From aee817759a72c3acbb7d25fcd1750c90a824c91e Mon Sep 17 00:00:00 2001
From: ahmedlone127 <ahmedlone127@gmail.com>
Date: Fri, 1 Sep 2023 14:03:00 +0500
Subject: [PATCH] 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       | 6 +++---
 docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md | 6 +++---
 docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md    | 6 +++---
 .../ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md      | 6 +++---
 docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md   | 6 +++---
 .../ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md     | 6 +++---
 docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md      | 6 +++---
 .../_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md | 6 +++---
 docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md   | 6 +++---
 .../ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md     | 6 +++---
 10 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_base_opt_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_base_opt_en.md
index f99faf717c91..2e2c0379289d 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_base_opt_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md
index 54ef0a2318bf..b1e9bd2928af 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_base_quantized_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md
index 0d653f873d5d..9636314542a1 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_opt_en.md
+++ b/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")
 
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md
index 75437db6e111..ba48ff73b53a 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_base_v2_quantized_en.md
+++ b/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")
 
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md
index 0eb10057abd8..031b7770c7d5 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_opt_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md
index c96f3b45e1a7..2c215ebbea4f 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_large_v2_quantized_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md
index 1e4e5a465a95..46e07a6c68ff 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_small_opt_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md
index 1390bd612bc4..0f923b3450c4 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_small_quantized_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md
index 3278b5279d20..a6dd2c7e680b 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_opt_en.md
+++ b/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))
diff --git a/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md b/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md
index 62165b979f01..7ed43aefe80c 100644
--- a/docs/_posts/ahmedlone127/2023-08-25-e5_small_v2_quantized_en.md
+++ b/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))