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daslu committed Mar 10, 2024
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152 changes: 76 additions & 76 deletions docs/automl.html
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126 changes: 63 additions & 63 deletions docs/automl.qmd
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html:
toc: true
toc-depth: 4
theme: [spacelab, notebooks/custom.scss]
theme: [cosmo, notebooks/custom.scss]
output-file: automl.html
code-block-background: true
include-in-header: {text: '<link rel = "icon" href = "data:," />'}
Expand Down Expand Up @@ -159,7 +159,7 @@ my-pipeline

::: {.printedClojure}
```clojure
#function[scicloj.metamorph.core/pipeline/local-pipeline--49843]
#function[scicloj.metamorph.core/pipeline/local-pipeline--38417]

```
:::
Expand Down Expand Up @@ -200,30 +200,30 @@ ctx-after-train
| :sex | :pclass | :embarked | :survived |
|-----:|--------:|----------:|----------:|
| 0.0 | 3.0 | 2.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 1.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| 0.0 | 3.0 | 2.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 1.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| ... | ... | ... | ... |
| 0.0 | 1.0 | 2.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 1.0 | 0.0 | 0.0 |
| 1.0 | 1.0 | 2.0 | 1.0 |
| 0.0 | 1.0 | 2.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| 0.0 | 1.0 | 2.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 0.0 |
| ... | ... | ... | ... |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 2.0 | 0.0 | 1.0 |
| 1.0 | 3.0 | 1.0 | 1.0 |
| 1.0 | 1.0 | 0.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
| 1.0 | 1.0 | 0.0 | 1.0 |
| 0.0 | 1.0 | 0.0 | 1.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :fit</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "42699d65-7dff-4d09-b410-9c696e8d33cf" {:model-data {:majority-class 0.0, :distinct-labels (1.0 0.0)}, :options {:model-type :metamorph.ml/dummy-classifier}, :id #uuid "c2bb2161-03fd-4ccb-a026-0bf51c14b192", :feature-columns [:sex :pclass :embarked], :target-columns [:survived], :target-categorical-maps {:survived #tech.v3.dataset.categorical.CategoricalMap{:lookup-table {0 0, 1 1}, :src-column :survived, :result-datatype :float64}}, :scicloj.metamorph.ml/unsupervised? nil}</code></pre></div></div><p>}</p></div>
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :fit</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "63607df9-b95c-45e9-b110-e3fd044256d1" {:model-data {:majority-class 0.0, :distinct-labels (1.0 0.0)}, :options {:model-type :metamorph.ml/dummy-classifier}, :id #uuid "737849a9-7d48-4c13-b152-5b961b0b1eb7", :feature-columns [:sex :pclass :embarked], :target-columns [:survived], :target-categorical-maps {:survived #tech.v3.dataset.categorical.CategoricalMap{:lookup-table {0 0, 1 1}, :src-column :survived, :result-datatype :float64}}, :scicloj.metamorph.ml/unsupervised? nil}</code></pre></div></div><p>}</p></div>
```


Expand All @@ -240,7 +240,7 @@ ctx-after-train
```clojure
(:metamorph/data
:metamorph/mode
#uuid "42699d65-7dff-4d09-b410-9c696e8d33cf")
#uuid "63607df9-b95c-45e9-b110-e3fd044256d1")

```
:::
Expand All @@ -263,33 +263,33 @@ This context map has the "data", the "mode" and an UUID for each operation (we h
| :sex | :pclass | :embarked | :survived |
|-----:|--------:|----------:|----------:|
| 0.0 | 3.0 | 2.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 1.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| 0.0 | 3.0 | 2.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 1.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| ... | ... | ... | ... |
| 0.0 | 1.0 | 2.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 1.0 | 0.0 | 0.0 |
| 1.0 | 1.0 | 2.0 | 1.0 |
| 0.0 | 1.0 | 2.0 | 0.0 |
| 1.0 | 2.0 | 0.0 | 1.0 |
| 0.0 | 1.0 | 2.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 0.0 |
| ... | ... | ... | ... |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 2.0 | 0.0 | 1.0 |
| 1.0 | 3.0 | 1.0 | 1.0 |
| 1.0 | 1.0 | 0.0 | 1.0 |
| 0.0 | 2.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 0.0 | 3.0 | 0.0 | 0.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
| 1.0 | 1.0 | 0.0 | 1.0 |
| 0.0 | 1.0 | 0.0 | 1.0 |
| 1.0 | 3.0 | 0.0 | 1.0 |
"></span><div><pre><code class="sourceCode language-clojure printed-clojure">:fit
</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">{:model-data {:majority-class 0.0, :distinct-labels (1.0 0.0)},
:options {:model-type :metamorph.ml/dummy-classifier},
:id #uuid "c2bb2161-03fd-4ccb-a026-0bf51c14b192",
:id #uuid "737849a9-7d48-4c13-b152-5b961b0b1eb7",
:feature-columns [:sex :pclass :embarked],
:target-columns [:survived],
:target-categorical-maps
Expand Down Expand Up @@ -357,62 +357,62 @@ ctx-after-predict
| 0.0 |
| 0.0 |
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :transform</code></pre></div><table><tr><td valign="top"><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "42699d65-7dff-4d09-b410-9c696e8d33cf"
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :transform</code></pre></div><table><tr><td valign="top"><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "63607df9-b95c-45e9-b110-e3fd044256d1"
</code></pre></div></td><td><div style="margin-left:10px;"><div><p>{</p><div style="margin-left:10%;width:110%;"><div><pre><code class="sourceCode language-clojure printed-clojure">:feature-columns [:sex :pclass :embarked]</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">:target-categorical-maps {:survived #tech.v3.dataset.categorical.CategoricalMap{:lookup-table {0 0, 1 1}, :src-column :survived, :result-datatype :float64}}</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">:target-columns [:survived]</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">:scicloj.metamorph.ml/unsupervised? nil</code></pre></div><table><tr><td valign="top"><div><pre><code class="sourceCode language-clojure printed-clojure">:scicloj.metamorph.ml/feature-ds
</code></pre></div></td><td><div style="margin-left:10px;"><span data-qmd="Group: 0 [178 3]:
| :sex | :pclass | :embarked |
|-----:|--------:|----------:|
| 0.0 | 3.0 | 1.0 |
| 0.0 | 2.0 | 0.0 |
| 0.0 | 1.0 | 0.0 |
| 1.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 1.0 | 2.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 1.0 | 1.0 | 2.0 |
| 1.0 | 3.0 | 0.0 |
| 1.0 | 1.0 | 1.0 |
| 0.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 0.0 | 2.0 | 0.0 |
| 0.0 | 3.0 | 1.0 |
| 0.0 | 3.0 | 0.0 |
| ... | ... | ... |
| 0.0 | 2.0 | 0.0 |
| 1.0 | 1.0 | 0.0 |
| 0.0 | 1.0 | 2.0 |
| 0.0 | 3.0 | 0.0 |
| 1.0 | 3.0 | 1.0 |
| 0.0 | 1.0 | 0.0 |
| 1.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 2.0 |
| 0.0 | 2.0 | 0.0 |
| 0.0 | 1.0 | 0.0 |
| 1.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 1.0 | 2.0 | 0.0 |
| 0.0 | 1.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 0.0 |
| 0.0 | 3.0 | 1.0 |
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:model-data {:majority-class 0.0, :distinct-labels (1.0 0.0)}</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">:id #uuid "c2bb2161-03fd-4ccb-a026-0bf51c14b192"</code></pre></div><table><tr><td valign="top"><div><pre><code class="sourceCode language-clojure printed-clojure">:scicloj.metamorph.ml/target-ds
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:model-data {:majority-class 0.0, :distinct-labels (1.0 0.0)}</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">:id #uuid "737849a9-7d48-4c13-b152-5b961b0b1eb7"</code></pre></div><table><tr><td valign="top"><div><pre><code class="sourceCode language-clojure printed-clojure">:scicloj.metamorph.ml/target-ds
</code></pre></div></td><td><div style="margin-left:10px;"><span data-qmd="Group: 0 [178 1]:
| :survived |
|----------:|
| 0.0 |
| 1.0 |
| 0.0 |
| 1.0 |
| 0.0 |
| 0.0 |
| 0.0 |
| 0.0 |
| 1.0 |
| 0.0 |
| ... |
| 1.0 |
| 1.0 |
| 0.0 |
| 1.0 |
| ... |
| 0.0 |
| 0.0 |
| 0.0 |
| 0.0 |
| 1.0 |
| 0.0 |
| 0.0 |
| 0.0 |
| 1.0 |
| 0.0 |
| 0.0 |
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:options {:model-type :metamorph.ml/dummy-classifier}</code></pre></div></div><p>}</p></div></div></td></tr></table></div><p>}</p></div>
```
Expand Down Expand Up @@ -521,7 +521,7 @@ train-ctx
| 0.0 | 1.0 | 2.0 | 1.0 |
| 0.0 | 3.0 | 1.0 | 0.0 |
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :fit</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "6402892d-bc23-41c1-ab97-c6649bef468c" {:model-data {:majority-class 1, :distinct-labels (0.0 1.0)}, :options {:model-type :metamorph.ml/dummy-classifier}, :id #uuid "58cc17ac-d268-45b6-94fa-8117400ae1ac", :feature-columns [:sex :pclass :embarked], :target-columns [:survived], :target-categorical-maps {:survived #tech.v3.dataset.categorical.CategoricalMap{:lookup-table {0 0, 1 1}, :src-column :survived, :result-datatype :float64}}, :scicloj.metamorph.ml/unsupervised? nil}</code></pre></div></div><p>}</p></div>
"></span></div></td></tr></table><div><pre><code class="sourceCode language-clojure printed-clojure">:metamorph/mode :fit</code></pre></div><div><pre><code class="sourceCode language-clojure printed-clojure">#uuid "6aa1b06f-727e-4c03-89d0-46ba2a7fbb01" {:model-data {:majority-class 1, :distinct-labels (0.0 1.0)}, :options {:model-type :metamorph.ml/dummy-classifier}, :id #uuid "1cb63dff-ede8-4573-82c0-c2ef0f69a059", :feature-columns [:sex :pclass :embarked], :target-columns [:survived], :target-categorical-maps {:survived #tech.v3.dataset.categorical.CategoricalMap{:lookup-table {0 0, 1 1}, :src-column :survived, :result-datatype :float64}}, :scicloj.metamorph.ml/unsupervised? nil}</code></pre></div></div><p>}</p></div>
```


Expand Down Expand Up @@ -650,7 +650,7 @@ and can be used to make a pipeline

::: {.printedClojure}
```clojure
#function[scicloj.metamorph.core/pipeline/local-pipeline--49843]
#function[scicloj.metamorph.core/pipeline/local-pipeline--38417]

```
:::
Expand Down Expand Up @@ -679,7 +679,7 @@ Pipeline as data is as well supported

::: {.printedClojure}
```clojure
#function[scicloj.metamorph.core/pipeline/local-pipeline--49843]
#function[scicloj.metamorph.core/pipeline/local-pipeline--38417]

```
:::
Expand Down Expand Up @@ -929,14 +929,14 @@ _unnamed [30 3]:
|--------------------------|---------------:|---------------------------------------------------------|
| [:sex :pclass :embarked] | 0.81107726 | {:model-type :smile.classification/ada-boost} |
| [:sex :embarked] | 0.78633276 | {:model-type :smile.classification/ada-boost} |
| [:sex] | 0.78633276 | {:model-type :smile.classification/ada-boost} |
| [:sex :pclass] | 0.78633276 | {:model-type :smile.classification/logistic-regression} |
| [:sex :embarked] | 0.78633276 | {:model-type :smile.classification/logistic-regression} |
| [:sex] | 0.78633276 | {:model-type :smile.classification/logistic-regression} |
| [:sex :pclass :embarked] | 0.78411096 | {:model-type :smile.classification/random-forest} |
| [:sex :pclass] | 0.78408557 | {:model-type :smile.classification/random-forest} |
| [:sex :pclass :embarked] | 0.77507776 | {:model-type :smile.classification/logistic-regression} |
| [:sex :pclass] | 0.77397321 | {:model-type :smile.classification/ada-boost} |
| [:sex :pclass] | 0.74138894 | {:model-type :smile.classification/decision-tree} |
| [:sex] | 0.78633276 | {:model-type :smile.classification/random-forest} |
| [:sex :pclass] | 0.78521551 | {:model-type :smile.classification/random-forest} |
| [:sex :pclass :embarked] | 0.77849299 | {:model-type :smile.classification/random-forest} |
| [:sex :pclass] | 0.77734400 | {:model-type :smile.classification/ada-boost} |
| ... | ... | ... |
| [:pclass :embarked] | 0.63783406 | {:model-type :smile.classification/random-forest} |
| [:embarked] | 0.63780232 | {:model-type :smile.classification/logistic-regression} |
Expand All @@ -947,8 +947,8 @@ _unnamed [30 3]:
| [:sex :embarked] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |
| [:embarked] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |
| [:pclass :embarked] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |
| [:sex :pclass :embarked] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |
| [:sex] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |
| [:sex :pclass :embarked] | 0.38243509 | {:model-type :metamorph.ml/dummy-classifier} |



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2 changes: 1 addition & 1 deletion docs/index.qmd
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Expand Up @@ -4,7 +4,7 @@ format:
html:
toc: true
toc-depth: 4
theme: [spacelab, notebooks/custom.scss]
theme: [cosmo, notebooks/custom.scss]
output-file: index.html
code-block-background: true
include-in-header: {text: '<link rel = "icon" href = "data:," />'}
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