0 | 51.2 | 20.0 | 7.0 |
| 4 | 5.0 | 0.0 | 69.0 | 1.0 | 1.0 | 1.0 | 12.3 | 55.9 | 6.0 |
| 5 | 6.0 | 1.0 | 71.0 | 1.0 | 3.0 | 2.0 | 3.3 | 0.0 | 8.0 |
| 6 | 7.0 | 0.0 | 68.0 | 2.0 | 4.0 | 2.0 | 31.9 | 0.0 | 7.0 |
| 7 | 8.0 | 0.0 | 61.0 | 2.0 | 4.0 | 2.0 | 66.7 | 27.2 | 7.0 |
| 8 | 9.0 | 0.0 | 69.0 | 1.0 | 1.0 | 1.0 | 3.9 | 24.0 | 7.0 |
| 9 | 10.0 | 0.0 | 68.0 | 2.0 | 1.0 | 2.0 | 13.0 | 0.0 | 6.0 |
In [8]:
# import the deep learning estimator module
from h2o.estimators.deeplearning import H2ODeepLearningEstimator
# transform the target variable into a factor
prostate["CAPSULE"] = prostate["CAPSULE"].asfactor()
# construct and define the estimator object
model = H2ODeepLearningEstimator(activation = "Tanh", hidden = [10, 10, 10], epochs = 100)
# train the model on the whole prostate dataset
model.train(x = list(set(prostate.columns) - set(["ID","CAPSULE"])), y ="CAPSULE", training_frame = prostate)
model.show()
deeplearning Model Build progress: |██████████████████████████████████████| 100% Model Details ============= H2ODeepLearningEstimator : Deep Learning Model Key: DeepLearning_model_python_1581550864917_1 ModelMetricsBinomial: deeplearning ** Reported on train data. ** MSE: 0.13742235604104663 RMSE: 0.3707052144778201 LogLoss: 0.418901646759126 Mean Per-Class Error: 0.18793009127292626 AUC: 0.8853473841812789 pr_auc: 0.8245437620191027 Gini: 0.7706947683625578 Confusion Matrix (Act/Pred) for max f1 @ threshold = 0.30356438890837084:
| 0 | 1 | Error | Rate | |
| 0 | 158.0 | 69.0 | 0.304 | (69.0/227.0) |
| 1 | 11.0 | 142.0 | 0.0719 | (11.0/153.0) |
| Total | 169.0 | 211.0 | 0.2105 | (80.0/380.0) |
Maximum Metrics: Maximum metrics at their respective thresholds
| metric | threshold | value | idx |
| max f1 | 0.3035644 | 0.7802198 | 210.0 |
| max f2 | 0.2321613 | 0.8698225 | 232.0 |
| max f0point5 | 0.6135485 | 0.7703281 | 136.0 |
| max accuracy | 0.6135485 | 0.8052632 | 136.0 |
| max precision | 0.9957857 | 1.0 | 0.0 |
| max recall | 0.0980649 | 1.0 | 292.0 |
| max specificity | 0.9957857 | 1.0 | 0.0 |
| max absolute_mcc | 0.3035644 | 0.6159649 | 210.0 |
| max min_per_class_accuracy | 0.4725253 | 0.7973856 | 166.0 |
| max mean_per_class_accuracy | 0.3035644 | 0.8120699 | 210.0 |
Gains/Lift Table: Avg response rate: 40.26 %, avg score: 43.75 %
| group | cumulative_data_fraction | lower_threshold | lift | cumulative_lift | response_rate | score | cumulative_response_rate | cumulative_score | capture_rate | cumulative_capture_rate | gain | cumulative_gain | |
| 1 | 0.0105263 | 0.9850611 | 2.4836601 | 2.4836601 | 1.0 | 0.9897941 | 1.0 | 0.9897941 | 0.0261438 | 0.0261438 | 148.3660131 | 148.3660131 | |
| 2 | 0.0210526 | 0.9794845 | 2.4836601 | 2.4836601 | 1.0 | 0.9830457 | 1.0 | 0.9864199 | 0.0261438 | 0.0522876 | 148.3660131 | 148.3660131 | |
| 3 | 0.0315789 | 0.9636331 | 2.4836601 | 2.4836601 | 1.0 | 0.9703565 | 1.0 | 0.9810655 | 0.0261438 | 0.0784314 | 148.3660131 | 148.3660131 | |
| 4 | 0.0421053 | 0.9486374 | 2.4836601 | 2.4836601 | 1.0 | 0.9545958 | 1.0 | 0.9744480 | 0.0261438 | 0.1045752 | 148.3660131 | 148.3660131 | |
| 5 | 0.05 | 0.9408173 | 1.6557734 | 2.3529412 | 0.6666667 | 0.9469043 | 0.9473684 | 0.9700990 | 0.0130719 | 0.1176471 | 65.5773420 | 135.2941176 | |
| 6 | 0.1 | 0.9031731 | 2.3529412 | 2.3529412 | 0.9473684 | 0.9266963 | 0.9473684 | 0.9483977 | 0.1176471 | 0.2352941 | 135.2941176 | 135.2941176 | |
| 7 | 0.15 | 0.8652018 | 2.0915033 | 2.2657952 | 0.8421053 | 0.8848821 | 0.9122807 | 0.9272258 | 0.1045752 | 0.3398693 | 109.1503268 | 126.5795207 | |
| 8 | 0.2 | 0.8293360 | 1.8300654 | 2.1568627 | 0.7368421 | 0.8468148 | 0.8684211 | 0.9071231 | 0.0915033 | 0.4313725 | 83.0065359 | 115.6862745 | |
| 9 | 0.3 | 0.7140976 | 1.6993464 | 2.0043573 | 0.6842105 | 0.7817978 | 0.8070175 | 0.8653480 | 0.1699346 | 0.6013072 | 69.9346405 | 100.4357298 | |
| 10 | 0.4 | 0.5480790 | 1.3071895 | 1.8300654 | 0.5263158 | 0.6254777 | 0.7368421 | 0.8053804 | 0.1307190 | 0.7320261 | 30.7189542 | 83.0065359 | |
| 11 | 0.5 | 0.3714260 | 1.1764706 | 1.6993464 | 0.4736842 | 0.4664092 | 0.6842105 | 0.7375862 | 0.1176471 | 0.8496732 | 17.6470588 | 69.9346405 | |
| 12 | 0.6 | 0.2398896 | 0.8496732 | 1.5577342 | 0.3421053 | 0.3027633 | 0.6271930 | 0.6651157 | 0.0849673 | 0.9346405 | -15.0326797 | 55.7734205 | |
| 13 | 0.7 | 0.1639418 | 0.3267974 | 1.3818861 | 0.1315789 | 0.1998567 | 0.5563910 | 0.5986501 | 0.0326797 | 0.9673203 | -67.3202614 | 38.1886088 | |
| 14 | 0.8 | 0.0827449 | 0.3267974 | 1.25 | 0.1315789 | 0.1190978 | 0.5032895 | 0.5387061 | 0.0326797 | 1.0 | -67.3202614 | 25.0 | |
| 15 | 0.9 | 0.0289986 | 0.0 | 1.1111111 | 0.0 | 0.0514155 | 0.4473684 | 0.4845627 | 0.0 | 1.0 | -100.0 | 11.1111111 | |
| 16 | 1.0 | 0.0030412 | 0.0 | 1.0 | 0.0 | 0.0140427 | 0.4026316 | 0.4375107 | 0.0 | 1.0 | -100.0 | 0.0 |
Scoring History:
| timestamp | duration | training_speed | epochs | iterations | samples | training_rmse | training_logloss | training_r2 | training_auc | training_pr_auc | training_lift | training_classification_error | |
| 2020-02-12 15:41:10 | 0.000 sec | None | 0.0 | 0 | 0.0 | nan | nan | nan | nan | nan | nan | nan | |
| 2020-02-12 15:41:11 | 1.369 sec | 18627 obs/sec | 10.0 | 1 | 3800.0 | 0.4276705 | 0.5659435 | 0.2395536 | 0.8186346 | 0.7723048 | 2.4836601 | 0.2473684 | |
| 2020-02-12 15:41:11 | 1.557 sec | 101604 obs/sec | 100.0 | 10 | 38000.0 | 0.3707052 | 0.4189016 | 0.4286433 | 0.8853474 | 0.8245438 | 2.4836601 | 0.2105263 |
Variable Importances:
| variable | relative_importance | scaled_importance | percentage |
| PSA | 1.0 | 1.0 | 0.1684290 |
| AGE | 0.9730824 | 0.9730824 | 0.1638953 |
| VOL | 0.9568093 | 0.9568093 | 0.1611544 |
| GLEASON | 0.8978918 | 0.8978918 | 0.1512310 |
| DPROS | 0.8264121 | 0.8264121 | 0.1391918 |
| DCAPS | 0.7811980 | 0.7811980 | 0.1315764 |
| RACE | 0.5018259 | 0.5018259 | 0.0845220 |
In [9]:
predictions=model.predict(prostate)
predictions.show()
deeplearning prediction progress: |███████████████████████████████████████| 100%
| predict | p0 | p1 |
|---|---|---|
| 0 | 0.759182 | 0.240818 |
| 1 | 0.20655 | 0.79345 |
| 0 | 0.92885 | 0.0711497 |
| 1 | 0.529636 | 0.470364 |
| 0 | 0.994685 | 0.00531483 |
| 1 | 0.0712494 | 0.928751 |
| 0 | 0.719996 | 0.280004 |
| 0 | 0.887014 | 0.112986 |
| 0 | 0.741257 | 0.258743 |
| 0 | 0.946604 | 0.0533964 |
Define BentoService for model serving¶
In [23]:
%%writefile h2o_model_service.py
import pandas as pd
import h2o
import bentoml
from bentoml.artifact import H2oModelArtifact
from bentoml.handlers import DataframeHandler
@bentoml.artifacts([H2oModelArtifact('model')])
@bentoml.env(
pip_dependencies=['pandas', 'h2o==3.24.0.2'],
conda_channels=['h2oai'],
conda_dependencies=['h2o==3.24.0.2']
)
class H2oModelService(bentoml.BentoService):
@bentoml.api(DataframeHandler)
def predict(self, df):
hf = h2o.H2OFrame(df)
predictions = self.artifacts.model.predict(hf)
return predictions.as_data_frame()
Overwriting h2o_model_service.py
Save BentoService to file archive¶
In [24]:
# 1) import the custom BentoService defined above
from h2o_model_service import H2oModelService
# 2) `pack` it with required artifacts
bento_svc = H2oModelService()
bento_svc.pack('model', model)
# 3) save your BentoSerivce
saved_path = bento_svc.save()
print(saved_path)
running sdist running egg_info writing BentoML.egg-info/PKG-INFO writing dependency_links to BentoML.egg-info/dependency_links.txt writing entry points to BentoML.egg-info/entry_points.txt writing requirements to BentoML.egg-info/requires.txt writing top-level names to BentoML.egg-info/top_level.txt reading manifest file 'BentoML.egg-info/SOURCES.txt' reading manifest template 'MANIFEST.in'
no previously-included directories found matching 'examples' no previously-included directories found matching 'tests' no previously-included directories found matching 'docs' no previously-included directories found matching 'scripts' warning: no previously-included files matching '*~' found anywhere in distribution warning: no previously-included files matching '*.pyo' found anywhere in distribution warning: no previously-included files matching '.git' found anywhere in distribution warning: no previously-included files matching '.ipynb_checkpoints' found anywhere in distribution warning: no previously-included files matching '__pycache__' found anywhere in distribution
writing manifest file 'BentoML.egg-info/SOURCES.txt' running check
warning: check: missing meta-data: if 'author' supplied, 'author_email' must be supplied too
creating BentoML-0.6.2+7.g1d9fac1 creating BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info creating BentoML-0.6.2+7.g1d9fac1/bentoml creating BentoML-0.6.2+7.g1d9fac1/bentoml/artifact creating BentoML-0.6.2+7.g1d9fac1/bentoml/bundler creating BentoML-0.6.2+7.g1d9fac1/bentoml/cli creating BentoML-0.6.2+7.g1d9fac1/bentoml/clipper creating BentoML-0.6.2+7.g1d9fac1/bentoml/configuration creating BentoML-0.6.2+7.g1d9fac1/bentoml/deployment creating BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/aws_lambda creating BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/sagemaker creating BentoML-0.6.2+7.g1d9fac1/bentoml/handlers creating BentoML-0.6.2+7.g1d9fac1/bentoml/marshal creating BentoML-0.6.2+7.g1d9fac1/bentoml/migrations creating BentoML-0.6.2+7.g1d9fac1/bentoml/migrations/versions creating BentoML-0.6.2+7.g1d9fac1/bentoml/proto creating BentoML-0.6.2+7.g1d9fac1/bentoml/repository creating BentoML-0.6.2+7.g1d9fac1/bentoml/server creating BentoML-0.6.2+7.g1d9fac1/bentoml/server/static creating BentoML-0.6.2+7.g1d9fac1/bentoml/utils creating BentoML-0.6.2+7.g1d9fac1/bentoml/utils/validator creating BentoML-0.6.2+7.g1d9fac1/bentoml/yatai creating BentoML-0.6.2+7.g1d9fac1/bentoml/yatai/client copying files to BentoML-0.6.2+7.g1d9fac1... copying LICENSE -> BentoML-0.6.2+7.g1d9fac1 copying MANIFEST.in -> BentoML-0.6.2+7.g1d9fac1 copying README.md -> BentoML-0.6.2+7.g1d9fac1 copying pyproject.toml -> BentoML-0.6.2+7.g1d9fac1 copying setup.cfg -> BentoML-0.6.2+7.g1d9fac1 copying setup.py -> BentoML-0.6.2+7.g1d9fac1 copying versioneer.py -> BentoML-0.6.2+7.g1d9fac1 copying BentoML.egg-info/PKG-INFO -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying BentoML.egg-info/SOURCES.txt -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying BentoML.egg-info/dependency_links.txt -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying BentoML.egg-info/entry_points.txt -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying BentoML.egg-info/requires.txt -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying BentoML.egg-info/top_level.txt -> BentoML-0.6.2+7.g1d9fac1/BentoML.egg-info copying bentoml/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/_version.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/alembic.ini -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/db.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/exceptions.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/service.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/service_env.py -> BentoML-0.6.2+7.g1d9fac1/bentoml copying bentoml/artifact/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/fastai_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/h2o_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/keras_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/lightgbm_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/pickle_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/pytorch_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/sklearn_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/text_file_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/tf_savedmodel_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/artifact/xgboost_model_artifact.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/artifact copying bentoml/bundler/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/bundler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/config.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/loader.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/py_module_utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/templates.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/bundler/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/bundler copying bentoml/cli/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/aws_lambda.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/aws_sagemaker.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/bento.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/click_utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/config.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/deployment.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/cli/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/cli copying bentoml/clipper/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/clipper copying bentoml/configuration/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/configuration copying bentoml/configuration/configparser.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/configuration copying bentoml/configuration/default_bentoml.cfg -> BentoML-0.6.2+7.g1d9fac1/bentoml/configuration copying bentoml/deployment/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment copying bentoml/deployment/operator.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment copying bentoml/deployment/store.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment copying bentoml/deployment/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment copying bentoml/deployment/aws_lambda/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/aws_lambda copying bentoml/deployment/aws_lambda/download_extra_resources.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/aws_lambda copying bentoml/deployment/aws_lambda/lambda_app.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/aws_lambda copying bentoml/deployment/aws_lambda/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/aws_lambda copying bentoml/deployment/sagemaker/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/sagemaker copying bentoml/deployment/sagemaker/sagemaker_nginx.conf -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/sagemaker copying bentoml/deployment/sagemaker/sagemaker_serve.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/sagemaker copying bentoml/deployment/sagemaker/sagemaker_wsgi.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/deployment/sagemaker copying bentoml/handlers/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/base_handlers.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/clipper_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/dataframe_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/fastai_image_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/image_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/json_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/pytorch_tensor_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/tensorflow_tensor_handler.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/handlers/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/handlers copying bentoml/marshal/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/marshal copying bentoml/marshal/marshal.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/marshal copying bentoml/marshal/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/marshal copying bentoml/migrations/README -> BentoML-0.6.2+7.g1d9fac1/bentoml/migrations copying bentoml/migrations/env.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/migrations copying bentoml/migrations/script.py.mako -> BentoML-0.6.2+7.g1d9fac1/bentoml/migrations copying bentoml/migrations/versions/a6b00ae45279_add_last_updated_at_for_deployments.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/migrations/versions copying bentoml/proto/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/proto/deployment_pb2.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/proto/repository_pb2.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/proto/status_pb2.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/proto/yatai_service_pb2.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/proto/yatai_service_pb2_grpc.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/proto copying bentoml/repository/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/repository copying bentoml/repository/metadata_store.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/repository copying bentoml/server/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/bento_api_server.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/bento_sagemaker_server.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/gunicorn_config.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/gunicorn_server.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/marshal_server.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/middlewares.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/server copying bentoml/server/static/swagger-ui-bundle.js -> BentoML-0.6.2+7.g1d9fac1/bentoml/server/static copying bentoml/server/static/swagger-ui.css -> BentoML-0.6.2+7.g1d9fac1/bentoml/server/static copying bentoml/utils/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/cloudpickle.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/hybirdmethod.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/log.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/s3.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/tempdir.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/usage_stats.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils copying bentoml/utils/validator/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/utils/validator copying bentoml/yatai/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai copying bentoml/yatai/deployment_utils.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai copying bentoml/yatai/status.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai copying bentoml/yatai/yatai_service_impl.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai copying bentoml/yatai/client/__init__.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai/client copying bentoml/yatai/client/bento_repository_api.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai/client copying bentoml/yatai/client/deployment_api.py -> BentoML-0.6.2+7.g1d9fac1/bentoml/yatai/client Writing BentoML-0.6.2+7.g1d9fac1/setup.cfg UPDATING BentoML-0.6.2+7.g1d9fac1/bentoml/_version.py set BentoML-0.6.2+7.g1d9fac1/bentoml/_version.py to '0.6.2+7.g1d9fac1' Creating tar archive removing 'BentoML-0.6.2+7.g1d9fac1' (and everything under it) /Users/bozhaoyu/bentoml/repository/H2oModelService/20200212154840_9B4F59
Load BentoService from archive¶
In [26]:
import bentoml
import pandas as pd
# Load saved BentoService archive from file directory
loaded_bento_svc = bentoml.load(saved_path)
# Access the predict function of loaded BentoService
df = pd.read_csv("https://raw.githubusercontent.com/multicode/h2o-notebook/master/prostate.csv")
loaded_bento_svc.predict(df)
Checking whether there is an H2O instance running at http://localhost:54321 . connected. Warning: Your H2O cluster version is too old (9 months and 26 days)! Please download and install the latest version from http://h2o.ai/download/
| H2O cluster uptime: | 9 mins 57 secs |
| H2O cluster timezone: | America/Los_Angeles |
| H2O data parsing timezone: | UTC |
| H2O cluster version: | 3.24.0.2 |
| H2O cluster version age: | 9 months and 26 days !!! |
| H2O cluster name: | H2O_from_python_bozhaoyu_7xlm4g |
| H2O cluster total nodes: | 1 |
| H2O cluster free memory: | 4.000 Gb |
| H2O cluster total cores: | 8 |
| H2O cluster allowed cores: | 8 |
| H2O cluster status: | locked, healthy |
| H2O connection url: | http://localhost:54321 |
| H2O connection proxy: | None |
| H2O internal security: | False |
| H2O API Extensions: | Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4 |
| Python version: | 3.7.3 final |
Parse progress: |█████████████████████████████████████████████████████████| 100% deeplearning prediction progress: |███████████████████████████████████████| 100%
Out[26]:
| predict | p0 | p1 | |
|---|---|---|---|
| 0 | 0 | 0.759182 | 0.240818 |
| 1 | 1 | 0.206550 | 0.793450 |
| 2 | 0 | 0.928850 | 0.071150 |
| 3 | 1 | 0.529636 | 0.470364 |
| 4 | 0 | 0.994685 | 0.005315 |
| 5 | 1 | 0.071249 | 0.928751 |
| 6 | 0 | 0.719996 | 0.280004 |
| 7 | 0 | 0.887014 | 0.112986 |
| 8 | 0 | 0.741257 | 0.258743 |
| 9 | 0 | 0.946604 | 0.053396 |
| 10 | 1 | 0.104321 | 0.895679 |
| 11 | 1 | 0.341440 | 0.658560 |
| 12 | 1 | 0.063687 | 0.936313 |
| 13 | 1 | 0.073498 | 0.926502 |
| 14 | 0 | 0.984623 | 0.015377 |
| 15 | 0 | 0.829035 | 0.170965 |
| 16 | 0 | 0.992961 | 0.007039 |
| 17 | 0 | 0.911270 | 0.088730 |
| 18 | 0 | 0.961408 | 0.038592 |
| 19 | 1 | 0.459757 | 0.540243 |
| 20 | 1 | 0.101847 | 0.898153 |
| 21 | 1 | 0.060942 | 0.939058 |
| 22 | 1 | 0.195738 | 0.804262 |
| 23 | 0 | 0.958617 | 0.041383 |
| 24 | 0 | 0.863820 | 0.136180 |
| 25 | 0 | 0.973789 | 0.026211 |
| 26 | 0 | 0.837290 | 0.162710 |
| 27 | 1 | 0.432738 | 0.567262 |
| 28 | 0 | 0.884755 | 0.115245 |
| 29 | 1 | 0.693039 | 0.306961 |
| ... | ... | ... | ... |
| 350 | 1 | 0.450389 | 0.549611 |
| 351 | 1 | 0.206426 | 0.793574 |
| 352 | 1 | 0.232992 | 0.767008 |
| 353 | 1 | 0.111794 | 0.888206 |
| 354 | 0 | 0.994620 | 0.005380 |
| 355 | 0 | 0.772495 | 0.227505 |
| 356 | 0 | 0.856316 | 0.143684 |
| 357 | 0 | 0.790401 | 0.209599 |
| 358 | 0 | 0.751706 | 0.248294 |
| 359 | 0 | 0.823106 | 0.176894 |
| 360 | 0 | 0.968783 | 0.031217 |
| 361 | 0 | 0.866238 | 0.133762 |
| 362 | 0 | 0.973572 | 0.026428 |
| 363 | 1 | 0.060369 | 0.939631 |
| 364 | 0 | 0.934055 | 0.065945 |
| 365 | 0 | 0.982616 | 0.017384 |
| 366 | 0 | 0.986303 | 0.013697 |
| 367 | 0 | 0.783974 | 0.216026 |
| 368 | 0 | 0.977394 | 0.022606 |
| 369 | 0 | 0.821787 | 0.178213 |
| 370 | 1 | 0.217962 | 0.782038 |
| 371 | 1 | 0.158703 | 0.841297 |
| 372 | 1 | 0.574615 | 0.425385 |
| 373 | 1 | 0.021272 | 0.978728 |
| 374 | 0 | 0.971391 | 0.028609 |
| 375 | 1 | 0.225569 | 0.774431 |
| 376 | 0 | 0.996959 | 0.003041 |
| 377 | 1 | 0.692943 | 0.307057 |
| 378 | 0 | 0.996956 | 0.003044 |
| 379 | 0 | 0.794254 | 0.205746 |
380 rows × 3 columns
Use BentoML CLI with BentoServices¶
Use bentoml get <service name> to list all of the service's versions
In [27]:
!bentoml get H2oModelService
BENTO_SERVICE AGE APIS ARTIFACTS H2oModelService:20200212154840_9B4F59 2 minutes and 8.83 seconds predict<DataframeHandler> model<H2oModelArtifact> H2oModelService:20200212154125_149345 9 minutes and 23.91 seconds predict<DataframeHandler> model<H2oModelArtifact> H2oModelService:20200127130336_743DA0 2 weeks and 2 days predict<DataframeHandler> model<H2oModelArtifact>
bentoml get <service name>:<version> will display metadata and additional information of the specific version
In [28]:
!bentoml get H2oModelService:20200212154840_9B4F59
{
"name": "H2oModelService",
"version": "20200212154840_9B4F59",
"uri": {
"type": "LOCAL",
"uri": "/Users/bozhaoyu/bentoml/repository/H2oModelService/20200212154840_9B4F59"
},
"bentoServiceMetadata": {
"name": "H2oModelService",
"version": "20200212154840_9B4F59",
"createdAt": "2020-02-12T23:49:05.422467Z",
"env": {
"condaEnv": "name: bentoml-H2oModelService\nchannels:\n- defaults\n- h2oai\ndependencies:\n- python=3.7.3\n- pip\n- h2o\n",
"pipDependencies": "bentoml==0.6.2\nh2o\npandas",
"pythonVersion": "3.7.3"
},
"artifacts": [
{
"name": "model",
"artifactType": "H2oModelArtifact"
}
],
"apis": [
{
"name": "predict",
"handlerType": "DataframeHandler",
"docs": "BentoService API",
"handlerConfig": {
"output_orient": "records",
"orient": "records",
"typ": "frame",
"input_dtypes": null
}
}
]
}
}
Use bentoml run command to get prediction result from the saved BentoService
In [29]:
!bentoml run H2oModelService:20200212154840_9B4F59 predict \
--input https://raw.githubusercontent.com/multicode/h2o-notebook/master/prostate.csv
[2020-02-12 15:51:38,487] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
[2020-02-12 15:51:38,502] WARNING - Saved BentoService bundle version mismatch: loading BentoServie bundle create with BentoML version 0.6.2, but loading from BentoML version 0.6.2+7.g1d9fac1
[2020-02-12 15:51:38,578] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
Checking whether there is an H2O instance running at http://localhost:54321 . connected.
Warning: Your H2O cluster version is too old (9 months and 26 days)! Please download and install the latest version from http://h2o.ai/download/
-------------------------- ---------------------------------------------------
H2O cluster uptime: 10 mins 33 secs
H2O cluster timezone: America/Los_Angeles
H2O data parsing timezone: UTC
H2O cluster version: 3.24.0.2
H2O cluster version age: 9 months and 26 days !!!
H2O cluster name: H2O_from_python_bozhaoyu_7xlm4g
H2O cluster total nodes: 1
H2O cluster free memory: 4.000 Gb
H2O cluster total cores: 8
H2O cluster allowed cores: 8
H2O cluster status: locked, healthy
H2O connection url: http://localhost:54321
H2O connection proxy:
H2O internal security: False
H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4
Python version: 3.7.3 final
-------------------------- ---------------------------------------------------
[2020-02-12 15:51:39,822] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
Parse progress: |█████████████████████████████████████████████████████████| 100%
deeplearning prediction progress: |███████████████████████████████████████| 100%
predict p0 p1
0 0 0.759182 0.240818
1 1 0.206550 0.793450
2 0 0.928850 0.071150
3 1 0.529636 0.470364
4 0 0.994685 0.005315
5 1 0.071249 0.928751
6 0 0.719996 0.280004
7 0 0.887014 0.112986
8 0 0.741257 0.258743
9 0 0.946604 0.053396
10 1 0.104321 0.895679
11 1 0.341440 0.658560
12 1 0.063687 0.936313
13 1 0.073498 0.926502
14 0 0.984623 0.015377
15 0 0.829035 0.170965
16 0 0.992961 0.007039
17 0 0.911270 0.088730
18 0 0.961408 0.038592
19 1 0.459757 0.540243
20 1 0.101847 0.898153
21 1 0.060942 0.939058
22 1 0.195738 0.804262
23 0 0.958617 0.041383
24 0 0.863820 0.136180
25 0 0.973789 0.026211
26 0 0.837290 0.162710
27 1 0.432738 0.567262
28 0 0.884755 0.115245
29 1 0.693039 0.306961
.. ... ... ...
350 1 0.450389 0.549611
351 1 0.206426 0.793574
352 1 0.232992 0.767008
353 1 0.111794 0.888206
354 0 0.994620 0.005380
355 0 0.772495 0.227505
356 0 0.856316 0.143684
357 0 0.790401 0.209599
358 0 0.751706 0.248294
359 0 0.823106 0.176894
360 0 0.968783 0.031217
361 0 0.866238 0.133762
362 0 0.973572 0.026428
363 1 0.060369 0.939631
364 0 0.934055 0.065945
365 0 0.982616 0.017384
366 0 0.986303 0.013697
367 0 0.783974 0.216026
368 0 0.977394 0.022606
369 0 0.821787 0.178213
370 1 0.217962 0.782038
371 1 0.158703 0.841297
372 1 0.574615 0.425385
373 1 0.021272 0.978728
374 0 0.971391 0.028609
375 1 0.225569 0.774431
376 0 0.996959 0.003041
377 1 0.692943 0.307057
378 0 0.996956 0.003044
379 0 0.794254 0.205746
[380 rows x 3 columns]
H2O session _sid_94c2 closed.
With bentoml serve You can quickly start a realtime serving API for testing and demo
In [16]:
!bentoml serve {saved_path}
[2020-02-12 15:42:39,257] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
[2020-02-12 15:42:39,271] WARNING - Saved BentoService bundle version mismatch: loading BentoServie bundle create with BentoML version 0.6.2, but loading from BentoML version 0.6.2+7.g1d9fac1
[2020-02-12 15:42:39,310] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
Checking whether there is an H2O instance running at http://localhost:54321 . connected.
Warning: Your H2O cluster version is too old (9 months and 26 days)! Please download and install the latest version from http://h2o.ai/download/
-------------------------- ---------------------------------------------------
H2O cluster uptime: 1 min 33 secs
H2O cluster timezone: America/Los_Angeles
H2O data parsing timezone: UTC
H2O cluster version: 3.24.0.2
H2O cluster version age: 9 months and 26 days !!!
H2O cluster name: H2O_from_python_bozhaoyu_7xlm4g
H2O cluster total nodes: 1
H2O cluster free memory: 4.000 Gb
H2O cluster total cores: 8
H2O cluster allowed cores: 8
H2O cluster status: locked, healthy
H2O connection url: http://localhost:54321
H2O connection proxy:
H2O internal security: False
H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4
Python version: 3.7.3 final
-------------------------- ---------------------------------------------------
[2020-02-12 15:42:40,347] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
* Serving Flask app "H2oModelService" (lazy loading)
* Environment: production
WARNING: This is a development server. Do not use it in a production deployment.
Use a production WSGI server instead.
* Debug mode: off
INFO:werkzeug: * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)
^C
H2O session _sid_8d97 closed.
Send prediction request to REST API server¶
Run the following command in terminal to make a HTTP request to the API server:
curl -i \
--header "Content-Type: text/csv" \
--request POST \
--data 'ID,CAPSULE,AGE,RACE,DPROS,DCAPS,PSA,VOL,GLEASON\n
1,0,65,1,2,1,1.4,0,6\n
2,0,72,1,3,2,6.7,0,7\n' \
localhost:5000/predict
"pip install" a BentoService archive¶
BentoML user can directly pip install saved BentoService with pip install $SAVED_PATH, and use it as a regular python package.
In [17]:
!pip install {saved_path}
Processing /Users/bozhaoyu/bentoml/repository/H2oModelService/20200212154125_149345
Requirement already satisfied: bentoml==0.6.2 in /Users/bozhaoyu/src/bento (from H2oModelService==20200212154125-149345) (0.6.2+7.g1d9fac1)
Requirement already satisfied: h2o in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from H2oModelService==20200212154125-149345) (3.24.0.2)
Requirement already satisfied: pandas in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from H2oModelService==20200212154125-149345) (0.24.2)
Requirement already satisfied: ruamel.yaml>=0.15.0 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (0.16.5)
Requirement already satisfied: numpy in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.16.4)
Requirement already satisfied: flask in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.0.4)
Requirement already satisfied: gunicorn in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (19.9.0)
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Requirement already satisfied: prometheus_client in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (0.7.1)
Requirement already satisfied: python-json-logger in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (0.1.11)
Requirement already satisfied: boto3 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.10.42)
Requirement already satisfied: requests in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (2.22.0)
Requirement already satisfied: packaging in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (19.0)
Requirement already satisfied: docker in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (4.1.0)
Requirement already satisfied: configparser in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (3.7.4)
Requirement already satisfied: sqlalchemy>=1.3.0 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.3.6)
Requirement already satisfied: protobuf>=3.6.0 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (3.7.0)
Requirement already satisfied: grpcio in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.22.0)
Requirement already satisfied: cerberus in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.3.1)
Requirement already satisfied: tabulate in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (0.8.3)
Requirement already satisfied: humanfriendly in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (4.18)
Requirement already satisfied: alembic in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (1.2.1)
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Requirement already satisfied: python-dateutil<2.8.1,>=2.1 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from bentoml==0.6.2->H2oModelService==20200212154125-149345) (2.8.0)
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Requirement already satisfied: Jinja2>=2.10 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from flask->bentoml==0.6.2->H2oModelService==20200212154125-149345) (2.10.1)
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Requirement already satisfied: docutils<0.16,>=0.10 in /usr/local/anaconda3/envs/dev-py3/lib/python3.7/site-packages (from botocore<1.14.0,>=1.13.42->boto3->bentoml==0.6.2->H2oModelService==20200212154125-149345) (0.15.2)
Building wheels for collected packages: H2oModelService
Building wheel for H2oModelService (setup.py) ... done
Created wheel for H2oModelService: filename=H2oModelService-20200212154125.post149345-py3-none-any.whl size=145099 sha256=1d6b9e04e439f68f8cb9415113ab7dafa0a326dc89d16705bba00f15a6111589
Stored in directory: /private/var/folders/kn/xnc9k74x03567n1mx2tfqnpr0000gn/T/pip-ephem-wheel-cache-a2nwrld4/wheels/86/26/b4/8a55f14f1443047214b64792c8eb5088a523b8ae365c272b00
Successfully built H2oModelService
Installing collected packages: H2oModelService
Attempting uninstall: H2oModelService
Found existing installation: H2oModelService 20200127130336-743DA0
Uninstalling H2oModelService-20200127130336-743DA0:
Successfully uninstalled H2oModelService-20200127130336-743DA0
Successfully installed H2oModelService-20200212154125.post149345
In [18]:
# Your bentoML model class name will become packaged name
import H2oModelService
ms = H2oModelService.load() # call load to ensure all artifacts are loaded
ms.predict(pd.read_csv('https://raw.githubusercontent.com/multicode/h2o-notebook/master/prostate.csv'))
Checking whether there is an H2O instance running at http://localhost:54321 . connected. Warning: Your H2O cluster version is too old (9 months and 26 days)! Please download and install the latest version from http://h2o.ai/download/
| H2O cluster uptime: | 1 min 52 secs |
| H2O cluster timezone: | America/Los_Angeles |
| H2O data parsing timezone: | UTC |
| H2O cluster version: | 3.24.0.2 |
| H2O cluster version age: | 9 months and 26 days !!! |
| H2O cluster name: | H2O_from_python_bozhaoyu_7xlm4g |
| H2O cluster total nodes: | 1 |
| H2O cluster free memory: | 4.000 Gb |
| H2O cluster total cores: | 8 |
| H2O cluster allowed cores: | 8 |
| H2O cluster status: | locked, healthy |
| H2O connection url: | http://localhost:54321 |
| H2O connection proxy: | None |
| H2O internal security: | False |
| H2O API Extensions: | Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4 |
| Python version: | 3.7.3 final |
Parse progress: |█████████████████████████████████████████████████████████| 100% deeplearning prediction progress: |███████████████████████████████████████| 100%
Out[18]:
| predict | p0 | p1 | |
|---|---|---|---|
| 0 | 0 | 0.759182 | 0.240818 |
| 1 | 1 | 0.206550 | 0.793450 |
| 2 | 0 | 0.928850 | 0.071150 |
| 3 | 1 | 0.529636 | 0.470364 |
| 4 | 0 | 0.994685 | 0.005315 |
| 5 | 1 | 0.071249 | 0.928751 |
| 6 | 0 | 0.719996 | 0.280004 |
| 7 | 0 | 0.887014 | 0.112986 |
| 8 | 0 | 0.741257 | 0.258743 |
| 9 | 0 | 0.946604 | 0.053396 |
| 10 | 1 | 0.104321 | 0.895679 |
| 11 | 1 | 0.341440 | 0.658560 |
| 12 | 1 | 0.063687 | 0.936313 |
| 13 | 1 | 0.073498 | 0.926502 |
| 14 | 0 | 0.984623 | 0.015377 |
| 15 | 0 | 0.829035 | 0.170965 |
| 16 | 0 | 0.992961 | 0.007039 |
| 17 | 0 | 0.911270 | 0.088730 |
| 18 | 0 | 0.961408 | 0.038592 |
| 19 | 1 | 0.459757 | 0.540243 |
| 20 | 1 | 0.101847 | 0.898153 |
| 21 | 1 | 0.060942 | 0.939058 |
| 22 | 1 | 0.195738 | 0.804262 |
| 23 | 0 | 0.958617 | 0.041383 |
| 24 | 0 | 0.863820 | 0.136180 |
| 25 | 0 | 0.973789 | 0.026211 |
| 26 | 0 | 0.837290 | 0.162710 |
| 27 | 1 | 0.432738 | 0.567262 |
| 28 | 0 | 0.884755 | 0.115245 |
| 29 | 1 | 0.693039 | 0.306961 |
| ... | ... | ... | ... |
| 350 | 1 | 0.450389 | 0.549611 |
| 351 | 1 | 0.206426 | 0.793574 |
| 352 | 1 | 0.232992 | 0.767008 |
| 353 | 1 | 0.111794 | 0.888206 |
| 354 | 0 | 0.994620 | 0.005380 |
| 355 | 0 | 0.772495 | 0.227505 |
| 356 | 0 | 0.856316 | 0.143684 |
| 357 | 0 | 0.790401 | 0.209599 |
| 358 | 0 | 0.751706 | 0.248294 |
| 359 | 0 | 0.823106 | 0.176894 |
| 360 | 0 | 0.968783 | 0.031217 |
| 361 | 0 | 0.866238 | 0.133762 |
| 362 | 0 | 0.973572 | 0.026428 |
| 363 | 1 | 0.060369 | 0.939631 |
| 364 | 0 | 0.934055 | 0.065945 |
| 365 | 0 | 0.982616 | 0.017384 |
| 366 | 0 | 0.986303 | 0.013697 |
| 367 | 0 | 0.783974 | 0.216026 |
| 368 | 0 | 0.977394 | 0.022606 |
| 369 | 0 | 0.821787 | 0.178213 |
| 370 | 1 | 0.217962 | 0.782038 |
| 371 | 1 | 0.158703 | 0.841297 |
| 372 | 1 | 0.574615 | 0.425385 |
| 373 | 1 | 0.021272 | 0.978728 |
| 374 | 0 | 0.971391 | 0.028609 |
| 375 | 1 | 0.225569 | 0.774431 |
| 376 | 0 | 0.996959 | 0.003041 |
| 377 | 1 | 0.692943 | 0.307057 |
| 378 | 0 | 0.996956 | 0.003044 |
| 379 | 0 | 0.794254 | 0.205746 |
380 rows × 3 columns
Use installed BentoService as CLI tool¶
After install BentoService as PyPI package, you also have access to generated BentoService CLI
In [19]:
!H2oModelService --help
Usage: H2oModelService [OPTIONS] COMMAND [ARGS]... BentoML CLI tool Options: --version Show the version and exit. --help Show this message and exit. Commands: info List APIs open-api-spec Display OpenAPI/Swagger JSON specs run Run API function serve Start local rest server serve-gunicorn Start local gunicorn server
In [20]:
!H2oModelService info
[2020-02-12 15:43:05,821] WARNING - BentoML local changes detected - Local BentoML repository including all code changes will be bundled together with the BentoService bundle. When used with docker, the base docker image will be default to same version as last PyPI release at version: 0.6.2. You can also force bentoml to use a specific version for deploying your BentoService bundle, by setting the config 'core/bentoml_deploy_version' to a pinned version or your custom BentoML on github, e.g.:'bentoml_deploy_version = git+https://github.com/{username}/[email protected]{branch}'
[2020-02-12 15:43:05,832] WARNING - Saved BentoService bundle version mismatch: loading BentoServie bundle create with BentoML version 0.6.2, but loading from BentoML version 0.6.2+7.g1d9fac1
{
"name": "H2oModelService",
"version": "20200212154125_149345",
"created_at": "2020-02-12T23:41:50.347171Z",
"env": {
"conda_env": "name: bentoml-H2oModelService\nchannels:\n- defaults\n- h2oai\ndependencies:\n- python=3.7.3\n- pip\n- h2o\n",
"pip_dependencies": "bentoml==0.6.2\nh2o\npandas",
"python_version": "3.7.3"
},
"artifacts": [
{
"name": "model",
"artifact_type": "H2oModelArtifact"
}
],
"apis": [
{
"name": "predict",
"handler_type": "DataframeHandler",
"docs": "BentoService API",
"handler_config": {
"input_dtypes": null,
"output_orient": "records",
"orient": "records",
"typ": "frame"
}
}
]
}
In [16]:
!H2oModelService run predict --input https://raw.githubusercontent.com/multicode/h2o-notebook/master/prostate.csv
Checking whether there is an H2O instance running at http://localhost:54321 . connected.
Warning: Your H2O cluster version is too old (9 months and 10 days)! Please download and install the latest version from http://h2o.ai/download/
-------------------------- ---------------------------------------------------
H2O cluster uptime: 10 mins 55 secs
H2O cluster timezone: America/Los_Angeles
H2O data parsing timezone: UTC
H2O cluster version: 3.24.0.2
H2O cluster version age: 9 months and 10 days !!!
H2O cluster name: H2O_from_python_bozhaoyu_t0tjgs
H2O cluster total nodes: 1
H2O cluster free memory: 3.929 Gb
H2O cluster total cores: 8
H2O cluster allowed cores: 8
H2O cluster status: locked, healthy
H2O connection url: http://localhost:54321
H2O connection proxy:
H2O internal security: False
H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4
Python version: 3.7.3 final
-------------------------- ---------------------------------------------------
Parse progress: |█████████████████████████████████████████████████████████| 100%
deeplearning prediction progress: |███████████████████████████████████████| 100%
predict p0 p1
0 0 0.848115 0.151885
1 1 0.070105 0.929895
2 0 0.811066 0.188934
3 0 0.654875 0.345125
4 0 0.976388 0.023612
5 1 0.007653 0.992347
6 1 0.366710 0.633290
7 0 0.741608 0.258392
8 0 0.849896 0.150104
9 0 0.954206 0.045794
10 1 0.124735 0.875265
11 1 0.012855 0.987145
12 1 0.006897 0.993103
13 1 0.023346 0.976654
14 0 0.954439 0.045561
15 0 0.873308 0.126692
16 0 0.995847 0.004153
17 0 0.942975 0.057025
18 0 0.956383 0.043617
19 1 0.519401 0.480599
20 1 0.375333 0.624667
21 1 0.119124 0.880876
22 1 0.086281 0.913719
23 0 0.955984 0.044016
24 1 0.235425 0.764575
25 0 0.933123 0.066877
26 0 0.847605 0.152395
27 0 0.801444 0.198556
28 0 0.978466 0.021534
29 0 0.846976 0.153024
.. ... ... ...
350 0 0.851689 0.148311
351 1 0.279962 0.720038
352 1 0.242421 0.757579
353 1 0.142225 0.857775
354 0 0.991817 0.008183
355 0 0.842409 0.157591
356 0 0.993845 0.006155
357 0 0.898781 0.101219
358 0 0.925263 0.074737
359 1 0.519334 0.480666
360 0 0.937892 0.062108
361 0 0.892579 0.107421
362 1 0.498661 0.501339
363 1 0.084541 0.915459
364 0 0.955307 0.044693
365 0 0.939791 0.060209
366 0 0.979533 0.020467
367 0 0.624312 0.375688
368 0 0.923424 0.076576
369 0 0.864255 0.135745
370 1 0.481427 0.518573
371 1 0.247845 0.752155
372 0 0.812461 0.187539
373 1 0.013263 0.986737
374 0 0.979902 0.020098
375 0 0.815974 0.184026
376 0 0.996915 0.003085
377 0 0.795500 0.204500
378 0 0.997350 0.002650
379 0 0.889588 0.110412
[380 rows x 3 columns]
H2O session _sid_ad3c closed.
Containerize REST API server with Docker¶
** Note: docker is not available when running in Google Colaboratory
Build the docker image¶
In [31]:
!cd {saved_path} && docker build -t h2o-model .
Sending build context to Docker daemon 1.121MB
Step 1/12 : FROM continuumio/miniconda3:4.7.12
---> 406f2b43ea59
Step 2/12 : ENTRYPOINT [ "/bin/bash", "-c" ]
---> Using cache
---> 28172be83c07
Step 3/12 : EXPOSE 5000
---> Using cache
---> 840844d191d4
Step 4/12 : RUN set -x && apt-get update && apt-get install --no-install-recommends --no-install-suggests -y libpq-dev build-essential && rm -rf /var/lib/apt/lists/*
---> Using cache
---> 243c05e712f3
Step 5/12 : RUN conda install pip numpy scipy && pip install gunicorn
---> Using cache
---> 8fab95ab34fc
Step 6/12 : COPY . /bento
---> 9e91f805b215
Step 7/12 : WORKDIR /bento
---> Running in 1c99f57aa9c2
Removing intermediate container 1c99f57aa9c2
---> aca013715929
Step 8/12 : RUN if [ -f /bento/setup.sh ]; then /bin/bash -c /bento/setup.sh; fi
---> Running in a1ca39c32171
Removing intermediate container a1ca39c32171
---> 2ea3b0b46eb5
Step 9/12 : RUN conda env update -n base -f /bento/environment.yml
---> Running in ce486e1d0094
Collecting package metadata (repodata.json): ...working... done
Solving environment: ...working... done
Downloading and Extracting Packages
h2o-3.18.0.2 | 118.2 MB | ########## | 100%
openssl-1.1.1d | 2.5 MB | ########## | 100%
pip-20.0.2 | 1.7 MB | ########## | 100%
openjdk-8.0.152 | 57.9 MB | ########## | 100%
python-3.7.3 | 32.1 MB | ########## | 100%
ca-certificates-2020 | 125 KB | ########## | 100%
Preparing transaction: ...working... done
Verifying transaction: ...working... done
Executing transaction: ...working... done
==> WARNING: A newer version of conda exists. <==
current version: 4.8.1
latest version: 4.8.2
Please update conda by running
$ conda update -n base -c defaults conda
#
# To activate this environment, use
#
# $ conda activate base
#
# To deactivate an active environment, use
#
# $ conda deactivate
Removing intermediate container ce486e1d0094
---> 5f1a149f2844
Step 10/12 : RUN pip install -r /bento/requirements.txt
---> Running in 2824c011f190
Collecting bentoml==0.6.2
Downloading BentoML-0.6.2-py3-none-any.whl (554 kB)
Collecting h2o
Downloading h2o-3.28.0.3.tar.gz (126.2 MB)
Collecting pandas
Downloading pandas-1.0.1-cp37-cp37m-manylinux1_x86_64.whl (10.1 MB)
Collecting grpcio
Downloading grpcio-1.27.1-cp37-cp37m-manylinux2010_x86_64.whl (2.7 MB)
Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (1.18.1)
Requirement already satisfied: gunicorn in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (20.0.4)
Collecting click>=7.0
Downloading Click-7.0-py2.py3-none-any.whl (81 kB)
Collecting humanfriendly
Downloading humanfriendly-6.1-py2.py3-none-any.whl (75 kB)
Collecting prometheus-client
Downloading prometheus_client-0.7.1.tar.gz (38 kB)
Collecting packaging
Downloading packaging-20.1-py2.py3-none-any.whl (36 kB)
Collecting boto3
Downloading boto3-1.11.16-py2.py3-none-any.whl (128 kB)
Collecting protobuf>=3.6.0
Downloading protobuf-3.11.3-cp37-cp37m-manylinux1_x86_64.whl (1.3 MB)
Collecting configparser
Downloading configparser-4.0.2-py2.py3-none-any.whl (22 kB)
Collecting tabulate
Downloading tabulate-0.8.6.tar.gz (45 kB)
Collecting cerberus
Downloading Cerberus-1.3.2.tar.gz (52 kB)
Collecting sqlalchemy>=1.3.0
Downloading SQLAlchemy-1.3.13.tar.gz (6.0 MB)
Collecting ruamel.yaml>=0.15.0
Downloading ruamel.yaml-0.16.10-py2.py3-none-any.whl (111 kB)
Collecting python-json-logger
Downloading python-json-logger-0.1.11.tar.gz (6.0 kB)
Collecting python-dateutil<2.8.1,>=2.1
Downloading python_dateutil-2.8.0-py2.py3-none-any.whl (226 kB)
Collecting alembic
Downloading alembic-1.4.0.tar.gz (1.1 MB)
Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (2.22.0)
Collecting docker
Downloading docker-4.2.0-py2.py3-none-any.whl (143 kB)
Collecting flask
Downloading Flask-1.1.1-py2.py3-none-any.whl (94 kB)
Collecting future
Downloading future-0.18.2.tar.gz (829 kB)
Collecting colorama>=0.3.8
Downloading colorama-0.4.3-py2.py3-none-any.whl (15 kB)
Collecting pytz>=2017.2
Downloading pytz-2019.3-py2.py3-none-any.whl (509 kB)
Requirement already satisfied: six>=1.5.2 in /opt/conda/lib/python3.7/site-packages (from grpcio->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (1.12.0)
Requirement already satisfied: setuptools>=3.0 in /opt/conda/lib/python3.7/site-packages (from gunicorn->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (41.4.0)
Collecting pyparsing>=2.0.2
Downloading pyparsing-2.4.6-py2.py3-none-any.whl (67 kB)
Collecting jmespath<1.0.0,>=0.7.1
Downloading jmespath-0.9.4-py2.py3-none-any.whl (24 kB)
Collecting botocore<1.15.0,>=1.14.16
Downloading botocore-1.14.16-py2.py3-none-any.whl (5.9 MB)
Collecting s3transfer<0.4.0,>=0.3.0
Downloading s3transfer-0.3.3-py2.py3-none-any.whl (69 kB)
Collecting ruamel.yaml.clib>=0.1.2; platform_python_implementation == "CPython" and python_version < "3.9"
Downloading ruamel.yaml.clib-0.2.0-cp37-cp37m-manylinux1_x86_64.whl (547 kB)
Collecting Mako
Downloading Mako-1.1.1.tar.gz (468 kB)
Collecting python-editor>=0.3
Downloading python_editor-1.0.4-py3-none-any.whl (4.9 kB)
Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (2019.11.28)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (3.0.4)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /bento/requirements.txt (line 1)) (1.24.2)
Collecting websocket-client>=0.32.0
Downloading websocket_client-0.57.0-py2.py3-none-any.whl (200 kB)
Collecting itsdangerous>=0.24
Downloading itsdangerous-1.1.0-py2.py3-none-any.whl (16 kB)
Collecting Werkzeug>=0.15
Downloading Werkzeug-1.0.0-py2.py3-none-any.whl (298 kB)
Collecting Jinja2>=2.10.1
Downloading Jinja2-2.11.1-py2.py3-none-any.whl (126 kB)
Collecting docutils<0.16,>=0.10
Downloading docutils-0.15.2-py3-none-any.whl (547 kB)
Collecting MarkupSafe>=0.9.2
Downloading MarkupSafe-1.1.1-cp37-cp37m-manylinux1_x86_64.whl (27 kB)
Building wheels for collected packages: h2o, prometheus-client, tabulate, cerberus, sqlalchemy, python-json-logger, alembic, future, Mako
Building wheel for h2o (setup.py): started
Building wheel for h2o (setup.py): finished with status 'done'
Created wheel for h2o: filename=h2o-3.28.0.3-py2.py3-none-any.whl size=126303006 sha256=4b52a4da7d8405022fc04e5ea5b14ef5b6854de00e0b514ec3be3899ac4d2631
Stored in directory: /root/.cache/pip/wheels/8e/07/a2/138178254b7de41faa212b9a987f5fb6d0cf68b64c3f866507
Building wheel for prometheus-client (setup.py): started
Building wheel for prometheus-client (setup.py): finished with status 'done'
Created wheel for prometheus-client: filename=prometheus_client-0.7.1-py3-none-any.whl size=41402 sha256=6b4fb8636924a0acee476bbac8f07deadfa28d71989fb0c8daae0a8b1b5c5f66
Stored in directory: /root/.cache/pip/wheels/30/0c/26/59ba285bf65dc79d195e9b25e2ddde4c61070422729b0cd914
Building wheel for tabulate (setup.py): started
Building wheel for tabulate (setup.py): finished with status 'done'
Created wheel for tabulate: filename=tabulate-0.8.6-py3-none-any.whl size=23273 sha256=f30222d10435dfebe440f0ccd55fd9cf0683bbedd1c1cb1651f064117ff37470
Stored in directory: /root/.cache/pip/wheels/09/b6/7e/08b4ee715a1239453e89a59081f0ac369a9036f232e013ecd8
Building wheel for cerberus (setup.py): started
Building wheel for cerberus (setup.py): finished with status 'done'
Created wheel for cerberus: filename=Cerberus-1.3.2-py3-none-any.whl size=54335 sha256=c1db9a51ce4d59c233850e9e5920ec29130ccd8713dbaa2118780269b48f3e61
Stored in directory: /root/.cache/pip/wheels/17/3a/0d/e2fc48cf85cb858f5e65f1baa36180ebb5dce6397c35c4cfcb
Building wheel for sqlalchemy (setup.py): started
Building wheel for sqlalchemy (setup.py): finished with status 'done'
Created wheel for sqlalchemy: filename=SQLAlchemy-1.3.13-cp37-cp37m-linux_x86_64.whl size=1223691 sha256=9f1d0b7849433aa6e27c78afdde6a134ba84bfbb36dedb52f897048b83c57a1f
Stored in directory: /root/.cache/pip/wheels/b9/ba/77/163f10f14bd489351530603e750c195b0ceceed2f3be2b32f1
Building wheel for python-json-logger (setup.py): started
Building wheel for python-json-logger (setup.py): finished with status 'done'
Created wheel for python-json-logger: filename=python_json_logger-0.1.11-py2.py3-none-any.whl size=5076 sha256=92cc432fcfd9befe9897ccea4aaacf610aa3e891fc115be6417694d11f40f9aa
Stored in directory: /root/.cache/pip/wheels/fa/7f/fd/92ccdbb9d1a65486406e0363d2ba5b4ce52f400a915f602ecb
Building wheel for alembic (setup.py): started
Building wheel for alembic (setup.py): finished with status 'done'
Created wheel for alembic: filename=alembic-1.4.0-py2.py3-none-any.whl size=157563 sha256=2705c8362c60608627fc5421905660a533e863bab2023269d5149890290fb42e
Stored in directory: /root/.cache/pip/wheels/33/a9/f9/a53f885636269db5b76cf7afa3a1ab86d9d2fe96610d09274e
Building wheel for future (setup.py): started
Building wheel for future (setup.py): finished with status 'done'
Created wheel for future: filename=future-0.18.2-py3-none-any.whl size=491056 sha256=c362ca824f59f8ae9fe324924806de9ae1eea2bb03ac7c7d8797c178dea72801
Stored in directory: /root/.cache/pip/wheels/56/b0/fe/4410d17b32f1f0c3cf54cdfb2bc04d7b4b8f4ae377e2229ba0
Building wheel for Mako (setup.py): started
Building wheel for Mako (setup.py): finished with status 'done'
Created wheel for Mako: filename=Mako-1.1.1-py3-none-any.whl size=75409 sha256=b05bb37e95ce9c5c908a24402954772078b6cc168804f4be778f99dbf2e38c90
Stored in directory: /root/.cache/pip/wheels/11/fe/fa/3693b62cf5ec2b2784b6496734f0ee3e2321eb66d66607e5f9
Successfully built h2o prometheus-client tabulate cerberus sqlalchemy python-json-logger alembic future Mako
Installing collected packages: grpcio, click, humanfriendly, prometheus-client, pyparsing, packaging, jmespath, docutils, python-dateutil, botocore, s3transfer, boto3, protobuf, configparser, tabulate, cerberus, sqlalchemy, ruamel.yaml.clib, ruamel.yaml, python-json-logger, MarkupSafe, Mako, python-editor, alembic, websocket-client, docker, itsdangerous, Werkzeug, Jinja2, flask, pytz, pandas, bentoml, future, colorama, h2o
Successfully installed Jinja2-2.11.1 Mako-1.1.1 MarkupSafe-1.1.1 Werkzeug-1.0.0 alembic-1.4.0 bentoml-0.6.2 boto3-1.11.16 botocore-1.14.16 cerberus-1.3.2 click-7.0 colorama-0.4.3 configparser-4.0.2 docker-4.2.0 docutils-0.15.2 flask-1.1.1 future-0.18.2 grpcio-1.27.1 h2o-3.28.0.3 humanfriendly-6.1 itsdangerous-1.1.0 jmespath-0.9.4 packaging-20.1 pandas-1.0.1 prometheus-client-0.7.1 protobuf-3.11.3 pyparsing-2.4.6 python-dateutil-2.8.0 python-editor-1.0.4 python-json-logger-0.1.11 pytz-2019.3 ruamel.yaml-0.16.10 ruamel.yaml.clib-0.2.0 s3transfer-0.3.3 sqlalchemy-1.3.13 tabulate-0.8.6 websocket-client-0.57.0
Removing intermediate container 2824c011f190
---> 9f2042bd588d
Step 11/12 : RUN if [ -f /bento/bentoml_init.sh ]; then /bin/bash -c /bento/bentoml_init.sh; fi
---> Running in 091d53e394ea
Processing ./bundled_pip_dependencies/BentoML-0.6.2+7.g1d9fac1.tar.gz
Installing build dependencies: started
Installing build dependencies: finished with status 'done'
Getting requirements to build wheel: started
Getting requirements to build wheel: finished with status 'done'
Preparing wheel metadata: started
Preparing wheel metadata: finished with status 'done'
Requirement already satisfied, skipping upgrade: humanfriendly in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (6.1)
Requirement already satisfied, skipping upgrade: flask in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.1.1)
Requirement already satisfied, skipping upgrade: boto3 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.11.16)
Requirement already satisfied, skipping upgrade: python-dateutil<2.8.1,>=2.1 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (2.8.0)
Requirement already satisfied, skipping upgrade: gunicorn in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (20.0.4)
Requirement already satisfied, skipping upgrade: ruamel.yaml>=0.15.0 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (0.16.10)
Collecting aiohttp
Downloading aiohttp-3.6.2-cp37-cp37m-manylinux1_x86_64.whl (1.2 MB)
Requirement already satisfied, skipping upgrade: requests in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (2.22.0)
Requirement already satisfied, skipping upgrade: sqlalchemy>=1.3.0 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.3.13)
Requirement already satisfied, skipping upgrade: docker in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (4.2.0)
Requirement already satisfied, skipping upgrade: click>=7.0 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (7.0)
Requirement already satisfied, skipping upgrade: numpy in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.18.1)
Requirement already satisfied, skipping upgrade: prometheus-client in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (0.7.1)
Requirement already satisfied, skipping upgrade: alembic in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.4.0)
Requirement already satisfied, skipping upgrade: python-json-logger in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (0.1.11)
Requirement already satisfied, skipping upgrade: cerberus in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.3.2)
Requirement already satisfied, skipping upgrade: pandas in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.0.1)
Requirement already satisfied, skipping upgrade: configparser in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (4.0.2)
Requirement already satisfied, skipping upgrade: packaging in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (20.1)
Requirement already satisfied, skipping upgrade: protobuf>=3.6.0 in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (3.11.3)
Requirement already satisfied, skipping upgrade: tabulate in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (0.8.6)
Requirement already satisfied, skipping upgrade: grpcio in /opt/conda/lib/python3.7/site-packages (from BentoML==0.6.2+7.g1d9fac1) (1.27.1)
Requirement already satisfied, skipping upgrade: Werkzeug>=0.15 in /opt/conda/lib/python3.7/site-packages (from flask->BentoML==0.6.2+7.g1d9fac1) (1.0.0)
Requirement already satisfied, skipping upgrade: Jinja2>=2.10.1 in /opt/conda/lib/python3.7/site-packages (from flask->BentoML==0.6.2+7.g1d9fac1) (2.11.1)
Requirement already satisfied, skipping upgrade: itsdangerous>=0.24 in /opt/conda/lib/python3.7/site-packages (from flask->BentoML==0.6.2+7.g1d9fac1) (1.1.0)
Requirement already satisfied, skipping upgrade: botocore<1.15.0,>=1.14.16 in /opt/conda/lib/python3.7/site-packages (from boto3->BentoML==0.6.2+7.g1d9fac1) (1.14.16)
Requirement already satisfied, skipping upgrade: jmespath<1.0.0,>=0.7.1 in /opt/conda/lib/python3.7/site-packages (from boto3->BentoML==0.6.2+7.g1d9fac1) (0.9.4)
Requirement already satisfied, skipping upgrade: s3transfer<0.4.0,>=0.3.0 in /opt/conda/lib/python3.7/site-packages (from boto3->BentoML==0.6.2+7.g1d9fac1) (0.3.3)
Requirement already satisfied, skipping upgrade: six>=1.5 in /opt/conda/lib/python3.7/site-packages (from python-dateutil<2.8.1,>=2.1->BentoML==0.6.2+7.g1d9fac1) (1.12.0)
Requirement already satisfied, skipping upgrade: setuptools>=3.0 in /opt/conda/lib/python3.7/site-packages (from gunicorn->BentoML==0.6.2+7.g1d9fac1) (41.4.0)
Requirement already satisfied, skipping upgrade: ruamel.yaml.clib>=0.1.2; platform_python_implementation == "CPython" and python_version < "3.9" in /opt/conda/lib/python3.7/site-packages (from ruamel.yaml>=0.15.0->BentoML==0.6.2+7.g1d9fac1) (0.2.0)
Collecting yarl<2.0,>=1.0
Downloading yarl-1.4.2-cp37-cp37m-manylinux1_x86_64.whl (256 kB)
Requirement already satisfied, skipping upgrade: chardet<4.0,>=2.0 in /opt/conda/lib/python3.7/site-packages (from aiohttp->BentoML==0.6.2+7.g1d9fac1) (3.0.4)
Collecting attrs>=17.3.0
Downloading attrs-19.3.0-py2.py3-none-any.whl (39 kB)
Collecting async-timeout<4.0,>=3.0
Downloading async_timeout-3.0.1-py3-none-any.whl (8.2 kB)
Collecting multidict<5.0,>=4.5
Downloading multidict-4.7.4-cp37-cp37m-manylinux1_x86_64.whl (149 kB)
Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->BentoML==0.6.2+7.g1d9fac1) (1.24.2)
Requirement already satisfied, skipping upgrade: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->BentoML==0.6.2+7.g1d9fac1) (2.8)
Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->BentoML==0.6.2+7.g1d9fac1) (2019.11.28)
Requirement already satisfied, skipping upgrade: websocket-client>=0.32.0 in /opt/conda/lib/python3.7/site-packages (from docker->BentoML==0.6.2+7.g1d9fac1) (0.57.0)
Requirement already satisfied, skipping upgrade: Mako in /opt/conda/lib/python3.7/site-packages (from alembic->BentoML==0.6.2+7.g1d9fac1) (1.1.1)
Requirement already satisfied, skipping upgrade: python-editor>=0.3 in /opt/conda/lib/python3.7/site-packages (from alembic->BentoML==0.6.2+7.g1d9fac1) (1.0.4)
Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /opt/conda/lib/python3.7/site-packages (from pandas->BentoML==0.6.2+7.g1d9fac1) (2019.3)
Requirement already satisfied, skipping upgrade: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->BentoML==0.6.2+7.g1d9fac1) (2.4.6)
Requirement already satisfied, skipping upgrade: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from Jinja2>=2.10.1->flask->BentoML==0.6.2+7.g1d9fac1) (1.1.1)
Requirement already satisfied, skipping upgrade: docutils<0.16,>=0.10 in /opt/conda/lib/python3.7/site-packages (from botocore<1.15.0,>=1.14.16->boto3->BentoML==0.6.2+7.g1d9fac1) (0.15.2)
Building wheels for collected packages: BentoML
Building wheel for BentoML (PEP 517): started
Building wheel for BentoML (PEP 517): finished with status 'done'
Created wheel for BentoML: filename=BentoML-0.6.2+7.g1d9fac1-py3-none-any.whl size=513799 sha256=c7544e5d3fc0579ae26af94a6529097a9bc80b3eec8d3053d17323a36668a0cd
Stored in directory: /root/.cache/pip/wheels/0a/0d/95/dfb521b2558409acf97e07ad18c855ea151e092f32ce3bd013
Successfully built BentoML
Installing collected packages: multidict, yarl, attrs, async-timeout, aiohttp, BentoML
Attempting uninstall: BentoML
Found existing installation: BentoML 0.6.2
Uninstalling BentoML-0.6.2:
Successfully uninstalled BentoML-0.6.2
Successfully installed BentoML-0.6.2+7.g1d9fac1 aiohttp-3.6.2 async-timeout-3.0.1 attrs-19.3.0 multidict-4.7.4 yarl-1.4.2
Removing intermediate container 091d53e394ea
---> 05f9a202c3b6
Step 12/12 : CMD ["bentoml serve-gunicorn /bento"]
---> Running in 83a2e7a9387e
Removing intermediate container 83a2e7a9387e
---> c95da2674f51
Successfully built c95da2674f51
Successfully tagged h2o-model:latest
Run the server with docker image¶
In [ ]:
!docker run -p 5000:5000 h2o-model
Deploy BentoService as REST API server to the cloud¶
BentoML support deployment to multiply cloud provider services, such as AWS Lambda, AWS Sagemaker, Google Cloudrun and etc. You can find the full list and guide on the documentation site at https://docs.bentoml.org/en/latest/deployment/index.html
For this demo, we are going to deploy to AWS Sagemaker
In [33]:
!bentoml sagemaker deploy first-h2o -b H2oModelService:20200212154840_9B4F59 --api-name predict
Deploying Sagemaker deployment -[2020-02-12 16:09:49,233] INFO - Step 1/11 : FROM continuumio/miniconda3:4.7.12
[2020-02-12 16:09:49,234] INFO -
[2020-02-12 16:09:49,234] INFO - ---> 406f2b43ea59
[2020-02-12 16:09:49,234] INFO - Step 2/11 : EXPOSE 8080
[2020-02-12 16:09:49,234] INFO -
|[2020-02-12 16:09:49,412] INFO - ---> Running in 80c56f62974c
-[2020-02-12 16:09:49,635] INFO - ---> 85b4bb5fff81
[2020-02-12 16:09:49,635] INFO - Step 3/11 : RUN set -x && apt-get update && apt-get install --no-install-recommends --no-install-suggests -y libpq-dev build-essential && apt-get install -y nginx && rm -rf /var/lib/apt/lists/*
[2020-02-12 16:09:49,635] INFO -
|[2020-02-12 16:09:49,772] INFO - ---> Running in 8caf67652239
\[2020-02-12 16:09:50,323] INFO - + apt-get update
/[2020-02-12 16:09:50,499] INFO - Get:1 http://security.debian.org/debian-security buster/updates InRelease [65.4 kB]
[2020-02-12 16:09:50,536] INFO - Get:2 http://deb.debian.org/debian buster InRelease [122 kB]
[2020-02-12 16:09:50,561] INFO - Get:3 http://deb.debian.org/debian buster-updates InRelease [49.3 kB]
\[2020-02-12 16:09:50,703] INFO - Get:4 http://security.debian.org/debian-security buster/updates/main amd64 Packages [176 kB]
-[2020-02-12 16:09:50,847] INFO - Get:5 http://deb.debian.org/debian buster/main amd64 Packages [7907 kB]
\[2020-02-12 16:09:53,168] INFO - Fetched 8319 kB in 3s (3097 kB/s)
Reading package lists...
|[2020-02-12 16:09:53,927] INFO -
\[2020-02-12 16:09:53,972] INFO - + apt-get install --no-install-recommends --no-install-suggests -y libpq-dev build-essential
[2020-02-12 16:09:53,994] INFO - Reading package lists...
|[2020-02-12 16:09:54,710] INFO -
[2020-02-12 16:09:54,755] INFO - Building dependency tree...
-[2020-02-12 16:09:54,943] INFO -
Reading state information...
[2020-02-12 16:09:54,946] INFO -
|[2020-02-12 16:09:55,157] INFO - The following additional packages will be installed:
binutils binutils-common binutils-x86-64-linux-gnu cpp cpp-8 dpkg-dev g++
[2020-02-12 16:09:55,157] INFO - g++-8 gcc gcc-8 libasan5 libatomic1 libbinutils libc-dev-bin libc6-dev
[2020-02-12 16:09:55,158] INFO - libcc1-0 libdpkg-perl libgcc-8-dev libgomp1 libisl19 libitm1 liblsan0
[2020-02-12 16:09:55,158] INFO - libmpc3 libmpfr6 libmpx2 libpq5 libquadmath0 libstdc++-8-dev libtsan0
[2020-02-12 16:09:55,159] INFO - libubsan1 linux-libc-dev make
[2020-02-12 16:09:55,161] INFO - Suggested packages:
binutils-doc cpp-doc gcc-8-locales debian-keyring g++-multilib
g++-8-multilib gcc-8-doc libstdc++6-8-dbg gcc-multilib manpages-dev autoconf
automake libtool flex bison gdb gcc-doc gcc-8-multilib libgcc1-dbg
libgomp1-dbg libitm1-dbg libatomic1-dbg libasan5-dbg liblsan0-dbg
libtsan0-dbg libubsan1-dbg libmpx2-dbg libquadmath0-dbg glibc-doc gnupg
| gnupg2 bzr postgresql-doc-11 libstdc++-8-doc make-doc
Recommended packages:
fakeroot gnupg | gnupg2 libalgorithm-merge-perl manpages manpages-dev
libfile-fcntllock-perl liblocale-gettext-perl
-[2020-02-12 16:09:55,369] INFO - The following NEW packages will be installed:
binutils binutils-common binutils-x86-64-linux-gnu build-essential cpp cpp-8
[2020-02-12 16:09:55,370] INFO - dpkg-dev g++ g++-8 gcc gcc-8 libasan5 libatomic1 libbinutils libc-dev-bin
[2020-02-12 16:09:55,370] INFO - libc6-dev libcc1-0 libdpkg-perl libgcc-8-dev libgomp1 libisl19 libitm1
[2020-02-12 16:09:55,370] INFO - liblsan0 libmpc3 libmpfr6 libmpx2 libpq-dev libpq5 libquadmath0
[2020-02-12 16:09:55,372] INFO - libstdc++-8-dev libtsan0 libubsan1 linux-libc-dev make
/[2020-02-12 16:09:55,419] INFO - 0 upgraded, 34 newly installed, 0 to remove and 29 not upgraded.
Need to get 47.2 MB of archives.
After this operation, 182 MB of additional disk space will be used.
Get:1 http://deb.debian.org/debian buster/main amd64 binutils-common amd64 2.31.1-16 [2073 kB]
-[2020-02-12 16:09:55,733] INFO - Get:2 http://deb.debian.org/debian buster/main amd64 libbinutils amd64 2.31.1-16 [478 kB]
[2020-02-12 16:09:55,775] INFO - Get:3 http://deb.debian.org/debian buster/main amd64 binutils-x86-64-linux-gnu amd64 2.31.1-16 [1823 kB]
|[2020-02-12 16:09:55,953] INFO - Get:4 http://deb.debian.org/debian buster/main amd64 binutils amd64 2.31.1-16 [56.8 kB]
[2020-02-12 16:09:55,957] INFO - Get:5 http://deb.debian.org/debian buster/main amd64 libc-dev-bin amd64 2.28-10 [275 kB]
[2020-02-12 16:09:55,982] INFO - Get:6 http://deb.debian.org/debian buster/main amd64 linux-libc-dev amd64 4.19.98-1 [1314 kB]
-[2020-02-12 16:09:56,098] INFO - Get:7 http://deb.debian.org/debian buster/main amd64 libc6-dev amd64 2.28-10 [2691 kB]
-[2020-02-12 16:09:56,520] INFO - Get:8 http://deb.debian.org/debian buster/main amd64 libisl19 amd64 0.20-2 [587 kB]
[2020-02-12 16:09:56,576] INFO - Get:9 http://deb.debian.org/debian buster/main amd64 libmpfr6 amd64 4.0.2-1 [775 kB]
/[2020-02-12 16:09:56,654] INFO - Get:10 http://deb.debian.org/debian buster/main amd64 libmpc3 amd64 1.1.0-1 [41.3 kB]
[2020-02-12 16:09:56,654] INFO - Get:11 http://deb.debian.org/debian buster/main amd64 cpp-8 amd64 8.3.0-6 [8914 kB]
-[2020-02-12 16:09:57,817] INFO - Get:12 http://deb.debian.org/debian buster/main amd64 cpp amd64 4:8.3.0-1 [19.4 kB]
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[2020-02-12 16:09:57,818] INFO - Get:14 http://deb.debian.org/debian buster/main amd64 libgomp1 amd64 8.3.0-6 [75.8 kB]
[2020-02-12 16:09:57,826] INFO - Get:15 http://deb.debian.org/debian buster/main amd64 libitm1 amd64 8.3.0-6 [27.7 kB]
/[2020-02-12 16:09:57,828] INFO - Get:16 http://deb.debian.org/debian buster/main amd64 libatomic1 amd64 8.3.0-6 [9032 B]
Get:17 http://deb.debian.org/debian buster/main amd64 libasan5 amd64 8.3.0-6 [362 kB]
[2020-02-12 16:09:57,853] INFO - Get:18 http://deb.debian.org/debian buster/main amd64 liblsan0 amd64 8.3.0-6 [131 kB]
[2020-02-12 16:09:57,869] INFO - Get:19 http://deb.debian.org/debian buster/main amd64 libtsan0 amd64 8.3.0-6 [283 kB]
[2020-02-12 16:09:57,894] INFO - Get:20 http://deb.debian.org/debian buster/main amd64 libubsan1 amd64 8.3.0-6 [120 kB]
[2020-02-12 16:09:57,905] INFO - Get:21 http://deb.debian.org/debian buster/main amd64 libmpx2 amd64 8.3.0-6 [11.4 kB]
[2020-02-12 16:09:57,909] INFO - Get:22 http://deb.debian.org/debian buster/main amd64 libquadmath0 amd64 8.3.0-6 [133 kB]
[2020-02-12 16:09:57,916] INFO - Get:23 http://deb.debian.org/debian buster/main amd64 libgcc-8-dev amd64 8.3.0-6 [2298 kB]
-[2020-02-12 16:09:58,136] INFO - Get:24 http://deb.debian.org/debian buster/main amd64 gcc-8 amd64 8.3.0-6 [9452 kB]
-[2020-02-12 16:09:59,410] INFO - Get:25 http://deb.debian.org/debian buster/main amd64 gcc amd64 4:8.3.0-1 [5196 B]
[2020-02-12 16:09:59,413] INFO - Get:26 http://deb.debian.org/debian buster/main amd64 libstdc++-8-dev amd64 8.3.0-6 [1532 kB]
|[2020-02-12 16:09:59,603] INFO - Get:27 http://deb.debian.org/debian buster/main amd64 g++-8 amd64 8.3.0-6 [9752 kB]
-[2020-02-12 16:10:01,037] INFO - Get:28 http://deb.debian.org/debian buster/main amd64 g++ amd64 4:8.3.0-1 [1644 B]
Get:29 http://deb.debian.org/debian buster/main amd64 make amd64 4.2.1-1.2 [341 kB]
[2020-02-12 16:10:01,084] INFO - Get:30 http://deb.debian.org/debian buster/main amd64 libdpkg-perl all 1.19.7 [1414 kB]
-[2020-02-12 16:10:01,457] INFO - Get:31 http://deb.debian.org/debian buster/main amd64 dpkg-dev all 1.19.7 [1773 kB]
/[2020-02-12 16:10:01,963] INFO - Get:32 http://deb.debian.org/debian buster/main amd64 build-essential amd64 12.6 [7576 B]
[2020-02-12 16:10:01,964] INFO - Get:33 http://deb.debian.org/debian buster/main amd64 libpq5 amd64 11.6-0+deb10u1 [166 kB]
[2020-02-12 16:10:01,986] INFO - Get:34 http://deb.debian.org/debian buster/main amd64 libpq-dev amd64 11.6-0+deb10u1 [163 kB]
\[2020-02-12 16:10:02,264] INFO - debconf: delaying package configuration, since apt-utils is not installed
-[2020-02-12 16:10:02,297] INFO - Fetched 47.2 MB in 7s (7114 kB/s)
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(Reading database ...
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[2020-02-12 16:10:02,393] INFO - (Reading database ... 95%
(Reading database ... 12557 files and directories currently installed.)
[2020-02-12 16:10:02,410] INFO - Preparing to unpack .../00-binutils-common_2.31.1-16_amd64.deb ...
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[2020-02-12 16:10:06,842] INFO -
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[2020-02-12 16:10:06,873] INFO - Preparing to unpack .../25-libstdc++-8-dev_8.3.0-6_amd64.deb ...
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[2020-02-12 16:10:08,699] INFO - Setting up binutils-common:amd64 (2.31.1-16) ...
[2020-02-12 16:10:08,708] INFO - Setting up libpq5:amd64 (11.6-0+deb10u1) ...
[2020-02-12 16:10:08,715] INFO - Setting up linux-libc-dev:amd64 (4.19.98-1) ...
\[2020-02-12 16:10:08,722] INFO - Setting up libpq-dev (11.6-0+deb10u1) ...
[2020-02-12 16:10:08,730] INFO - Setting up libgomp1:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,737] INFO - Setting up libasan5:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,745] INFO - Setting up make (4.2.1-1.2) ...
[2020-02-12 16:10:08,752] INFO - Setting up libmpfr6:amd64 (4.0.2-1) ...
[2020-02-12 16:10:08,761] INFO - Setting up libquadmath0:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,769] INFO - Setting up libmpc3:amd64 (1.1.0-1) ...
[2020-02-12 16:10:08,776] INFO - Setting up libatomic1:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,783] INFO - Setting up libdpkg-perl (1.19.7) ...
[2020-02-12 16:10:08,791] INFO - Setting up libmpx2:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,798] INFO - Setting up libubsan1:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,806] INFO - Setting up libisl19:amd64 (0.20-2) ...
[2020-02-12 16:10:08,815] INFO - Setting up libbinutils:amd64 (2.31.1-16) ...
-[2020-02-12 16:10:08,824] INFO - Setting up cpp-8 (8.3.0-6) ...
[2020-02-12 16:10:08,833] INFO - Setting up libc-dev-bin (2.28-10) ...
[2020-02-12 16:10:08,840] INFO - Setting up libcc1-0:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,847] INFO - Setting up liblsan0:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,855] INFO - Setting up libitm1:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,865] INFO - Setting up binutils-x86-64-linux-gnu (2.31.1-16) ...
[2020-02-12 16:10:08,873] INFO - Setting up libtsan0:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,881] INFO - Setting up binutils (2.31.1-16) ...
[2020-02-12 16:10:08,888] INFO - Setting up dpkg-dev (1.19.7) ...
[2020-02-12 16:10:08,900] INFO - Setting up libgcc-8-dev:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,908] INFO - Setting up cpp (4:8.3.0-1) ...
/[2020-02-12 16:10:08,929] INFO - Setting up libc6-dev:amd64 (2.28-10) ...
[2020-02-12 16:10:08,936] INFO - Setting up libstdc++-8-dev:amd64 (8.3.0-6) ...
[2020-02-12 16:10:08,943] INFO - Setting up gcc-8 (8.3.0-6) ...
[2020-02-12 16:10:08,950] INFO - Setting up gcc (4:8.3.0-1) ...
[2020-02-12 16:10:08,968] INFO - Setting up g++-8 (8.3.0-6) ...
[2020-02-12 16:10:08,976] INFO - Setting up g++ (4:8.3.0-1) ...
[2020-02-12 16:10:09,003] INFO - update-alternatives: using /usr/bin/g++ to provide /usr/bin/c++ (c++) in auto mode
[2020-02-12 16:10:09,009] INFO - Setting up build-essential (12.6) ...
[2020-02-12 16:10:09,017] INFO - Processing triggers for libc-bin (2.28-10) ...
\[2020-02-12 16:10:09,156] INFO - + apt-get install -y nginx
[2020-02-12 16:10:09,170] INFO - Reading package lists...
|[2020-02-12 16:10:09,865] INFO -
[2020-02-12 16:10:09,897] INFO - Building dependency tree...
\[2020-02-12 16:10:10,039] INFO -
Reading state information...
[2020-02-12 16:10:10,039] INFO -
/[2020-02-12 16:10:10,222] INFO - The following additional packages will be installed:
[2020-02-12 16:10:10,222] INFO - fontconfig-config fonts-dejavu-core geoip-database libfontconfig1
libfreetype6 libgd3 libgeoip1 libjbig0 libjpeg62-turbo
libnginx-mod-http-auth-pam libnginx-mod-http-dav-ext libnginx-mod-http-echo
libnginx-mod-http-geoip libnginx-mod-http-image-filter
libnginx-mod-http-subs-filter libnginx-mod-http-upstream-fair
libnginx-mod-http-xslt-filter libnginx-mod-mail libnginx-mod-stream
[2020-02-12 16:10:10,223] INFO - libpng16-16 libtiff5 libwebp6 libxpm4 libxslt1.1 nginx-common nginx-full
[2020-02-12 16:10:10,226] INFO - Suggested packages:
libgd-tools geoip-bin fcgiwrap nginx-doc ssl-cert
\[2020-02-12 16:10:10,436] INFO - The following NEW packages will be installed:
[2020-02-12 16:10:10,437] INFO - fontconfig-config fonts-dejavu-core geoip-database libfontconfig1
libfreetype6 libgd3 libgeoip1 libjbig0 libjpeg62-turbo
libnginx-mod-http-auth-pam libnginx-mod-http-dav-ext libnginx-mod-http-echo
libnginx-mod-http-geoip libnginx-mod-http-image-filter
libnginx-mod-http-subs-filter libnginx-mod-http-upstream-fair
libnginx-mod-http-xslt-filter libnginx-mod-mail libnginx-mod-stream
[2020-02-12 16:10:10,437] INFO - libpng16-16 libtiff5 libwebp6 libxpm4 libxslt1.1 nginx nginx-common
[2020-02-12 16:10:10,438] INFO - nginx-full
-[2020-02-12 16:10:10,486] INFO - 0 upgraded, 27 newly installed, 0 to remove and 29 not upgraded.
Need to get 7787 kB of archives.
After this operation, 19.8 MB of additional disk space will be used.
Get:1 http://deb.debian.org/debian buster/main amd64 fonts-dejavu-core all 2.37-1 [1068 kB]
|[2020-02-12 16:10:10,717] INFO - Get:2 http://deb.debian.org/debian buster/main amd64 fontconfig-config all 2.13.1-2 [280 kB]
[2020-02-12 16:10:10,760] INFO - Get:3 http://deb.debian.org/debian buster/main amd64 geoip-database all 20181108-1 [2449 kB]
/[2020-02-12 16:10:11,384] INFO - Get:4 http://deb.debian.org/debian buster/main amd64 libpng16-16 amd64 1.6.36-6 [292 kB]
[2020-02-12 16:10:11,465] INFO - Get:5 http://deb.debian.org/debian buster/main amd64 libfreetype6 amd64 2.9.1-3+deb10u1 [380 kB]
|[2020-02-12 16:10:11,889] INFO - Get:6 http://deb.debian.org/debian buster/main amd64 libfontconfig1 amd64 2.13.1-2 [346 kB]
[2020-02-12 16:10:11,928] INFO - Get:7 http://deb.debian.org/debian buster/main amd64 libjpeg62-turbo amd64 1:1.5.2-2+b1 [134 kB]
\[2020-02-12 16:10:12,081] INFO - Get:8 http://deb.debian.org/debian buster/main amd64 libjbig0 amd64 2.1-3.1+b2 [31.0 kB]
[2020-02-12 16:10:12,083] INFO - Get:9 http://deb.debian.org/debian buster/main amd64 libwebp6 amd64 0.6.1-2 [263 kB]
-[2020-02-12 16:10:12,141] INFO - Get:10 http://deb.debian.org/debian buster/main amd64 libtiff5 amd64 4.1.0+git191117-2~deb10u1 [271 kB]
[2020-02-12 16:10:12,173] INFO - Get:11 http://deb.debian.org/debian buster/main amd64 libxpm4 amd64 1:3.5.12-1 [49.1 kB]
/[2020-02-12 16:10:12,197] INFO - Get:12 http://deb.debian.org/debian buster/main amd64 libgd3 amd64 2.2.5-5.2 [136 kB]
[2020-02-12 16:10:12,217] INFO - Get:13 http://deb.debian.org/debian buster/main amd64 libgeoip1 amd64 1.6.12-1 [93.1 kB]
[2020-02-12 16:10:12,231] INFO - Get:14 http://deb.debian.org/debian buster/main amd64 nginx-common all 1.14.2-2+deb10u1 [120 kB]
[2020-02-12 16:10:12,264] INFO - Get:15 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-auth-pam amd64 1.14.2-2+deb10u1 [92.6 kB]
[2020-02-12 16:10:12,285] INFO - Get:16 http://deb.debian.org/debian buster/main amd64 libxslt1.1 amd64 1.1.32-2.2~deb10u1 [237 kB]
|[2020-02-12 16:10:12,326] INFO - Get:17 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-dav-ext amd64 1.14.2-2+deb10u1 [100 kB]
[2020-02-12 16:10:12,378] INFO - Get:18 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-echo amd64 1.14.2-2+deb10u1 [104 kB]
\[2020-02-12 16:10:12,414] INFO - Get:19 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-geoip amd64 1.14.2-2+deb10u1 [93.8 kB]
[2020-02-12 16:10:12,465] INFO - Get:20 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-image-filter amd64 1.14.2-2+deb10u1 [97.4 kB]
-[2020-02-12 16:10:12,511] INFO - Get:21 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-subs-filter amd64 1.14.2-2+deb10u1 [95.7 kB]
[2020-02-12 16:10:12,542] INFO - Get:22 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-upstream-fair amd64 1.14.2-2+deb10u1 [95.7 kB]
[2020-02-12 16:10:12,571] INFO - Get:23 http://deb.debian.org/debian buster/main amd64 libnginx-mod-http-xslt-filter amd64 1.14.2-2+deb10u1 [95.7 kB]
/[2020-02-12 16:10:12,613] INFO - Get:24 http://deb.debian.org/debian buster/main amd64 libnginx-mod-mail amd64 1.14.2-2+deb10u1 [126 kB]
[2020-02-12 16:10:12,634] INFO - Get:25 http://deb.debian.org/debian buster/main amd64 libnginx-mod-stream amd64 1.14.2-2+deb10u1 [147 kB]
[2020-02-12 16:10:12,681] INFO - Get:26 http://deb.debian.org/debian buster/main amd64 nginx-full amd64 1.14.2-2+deb10u1 [501 kB]
\[2020-02-12 16:10:12,833] INFO - Get:27 http://deb.debian.org/debian buster/main amd64 nginx all 1.14.2-2+deb10u1 [88.3 kB]
/[2020-02-12 16:10:13,025] INFO - debconf: delaying package configuration, since apt-utils is not installed
[2020-02-12 16:10:13,060] INFO - Fetched 7787 kB in 2s (3207 kB/s)
[2020-02-12 16:10:13,089] INFO - Selecting previously unselected package fonts-dejavu-core.
(Reading database ...
(Reading database ... 75% INFO - (Reading database ... 5%
[2020-02-12 16:10:13,094] INFO - (Reading database ... 80%
[2020-02-12 16:10:13,096] INFO - (Reading database ... 85%
[2020-02-12 16:10:13,097] INFO - (Reading database ... 90%
[2020-02-12 16:10:13,099] INFO - (Reading database ... 95%
(Reading database ... 16007 files and directories currently installed.)
[2020-02-12 16:10:13,102] INFO - Preparing to unpack .../00-fonts-dejavu-core_2.37-1_all.deb ...
[2020-02-12 16:10:13,105] INFO - Unpacking fonts-dejavu-core (2.37-1) ...
\[2020-02-12 16:10:13,264] INFO - Selecting previously unselected package fontconfig-config.
[2020-02-12 16:10:13,266] INFO - Preparing to unpack .../01-fontconfig-config_2.13.1-2_all.deb ...
/[2020-02-12 16:10:13,438] INFO - Unpacking fontconfig-config (2.13.1-2) ...
[2020-02-12 16:10:13,481] INFO - Selecting previously unselected package geoip-database.
[2020-02-12 16:10:13,483] INFO - Preparing to unpack .../02-geoip-database_20181108-1_all.deb ...
[2020-02-12 16:10:13,488] INFO - Unpacking geoip-database (20181108-1) ...
/[2020-02-12 16:10:13,843] INFO - Selecting previously unselected package libpng16-16:amd64.
[2020-02-12 16:10:13,846] INFO - Preparing to unpack .../03-libpng16-16_1.6.36-6_amd64.deb ...
[2020-02-12 16:10:13,852] INFO - Unpacking libpng16-16:amd64 (1.6.36-6) ...
[2020-02-12 16:10:13,904] INFO - Selecting previously unselected package libfreetype6:amd64.
[2020-02-12 16:10:13,906] INFO - Preparing to unpack .../04-libfreetype6_2.9.1-3+deb10u1_amd64.deb ...
[2020-02-12 16:10:13,909] INFO - Unpacking libfreetype6:amd64 (2.9.1-3+deb10u1) ...
|[2020-02-12 16:10:13,999] INFO - Selecting previously unselected package libfontconfig1:amd64.
[2020-02-12 16:10:14,000] INFO - Preparing to unpack .../05-libfontconfig1_2.13.1-2_amd64.deb ...
[2020-02-12 16:10:14,004] INFO - Unpacking libfontconfig1:amd64 (2.13.1-2) ...
\[2020-02-12 16:10:14,045] INFO - Selecting previously unselected package libjpeg62-turbo:amd64.
[2020-02-12 16:10:14,048] INFO - Preparing to unpack .../06-libjpeg62-turbo_1%3a1.5.2-2+b1_amd64.deb ...
[2020-02-12 16:10:14,051] INFO - Unpacking libjpeg62-turbo:amd64 (1:1.5.2-2+b1) ...
[2020-02-12 16:10:14,092] INFO - Selecting previously unselected package libjbig0:amd64.
[2020-02-12 16:10:14,095] INFO - Preparing to unpack .../07-libjbig0_2.1-3.1+b2_amd64.deb ...
[2020-02-12 16:10:14,106] INFO - Unpacking libjbig0:amd64 (2.1-3.1+b2) ...
[2020-02-12 16:10:14,138] INFO - Selecting previously unselected package libwebp6:amd64.
[2020-02-12 16:10:14,141] INFO - Preparing to unpack .../08-libwebp6_0.6.1-2_amd64.deb ...
[2020-02-12 16:10:14,143] INFO - Unpacking libwebp6:amd64 (0.6.1-2) ...
-[2020-02-12 16:10:14,193] INFO - Selecting previously unselected package libtiff5:amd64.
[2020-02-12 16:10:14,195] INFO - Preparing to unpack .../09-libtiff5_4.1.0+git191117-2~deb10u1_amd64.deb ...
[2020-02-12 16:10:14,198] INFO - Unpacking libtiff5:amd64 (4.1.0+git191117-2~deb10u1) ...
[2020-02-12 16:10:14,248] INFO - Selecting previously unselected package libxpm4:amd64.
[2020-02-12 16:10:14,250] INFO - Preparing to unpack .../10-libxpm4_1%3a3.5.12-1_amd64.deb ...
/[2020-02-12 16:10:14,252] INFO - Unpacking libxpm4:amd64 (1:3.5.12-1) ...
[2020-02-12 16:10:14,284] INFO - Selecting previously unselected package libgd3:amd64.
[2020-02-12 16:10:14,286] INFO - Preparing to unpack .../11-libgd3_2.2.5-5.2_amd64.deb ...
[2020-02-12 16:10:14,289] INFO - Unpacking libgd3:amd64 (2.2.5-5.2) ...
[2020-02-12 16:10:14,331] INFO - Selecting previously unselected package libgeoip1:amd64.
[2020-02-12 16:10:14,333] INFO - Preparing to unpack .../12-libgeoip1_1.6.12-1_amd64.deb ...
[2020-02-12 16:10:14,336] INFO - Unpacking libgeoip1:amd64 (1.6.12-1) ...
|[2020-02-12 16:10:14,379] INFO - Selecting previously unselected package nginx-common.
[2020-02-12 16:10:14,381] INFO - Preparing to unpack .../13-nginx-common_1.14.2-2+deb10u1_all.deb ...
[2020-02-12 16:10:14,416] INFO - Unpacking nginx-common (1.14.2-2+deb10u1) ...
\[2020-02-12 16:10:14,469] INFO - Selecting previously unselected package libnginx-mod-http-auth-pam.
[2020-02-12 16:10:14,470] INFO - Preparing to unpack .../14-libnginx-mod-http-auth-pam_1.14.2-2+deb10u1_amd64.deb ...
Unpacking libnginx-mod-http-auth-pam (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,504] INFO - Selecting previously unselected package libxslt1.1:amd64.
[2020-02-12 16:10:14,506] INFO - Preparing to unpack .../15-libxslt1.1_1.1.32-2.2~deb10u1_amd64.deb ...
[2020-02-12 16:10:14,508] INFO - Unpacking libxslt1.1:amd64 (1.1.32-2.2~deb10u1) ...
[2020-02-12 16:10:14,556] INFO - Selecting previously unselected package libnginx-mod-http-dav-ext.
[2020-02-12 16:10:14,557] INFO - Preparing to unpack .../16-libnginx-mod-http-dav-ext_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,560] INFO - Unpacking libnginx-mod-http-dav-ext (1.14.2-2+deb10u1) ...
-[2020-02-12 16:10:14,599] INFO - Selecting previously unselected package libnginx-mod-http-echo.
[2020-02-12 16:10:14,601] INFO - Preparing to unpack .../17-libnginx-mod-http-echo_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,604] INFO - Unpacking libnginx-mod-http-echo (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,644] INFO - Selecting previously unselected package libnginx-mod-http-geoip.
[2020-02-12 16:10:14,646] INFO - Preparing to unpack .../18-libnginx-mod-http-geoip_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,649] INFO - Unpacking libnginx-mod-http-geoip (1.14.2-2+deb10u1) ...
/[2020-02-12 16:10:14,684] INFO - Selecting previously unselected package libnginx-mod-http-image-filter.
[2020-02-12 16:10:14,686] INFO - Preparing to unpack .../19-libnginx-mod-http-image-filter_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,689] INFO - Unpacking libnginx-mod-http-image-filter (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,733] INFO - Selecting previously unselected package libnginx-mod-http-subs-filter.
[2020-02-12 16:10:14,734] INFO - Preparing to unpack .../20-libnginx-mod-http-subs-filter_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,737] INFO - Unpacking libnginx-mod-http-subs-filter (1.14.2-2+deb10u1) ...
|[2020-02-12 16:10:14,775] INFO - Selecting previously unselected package libnginx-mod-http-upstream-fair.
[2020-02-12 16:10:14,777] INFO - Preparing to unpack .../21-libnginx-mod-http-upstream-fair_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,780] INFO - Unpacking libnginx-mod-http-upstream-fair (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,820] INFO - Selecting previously unselected package libnginx-mod-http-xslt-filter.
[2020-02-12 16:10:14,822] INFO - Preparing to unpack .../22-libnginx-mod-http-xslt-filter_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,826] INFO - Unpacking libnginx-mod-http-xslt-filter (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,866] INFO - Selecting previously unselected package libnginx-mod-mail.
[2020-02-12 16:10:14,868] INFO - Preparing to unpack .../23-libnginx-mod-mail_1.14.2-2+deb10u1_amd64.deb ...
\[2020-02-12 16:10:14,874] INFO - Unpacking libnginx-mod-mail (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,912] INFO - Selecting previously unselected package libnginx-mod-stream.
[2020-02-12 16:10:14,915] INFO - Preparing to unpack .../24-libnginx-mod-stream_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,917] INFO - Unpacking libnginx-mod-stream (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:14,952] INFO - Selecting previously unselected package nginx-full.
[2020-02-12 16:10:14,955] INFO - Preparing to unpack .../25-nginx-full_1.14.2-2+deb10u1_amd64.deb ...
[2020-02-12 16:10:14,957] INFO - Unpacking nginx-full (1.14.2-2+deb10u1) ...
-[2020-02-12 16:10:15,030] INFO - Selecting previously unselected package nginx.
[2020-02-12 16:10:15,032] INFO - Preparing to unpack .../26-nginx_1.14.2-2+deb10u1_all.deb ...
[2020-02-12 16:10:15,034] INFO - Unpacking nginx (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:15,076] INFO - Setting up libxpm4:amd64 (1:3.5.12-1) ...
/[2020-02-12 16:10:15,085] INFO - Setting up nginx-common (1.14.2-2+deb10u1) ...
|[2020-02-12 16:10:15,233] INFO - debconf: unable to initialize frontend: Dialog
debconf: (TERM is not set, so the dialog frontend is not usable.)
debconf: falling back to frontend: Readline
-[2020-02-12 16:10:15,485] INFO - Setting up libjbig0:amd64 (2.1-3.1+b2) ...
/[2020-02-12 16:10:15,495] INFO - Setting up libjpeg62-turbo:amd64 (1:1.5.2-2+b1) ...
[2020-02-12 16:10:15,502] INFO - Setting up libnginx-mod-http-auth-pam (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:15,534] INFO - Setting up libpng16-16:amd64 (1.6.36-6) ...
[2020-02-12 16:10:15,545] INFO - Setting up libwebp6:amd64 (0.6.1-2) ...
[2020-02-12 16:10:15,554] INFO - Setting up fonts-dejavu-core (2.37-1) ...
|[2020-02-12 16:10:15,588] INFO - Setting up libnginx-mod-http-echo (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:15,609] INFO - Setting up libnginx-mod-http-subs-filter (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:15,630] INFO - Setting up libxslt1.1:amd64 (1.1.32-2.2~deb10u1) ...
[2020-02-12 16:10:15,638] INFO - Setting up libgeoip1:amd64 (1.6.12-1) ...
[2020-02-12 16:10:15,645] INFO - Setting up libtiff5:amd64 (4.1.0+git191117-2~deb10u1) ...
[2020-02-12 16:10:15,652] INFO - Setting up geoip-database (20181108-1) ...
[2020-02-12 16:10:15,659] INFO - Setting up libnginx-mod-http-dav-ext (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:15,680] INFO - Setting up libnginx-mod-mail (1.14.2-2+deb10u1) ...
\[2020-02-12 16:10:15,703] INFO - Setting up fontconfig-config (2.13.1-2) ...
-[2020-02-12 16:10:15,815] INFO - debconf: unable to initialize frontend: Dialog
debconf: (TERM is not set, so the dialog frontend is not usable.)
debconf: falling back to frontend: Readline
|[2020-02-12 16:10:16,046] INFO - Setting up libnginx-mod-stream (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,068] INFO - Setting up libnginx-mod-http-upstream-fair (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,088] INFO - Setting up libnginx-mod-http-xslt-filter (1.14.2-2+deb10u1) ...
\[2020-02-12 16:10:16,106] INFO - Setting up libnginx-mod-http-geoip (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,125] INFO - Setting up libfreetype6:amd64 (2.9.1-3+deb10u1) ...
[2020-02-12 16:10:16,134] INFO - Setting up libfontconfig1:amd64 (2.13.1-2) ...
[2020-02-12 16:10:16,138] INFO - Setting up libgd3:amd64 (2.2.5-5.2) ...
[2020-02-12 16:10:16,144] INFO - Setting up libnginx-mod-http-image-filter (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,162] INFO - Setting up nginx-full (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,173] INFO - invoke-rc.d: could not determine current runlevel
[2020-02-12 16:10:16,178] INFO - invoke-rc.d: policy-rc.d denied execution of start.
[2020-02-12 16:10:16,182] INFO - Setting up nginx (1.14.2-2+deb10u1) ...
[2020-02-12 16:10:16,190] INFO - Processing triggers for libc-bin (2.28-10) ...
-[2020-02-12 16:10:16,236] INFO - + rm -rf /var/lib/apt/lists/auxfiles /var/lib/apt/lists/deb.debian.org_debian_dists_buster-updates_InRelease /var/lib/apt/lists/deb.debian.org_debian_dists_buster-updates_main_binary-amd64_Packages.lz4 /var/lib/apt/lists/deb.debian.org_debian_dists_buster_InRelease /var/lib/apt/lists/deb.debian.org_debian_dists_buster_main_binary-amd64_Packages.lz4 /var/lib/apt/lists/lock /var/lib/apt/lists/partial /var/lib/apt/lists/security.debian.org_debian-security_dists_buster_updates_InRelease /var/lib/apt/lists/security.debian.org_debian-security_dists_buster_updates_main_binary-amd64_Packages.lz4
\[2020-02-12 16:10:18,971] INFO - ---> 66280bc479d1
[2020-02-12 16:10:18,971] INFO - Step 4/11 : RUN conda install pip numpy scipy && pip install gunicorn gevent
[2020-02-12 16:10:18,972] INFO -
-[2020-02-12 16:10:19,119] INFO - ---> Running in bacdf6f34c9a
/[2020-02-12 16:10:20,438] INFO - Collecting package metadata (current_repodata.json): ...working...
-[2020-02-12 16:10:22,410] INFO - done
Solving environment: ...working...
|[2020-02-12 16:10:23,023] INFO - done
\[2020-02-12 16:10:23,076] INFO -
## Package Plan ##
environment location: /opt/conda
added / updated specs:
- numpy
- pip
- scipy
The following packages will be downloaded:
package | build
---------------------------|-----------------
blas-1.0 | mkl 6 KB
ca-certificates-2020.1.1 | 0 125 KB
certifi-2019.11.28 | py37_0 153 KB
conda-4.8.2 | py37_0 2.8 MB
intel-openmp-2020.0 | 166 756 KB
libgfortran-ng-7.3.0 | hdf63c60_0 1006 KB
mkl-2020.0 | 166 128.9 MB
mkl-service-2.3.0 | py37he904b0f_0 218 KB
mkl_fft-1.0.15 | py37ha843d7b_0 154 KB
mkl_random-1.1.0 | py37hd6b4f25_0 321 KB
numpy-1.18.1 | py37h4f9e942_0 5 KB
numpy-base-1.18.1 | py37hde5b4d6_1 4.2 MB
openssl-1.1.1d | h7b6447c_4 2.5 MB
pip-20.0.2 | py37_1 1.7 MB
scipy-1.4.1 | py37h0b6359f_0 14.5 MB
------------------------------------------------------------
Total: 157.3 MB
The following NEW packages will be INSTALLED:
blas pkgs/main/linux-64::blas-1.0-mkl
intel-openmp pkgs/main/linux-64::intel-openmp-2020.0-166
libgfortran-ng pkgs/main/linux-64::libgfortran-ng-7.3.0-hdf63c60_0
mkl pkgs/main/linux-64::mkl-2020.0-166
mkl-service pkgs/main/linux-64::mkl-service-2.3.0-py37he904b0f_0
mkl_fft pkgs/main/linux-64::mkl_fft-1.0.15-py37ha843d7b_0
mkl_random pkgs/main/linux-64::mkl_random-1.1.0-py37hd6b4f25_0
numpy pkgs/main/linux-64::numpy-1.18.1-py37h4f9e942_0
numpy-base pkgs/main/linux-64::numpy-base-1.18.1-py37hde5b4d6_1
scipy pkgs/main/linux-64::scipy-1.4.1-py37h0b6359f_0
The following packages will be UPDATED:
ca-certificates 2019.8.28-0 --> 2020.1.1-0
certifi 2019.9.11-py37_0 --> 2019.11.28-py37_0
conda 4.7.12-py37_0 --> 4.8.2-py37_0
openssl 1.1.1d-h7b6447c_2 --> 1.1.1d-h7b6447c_4
pip 19.2.3-py37_0 --> 20.0.2-py37_1
Proceed ([y]/n)?
[2020-02-12 16:10:23,082] INFO -
Downloading and Extracting Packages
libgfortran-ng-7.3.0 | 1006 KB | | 0%
libgfortran-ng-7.3.0 | 1006 KB | 1 | 2%
libgfortran-ng-7.3.0 | 1006 KB | #####5 | 56%
libgfortran-ng-7.3.0 | 1006 KB | ########## | 100%
[2020-02-12 16:10:23,449] INFO -
certifi-2019.11.28 | 153 KB | | 0%
certifi-2019.11.28 | 153 KB | ########## | 100%
[2020-02-12 16:10:23,498] INFO -
numpy-base-1.18.1 | 4.2 MB | | 0%
numpy-base-1.18.1 | 4.2 MB | 6 | 7%
numpy-base-1.18.1 | 4.2 MB | #7 | 17%
numpy-base-1.18.1 | 4.2 MB | ##5 | 25%
numpy-base-1.18.1 | 4.2 MB | ###4 | 35%
numpy-base-1.18.1 | 4.2 MB | #####3 | 53%
numpy-base-1.18.1 | 4.2 MB | ######6 | 67%
numpy-base-1.18.1 | 4.2 MB | #######4 | 75%
numpy-base-1.18.1 | 4.2 MB | #########3 | 94%
numpy-base-1.18.1 | 4.2 MB | ########## | 100%
[2020-02-12 16:10:24,894] INFO -
mkl_random-1.1.0 | 321 KB | | 0%
mkl_random-1.1.0 | 321 KB | ########## | 100%
[2020-02-12 16:10:24,976] INFO -
mkl-2020.0 | 128.9 MB | | 0%
mkl-2020.0 | 128.9 MB | | 0%
mkl-2020.0 | 128.9 MB | 1 | 1%
mkl-2020.0 | 128.9 MB | 1 | 2%
mkl-2020.0 | 128.9 MB | 2 | 2%
mkl-2020.0 | 128.9 MB | 3 | 3%
mkl-2020.0 | 128.9 MB | 3 | 4%
mkl-2020.0 | 128.9 MB | 4 | 4%
mkl-2020.0 | 128.9 MB | 4 | 5%
mkl-2020.0 | 128.9 MB | 5 | 5%
mkl-2020.0 | 128.9 MB | 5 | 6%
mkl-2020.0 | 128.9 MB | 6 | 6%
mkl-2020.0 | 128.9 MB | 6 | 7%
mkl-2020.0 | 128.9 MB | 7 | 7%
mkl-2020.0 | 128.9 MB | 8 | 8%
mkl-2020.0 | 128.9 MB | 8 | 9%
mkl-2020.0 | 128.9 MB | 9 | 9%
mkl-2020.0 | 128.9 MB | 9 | 10%
mkl-2020.0 | 128.9 MB | # | 10%
mkl-2020.0 | 128.9 MB | # | 11%
mkl-2020.0 | 128.9 MB | #1 | 11%
mkl-2020.0 | 128.9 MB | #1 | 12%
mkl-2020.0 | 128.9 MB | #2 | 12%
mkl-2020.0 | 128.9 MB | #3 | 13%
mkl-2020.0 | 128.9 MB | #3 | 13%
mkl-2020.0 | 128.9 MB | #3 | 14%
mkl-2020.0 | 128.9 MB | #4 | 15%
mkl-2020.0 | 128.9 MB | #5 | 16%
mkl-2020.0 | 128.9 MB | #5 | 16%
mkl-2020.0 | 128.9 MB | #6 | 16%
mkl-2020.0 | 128.9 MB | #6 | 17%
mkl-2020.0 | 128.9 MB | #7 | 17%
mkl-2020.0 | 128.9 MB | #7 | 18%
mkl-2020.0 | 128.9 MB | #8 | 19%
mkl-2020.0 | 128.9 MB | #9 | 19%
mkl-2020.0 | 128.9 MB | #9 | 20%
mkl-2020.0 | 128.9 MB | ## | 20%
mkl-2020.0 | 128.9 MB | ## | 21%
mkl-2020.0 | 128.9 MB | ##1 | 21%
mkl-2020.0 | 128.9 MB | ##2 | 22%
mkl-2020.0 | 128.9 MB | ##2 | 23%
mkl-2020.0 | 128.9 MB | ##3 | 23%
mkl-2020.0 | 128.9 MB | ##4 | 24%
mkl-2020.0 | 128.9 MB | ##4 | 25%
mkl-2020.0 | 128.9 MB | ##5 | 26%
mkl-2020.0 | 128.9 MB | ##6 | 26%
mkl-2020.0 | 128.9 MB | ##7 | 27%
mkl-2020.0 | 128.9 MB | ##8 | 28%
mkl-2020.0 | 128.9 MB | ##8 | 29%
mkl-2020.0 | 128.9 MB | ##9 | 30%
mkl-2020.0 | 128.9 MB | ### | 30%
mkl-2020.0 | 128.9 MB | ###1 | 31%
mkl-2020.0 | 128.9 MB | ###1 | 32%
mkl-2020.0 | 128.9 MB | ###2 | 33%
mkl-2020.0 | 128.9 MB | ###3 | 33%
mkl-2020.0 | 128.9 MB | ###4 | 34%
mkl-2020.0 | 128.9 MB | ###4 | 35%
mkl-2020.0 | 128.9 MB | ###5 | 36%
mkl-2020.0 | 128.9 MB | ###6 | 36%
mkl-2020.0 | 128.9 MB | ###7 | 37%
mkl-2020.0 | 128.9 MB | ###7 | 38%
mkl-2020.0 | 128.9 MB | ###8 | 38%
mkl-2020.0 | 128.9 MB | ###8 | 39%
mkl-2020.0 | 128.9 MB | ###9 | 40%
mkl-2020.0 | 128.9 MB | #### | 40%
mkl-2020.0 | 128.9 MB | #### | 41%
mkl-2020.0 | 128.9 MB | ####1 | 41%
mkl-2020.0 | 128.9 MB | ####2 | 42%
mkl-2020.0 | 128.9 MB | ####2 | 43%
mkl-2020.0 | 128.9 MB | ####3 | 44%
mkl-2020.0 | 128.9 MB | ####4 | 44%
mkl-2020.0 | 128.9 MB | ####5 | 45%
mkl-2020.0 | 128.9 MB | ####5 | 46%
mkl-2020.0 | 128.9 MB | ####6 | 47%
mkl-2020.0 | 128.9 MB | ####7 | 47%
mkl-2020.0 | 128.9 MB | ####8 | 48%
mkl-2020.0 | 128.9 MB | ####9 | 49%
mkl-2020.0 | 128.9 MB | ####9 | 50%
mkl-2020.0 | 128.9 MB | ##### | 51%
mkl-2020.0 | 128.9 MB | #####1 | 52%
mkl-2020.0 | 128.9 MB | #####2 | 52%
mkl-2020.0 | 128.9 MB | #####3 | 53%
mkl-2020.0 | 128.9 MB | #####3 | 54%
mkl-2020.0 | 128.9 MB | #####4 | 55%
mkl-2020.0 | 128.9 MB | #####5 | 56%
mkl-2020.0 | 128.9 MB | #####6 | 56%
mkl-2020.0 | 128.9 MB | #####7 | 57%
mkl-2020.0 | 128.9 MB | #####7 | 58%
mkl-2020.0 | 128.9 MB | #####8 | 59%
mkl-2020.0 | 128.9 MB | #####9 | 60%
mkl-2020.0 | 128.9 MB | ###### | 60%
mkl-2020.0 | 128.9 MB | ######1 | 61%
mkl-2020.0 | 128.9 MB | ######1 | 62%
mkl-2020.0 | 128.9 MB | ######2 | 63%
mkl-2020.0 | 128.9 MB | ######3 | 64%
mkl-2020.0 | 128.9 MB | ######4 | 64%
mkl-2020.0 | 128.9 MB | ######5 | 65%
mkl-2020.0 | 128.9 MB | ######6 | 66%
mkl-2020.0 | 128.9 MB | ######7 | 67%
mkl-2020.0 | 128.9 MB | ######7 | 68%
mkl-2020.0 | 128.9 MB | ######8 | 69%
mkl-2020.0 | 128.9 MB | ######9 | 70%
mkl-2020.0 | 128.9 MB | ####### | 70%
mkl-2020.0 | 128.9 MB | #######1 | 71%
mkl-2020.0 | 128.9 MB | #######1 | 72%
mkl-2020.0 | 128.9 MB | #######2 | 73%
mkl-2020.0 | 128.9 MB | #######3 | 73%
mkl-2020.0 | 128.9 MB | #######4 | 74%
mkl-2020.0 | 128.9 MB | #######5 | 75%
mkl-2020.0 | 128.9 MB | #######5 | 76%
mkl-2020.0 | 128.9 MB | #######6 | 77%
mkl-2020.0 | 128.9 MB | #######7 | 77%
mkl-2020.0 | 128.9 MB | #######8 | 78%
mkl-2020.0 | 128.9 MB | #######8 | 79%
mkl-2020.0 | 128.9 MB | #######9 | 80%
mkl-2020.0 | 128.9 MB | ######## | 81%
mkl-2020.0 | 128.9 MB | ########1 | 81%
mkl-2020.0 | 128.9 MB | ########2 | 82%
mkl-2020.0 | 128.9 MB | ########2 | 83%
mkl-2020.0 | 128.9 MB | ########3 | 84%
mkl-2020.0 | 128.9 MB | ########4 | 85%
mkl-2020.0 | 128.9 MB | ########5 | 85%
mkl-2020.0 | 128.9 MB | ########6 | 86%
mkl-2020.0 | 128.9 MB | ########6 | 87%
mkl-2020.0 | 128.9 MB | ########7 | 88%
mkl-2020.0 | 128.9 MB | ########8 | 88%
mkl-2020.0 | 128.9 MB | ########9 | 89%
mkl-2020.0 | 128.9 MB | ########9 | 90%
mkl-2020.0 | 128.9 MB | ######### | 91%
mkl-2020.0 | 128.9 MB | #########1 | 91%
mkl-2020.0 | 128.9 MB | #########2 | 92%
mkl-2020.0 | 128.9 MB | #########2 | 93%
mkl-2020.0 | 128.9 MB | #########3 | 94%
mkl-2020.0 | 128.9 MB | #########4 | 95%
mkl-2020.0 | 128.9 MB | #########5 | 96%
mkl-2020.0 | 128.9 MB | #########6 | 96%
mkl-2020.0 | 128.9 MB | #########7 | 97%
mkl-2020.0 | 128.9 MB | #########8 | 98%
mkl-2020.0 | 128.9 MB | #########9 | 99%
mkl-2020.0 | 128.9 MB | #########9 | 100%
mkl-2020.0 | 128.9 MB | ########## | 100%
[2020-02-12 16:10:45,161] INFO -
numpy-1.18.1 | 5 KB | | 0%
numpy-1.18.1 | 5 KB | ########## | 100%
[2020-02-12 16:10:45,196] INFO -
pip-20.0.2 | 1.7 MB | | 0%
pip-20.0.2 | 1.7 MB | #####3 | 54%
pip-20.0.2 | 1.7 MB | ########## | 100%
[2020-02-12 16:10:45,453] INFO -
scipy-1.4.1 | 14.5 MB | | 0%
scipy-1.4.1 | 14.5 MB | 5 | 6%
scipy-1.4.1 | 14.5 MB | #2 | 12%
scipy-1.4.1 | 14.5 MB | #8 | 18%
scipy-1.4.1 | 14.5 MB | ##6 | 26%
scipy-1.4.1 | 14.5 MB | ###4 | 34%
scipy-1.4.1 | 14.5 MB | ####1 | 41%
scipy-1.4.1 | 14.5 MB | ####9 | 50%
scipy-1.4.1 | 14.5 MB | #####6 | 56%
scipy-1.4.1 | 14.5 MB | ######2 | 62%
scipy-1.4.1 | 14.5 MB | ######9 | 69%
scipy-1.4.1 | 14.5 MB | #######5 | 76%
scipy-1.4.1 | 14.5 MB | ########2 | 82%
scipy-1.4.1 | 14.5 MB | ########7 | 88%
scipy-1.4.1 | 14.5 MB | #########5 | 96%
scipy-1.4.1 | 14.5 MB | ########## | 100%
[2020-02-12 16:10:47,798] INFO -
ca-certificates-2020 | 125 KB | | 0%
ca-certificates-2020 | 125 KB | ########## | 100%
[2020-02-12 16:10:47,830] INFO -
mkl-service-2.3.0 | 218 KB | | 0%
mkl-service-2.3.0 | 218 KB | ########## | 100%
[2020-02-12 16:10:47,888] INFO -
openssl-1.1.1d | 2.5 MB | | 0%
openssl-1.1.1d | 2.5 MB | ###1 | 32%
openssl-1.1.1d | 2.5 MB | ######3 | 63%
openssl-1.1.1d | 2.5 MB | #########6 | 97%
openssl-1.1.1d | 2.5 MB | ########## | 100%
[2020-02-12 16:10:48,291] INFO -
intel-openmp-2020.0 | 756 KB | | 0%
intel-openmp-2020.0 | 756 KB | ########## | 100%
[2020-02-12 16:10:48,402] INFO -
mkl_fft-1.0.15 | 154 KB | | 0%
mkl_fft-1.0.15 | 154 KB | ########## | 100%
[2020-02-12 16:10:48,442] INFO -
blas-1.0 | 6 KB | | 0%
blas-1.0 | 6 KB | ########## | 100%
[2020-02-12 16:10:48,469] INFO -
conda-4.8.2 | 2.8 MB | | 0%
conda-4.8.2 | 2.8 MB | 1 | 2%
conda-4.8.2 | 2.8 MB | ####3 | 44%
conda-4.8.2 | 2.8 MB | ########5 | 85%
conda-4.8.2 | 2.8 MB | ########## | 100%
Preparing transaction: ...working...
|[2020-02-12 16:10:49,180] INFO - done
Verifying transaction: ...working...
\[2020-02-12 16:10:49,718] INFO - done
Executing transaction: ...working...
\[2020-02-12 16:10:52,144] INFO - done
\[2020-02-12 16:10:53,332] INFO - Collecting gunicorn
[2020-02-12 16:10:53,389] INFO - Downloading gunicorn-20.0.4-py2.py3-none-any.whl (77 kB)
|[2020-02-12 16:10:53,699] INFO - Collecting gevent
\[2020-02-12 16:10:53,744] INFO - Downloading gevent-1.4.0-cp37-cp37m-manylinux1_x86_64.whl (5.4 MB)
/[2020-02-12 16:10:55,209] INFO - Requirement already satisfied: setuptools>=3.0 in /opt/conda/lib/python3.7/site-packages (from gunicorn) (41.4.0)
|[2020-02-12 16:10:55,339] INFO - Collecting greenlet>=0.4.14; platform_python_implementation == "CPython"
\[2020-02-12 16:10:55,351] INFO - Downloading greenlet-0.4.15-cp37-cp37m-manylinux1_x86_64.whl (42 kB)
-[2020-02-12 16:10:55,476] INFO - Installing collected packages: gunicorn, greenlet, gevent
\[2020-02-12 16:10:56,194] INFO - Successfully installed gevent-1.4.0 greenlet-0.4.15 gunicorn-20.0.4
\[2020-02-12 16:11:10,482] INFO - ---> 1dbfc408f11d
[2020-02-12 16:11:10,482] INFO - Step 5/11 : COPY . /opt/program
[2020-02-12 16:11:10,483] INFO -
-[2020-02-12 16:11:11,005] INFO - ---> 471b4799ac1e
[2020-02-12 16:11:11,006] INFO - Step 6/11 : WORKDIR /opt/program
[2020-02-12 16:11:11,006] INFO -
/[2020-02-12 16:11:11,124] INFO - ---> Running in 5bb3809484a3
/[2020-02-12 16:11:11,480] INFO - ---> 42c8f7c329cd
[2020-02-12 16:11:11,480] INFO - Step 7/11 : RUN conda env update -n base -f /opt/program/environment.yml
[2020-02-12 16:11:11,480] INFO -
|[2020-02-12 16:11:11,617] INFO - ---> Running in 67c4de487b3f
|[2020-02-12 16:11:13,202] INFO - Collecting package metadata (repodata.json): ...working...
|[2020-02-12 16:11:18,151] INFO - done
Solving environment: ...working...
\[2020-02-12 16:11:23,122] INFO - done
-[2020-02-12 16:11:23,207] INFO -
Downloading and Extracting Packages
h2o-3.18.0.2 | 118.2 MB | | 0%
h2o-3.18.0.2 | 118.2 MB | | 0%
h2o-3.18.0.2 | 118.2 MB | | 0%
h2o-3.18.0.2 | 118.2 MB | 1 | 1%
h2o-3.18.0.2 | 118.2 MB | 1 | 2%
h2o-3.18.0.2 | 118.2 MB | 2 | 2%
h2o-3.18.0.2 | 118.2 MB | 2 | 3%
h2o-3.18.0.2 | 118.2 MB | 3 | 3%
h2o-3.18.0.2 | 118.2 MB | 3 | 4%
h2o-3.18.0.2 | 118.2 MB | 5 | 5%
h2o-3.18.0.2 | 118.2 MB | 5 | 6%
h2o-3.18.0.2 | 118.2 MB | 6 | 6%
h2o-3.18.0.2 | 118.2 MB | 7 | 7%
h2o-3.18.0.2 | 118.2 MB | 7 | 8%
h2o-3.18.0.2 | 118.2 MB | 8 | 8%
h2o-3.18.0.2 | 118.2 MB | 9 | 9%
h2o-3.18.0.2 | 118.2 MB | 9 | 10%
h2o-3.18.0.2 | 118.2 MB | # | 11%
h2o-3.18.0.2 | 118.2 MB | #1 | 11%
h2o-3.18.0.2 | 118.2 MB | #2 | 12%
h2o-3.18.0.2 | 118.2 MB | #2 | 13%
h2o-3.18.0.2 | 118.2 MB | #3 | 13%
h2o-3.18.0.2 | 118.2 MB | #3 | 14%
h2o-3.18.0.2 | 118.2 MB | #4 | 15%
h2o-3.18.0.2 | 118.2 MB | #5 | 15%
h2o-3.18.0.2 | 118.2 MB | #6 | 16%
h2o-3.18.0.2 | 118.2 MB | #7 | 17%
h2o-3.18.0.2 | 118.2 MB | #7 | 18%
h2o-3.18.0.2 | 118.2 MB | #8 | 18%
h2o-3.18.0.2 | 118.2 MB | #8 | 19%
h2o-3.18.0.2 | 118.2 MB | #9 | 20%
h2o-3.18.0.2 | 118.2 MB | ## | 20%
h2o-3.18.0.2 | 118.2 MB | ## | 21%
h2o-3.18.0.2 | 118.2 MB | ##1 | 22%
h2o-3.18.0.2 | 118.2 MB | ##2 | 23%
h2o-3.18.0.2 | 118.2 MB | ##3 | 23%
h2o-3.18.0.2 | 118.2 MB | ##4 | 24%
h2o-3.18.0.2 | 118.2 MB | ##4 | 25%
h2o-3.18.0.2 | 118.2 MB | ##5 | 26%
h2o-3.18.0.2 | 118.2 MB | ##6 | 27%
h2o-3.18.0.2 | 118.2 MB | ##7 | 28%
h2o-3.18.0.2 | 118.2 MB | ##8 | 28%
h2o-3.18.0.2 | 118.2 MB | ##9 | 29%
h2o-3.18.0.2 | 118.2 MB | ##9 | 30%
h2o-3.18.0.2 | 118.2 MB | ### | 31%
h2o-3.18.0.2 | 118.2 MB | ###1 | 32%
h2o-3.18.0.2 | 118.2 MB | ###2 | 32%
h2o-3.18.0.2 | 118.2 MB | ###2 | 33%
h2o-3.18.0.2 | 118.2 MB | ###3 | 34%
h2o-3.18.0.2 | 118.2 MB | ###4 | 35%
h2o-3.18.0.2 | 118.2 MB | ###5 | 35%
h2o-3.18.0.2 | 118.2 MB | ###6 | 36%
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h2o-3.18.0.2 | 118.2 MB | #### | 40%
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h2o-3.18.0.2 | 118.2 MB | ####1 | 41%
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h2o-3.18.0.2 | 118.2 MB | ##### | 50%
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h2o-3.18.0.2 | 118.2 MB | ######## | 80%
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[2020-02-12 16:11:46,798] INFO -
openjdk-8.0.152 | 57.9 MB | | 0%
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[2020-02-12 16:11:55,062] INFO -
python-3.7.3 | 32.1 MB | | 0%
python-3.7.3 | 32.1 MB | 2 | 3%
python-3.7.3 | 32.1 MB | 6 | 6%
python-3.7.3 | 32.1 MB | 9 | 9%
python-3.7.3 | 32.1 MB | #1 | 12%
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python-3.7.3 | 32.1 MB | ###1 | 32%
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python-3.7.3 | 32.1 MB | ######## | 81%
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python-3.7.3 | 32.1 MB | #########1 | 91%
python-3.7.3 | 32.1 MB | #########4 | 94%
python-3.7.3 | 32.1 MB | #########7 | 98%
python-3.7.3 | 32.1 MB | ########## | 100%
[2020-02-12 16:11:59,109] INFO -
Preparing transaction: ...working...
-[2020-02-12 16:11:59,238] INFO - done
[2020-02-12 16:11:59,238] INFO - Verifying transaction:
[2020-02-12 16:11:59,238] INFO - ...working...
/[2020-02-12 16:11:59,797] INFO - done
Executing transaction: ...working...
|[2020-02-12 16:12:03,512] INFO - done
|[2020-02-12 16:12:03,980] INFO - #
# To activate this environment, use
#
# $ conda activate base
#
# To deactivate an active environment, use
#
# $ conda deactivate
/[2020-02-12 16:12:14,827] INFO - ---> 8bbaef7f9ac1
[2020-02-12 16:12:14,829] INFO - Step 8/11 : RUN pip install -r /opt/program/requirements.txt
[2020-02-12 16:12:14,829] INFO -
|[2020-02-12 16:12:14,973] INFO - ---> Running in f87fe33012be
-[2020-02-12 16:12:16,383] INFO - Collecting bentoml==0.6.2
/[2020-02-12 16:12:16,448] INFO - Downloading BentoML-0.6.2-py3-none-any.whl (554 kB)
|[2020-02-12 16:12:16,981] INFO - Collecting pandas
[2020-02-12 16:12:16,991] INFO - Downloading pandas-1.0.1-cp37-cp37m-manylinux1_x86_64.whl (10.1 MB)
\[2020-02-12 16:12:18,757] INFO - Collecting h2o==3.24.0.2
[2020-02-12 16:12:18,767] INFO - Downloading h2o-3.24.0.2.tar.gz (121.0 MB)
|[2020-02-12 16:12:41,085] INFO - Collecting flask
[2020-02-12 16:12:41,095] INFO - Downloading Flask-1.1.1-py2.py3-none-any.whl (94 kB)
\[2020-02-12 16:12:41,206] INFO - Collecting alembic
[2020-02-12 16:12:41,221] INFO - Downloading alembic-1.4.0.tar.gz (1.1 MB)
\[2020-02-12 16:12:41,960] INFO - Collecting protobuf>=3.6.0
[2020-02-12 16:12:41,982] INFO - Downloading protobuf-3.11.3-cp37-cp37m-manylinux1_x86_64.whl (1.3 MB)
-[2020-02-12 16:12:42,897] INFO - Collecting boto3
[2020-02-12 16:12:42,909] INFO - Downloading boto3-1.11.16-py2.py3-none-any.whl (128 kB)
[2020-02-12 16:12:42,959] INFO - Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (1.18.1)
/[2020-02-12 16:12:43,011] INFO - Collecting python-dateutil<2.8.1,>=2.1
[2020-02-12 16:12:43,026] INFO - Downloading python_dateutil-2.8.0-py2.py3-none-any.whl (226 kB)
|[2020-02-12 16:12:43,121] INFO - Collecting click>=7.0
[2020-02-12 16:12:43,132] INFO - Downloading Click-7.0-py2.py3-none-any.whl (81 kB)
\[2020-02-12 16:12:43,212] INFO - Collecting tabulate
[2020-02-12 16:12:43,220] INFO - Downloading tabulate-0.8.6.tar.gz (45 kB)
|[2020-02-12 16:12:43,538] INFO - Collecting packaging
[2020-02-12 16:12:43,548] INFO - Downloading packaging-20.1-py2.py3-none-any.whl (36 kB)
\[2020-02-12 16:12:43,620] INFO - Collecting configparser
[2020-02-12 16:12:43,636] INFO - Downloading configparser-4.0.2-py2.py3-none-any.whl (22 kB)
-[2020-02-12 16:12:43,695] INFO - Collecting cerberus
[2020-02-12 16:12:43,706] INFO - Downloading Cerberus-1.3.2.tar.gz (52 kB)
|[2020-02-12 16:12:43,964] INFO - Requirement already satisfied: gunicorn in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (20.0.4)
\[2020-02-12 16:12:44,044] INFO - Collecting docker
[2020-02-12 16:12:44,056] INFO - Downloading docker-4.2.0-py2.py3-none-any.whl (143 kB)
-[2020-02-12 16:12:44,154] INFO - Collecting python-json-logger
[2020-02-12 16:12:44,169] INFO - Downloading python-json-logger-0.1.11.tar.gz (6.0 kB)
/[2020-02-12 16:12:45,050] INFO - Collecting ruamel.yaml>=0.15.0
[2020-02-12 16:12:45,061] INFO - Downloading ruamel.yaml-0.16.10-py2.py3-none-any.whl (111 kB)
\[2020-02-12 16:12:45,228] INFO - Collecting sqlalchemy>=1.3.0
[2020-02-12 16:12:45,242] INFO - Downloading SQLAlchemy-1.3.13.tar.gz (6.0 MB)
\[2020-02-12 16:12:48,118] INFO - Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (2.22.0)
-[2020-02-12 16:12:48,235] INFO - Collecting humanfriendly
[2020-02-12 16:12:48,249] INFO - Downloading humanfriendly-6.1-py2.py3-none-any.whl (75 kB)
-[2020-02-12 16:12:49,095] INFO - Collecting grpcio
[2020-02-12 16:12:49,109] INFO - Downloading grpcio-1.27.1-cp37-cp37m-manylinux2010_x86_64.whl (2.7 MB)
/[2020-02-12 16:12:49,604] INFO - Collecting prometheus-client
[2020-02-12 16:12:49,617] INFO - Downloading prometheus_client-0.7.1.tar.gz (38 kB)
|[2020-02-12 16:12:50,081] INFO - Collecting pytz>=2017.2
[2020-02-12 16:12:50,099] INFO - Downloading pytz-2019.3-py2.py3-none-any.whl (509 kB)
/[2020-02-12 16:12:50,375] INFO - Collecting future
[2020-02-12 16:12:50,394] INFO - Downloading future-0.18.2.tar.gz (829 kB)
\[2020-02-12 16:12:51,062] INFO - Collecting colorama>=0.3.8
[2020-02-12 16:12:51,074] INFO - Downloading colorama-0.4.3-py2.py3-none-any.whl (15 kB)
/[2020-02-12 16:12:51,196] INFO - Collecting Werkzeug>=0.15
[2020-02-12 16:12:51,210] INFO - Downloading Werkzeug-1.0.0-py2.py3-none-any.whl (298 kB)
|[2020-02-12 16:12:51,348] INFO - Collecting itsdangerous>=0.24
[2020-02-12 16:12:51,359] INFO - Downloading itsdangerous-1.1.0-py2.py3-none-any.whl (16 kB)
\[2020-02-12 16:12:51,424] INFO - Collecting Jinja2>=2.10.1
[2020-02-12 16:12:51,435] INFO - Downloading Jinja2-2.11.1-py2.py3-none-any.whl (126 kB)
-[2020-02-12 16:12:51,522] INFO - Collecting Mako
[2020-02-12 16:12:51,534] INFO - Downloading Mako-1.1.1.tar.gz (468 kB)
/[2020-02-12 16:12:51,999] INFO - Collecting python-editor>=0.3
[2020-02-12 16:12:52,010] INFO - Downloading python_editor-1.0.4-py3-none-any.whl (4.9 kB)
[2020-02-12 16:12:52,026] INFO - Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from protobuf>=3.6.0->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (41.4.0)
[2020-02-12 16:12:52,030] INFO - Requirement already satisfied: six>=1.9 in /opt/conda/lib/python3.7/site-packages (from protobuf>=3.6.0->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (1.12.0)
|[2020-02-12 16:12:52,540] INFO - Collecting botocore<1.15.0,>=1.14.16
[2020-02-12 16:12:52,553] INFO - Downloading botocore-1.14.16-py2.py3-none-any.whl (5.9 MB)
|[2020-02-12 16:12:54,225] INFO - Collecting jmespath<1.0.0,>=0.7.1
[2020-02-12 16:12:54,238] INFO - Downloading jmespath-0.9.4-py2.py3-none-any.whl (24 kB)
\[2020-02-12 16:12:54,298] INFO - Collecting s3transfer<0.4.0,>=0.3.0
[2020-02-12 16:12:54,310] INFO - Downloading s3transfer-0.3.3-py2.py3-none-any.whl (69 kB)
-[2020-02-12 16:12:54,437] INFO - Collecting pyparsing>=2.0.2
[2020-02-12 16:12:54,450] INFO - Downloading pyparsing-2.4.6-py2.py3-none-any.whl (67 kB)
-[2020-02-12 16:12:54,763] INFO - Collecting websocket-client>=0.32.0
[2020-02-12 16:12:54,786] INFO - Downloading websocket_client-0.57.0-py2.py3-none-any.whl (200 kB)
/[2020-02-12 16:12:54,895] INFO - Collecting ruamel.yaml.clib>=0.1.2; platform_python_implementation == "CPython" and python_version < "3.9"
[2020-02-12 16:12:54,909] INFO - Downloading ruamel.yaml.clib-0.2.0-cp37-cp37m-manylinux1_x86_64.whl (547 kB)
|[2020-02-12 16:12:55,016] INFO - Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (2.8)
[2020-02-12 16:12:55,019] INFO - Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (1.24.2)
[2020-02-12 16:12:55,027] INFO - Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (3.0.4)
[2020-02-12 16:12:55,030] INFO - Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->bentoml==0.6.2->-r /opt/program/requirements.txt (line 1)) (2019.11.28)
\[2020-02-12 16:12:55,091] INFO - Collecting MarkupSafe>=0.23
[2020-02-12 16:12:55,102] INFO - Downloading MarkupSafe-1.1.1-cp37-cp37m-manylinux1_x86_64.whl (27 kB)
[2020-02-12 16:12:55,163] INFO - Collecting docutils<0.16,>=0.10
-[2020-02-12 16:12:55,179] INFO - Downloading docutils-0.15.2-py3-none-any.whl (547 kB)
/[2020-02-12 16:12:55,305] INFO - Building wheels for collected packages: h2o, alembic, tabulate, cerberus, python-json-logger, sqlalchemy, prometheus-client, future, Mako
[2020-02-12 16:12:55,306] INFO - Building wheel for h2o (setup.py): started
/[2020-02-12 16:13:01,500] INFO - Building wheel for h2o (setup.py): finished with status 'done'
/[2020-02-12 16:13:01,851] INFO - Created wheel for h2o: filename=h2o-3.24.0.2-py2.py3-none-any.whl size=121086847 sha256=6fc91f9d128dd76c862e7e3117c27638068ee61d4303891ed07773c0166ac296
Stored in directory: /root/.cache/pip/wheels/67/f5/b7/a0faa980e26d61511ac423c9fac549c332d3411683d1c73fa6
[2020-02-12 16:13:01,852] INFO - Building wheel for alembic (setup.py): started
|[2020-02-12 16:13:02,375] INFO - Building wheel for alembic (setup.py): finished with status 'done'
[2020-02-12 16:13:02,377] INFO - Created wheel for alembic: filename=alembic-1.4.0-py2.py3-none-any.whl size=157563 sha256=7a0f41f5c4b30c002506a961c1048a8aa99816bd39b6110c1195f6fce9486b38
Stored in directory: /root/.cache/pip/wheels/33/a9/f9/a53f885636269db5b76cf7afa3a1ab86d9d2fe96610d09274e
[2020-02-12 16:13:02,379] INFO - Building wheel for tabulate (setup.py): started
-[2020-02-12 16:13:02,649] INFO - Building wheel for tabulate (setup.py): finished with status 'done'
[2020-02-12 16:13:02,650] INFO - Created wheel for tabulate: filename=tabulate-0.8.6-py3-none-any.whl size=23273 sha256=5f4e865a5a3af1eb4ca8eea0d0095ae6601478e75f5a5caddee7fd0f9cd7000a
Stored in directory: /root/.cache/pip/wheels/09/b6/7e/08b4ee715a1239453e89a59081f0ac369a9036f232e013ecd8
[2020-02-12 16:13:02,652] INFO - Building wheel for cerberus (setup.py): started
\[2020-02-12 16:13:02,943] INFO - Building wheel for cerberus (setup.py): finished with status 'done'
[2020-02-12 16:13:02,944] INFO - Created wheel for cerberus: filename=Cerberus-1.3.2-py3-none-any.whl size=54335 sha256=0b97d5cd7cd6ffc4187f457e0f71363cd062794c9091ba1cde4496f32a85860d
Stored in directory: /root/.cache/pip/wheels/17/3a/0d/e2fc48cf85cb858f5e65f1baa36180ebb5dce6397c35c4cfcb
[2020-02-12 16:13:02,946] INFO - Building wheel for python-json-logger (setup.py): started
|[2020-02-12 16:13:03,233] INFO - Building wheel for python-json-logger (setup.py): finished with status 'done'
[2020-02-12 16:13:03,233] INFO - Created wheel for python-json-logger: filename=python_json_logger-0.1.11-py2.py3-none-any.whl size=5076 sha256=cd896cbdb7b03b629f75aee06b8f625e1f9563fe5e1b8f1e55b5d034c6f80726
[2020-02-12 16:13:03,233] INFO - Stored in directory: /root/.cache/pip/wheels/fa/7f/fd/92ccdbb9d1a65486406e0363d2ba5b4ce52f400a915f602ecb
[2020-02-12 16:13:03,234] INFO - Building wheel for sqlalchemy (setup.py): started
|[2020-02-12 16:13:04,851] INFO - Building wheel for sqlalchemy (setup.py): finished with status 'done'
[2020-02-12 16:13:04,857] INFO - Created wheel for sqlalchemy: filename=SQLAlchemy-1.3.13-cp37-cp37m-linux_x86_64.whl size=1223688 sha256=8cf1602e95de471d197443b486907f7038ed09528e333996c6ebd40c2d9854ae
Stored in directory: /root/.cache/pip/wheels/b9/ba/77/163f10f14bd489351530603e750c195b0ceceed2f3be2b32f1
[2020-02-12 16:13:04,858] INFO - Building wheel for prometheus-client (setup.py): started
/[2020-02-12 16:13:05,130] INFO - Building wheel for prometheus-client (setup.py): finished with status 'done'
[2020-02-12 16:13:05,130] INFO - Created wheel for prometheus-client: filename=prometheus_client-0.7.1-py3-none-any.whl size=41402 sha256=f2605db219c0fac0d35484bc5dbff9fff1fd188a2a11e7fe590de4bec961d11f
Stored in directory: /root/.cache/pip/wheels/30/0c/26/59ba285bf65dc79d195e9b25e2ddde4c61070422729b0cd914
[2020-02-12 16:13:05,132] INFO - Building wheel for future (setup.py): started
|[2020-02-12 16:13:05,668] INFO - Building wheel for future (setup.py): finished with status 'done'
[2020-02-12 16:13:05,672] INFO - Created wheel for future: filename=future-0.18.2-py3-none-any.whl size=491056 sha256=6656aba819264512731fb0f51834884b484949bb8a6ad26ca532b95f7bd98015
[2020-02-12 16:13:05,672] INFO - Stored in directory: /root/.cache/pip/wheels/56/b0/fe/4410d17b32f1f0c3cf54cdfb2bc04d7b4b8f4ae377e2229ba0
[2020-02-12 16:13:05,674] INFO - Building wheel for Mako (setup.py): started
|[2020-02-12 16:13:06,036] INFO - Building wheel for Mako (setup.py): finished with status 'done'
[2020-02-12 16:13:06,037] INFO - Created wheel for Mako: filename=Mako-1.1.1-py3-none-any.whl size=75409 sha256=812a0aa82f59b129e05ed8d4d508951faad9c852a68e989ab05cf1fcdee50154
[2020-02-12 16:13:06,037] INFO - Stored in directory: /root/.cache/pip/wheels/11/fe/fa/3693b62cf5ec2b2784b6496734f0ee3e2321eb66d66607e5f9
[2020-02-12 16:13:06,039] INFO - Successfully built h2o alembic tabulate cerberus python-json-logger sqlalchemy prometheus-client future Mako
|[2020-02-12 16:13:06,511] INFO - Installing collected packages: click, Werkzeug, itsdangerous, MarkupSafe, Jinja2, flask, sqlalchemy, Mako, python-editor, python-dateutil, alembic, protobuf, jmespath, docutils, botocore, s3transfer, boto3, pytz, pandas, tabulate, pyparsing, packaging, configparser, cerberus, websocket-client, docker, python-json-logger, ruamel.yaml.clib, ruamel.yaml, humanfriendly, grpcio, prometheus-client, bentoml, future, colorama, h2o
\[2020-02-12 16:13:16,021] INFO - Successfully installed Jinja2-2.11.1 Mako-1.1.1 MarkupSafe-1.1.1 Werkzeug-1.0.0 alembic-1.4.0 bentoml-0.6.2 boto3-1.11.16 botocore-1.14.16 cerberus-1.3.2 click-7.0 colorama-0.4.3 configparser-4.0.2 docker-4.2.0 docutils-0.15.2 flask-1.1.1 future-0.18.2 grpcio-1.27.1 h2o-3.24.0.2 humanfriendly-6.1 itsdangerous-1.1.0 jmespath-0.9.4 packaging-20.1 pandas-1.0.1 prometheus-client-0.7.1 protobuf-3.11.3 pyparsing-2.4.6 python-dateutil-2.8.0 python-editor-1.0.4 python-json-logger-0.1.11 pytz-2019.3 ruamel.yaml-0.16.10 ruamel.yaml.clib-0.2.0 s3transfer-0.3.3 sqlalchemy-1.3.13 tabulate-0.8.6 websocket-client-0.57.0
-[2020-02-12 16:13:22,642] INFO - ---> f7ddac0dc2f8
[2020-02-12 16:13:22,642] INFO - Step 9/11 : RUN if [ -f /bento/bentoml_init.sh ]; then /bin/bash -c /bento/bentoml_init.sh; fi
[2020-02-12 16:13:22,643] INFO -
/[2020-02-12 16:13:22,796] INFO - ---> Running in 972a1db54f80
|[2020-02-12 16:13:24,078] INFO - ---> d059c9263326
[2020-02-12 16:13:24,078] INFO - Step 10/11 : RUN if [ -f /opt/program/setup.sh ]; then /bin/bash -c /opt/program/setup.sh; fi
[2020-02-12 16:13:24,078] INFO -
-[2020-02-12 16:13:24,262] INFO - ---> Running in 1ffd48b0dbcc
|[2020-02-12 16:13:25,755] INFO - ---> f95aa39ce5b2
[2020-02-12 16:13:25,756] INFO - Step 11/11 : ENV PATH="/opt/program:${PATH}"
[2020-02-12 16:13:25,756] INFO -
-[2020-02-12 16:13:25,930] INFO - ---> Running in bfd0e4fc0451
\[2020-02-12 16:13:26,205] INFO - ---> 869b6d118b2a
[2020-02-12 16:13:26,211] INFO - Successfully built 869b6d118b2a
[2020-02-12 16:13:26,215] INFO - Successfully tagged 192023623294.dkr.ecr.us-west-2.amazonaws.com/h2omodelservice-sagemaker:20200212154840_9B4F59
/[2020-02-12 16:16:51,302] INFO - ApplyDeployment (first-h2o, namespace bobo) succeeded
Successfully created AWS Sagemaker deployment first-h2o
{
"namespace": "bobo",
"name": "first-h2o",
"spec": {
"bentoName": "H2oModelService",
"bentoVersion": "20200212154840_9B4F59",
"operator": "AWS_SAGEMAKER",
"sagemakerOperatorConfig": {
"region": "us-west-2",
"instanceType": "ml.m4.xlarge",
"instanceCount": 1,
"apiName": "predict"
}
},
"state": {
"state": "RUNNING",
"infoJson": {
"EndpointName": "bobo-first-h2o",
"EndpointArn": "arn:aws:sagemaker:us-west-2:192023623294:endpoint/bobo-first-h2o",
"EndpointConfigName": "bobo-first-h2o-H2oModelService-20200212154840-9B4F59",
"ProductionVariants": [
{
"VariantName": "bobo-first-h2o-H2oModelService-20200212154840-9B4F59",
"DeployedImages": [
{
"SpecifiedImage": "192023623294.dkr.ecr.us-west-2.amazonaws.com/h2omodelservice-sagemaker:20200212154840_9B4F59",
"ResolvedImage": "192023623294.dkr.ecr.us-west-2.amazonaws.com/[email protected]:1af13f6d1de0941f347a78c5bcf6bb4de5bb201affc26f7afb9b41bc1b7441d9",
"ResolutionTime": "2020-02-12 16:16:52.816000-08:00"
}
],
"CurrentWeight": 1.0,
"DesiredWeight": 1.0,
"CurrentInstanceCount": 1,
"DesiredInstanceCount": 1
}
],
"EndpointStatus": "InService",
"CreationTime": "2020-02-12 16:16:51.254000-08:00",
"LastModifiedTime": "2020-02-12 16:26:08.028000-08:00",
"ResponseMetadata": {
"RequestId": "9dacce8a-80fb-4b3e-a670-2d7fe25b4766",
"HTTPStatusCode": 200,
"HTTPHeaders": {
"x-amzn-requestid": "9dacce8a-80fb-4b3e-a670-2d7fe25b4766",
"content-type": "application/x-amz-json-1.1",
"content-length": "799",
"date": "Thu, 13 Feb 2020 00:26:09 GMT"
},
"RetryAttempts": 0
}
},
"timestamp": "2020-02-13T00:26:10.082797Z"
},
"createdAt": "2020-02-13T00:09:47.932536Z",
"lastUpdatedAt": "2020-02-13T00:09:47.932567Z"
}
In [34]:
!bentoml sagemaker get first-h2o
{
"namespace": "bobo",
"name": "first-h2o",
"spec": {
"bentoName": "H2oModelService",
"bentoVersion": "20200212154840_9B4F59",
"operator": "AWS_SAGEMAKER",
"sagemakerOperatorConfig": {
"region": "us-west-2",
"instanceType": "ml.m4.xlarge",
"instanceCount": 1,
"apiName": "predict"
}
},
"state": {
"state": "RUNNING",
"infoJson": {
"EndpointName": "bobo-first-h2o",
"EndpointArn": "arn:aws:sagemaker:us-west-2:192023623294:endpoint/bobo-first-h2o",
"EndpointConfigName": "bobo-first-h2o-H2oModelService-20200212154840-9B4F59",
"ProductionVariants": [
{
"VariantName": "bobo-first-h2o-H2oModelService-20200212154840-9B4F59",
"DeployedImages": [
{
"SpecifiedImage": "192023623294.dkr.ecr.us-west-2.amazonaws.com/h2omodelservice-sagemaker:20200212154840_9B4F59",
"ResolvedImage": "192023623294.dkr.ecr.us-west-2.amazonaws.com/[email protected]:1af13f6d1de0941f347a78c5bcf6bb4de5bb201affc26f7afb9b41bc1b7441d9",
"ResolutionTime": "2020-02-12 16:16:52.816000-08:00"
}
],
"CurrentWeight": 1.0,
"DesiredWeight": 1.0,
"CurrentInstanceCount": 1,
"DesiredInstanceCount": 1
}
],
"EndpointStatus": "InService",
"CreationTime": "2020-02-12 16:16:51.254000-08:00",
"LastModifiedTime": "2020-02-12 16:26:08.028000-08:00",
"ResponseMetadata": {
"RequestId": "d5083aa0-42ed-4066-b948-14e5985b18f1",
"HTTPStatusCode": 200,
"HTTPHeaders": {
"x-amzn-requestid": "d5083aa0-42ed-4066-b948-14e5985b18f1",
"content-type": "application/x-amz-json-1.1",
"content-length": "799",
"date": "Thu, 13 Feb 2020 00:27:16 GMT"
},
"RetryAttempts": 0
}
},
"timestamp": "2020-02-13T00:27:16.663112Z"
},
"createdAt": "2020-02-13T00:09:47.932536Z",
"lastUpdatedAt": "2020-02-13T00:09:47.932567Z"
}
In [35]:
!aws sagemaker-runtime invoke-endpoint --endpoint-name bobo-first-h2o \
--body 'ID,CAPSULE,AGE,RACE,DPROS,DCAPS,PSA,VOL,GLEASON\n1,0,65,1,2,1,1.4,0,6\n2,0,72,1,3,2,6.7,0,7\n' \
--content-type 'text/csv' output.json && cat output.json
{
"ContentType": "application/json",
"InvokedProductionVariant": "bobo-first-h2o-H2oModelService-20200212154840-9B4F59"
}
[]
In [36]:
!bentoml sagemaker list
NAME NAMESPACE PLATFORM BENTO_SERVICE STATUS AGE first-h2o bobo aws-sagemaker H2oModelService:20200212154840_9B4F59 running 18 minutes and 44.32 seconds
In [37]:
!bentoml sagemaker delete first-h2o
Successfully deleted AWS Sagemaker deployment "first-h2o"
In [ ]: