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simple-mag/train/index.html → examples/simple-mag/train/index.html
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@ -12,7 +12,7 @@
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@ -84,7 +84,7 @@
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@ -204,7 +204,7 @@
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@ -235,7 +235,7 @@
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@ -276,7 +276,7 @@
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@ -290,7 +290,7 @@
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@ -304,7 +304,7 @@
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@ -352,7 +352,7 @@
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@ -400,7 +400,7 @@
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@ -414,7 +414,7 @@
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<a href="../../reference/utilities/" class="md-nav__link">
<a href="../../../reference/utilities/" class="md-nav__link">
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@ -428,7 +428,7 @@
<li class="md-nav__item">
<a href="../../reference/large-file/" class="md-nav__link">
<a href="../../../reference/large-file/" class="md-nav__link">
LargeFile
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<a href="../../reference/views/" class="md-nav__link">
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View models
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@ -464,7 +464,7 @@
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<a href="../../../explanation/" class="md-nav__link">
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@ -508,7 +508,7 @@
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/simple-mag/train.ipynb" title="Edit this page" class="md-content__button md-icon">
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@ -2557,7 +2557,7 @@ class="
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@ -2621,10 +2621,10 @@ class="
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simple/data/index.html → examples/simple/data/index.html
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@ -12,7 +12,7 @@
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@ -84,7 +84,7 @@
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../.." title="GreatAI documentation" class="md-header__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
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@ -204,7 +204,7 @@
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@ -276,7 +276,7 @@
<li class="md-nav__item">
<a href="../../tutorial/" class="md-nav__link">
<a href="../../../tutorial/" class="md-nav__link">
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@ -290,7 +290,7 @@
<li class="md-nav__item">
<a href="../../tutorial/train/" class="md-nav__link">
<a href="../../../tutorial/train/" class="md-nav__link">
Train your model
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@ -304,7 +304,7 @@
<li class="md-nav__item">
<a href="../../tutorial/deploy/" class="md-nav__link">
<a href="../../../tutorial/deploy/" class="md-nav__link">
Harden and deploy your app
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@ -352,7 +352,7 @@
<li class="md-nav__item">
<a href="../../how-to-guides/create-service/" class="md-nav__link">
<a href="../../../how-to-guides/create-service/" class="md-nav__link">
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@ -400,7 +400,7 @@
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@ -414,7 +414,7 @@
<li class="md-nav__item">
<a href="../../reference/utilities/" class="md-nav__link">
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Utilities
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@ -428,7 +428,7 @@
<li class="md-nav__item">
<a href="../../reference/large-file/" class="md-nav__link">
<a href="../../../reference/large-file/" class="md-nav__link">
LargeFile
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@ -442,7 +442,7 @@
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<a href="../../reference/views/" class="md-nav__link">
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View models
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@ -464,7 +464,7 @@
<li class="md-nav__item">
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<a href="../../../explanation/" class="md-nav__link">
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@ -557,7 +557,7 @@
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/simple/data.ipynb" title="Edit this page" class="md-content__button md-icon">
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/examples/simple/data.ipynb" title="Edit this page" class="md-content__button md-icon">
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</a>
@ -2061,7 +2061,7 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
<small>
Last update:
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 11, 2022</span>
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@ -2125,10 +2125,10 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
<script id="__config" type="application/json">{"base": "../../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
<script src="../../assets/javascripts/bundle.6c7ad80a.min.js"></script>
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simple/deploy/deploy.ipynb → examples/simple/deploy/deploy.ipynb
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simple/deploy/index.html → examples/simple/deploy/index.html
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@ -12,7 +12,7 @@
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@ -40,9 +40,9 @@
<link rel="stylesheet" href="../../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../../../assets/_mkdocstrings.css">
<script>__md_scope=new URL("../..",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
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@ -84,7 +84,7 @@
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../.." title="GreatAI documentation" class="md-header__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
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@ -204,7 +204,7 @@
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@ -276,7 +276,7 @@
<li class="md-nav__item">
<a href="../../tutorial/" class="md-nav__link">
<a href="../../../tutorial/" class="md-nav__link">
Tutorial overview
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@ -290,7 +290,7 @@
<li class="md-nav__item">
<a href="../../tutorial/train/" class="md-nav__link">
<a href="../../../tutorial/train/" class="md-nav__link">
Train your model
</a>
</li>
@ -304,7 +304,7 @@
<li class="md-nav__item">
<a href="../../tutorial/deploy/" class="md-nav__link">
<a href="../../../tutorial/deploy/" class="md-nav__link">
Harden and deploy your app
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@ -352,7 +352,7 @@
<li class="md-nav__item">
<a href="../../how-to-guides/create-service/" class="md-nav__link">
<a href="../../../how-to-guides/create-service/" class="md-nav__link">
How to instantiate a GreatAI service
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@ -400,7 +400,7 @@
<li class="md-nav__item">
<a href="../../reference/" class="md-nav__link">
<a href="../../../reference/" class="md-nav__link">
Reference
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@ -414,7 +414,7 @@
<li class="md-nav__item">
<a href="../../reference/utilities/" class="md-nav__link">
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View models
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@ -464,7 +464,7 @@
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@ -523,7 +523,7 @@
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/simple/deploy.ipynb" title="Edit this page" class="md-content__button md-icon">
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@ -1974,7 +1974,7 @@ class="
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 11, 2022</span>
</small>
@ -2038,10 +2038,10 @@ class="
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
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42
simple/train/index.html → examples/simple/train/index.html
View file

@ -12,7 +12,7 @@
<meta name="author" content="András Schmelczer">
<link rel="icon" href="../../media/favicon.ico">
<link rel="icon" href="../../../media/favicon.ico">
<meta name="generator" content="mkdocs-1.3.0, mkdocs-material-8.3.9">
@ -21,10 +21,10 @@
<link rel="stylesheet" href="../../assets/stylesheets/main.1d29e8d0.min.css">
<link rel="stylesheet" href="../../../assets/stylesheets/main.1d29e8d0.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.cbb835fc.min.css">
<link rel="stylesheet" href="../../../assets/stylesheets/palette.cbb835fc.min.css">
@ -40,9 +40,9 @@
<link rel="stylesheet" href="../../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../../../assets/_mkdocstrings.css">
<script>__md_scope=new URL("../..",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
<script>__md_scope=new URL("../../..",location),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
@ -84,7 +84,7 @@
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../.." title="GreatAI documentation" class="md-header__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
<a href="../../.." title="GreatAI documentation" class="md-header__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54Z"/></svg>
@ -204,7 +204,7 @@
<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="../.." title="GreatAI documentation" class="md-nav__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
<a href="../../.." title="GreatAI documentation" class="md-nav__button md-logo" aria-label="GreatAI documentation" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54Z"/></svg>
@ -235,7 +235,7 @@
<li class="md-nav__item">
<a href="../.." class="md-nav__link">
<a href="../../.." class="md-nav__link">
Overview
</a>
</li>
@ -276,7 +276,7 @@
<li class="md-nav__item">
<a href="../../tutorial/" class="md-nav__link">
<a href="../../../tutorial/" class="md-nav__link">
Tutorial overview
</a>
</li>
@ -290,7 +290,7 @@
<li class="md-nav__item">
<a href="../../tutorial/train/" class="md-nav__link">
<a href="../../../tutorial/train/" class="md-nav__link">
Train your model
</a>
</li>
@ -304,7 +304,7 @@
<li class="md-nav__item">
<a href="../../tutorial/deploy/" class="md-nav__link">
<a href="../../../tutorial/deploy/" class="md-nav__link">
Harden and deploy your app
</a>
</li>
@ -352,7 +352,7 @@
<li class="md-nav__item">
<a href="../../how-to-guides/create-service/" class="md-nav__link">
<a href="../../../how-to-guides/create-service/" class="md-nav__link">
How to instantiate a GreatAI service
</a>
</li>
@ -400,7 +400,7 @@
<li class="md-nav__item">
<a href="../../reference/" class="md-nav__link">
<a href="../../../reference/" class="md-nav__link">
Reference
</a>
</li>
@ -414,7 +414,7 @@
<li class="md-nav__item">
<a href="../../reference/utilities/" class="md-nav__link">
<a href="../../../reference/utilities/" class="md-nav__link">
Utilities
</a>
</li>
@ -428,7 +428,7 @@
<li class="md-nav__item">
<a href="../../reference/large-file/" class="md-nav__link">
<a href="../../../reference/large-file/" class="md-nav__link">
LargeFile
</a>
</li>
@ -442,7 +442,7 @@
<li class="md-nav__item">
<a href="../../reference/views/" class="md-nav__link">
<a href="../../../reference/views/" class="md-nav__link">
View models
</a>
</li>
@ -464,7 +464,7 @@
<li class="md-nav__item">
<a href="../../explanation/" class="md-nav__link">
<a href="../../../explanation/" class="md-nav__link">
Explanation
</a>
</li>
@ -550,7 +550,7 @@
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/simple/train.ipynb" title="Edit this page" class="md-content__button md-icon">
<a href="https://github.com/schmelczer/great-ai/edit/main/docs/examples/simple/train.ipynb" title="Edit this page" class="md-content__button md-icon">
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</a>
@ -2581,7 +2581,7 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
<small>
Last update:
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 9, 2022</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 11, 2022</span>
</small>
@ -2645,10 +2645,10 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
<script id="__config" type="application/json">{"base": "../../..", "features": ["content.code.annotate", "content.tooltips"], "search": "../../../assets/javascripts/workers/search.b97dbffb.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}}</script>
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0
simple/train/train.ipynb → examples/simple/train/train.ipynb
View file

8
how-to-guides/create-service/create-service.md
View file

@ -62,7 +62,7 @@ If you have previously saved a model with `save_model`, you can inject it into y
from great_ai import GreatAI, use_model
@GreatAI.create
@use_model('name_of_my_model', version='latest') #(1)
@use_model('name_of_my_model', version='latest') #(1)
def type_safe_greeter(your_name: str, model) -> str:
return f'Hi {your_name}!'
@ -82,7 +82,7 @@ If you wish to turn of logging or specify custom validation for your parameters,
!!! note
By default, all parameters that are not affected by an explicit `@parameter` or `@use_model` decorator, are automatically decorated with `@parameter` when `GreatAI.create` is called.
```python "greeter_with_validation.py"
```python title="greeter_with_validation.py"
from great_ai import GreatAI, use_model
@GreatAI.create
@ -104,7 +104,7 @@ Refer to the following example summarising the options you have when instantiati
```python title="complex.py"
from great_ai import save_model, GreatAI, parameter, use_model
save_model(4, 'secret-number') #(2)
save_model(4, 'secret-number') #(1)
@GreatAI.create
@parameter('positive_number', validator=lambda n: n > 0)
@ -115,4 +115,4 @@ def add_number(positive_number: int, secret: int) -> int:
assert add_number(1).output == 5
```
2. Refer to [storing models](/how-to-guides/store-models) for specifying where to store your models.
1. Refer to [storing models](/how-to-guides/store-models) for specifying where to store your models.

73
how-to-guides/create-service/index.html
View file

@ -426,6 +426,13 @@
</ul>
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</li>
<li class="md-nav__item">
<a href="#complex-example" class="md-nav__link">
Complex example
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</li>
</ul>
@ -613,6 +620,13 @@
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#complex-example" class="md-nav__link">
Complex example
</a>
</li>
</ul>
@ -679,7 +693,7 @@
<div class="highlight"><span class="filename">greeter_with_model.py</span><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span><span class="p">,</span> <span class="n">use_model</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="nd">@use_model</span><span class="p">(</span><span class="s1">&#39;name_of_my_model&#39;</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="s1">&#39;latest&#39;</span><span class="p">)</span> <span class="c1">#(1)</span>
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="nd">@use_model</span><span class="p">(</span><span class="s1">&#39;name_of_my_model&#39;</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="s1">&#39;latest&#39;</span><span class="p">)</span> <span class="c1">#(1)</span>
<a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="k">def</span> <span class="nf">type_safe_greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">&#39;Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!&#39;</span>
<a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a>
@ -698,34 +712,33 @@
<p class="admonition-title">Note</p>
<p>By default, all parameters that are not affected by an explicit <code>@parameter</code> or <code>@use_model</code> decorator, are automatically decorated with <code>@parameter</code> when <code>GreatAI.create</code> is called.</p>
</div>
<p>```python "greeter_with_validation.py"
from great_ai import GreatAI, use_model</p>
<p>@GreatAI.create
@use_model('name_of_my_model', version='latest')
def type_safe_greeter(your_name: str, model) -&gt; str:
return f'Hi {your_name}!'</p>
<p>assert type_safe_greeter('Andras').output == 'Hi Andras'
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>!!! important
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a> You must call `@parameter` before `GreatAI.create`. Feel free to use `@parameter` in other places of the code base, it works equally well outside of GreatAI services.
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>## Complex example
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a>
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>Refer to the following example summarising the options you have when instantiating a GreatAI service.
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a>
<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a>```python title=&quot;complex.py&quot;
<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a>from great_ai import save_model, GreatAI, parameter, use_model
<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>
<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a>save_model(4, &#39;secret-number&#39;) #(2)
<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a>
<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a>@GreatAI.create
<a id="__codelineno-5-15" name="__codelineno-5-15" href="#__codelineno-5-15"></a>@parameter(&#39;positive_number&#39;, validator=lambda n: n &gt; 0)
<a id="__codelineno-5-16" name="__codelineno-5-16" href="#__codelineno-5-16"></a>@use_model(&#39;secret-number&#39;, version=&#39;latest&#39;, model_kwarg_name=&#39;secret&#39;)
<a id="__codelineno-5-17" name="__codelineno-5-17" href="#__codelineno-5-17"></a>def add_number(positive_number: int, secret: int) -&gt; int:
<a id="__codelineno-5-18" name="__codelineno-5-18" href="#__codelineno-5-18"></a> return positive_number + secret
<a id="__codelineno-5-19" name="__codelineno-5-19" href="#__codelineno-5-19"></a>
<a id="__codelineno-5-20" name="__codelineno-5-20" href="#__codelineno-5-20"></a>assert add_number(1).output == 5
</code></pre></div></p>
<div class="highlight"><span class="filename">greeter_with_validation.py</span><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">GreatAI</span><span class="p">,</span> <span class="n">use_model</span>
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="nd">@use_model</span><span class="p">(</span><span class="s1">&#39;name_of_my_model&#39;</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="s1">&#39;latest&#39;</span><span class="p">)</span>
<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="k">def</span> <span class="nf">type_safe_greeter</span><span class="p">(</span><span class="n">your_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a> <span class="k">return</span> <span class="sa">f</span><span class="s1">&#39;Hi </span><span class="si">{</span><span class="n">your_name</span><span class="si">}</span><span class="s1">!&#39;</span>
<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>
<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a><span class="k">assert</span> <span class="n">type_safe_greeter</span><span class="p">(</span><span class="s1">&#39;Andras&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">output</span> <span class="o">==</span> <span class="s1">&#39;Hi Andras&#39;</span>
</code></pre></div>
<div class="admonition important">
<p class="admonition-title">Important</p>
<p>You must call <code>@parameter</code> before <code>GreatAI.create</code>. Feel free to use <code>@parameter</code> in other places of the code base, it works equally well outside of GreatAI services. </p>
</div>
<h2 id="complex-example">Complex example<a class="headerlink" href="#complex-example" title="Permanent link">#</a></h2>
<p>Refer to the following example summarising the options you have when instantiating a GreatAI service.</p>
<div class="highlight"><span class="filename">complex.py</span><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="kn">from</span> <span class="nn">great_ai</span> <span class="kn">import</span> <span class="n">save_model</span><span class="p">,</span> <span class="n">GreatAI</span><span class="p">,</span> <span class="n">parameter</span><span class="p">,</span> <span class="n">use_model</span>
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="n">save_model</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="s1">&#39;secret-number&#39;</span><span class="p">)</span> <span class="c1">#(1)</span>
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a>
<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a><span class="nd">@GreatAI</span><span class="o">.</span><span class="n">create</span>
<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="nd">@parameter</span><span class="p">(</span><span class="s1">&#39;positive_number&#39;</span><span class="p">,</span> <span class="n">validator</span><span class="o">=</span><span class="k">lambda</span> <span class="n">n</span><span class="p">:</span> <span class="n">n</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span>
<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="nd">@use_model</span><span class="p">(</span><span class="s1">&#39;secret-number&#39;</span><span class="p">,</span> <span class="n">version</span><span class="o">=</span><span class="s1">&#39;latest&#39;</span><span class="p">,</span> <span class="n">model_kwarg_name</span><span class="o">=</span><span class="s1">&#39;secret&#39;</span><span class="p">)</span>
<a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="k">def</span> <span class="nf">add_number</span><span class="p">(</span><span class="n">positive_number</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">secret</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
<a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a> <span class="k">return</span> <span class="n">positive_number</span> <span class="o">+</span> <span class="n">secret</span>
<a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a>
<a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a><span class="k">assert</span> <span class="n">add_number</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">output</span> <span class="o">==</span> <span class="mi">5</span>
</code></pre></div>
<ol>
<li>Refer to <a href="/how-to-guides/store-models">storing models</a> for specifying where to store your models. </li>
</ol>
@ -735,7 +748,7 @@ def type_safe_greeter(your_name: str, model) -&gt; str:
<small>
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<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 10, 2022</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 11, 2022</span>
</small>

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