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fixed e5 modelhub card code sections #13950

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Sep 1, 2023
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fixed e5 modelhub card code sections #13950

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0bdef00
fixed e5 modelhub card code sections
ahmedlone127 Aug 31, 2023
26aad9e
fixing titles
ahmedlone127 Aug 31, 2023
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6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_base_opt_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Base Sentence Embeddings
title: E5 Base Sentence Embeddings Optimized
author: John Snow Labs
name: e5_base_opt
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_base","en") \
embeddings =E5Embeddings.pretrained("e5_base_opt","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_base","en")
val embeddings = E5Embeddings.pretrained("e5_base_opt","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Base Sentence Embeddings
title: E5 Base Sentence Embeddings Quantized
author: John Snow Labs
name: e5_base_quantized
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_base","en") \
embeddings =E5Embeddings.pretrained("e5_base_quantized","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_base","en")
val embeddings = E5Embeddings.pretrained("e5_base_quantized","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Base v2 Sentence Embeddings
title: E5 Base v2 Sentence Embeddings Optimized
author: John Snow Labs
name: e5_base_v2_opt
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_base_v2","en") \
embeddings =E5Embeddings.pretrained("e5_base_v2_opt","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_base_v2","en")
val embeddings = E5Embeddings.pretrained("e5_base_v2_opt","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")

Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Base v2 Sentence Embeddings
title: E5 Base v2 Sentence Embeddings Quantized
author: John Snow Labs
name: e5_base_v2_quantized
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_base_v2","en") \
embeddings =E5Embeddings.pretrained("e5_base_v2_quantized","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_base_v2","en")
val embeddings = E5Embeddings.pretrained("e5_base_v2_quantized","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")

Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Large V2 Sentence Embeddings
title: E5 Large V2 Sentence Embeddings Optimized
author: John Snow Labs
name: e5_large_v2_opt
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_large_v2","en") \
embeddings =E5Embeddings.pretrained("e5_large_v2_opt","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_large_v2","en")
val embeddings = E5Embeddings.pretrained("e5_large_v2_opt","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md
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Open in desktop
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Large V2 Sentence Embeddings
title: E5 Large V2 Sentence Embeddings Quantized
author: John Snow Labs
name: e5_large_v2_quantized
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_large_v2","en") \
embeddings =E5Embeddings.pretrained("e5_large_v2_quantized","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_large_v2","en")
val embeddings = E5Embeddings.pretrained("e5_large_v2_quantized","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Small Sentence Embeddings
title: E5 Small Sentence Embeddings Optimized
author: John Snow Labs
name: e5_small_opt
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_small","en") \
embeddings =E5Embeddings.pretrained("e5_small_opt","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_small","en")
val embeddings = E5Embeddings.pretrained("e5_small_opt","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Small Sentence Embeddings
title: E5 Small Sentence Embeddings Quantized
author: John Snow Labs
name: e5_small_quantized
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_small","en") \
embeddings =E5Embeddings.pretrained("e5_small_quantized","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_small","en")
val embeddings = E5Embeddings.pretrained("e5_small_quantized","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Small V2 Sentence Embeddings
title: E5 Small V2 Sentence Embeddings Optimized
author: John Snow Labs
name: e5_small_v2_opt
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_small_v2","en") \
embeddings =E5Embeddings.pretrained("e5_small_v2_opt","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_small_v2","en")
val embeddings = E5Embeddings.pretrained("e5_small_v2_opt","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down
6 changes: 3 additions & 3 deletions docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
---
layout: model
title: E5 Small V2 Sentence Embeddings
title: E5 Small V2 Sentence Embeddings Quantized
author: John Snow Labs
name: e5_small_v2_quantized
date: 2023-08-25
Expand Down Expand Up @@ -38,14 +38,14 @@ Text Embeddings by Weakly-Supervised Contrastive Pre-training. Liang Wang, Nan Y
<div class="tabs-box" markdown="1">
{% include programmingLanguageSelectScalaPythonNLU.html %}
```python
embeddings =E5Embeddings.pretrained("e5_small_v2","en") \
embeddings =E5Embeddings.pretrained("e5_small_v2_quantized","en") \
.setInputCols(["documents"]) \
.setOutputCol("instructor")

pipeline = Pipeline().setStages([document_assembler, embeddings])
```
```scala
val embeddings = E5Embeddings.pretrained("e5_small_v2","en")
val embeddings = E5Embeddings.pretrained("e5_small_v2_quantized","en")
.setInputCols(["document"])
.setOutputCol("e5_embeddings")
val pipeline = new Pipeline().setStages(Array(document, embeddings))
Expand Down