2017-10-30 16:09:43 +03:00
|
|
|
|
//- 💫 DOCS > MODELS > COMPARISON
|
|
|
|
|
|
|
|
|
|
|
|
include ../_includes/_mixins
|
|
|
|
|
|
|
|
|
|
|
|
p
|
|
|
|
|
|
| This experimental tool helps you compare spaCy's statistical models
|
|
|
|
|
|
| by features, accuracy and speed. This can be especially useful to get an
|
|
|
|
|
|
| idea of the trade-offs between larger and smaller models of the same
|
|
|
|
|
|
| type. For example, #[code lg] models tend to be more accurate than
|
|
|
|
|
|
| the corresponding #[code sm] versions – but they're often significantly
|
|
|
|
|
|
| larger in file size and memory usage.
|
|
|
|
|
|
|
|
|
|
|
|
- TPL = "compare"
|
|
|
|
|
|
|
|
|
|
|
|
+grid.o-box
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+grid-col("half", "no-gutter")
|
|
|
|
|
|
label.u-heading.u-text-label.u-text-center.u-color-theme(for="model#{i}") Model #{i}
|
|
|
|
|
|
.o-field.o-grid.o-grid--vcenter.u-padding-small
|
|
|
|
|
|
select.o-field__select.u-text-small(id="model#{i}" data-tpl=TPL data-tpl-key="model#{i}")
|
|
|
|
|
|
option(selected="" disabled="" value="") Select model...
|
|
|
|
|
|
for models, _ in MODELS
|
|
|
|
|
|
for model in models
|
|
|
|
|
|
option(value=model)=model
|
|
|
|
|
|
|
2017-10-30 18:16:19 +03:00
|
|
|
|
div(data-tpl=TPL data-tpl-key="error")
|
2017-10-30 16:09:43 +03:00
|
|
|
|
+infobox
|
|
|
|
|
|
| Unable to load model details and accuracy figures from GitHub to
|
|
|
|
|
|
| compare the models. For details of the individual models, see the
|
|
|
|
|
|
| overview of the
|
|
|
|
|
|
| #[+a(gh("spacy-models") + "/releases") latest model releases].
|
|
|
|
|
|
|
2017-11-05 18:06:50 +03:00
|
|
|
|
div(data-tpl=TPL data-tpl-key="result" hidden="")
|
2017-10-30 16:09:43 +03:00
|
|
|
|
+chart("compare_accuracy", 350)
|
|
|
|
|
|
|
2017-10-30 18:16:19 +03:00
|
|
|
|
+aside-code("Download", "text")
|
2017-10-30 16:09:43 +03:00
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
span(data-tpl=TPL data-tpl-key="download#{i}")
|
|
|
|
|
|
|
|
|
|
|
|
+table.o-block-small(data-tpl=TPL data-tpl-key="table")
|
|
|
|
|
|
+row("head")
|
|
|
|
|
|
+head-cell
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+head-cell(style="width: 40%")
|
|
|
|
|
|
a(data-tpl=TPL data-tpl-key="link#{i}")
|
|
|
|
|
|
code(data-tpl=TPL data-tpl-key="table-head#{i}" style="text-transform: initial; font-weight: normal")
|
|
|
|
|
|
|
|
|
|
|
|
for label, id in {lang: "Language", type: "Type", genre: "Genre"}
|
|
|
|
|
|
+row
|
|
|
|
|
|
+cell #[+label=label]
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+cell(data-tpl=TPL data-tpl-key="#{id}#{i}") n/a
|
|
|
|
|
|
|
|
|
|
|
|
for label in ["Version", "Size", "Pipeline", "Vectors", "Sources", "Author", "License"]
|
|
|
|
|
|
- var field = label.toLowerCase()
|
2017-11-02 22:04:13 +03:00
|
|
|
|
if field == "vectors"
|
|
|
|
|
|
- field = "vecs"
|
2017-10-30 16:09:43 +03:00
|
|
|
|
+row
|
|
|
|
|
|
+cell.u-nowrap
|
|
|
|
|
|
+label=label
|
|
|
|
|
|
if MODEL_META[field]
|
|
|
|
|
|
| #[+help(MODEL_META[field]).u-color-subtle]
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+cell
|
|
|
|
|
|
span(data-tpl=TPL data-tpl-key=field + i) #[em n/a]
|
|
|
|
|
|
|
|
|
|
|
|
+row
|
|
|
|
|
|
+cell #[+label Description]
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+cell.u-text-tiny(data-tpl=TPL data-tpl-key="desc#{i}") n/a
|
|
|
|
|
|
|
|
|
|
|
|
for benchmark, _ in MODEL_BENCHMARKS
|
|
|
|
|
|
- var counter = 0
|
|
|
|
|
|
for label, field in benchmark
|
|
|
|
|
|
+row((counter == 0) ? "divider" : null)
|
|
|
|
|
|
+cell.u-nowrap
|
|
|
|
|
|
+label=label
|
|
|
|
|
|
if MODEL_META[field]
|
|
|
|
|
|
| #[+help(MODEL_META[field]).u-color-subtle]
|
|
|
|
|
|
for i in [1, 2]
|
|
|
|
|
|
+cell
|
|
|
|
|
|
span(data-tpl=TPL data-tpl-key=field + i) n/a
|
|
|
|
|
|
- counter++
|
