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name: notebook | ||
path: modules/sagemaker/sagemaker-notebook | ||
parameters: | ||
- name: notebook_name | ||
value: dummy | ||
- name: instance_type | ||
value: ml.t2.xlarge | ||
- name: subnet_ids # Optional parameter, you can remove it safely | ||
valueFrom: | ||
moduleMetadata: | ||
group: networking | ||
name: networking | ||
key: PrivateSubnetIds | ||
- name: vpc_id # Optional parameter, you can remove it safely | ||
valueFrom: | ||
moduleMetadata: | ||
group: networking | ||
name: networking | ||
key: VpcId |
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# SageMaker Notebook Instance | ||
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## Description | ||
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This module creates a SageMaker Notebook instance. | ||
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### Architecture | ||
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![SageMaker Notebook Instance Architecture](docs/_static/architecture.drawio.png "SageMaker Notebook Instance Architecture") | ||
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## Inputs/Outputs | ||
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### Input Paramenters | ||
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#### Required | ||
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- `notebook_name`: The name of the new notebook instance | ||
- `instance_type`: The type of ML compute instance to launch for the notebook instance | ||
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#### Optional | ||
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- `direct_internet_access`: Sets whether SageMaker provides internet access to the notebook instance, by default None | ||
- `root_access`: Whether root access is enabled or disabled for users of the notebook instance, by default None | ||
- `volume_size_in_gb`: The size, in GB, of the ML storage volume to attach to the notebook instance, by default None | ||
- `imds_version`: The Instance Metadata Service (IMDS) version, by default None | ||
- `subnet_ids`: A list of subnet IDs in a VPC to which you would like to have a connectivity, by default None. Only the first subnet id will be used. | ||
- `vpc_id`: The ID of the VPC to which you would like to have a connectivity, by default None | ||
- `kms_key_arn`: The ARN of a AWS KMS key that SageMaker uses to encrypt data on the storage volume attached, by default None | ||
- `code_repository`: The Git repository associated with the notebook instance as its default code repository, by default None | ||
- `additional_code_repositories`: An array of up to three Git repositories associated with the notebook instance, by default None | ||
- `role_arn`: An IAM Role ARN that SageMaker assumes to perform tasks on your behalf, by default None | ||
- `tags`: Extra tags to apply to the SageMaker notebook instance, by default None | ||
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### Sample manifest declaration | ||
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```yaml | ||
name: notebook | ||
path: modules/sagemaker/sagemaker-notebook | ||
targetAccount: primary | ||
parameters: | ||
- name: notebook_name | ||
value: dummy123 | ||
- name: instance_type | ||
value: ml.t2.xlarge | ||
``` | ||
### Module Metadata Outputs | ||
- `SageMakerNotebookArn`: the SageMaker Notebook instance ARN. | ||
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#### Output Example | ||
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```json | ||
{ | ||
"SageMakerNotebookArn": "arn:aws:sagemaker:xxxxxxx:123412341234:notebook-instance/xxxxx", | ||
} | ||
``` |
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#!/usr/bin/env python3 | ||
"""Create a Sagemaker Model Stack.""" | ||
import aws_cdk as cdk | ||
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from sagemaker_notebook.settings import ApplicationSettings | ||
from sagemaker_notebook.stack import SagemakerNotebookStack | ||
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# Load application settings from env vars. | ||
app_settings = ApplicationSettings() | ||
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env = cdk.Environment( | ||
account=app_settings.default.account, | ||
region=app_settings.default.region, | ||
) | ||
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app = cdk.App() | ||
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stack = SagemakerNotebookStack( | ||
scope=app, | ||
construct_id=app_settings.settings.app_prefix, | ||
env=env, | ||
**app_settings.parameters.model_dump(), | ||
) | ||
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app.synth() |
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[run] | ||
omit = | ||
tests/* |
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publishGenericEnvVariables: true | ||
deploy: | ||
phases: | ||
install: | ||
commands: | ||
- env | ||
# Install whatever additional build libraries | ||
- npm install -g [email protected] | ||
- pip install -r requirements.txt | ||
build: | ||
commands: | ||
# execute the CDK | ||
- cdk deploy --require-approval never --progress events --app "python app.py" --outputs-file ./cdk-exports.json | ||
# Export metadata | ||
- seedfarmer metadata convert -f cdk-exports.json || true | ||
destroy: | ||
phases: | ||
install: | ||
commands: | ||
# Install whatever additional build libraries | ||
- npm install -g [email protected] | ||
- pip install -r requirements.txt | ||
build: | ||
commands: | ||
# execute the CDK | ||
- cdk destroy --force --app "python app.py" |
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modules/sagemaker/sagemaker-notebook/docs/_static/architecture.drawio
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<mxfile host="Electron" modified="2024-02-27T20:02:21.834Z" agent="5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/20.2.3 Chrome/102.0.5005.167 Electron/19.0.11 Safari/537.36" etag="IxBhroUwZb-r2ZDYP9zm" version="20.2.3" type="device"><diagram id="nOkpBZcZqbjnXywVXBLF" name="Page-1">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</diagram></mxfile> |
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modules/sagemaker/sagemaker-notebook/docs/_static/architecture.drawio.png
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[tool.black] | ||
line-length = 120 | ||
target-version = ["py36", "py37", "py38"] | ||
exclude = ''' | ||
/( | ||
\.eggs | ||
| \.git | ||
| \.hg | ||
| \.mypy_cache | ||
| \.tox | ||
| \.venv | ||
| \.env | ||
| _build | ||
| buck-out | ||
| build | ||
| dist | ||
| codeseeder.out | ||
)/ | ||
''' | ||
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[tool.isort] | ||
multi_line_output = 3 | ||
include_trailing_comma = true | ||
force_grid_wrap = 0 | ||
use_parentheses = true | ||
ensure_newline_before_comments = true | ||
line_length = 120 | ||
py_version = 36 | ||
skip_gitignore = false | ||
|
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[tool.pytest.ini_options] | ||
addopts = "-v --cov=. --cov-report term --cov-config=coverage.ini --cov-fail-under=80" | ||
pythonpath = [ | ||
"." | ||
] |
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aws-cdk-lib~=2.126.0 | ||
cdk-nag~=2.28.27 | ||
constructs~=10.3.0 | ||
pydantic~=2.5.3 | ||
pydantic-settings~=2.0.3 | ||
configobj~=5.0.8 |
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modules/sagemaker/sagemaker-notebook/sagemaker_notebook/settings.py
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"""Defines the stack settings.""" | ||
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import time | ||
from abc import ABC | ||
from typing import Dict, List, Optional | ||
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from pydantic import Field, computed_field, field_validator | ||
from pydantic_settings import BaseSettings, SettingsConfigDict | ||
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class CdkBaseSettings(BaseSettings, ABC): | ||
"""Defines common configuration for settings.""" | ||
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model_config = SettingsConfigDict( | ||
case_sensitive=False, | ||
env_nested_delimiter="__", | ||
protected_namespaces=(), | ||
extra="ignore", | ||
populate_by_name=True, | ||
) | ||
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class SeedFarmerParameters(CdkBaseSettings): | ||
"""Seedfarmer Parameters. | ||
These parameters are required for the module stack. | ||
""" | ||
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model_config = SettingsConfigDict(env_prefix="SEEDFARMER_PARAMETER_") | ||
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notebook_name: str | ||
instance_type: str | ||
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direct_internet_access: str = Field(default="Enabled") | ||
root_access: str = Field(default="Disabled") | ||
volume_size_in_gb: Optional[int] = Field(default=None) | ||
imds_version: str = Field(default="2") | ||
subnet_ids: Optional[List[str]] = Field(default=None) | ||
code_repository: Optional[str] = Field(default=None) | ||
additional_code_repositories: Optional[List[str]] = Field(default=None) | ||
vpc_id: Optional[str] = Field(default=None) | ||
kms_key_arn: Optional[str] = Field(default=None) | ||
role_arn: Optional[str] = Field(default=None) | ||
tags: Optional[Dict[str, str]] = Field(default=None) | ||
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@field_validator("notebook_name") | ||
@classmethod | ||
def validate_name_length(cls, v: str) -> str: | ||
"""Validate if notebook_name length is valid.""" | ||
if len(v) <= 50: | ||
return f"{v}-{int(time.time())}" | ||
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raise ValueError(f"'name' length must be <= 50, got '{len(v)}'") | ||
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class SeedFarmerSettings(CdkBaseSettings): | ||
"""Seedfarmer Settings. | ||
These parameters comes from seedfarmer by default. | ||
""" | ||
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model_config = SettingsConfigDict(env_prefix="SEEDFARMER_") | ||
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project_name: str = Field(default="") | ||
deployment_name: str = Field(default="") | ||
module_name: str = Field(default="") | ||
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@computed_field # type: ignore | ||
@property | ||
def app_prefix(self) -> str: | ||
"""Application prefix.""" | ||
prefix = "-".join([self.project_name, self.deployment_name, self.module_name]) | ||
return prefix | ||
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class CdkDefaultSettings(CdkBaseSettings): | ||
"""CDK Default Settings. | ||
These parameters comes from AWS CDK by default. | ||
""" | ||
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model_config = SettingsConfigDict(env_prefix="CDK_DEFAULT_") | ||
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account: str | ||
region: str | ||
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class ApplicationSettings(CdkBaseSettings): | ||
"""Application settings.""" | ||
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settings: SeedFarmerSettings = Field(default_factory=SeedFarmerSettings) | ||
parameters: SeedFarmerParameters = Field(default_factory=SeedFarmerParameters) | ||
default: CdkDefaultSettings = Field(default_factory=CdkDefaultSettings) |
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