fixed e5 modelhub card code sections

JohnSnowLabs · Aug 31, 2023 · 0bdef00 · 0bdef00
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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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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))