fixed e5 modelhub card code sections (#13950)

* fixed e5 modelhub card code sections

* fixing titles

docs/_posts/ahmedlone127/2023-08-25-e5_base_opt_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md

@@ -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
@@ -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")
 

docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md

@@ -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
@@ -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")
 

docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md

@@ -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
@@ -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))

docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md

@@ -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
@@ -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))