repo_id stringclasses 195
values | file_path stringlengths 32 139 | content stringlengths 6 440k | __index_level_0__ int64 0 0 |
|---|---|---|---|
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/tokenzation/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/tokenizer_loader/tokenizer_loader.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/tokenizer_loader/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/dataset_loader/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/dataset_loader/data_loader.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/training/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/training/model_trainer.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/register/model_log_register.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/register/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/alerts/notify_on.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/alerts/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/deploying/local_deployment.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/deploying/save_model.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/deploying/huggingface_deployment.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/deploying/skypilot_deployment.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/deploying/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/promotion/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/promotion/promote_metric_compare_promoter.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp/steps | cloned_public_repos/zenml/examples/e2e_nlp/steps/promotion/promote_get_metrics.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e_nlp | cloned_public_repos/zenml/examples/e2e_nlp/utils/misc.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/README.md | # ☮️ Fine-tuning open source LLMs using MLOps pipelines with PEFT
Welcome to your newly generated "ZenML LLM PEFT Finetuning project" project! This is
a great way to get hands-on with ZenML using production-like template.
The project contains a collection of ZenML steps, pipelines and other artifacts
and useful resou... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/LICENSE | Apache Software License 2.0
Copyright (c) ZenML GmbH 2025. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by appli... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/run.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/.copier-answers.yml | # Changes here will be overwritten by Copier
_commit: 2024.11.28
_src_path: gh:zenml-io/template-llm-finetuning
bf16: true
cuda_version: cuda11.8
dataset_name: gem/viggo
email: info@zenml.io
full_name: ZenML GmbH
model_repository: microsoft/phi-2
open_source_license: apache
product_name: llm-peft
project_name: ZenML LL... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/requirements.txt | zenml
torch>=2.2.0
datasets>=2.15
transformers
peft
bitsandbytes>=0.41.3
scipy
evaluate
rouge_score
nltk
accelerate
| 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/llm_finetuning/.dockerignore | *
!/materializers/**
!/pipelines/**
!/steps/**
!/utils/**
| 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/configs/orchestrator_finetune.yaml | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/configs/remote_finetune.yaml | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/materializers/directory_materializer.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/materializers/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/utils/callbacks.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/utils/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/utils/logging.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/utils/tokenizer.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/utils/loaders.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/log_metadata.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/evaluate_model.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/promote.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/prepare_datasets.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/steps/finetune.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/pipelines/train.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/llm_finetuning | cloned_public_repos/zenml/examples/llm_finetuning/pipelines/train_accelerated.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/run.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/LICENSE | Apache Software License 2.0
Copyright (c) ZenML GmbH 2025. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by appli... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/Makefile | stack_name ?= e2e_template_stack
setup:
pip install -r requirements.txt
zenml integration install aws sklearn mlflow slack evidently kubeflow kubernetes -y
install-stack-local:
@echo "Specify stack name [$(stack_name)]: " && read input && [ -n "$$input" ] && stack_name="$$input" || stack_name="$(stack_name)" && \
... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/.copier-answers.yml | # Changes here will be overwritten by Copier
_commit: 2024.11.28
_src_path: gh:zenml-io/template-e2e-batch
data_quality_checks: true
email: info@zenml.io
full_name: ZenML GmbH
hyperparameters_tuning: true
metric_compare_promotion: true
notify_on_failures: true
notify_on_successes: false
open_source_license: apache
prod... | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/requirements.txt | zenml[server]
| 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/.dockerignore | .venv*
.requirements* | 0 |
cloned_public_repos/zenml/examples | cloned_public_repos/zenml/examples/e2e/README.md | # ZenML E2E project
This is a comprehensive supervised ML project built with the
ZenML framework and its integration. The project trains one or more
scikit-learn classification models to make predictions on the tabular
classification datasets provided by the scikit-learn library. The project was
generated from the [E2... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/steps/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/deployment/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/deployment/deployment_deploy.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/inference/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/inference/inference_predict.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/training/model_trainer.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/training/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/training/model_evaluator.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/promotion/promote_with_metric_compare.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/promotion/compute_performance_metrics_on_current_data.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/promotion/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/data_quality/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/data_quality/drift_quality_gate.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/alerts/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/alerts/notify_on.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/hp_tuning/hp_tuning_single_search.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/hp_tuning/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/hp_tuning/hp_tuning_select_best_model.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/etl/train_data_splitter.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/etl/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/etl/train_data_preprocessor.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/etl/inference_data_preprocessor.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e/steps | cloned_public_repos/zenml/examples/e2e/steps/etl/data_loader.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/utils/get_model_from_config.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/utils/preprocess.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/utils/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/utils/promote_in_model_registry.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/pipelines/batch_inference.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/pipelines/deployment.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/pipelines/training.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/pipelines/__init__.py | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/configs/inference_config.yaml | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/configs/deployer_config.yaml | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml/examples/e2e | cloned_public_repos/zenml/examples/e2e/configs/train_config.yaml | # Apache Software License 2.0
#
# Copyright (c) ZenML GmbH 2025. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/mkdocstrings_helper.py | import argparse
import os
import subprocess
from pathlib import Path
from typing import List, Optional
PYDOCSTYLE_CMD = (
"pydocstyle --convention=google --add-ignore=D100,D101,D102,"
"D103,D104,D105,D107,D202"
)
API_DOCS_TITLE = "# Welcome to the ZenML SDK Docs\n"
INTEGRATION_DOCS_TITLE = "# Welcome to the... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/mkdocs.yml | site_name: ZenML SDK Docs
site_url: https://sdkdocs.zenml.io/
docs_dir: mkdocs
theme:
name: material
locale: en
favicon: _assets/favicon.png
custom_dir: mkdocs/overrides
repo_url: https://github.com/zenml-io/zenml
edit_uri: https://github.com/zenml-io/zenml/docs/
plugins:
- search
- awesome-pages
- mk... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/sys_modules_mock.py | import sys
from unittest.mock import MagicMock
import json
from pathlib import Path
# get list of all mockers from `mocked_libs.json`
mockers = json.load(open(Path(__file__).parent.resolve() / "mocked_libs.json"))
class DocsMocker(MagicMock):
"""This class is used to mock the modules in the SDK docs.
Ultima... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/mocked_libs.json | [
"PIL",
"accelerate",
"accelerate.commands",
"accelerate.commands.launch",
"adlfs",
"aws_profile_manager",
"azure.ai",
"azure.ai.ml",
"azure.ai.ml.constants",
"azure.ai.ml.dsl",
"azure.ai.ml.entities",
"azure.identity",
"azure.keyvault",
"azure.keyvault.secrets",... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/link_checker.py | #!/usr/bin/env python3
"""Link Checker Script.
This script is a comprehensive tool for managing and validating links in ZenML's documentation.
It provides several key features:
1. Link Detection:
- Scans markdown files for various types of links (inline, reference-style, HTML, and bare URLs)
- Can search for li... | 0 |
cloned_public_repos/zenml | cloned_public_repos/zenml/docs/README.md | # ZenML Docs
## General documentation
We write our [documentation](https://docs.zenml.io/) in Markdown files and use [GitBook](https://www.gitbook.com/) to build it.
The documentation source files can be found in this repository at `docs/book`
* You can edit the docs by simply editing the markdown files. Once the ch... | 0 |
cloned_public_repos/zenml/docs | cloned_public_repos/zenml/docs/mkdocs/cli.md | # Cli
::: zenml.cli
handler: python
selection:
members:
- "__init__.py"
rendering:
show_root_heading: true
show_source: true
| 0 |
cloned_public_repos/zenml/docs | cloned_public_repos/zenml/docs/mkdocs/.pages | nav:
- ZenML: index.md
- CLI docs: cli.md
- ...
| 0 |
cloned_public_repos/zenml/docs/mkdocs | cloned_public_repos/zenml/docs/mkdocs/overrides/main.html | {% extends "base.html" %}
{% block extrahead %}
<script>
!function(){var analytics=window.analytics=window.analytics||[];if(!analytics.initialize)if(analytics.invoked)window.console&&console.error&&console.error("Segment snippet included twice.");else{analytics.invoked=!0;analytics.methods=["trackSubmit","trackClic... | 0 |
cloned_public_repos/zenml/docs | cloned_public_repos/zenml/docs/book/toc.md | # Table of contents
## Getting Started
* [Welcome to ZenML](introduction.md)
* [Installation](getting-started/installation.md)
* [Core concepts](getting-started/core-concepts.md)
* [System Architecture](getting-started/system-architectures.md)
* [Deploying ZenML](getting-started/deploying-zenml/README.md)
* [Deploy... | 0 |
cloned_public_repos/zenml/docs | cloned_public_repos/zenml/docs/book/introduction.md | ---
description: Discover resources to build, deploy, and scale your ML pipelines with ZenML.
layout:
title:
visible: true
description:
visible: true
tableOfContents:
visible: true
outline:
visible: false
pagination:
visible: false
---
# Welcome to ZenML
ZenML is an extensible, open-sour... | 0 |
cloned_public_repos/zenml/docs/book | cloned_public_repos/zenml/docs/book/user-guide/toc.md | # Table of contents
* [Learn ZenML](README.md)
* [Starter guide](starter-guide/README.md)
* [Create an ML pipeline](starter-guide/create-an-ml-pipeline.md)
* [Cache previous executions](starter-guide/cache-previous-executions.md)
* [Manage artifacts](starter-guide/manage-artifacts.md)
* [Track ML models](start... | 0 |
cloned_public_repos/zenml/docs/book | cloned_public_repos/zenml/docs/book/user-guide/README.md | ---
description: Guides, examples and projects
---
# Learn ZenML
Discover how to build production-ready ML pipelines with ZenML through our curated learning resources. Whether you're looking for step-by-step instructions, complete project implementations, or specific examples, you'll find resources to accelerate your... | 0 |
cloned_public_repos/zenml/docs/book/user-guide | cloned_public_repos/zenml/docs/book/user-guide/tutorial/managing-scheduled-pipelines.md | ---
description: >-
A step-by-step tutorial on how to create, update, and delete scheduled
pipelines in ZenML
icon: calendar
---
# Managing scheduled pipelines
## Managing scheduled pipelines
This tutorial demonstrates how to work with scheduled pipelines in ZenML through a practical example. We'll create a si... | 0 |
cloned_public_repos/zenml/docs/book/user-guide | cloned_public_repos/zenml/docs/book/user-guide/tutorial/organizing-pipelines-and-models.md | ---
description: >-
A step-by-step tutorial on effectively organizing your ML assets in ZenML
using tags and projects
icon: inbox-full
---
# Organizing pipelines and models
This cookbook demonstrates how to effectively organize your machine learning assets in ZenML using tags and projects. We'll implement a fraud... | 0 |
cloned_public_repos/zenml/docs/book/user-guide | cloned_public_repos/zenml/docs/book/user-guide/starter-guide/manage-artifacts.md | ---
description: Understand and adjust how ZenML versions your data.
---
# Manage artifacts
Data sits at the heart of every machine learning workflow. Managing and versioning this data correctly is essential for reproducibility and traceability within your ML pipelines. ZenML takes a proactive approach to data versio... | 0 |
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