In [1]:

    

!pip3 install https://storage.googleapis.com/ml-pipeline/release/0.1.3/kfp.tar.gz --upgrade


    

    




Collecting https://storage.googleapis.com/ml-pipeline/release/0.1.3/kfp.tar.gz
  Downloading https://storage.googleapis.com/ml-pipeline/release/0.1.3/kfp.tar.gz (69kB)
    100% |████████████████████████████████| 71kB 4.0MB/s eta 0:00:01
Requirement already satisfied, skipping upgrade: urllib3>=1.15 in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (1.22)
Requirement already satisfied, skipping upgrade: six>=1.10 in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (1.11.0)
Requirement already satisfied, skipping upgrade: certifi in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (2018.11.29)
Requirement already satisfied, skipping upgrade: python-dateutil in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (2.7.5)
Requirement already satisfied, skipping upgrade: PyYAML in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (3.13)
Requirement already satisfied, skipping upgrade: google-cloud-storage==1.13.0 in /opt/conda/lib/python3.6/site-packages (from kfp==0.1) (1.13.0)
Collecting kubernetes==8.0.0 (from kfp==0.1)
  Downloading https://files.pythonhosted.org/packages/6c/44/f8286fb7a25a4ff29a4dec1b5baa49571eedc2b2edf6ec4b51e4b511ac0f/kubernetes-8.0.0-py2.py3-none-any.whl (1.3MB)
    100% |████████████████████████████████| 1.4MB 14.9MB/s ta 0:00:01
Requirement already satisfied, skipping upgrade: google-resumable-media>=0.3.1 in /opt/conda/lib/python3.6/site-packages (from google-cloud-storage==1.13.0->kfp==0.1) (0.3.1)
Requirement already satisfied, skipping upgrade: google-api-core<2.0.0dev,>=0.1.1 in /opt/conda/lib/python3.6/site-packages (from google-cloud-storage==1.13.0->kfp==0.1) (1.6.0)
Requirement already satisfied, skipping upgrade: google-cloud-core<0.29dev,>=0.28.0 in /opt/conda/lib/python3.6/site-packages (from google-cloud-storage==1.13.0->kfp==0.1) (0.28.1)
Requirement already satisfied, skipping upgrade: requests in /opt/conda/lib/python3.6/site-packages (from kubernetes==8.0.0->kfp==0.1) (2.18.4)
Requirement already satisfied, skipping upgrade: google-auth>=1.0.1 in /opt/conda/lib/python3.6/site-packages (from kubernetes==8.0.0->kfp==0.1) (1.6.1)
Requirement already satisfied, skipping upgrade: setuptools>=21.0.0 in /opt/conda/lib/python3.6/site-packages (from kubernetes==8.0.0->kfp==0.1) (38.4.0)
Requirement already satisfied, skipping upgrade: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.6/site-packages (from kubernetes==8.0.0->kfp==0.1) (0.54.0)
Requirement already satisfied, skipping upgrade: requests-oauthlib in /opt/conda/lib/python3.6/site-packages (from kubernetes==8.0.0->kfp==0.1) (1.0.0)
Collecting adal>=1.0.2 (from kubernetes==8.0.0->kfp==0.1)
  Downloading https://files.pythonhosted.org/packages/2d/2f/14882b8dae0977e85577abde3065c141fb94dbb242adfb80e21797e4f7c9/adal-1.2.0-py2.py3-none-any.whl (52kB)
    100% |████████████████████████████████| 61kB 20.2MB/s ta 0:00:01
Requirement already satisfied, skipping upgrade: pytz in /opt/conda/lib/python3.6/site-packages (from google-api-core<2.0.0dev,>=0.1.1->google-cloud-storage==1.13.0->kfp==0.1) (2018.7)
Requirement already satisfied, skipping upgrade: protobuf>=3.4.0 in /opt/conda/lib/python3.6/site-packages (from google-api-core<2.0.0dev,>=0.1.1->google-cloud-storage==1.13.0->kfp==0.1) (3.6.1)
Requirement already satisfied, skipping upgrade: googleapis-common-protos!=1.5.4,<2.0dev,>=1.5.3 in /opt/conda/lib/python3.6/site-packages (from google-api-core<2.0.0dev,>=0.1.1->google-cloud-storage==1.13.0->kfp==0.1) (1.5.5)
Requirement already satisfied, skipping upgrade: chardet<3.1.0,>=3.0.2 in /opt/conda/lib/python3.6/site-packages (from requests->kubernetes==8.0.0->kfp==0.1) (3.0.4)
Requirement already satisfied, skipping upgrade: idna<2.7,>=2.5 in /opt/conda/lib/python3.6/site-packages (from requests->kubernetes==8.0.0->kfp==0.1) (2.6)
Requirement already satisfied, skipping upgrade: cachetools>=2.0.0 in /opt/conda/lib/python3.6/site-packages (from google-auth>=1.0.1->kubernetes==8.0.0->kfp==0.1) (3.0.0)
Requirement already satisfied, skipping upgrade: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.6/site-packages (from google-auth>=1.0.1->kubernetes==8.0.0->kfp==0.1) (0.2.2)
Requirement already satisfied, skipping upgrade: rsa>=3.1.4 in /opt/conda/lib/python3.6/site-packages (from google-auth>=1.0.1->kubernetes==8.0.0->kfp==0.1) (4.0)
Requirement already satisfied, skipping upgrade: oauthlib>=0.6.2 in /opt/conda/lib/python3.6/site-packages (from requests-oauthlib->kubernetes==8.0.0->kfp==0.1) (2.1.0)
Collecting PyJWT>=1.0.0 (from adal>=1.0.2->kubernetes==8.0.0->kfp==0.1)
  Downloading https://files.pythonhosted.org/packages/87/8b/6a9f14b5f781697e51259d81657e6048fd31a113229cf346880bb7545565/PyJWT-1.7.1-py2.py3-none-any.whl
Requirement already satisfied, skipping upgrade: cryptography>=1.1.0 in /opt/conda/lib/python3.6/site-packages (from adal>=1.0.2->kubernetes==8.0.0->kfp==0.1) (2.1.4)
Requirement already satisfied, skipping upgrade: pyasn1<0.5.0,>=0.4.1 in /opt/conda/lib/python3.6/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes==8.0.0->kfp==0.1) (0.4.4)
Requirement already satisfied, skipping upgrade: asn1crypto>=0.21.0 in /opt/conda/lib/python3.6/site-packages (from cryptography>=1.1.0->adal>=1.0.2->kubernetes==8.0.0->kfp==0.1) (0.24.0)
Requirement already satisfied, skipping upgrade: cffi>=1.7 in /opt/conda/lib/python3.6/site-packages (from cryptography>=1.1.0->adal>=1.0.2->kubernetes==8.0.0->kfp==0.1) (1.11.4)
Requirement already satisfied, skipping upgrade: pycparser in /opt/conda/lib/python3.6/site-packages (from cffi>=1.7->cryptography>=1.1.0->adal>=1.0.2->kubernetes==8.0.0->kfp==0.1) (2.18)
Building wheels for collected packages: kfp
  Running setup.py bdist_wheel for kfp ... done
  Stored in directory: /tmp/pip-ephem-wheel-cache-yt23ripq/wheels/00/ab/c6/a055a8d8730d1b5b508b0d9ac42f12b531b1bbf575b31efe73
Successfully built kfp
fairing 0.0.3 has requirement kubernetes==6.0.0, but you'll have kubernetes 8.0.0 which is incompatible.
Installing collected packages: PyJWT, adal, kubernetes, kfp
  Found existing installation: kubernetes 6.0.0
    Uninstalling kubernetes-6.0.0:
      Successfully uninstalled kubernetes-6.0.0
  Found existing installation: kfp 0.1
    Uninstalling kfp-0.1:
      Successfully uninstalled kfp-0.1
Successfully installed PyJWT-1.7.1 adal-1.2.0 kfp-0.1 kubernetes-8.0.0

In [2]:

    

import kfp
from kfp import compiler
from kubernetes import client as k8s_client


    

In [9]:

    

import index_update_pipeline


    

In [27]:

    

client = kfp.Client()
name = 'jlewi-notebook-test'

exp = None
experiments = client.list_experiments()
for e in experiments.experiments:
    if e.name == name:
        print("Found experiment with name: %s" % name)
        exp = e
        break
        
if not exp:    
    print("Creating new experiment")
    exp = client.create_experiment(name=name)


    

    




Found experiment with name: jlewi-notebook-test

In [13]:

    

# Compile it into a tar package.
compiler.Compiler().compile(index_update_pipeline.function_embedding_update, 'function_embedding_update.tar.gz')

# Submit a run.
# inputs - experiment id, run name, tarball file
run = client.run_pipeline(exp.id, 'code-search-function-embedding', 'function_embedding_update.tar.gz')


    

    





Run link here