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Python SDK for building, training, and deploying ML models

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I'm trying to run [mnist_e2e_on_prem.ipynb](https://github.com/kubeflow/fairing/blob/master/examples/mnist/mnist_e2e_on_prem.ipynb) to train a model on AWS, but in creating PV/PVC step, msrestazure is required to install, does this example only support azure? How should I...

kind/bug

[W 220617 06:49:11 append:81] Uploading registry.cn-hangzhou.aliyuncs.com/rory602/fairing-job:37DF66B9 [I 220617 06:49:12 docker_session_:284] Layer sha256:bcfb845ebce120ef8d7b6c3a1600b7b18de2cff8a66ddc57004034bc7f74ce80 pushed. [I 220617 06:49:39 docker_session_:284] Layer sha256:793b1b0c3ddfb6c3de731b9a027b6997bd786ff769648045a8f5a428a1406f5e pushed. [I 220617 06:49:40 docker_session_:284] Layer sha256:b62b8281eb2dcbcf3f4ac5199f7d729747bb256dd5104f44fd9d0fe5fe939353 pushed. [I 220617 06:49:40...

**What steps did you take and what happened:** When I try to install kubeflow-fairing fia `pip install kubeflow-fairing --use-feature=2020-resolver`, the installation process keep running and never stops. I created a...

area/jupyter

/kind bug **What steps did you take and what happened:** Deployed Kubeflow 1.0 on GCP and worked through xgboost-high-level-apis.ipynb. All went well until the endpoint.predict_nparray(test_X) step which generated following error...

kind/bug

**What this PR does / why we need it**: When trying to pull an image built by append builder using podman, blob size mismatch error occurs. This is due to...

size/XS

/kind bug **What steps did you take and what happened:** [A clear and concise description of what the bug is.] I built a simple mnist ML model using an append...

kind/bug

**What this PR does / why we need it**: **Which issue(s) this PR fixes** *(optional, in `fixes #(, fixes #, ...)` format, will close the issue(s) when PR gets merged)*:...

approved
size/L

**What steps did you take and what happened:** /kind bug ```bash $ echo "kubeflow-fairing" > test_req.in $ pip-compile -r test_req.in Could not find a version that matches kubernetes==10.0.1,>=10.0.1,>=12.0.0 (from kubeflow-fairing==1.0.2->-r...

kind/bug

/kind bug **What steps did you take and what happened:** just use `pip install kubeflow-fairing` ![image](https://user-images.githubusercontent.com/8144089/150056966-e507df38-c9b4-4184-aee9-fc9ec7dd64f2.png) keep installing for a long time and it try to **install same package with...

kind/bug

/kind feature **Describe the solution you'd like** The image created using ClusterBuilder.build() has a tag which is context_hash. I would like to provide my own tag name/number. So the ClusterBuilder...

kind/feature