From 72b9ab7d41729240535572f1e286c5edadf6f932 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Fri, 27 Oct 2023 21:26:46 +0200
Subject: [PATCH 01/12] Create readme.md

---
 examples/langchain-docscanner/readme.md | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 examples/langchain-docscanner/readme.md

diff --git a/examples/langchain-docscanner/readme.md b/examples/langchain-docscanner/readme.md
new file mode 100644
index 00000000..8b137891
--- /dev/null
+++ b/examples/langchain-docscanner/readme.md
@@ -0,0 +1 @@
+

From 2a32abe01bfbea1963a9417171361ae44d889999 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Fri, 27 Oct 2023 21:27:38 +0200
Subject: [PATCH 02/12] Update readme.md

---
 examples/langchain-docscanner/readme.md | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/examples/langchain-docscanner/readme.md b/examples/langchain-docscanner/readme.md
index 8b137891..bdf1af3c 100644
--- a/examples/langchain-docscanner/readme.md
+++ b/examples/langchain-docscanner/readme.md
@@ -1 +1,21 @@
+# LangChain
 
+This example is a basic "hello world" of using LangChain with Ollama.
+
+## Setup
+
+```
+pip install -r requirements.txt
+```
+
+## Run
+
+```
+python main.py
+```
+
+Running this example will open a web server with port 7860:
+
+```
+
+```

From ce864163cd09fae880385e107459303992c3294a Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Fri, 27 Oct 2023 21:36:13 +0200
Subject: [PATCH 03/12] Added files

---
 examples/langchain-docscanner/main.py         | 62 +++++++++++++++++++
 .../langchain-docscanner/requirements.txt     | 10 +++
 2 files changed, 72 insertions(+)
 create mode 100644 examples/langchain-docscanner/main.py
 create mode 100644 examples/langchain-docscanner/requirements.txt

diff --git a/examples/langchain-docscanner/main.py b/examples/langchain-docscanner/main.py
new file mode 100644
index 00000000..6cb152cc
--- /dev/null
+++ b/examples/langchain-docscanner/main.py
@@ -0,0 +1,62 @@
+import gradio as gr
+
+import sys
+import os
+from collections.abc import Iterable
+
+from langchain.document_loaders import PyPDFLoader
+from langchain.document_loaders import Docx2txtLoader
+from langchain.document_loaders import TextLoader
+from langchain.document_loaders import UnstructuredHTMLLoader
+
+from langchain.text_splitter import RecursiveCharacterTextSplitter
+from langchain.text_splitter import CharacterTextSplitter
+
+from langchain.chains import RetrievalQA
+from langchain.llms import Ollama
+
+ollama = Ollama(base_url='http://localhost:11434',
+#model="codellama")
+#model="starcoder")
+model="llama2")
+
+docsUrl = "/home/user/dev/docs"
+
+documents = []
+for file in os.listdir(docsUrl):
+
+    if file.endswith(".pdf"):
+        pdf_path = docsUrl + "/" + file
+        loader = PyPDFLoader(pdf_path)
+        documents.extend(loader.load())
+    elif file.endswith('.docx') or file.endswith('.doc'):
+        doc_path = docsUrl + "/" + file
+        loader = Docx2txtLoader(doc_path)
+        documents.extend(loader.load())
+    elif file.endswith('.txt') or file.endswith('.kt') or file.endswith('.json'):
+        text_path = docsUrl + "/" + file
+        loader = TextLoader(text_path)
+        documents.extend(loader.load())
+    elif file.endswith('.html') or file.endswith('.htm'):
+        text_path = docsUrl + "/" + file
+        loader = UnstructuredHTMLLoader(text_path)
+        documents.extend(loader.load())
+
+text_splitter = CharacterTextSplitter(chunk_size=3500, chunk_overlap=20)
+all_splits = text_splitter.split_documents(documents)
+
+from langchain.embeddings import GPT4AllEmbeddings
+from langchain.vectorstores import Chroma
+vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings())
+
+def greet(question):
+    docs = vectorstore.similarity_search(question)
+    len(docs)
+    qachain=RetrievalQA.from_chain_type(ollama, retriever=vectorstore.as_retriever())
+    reply=qachain({"query": question})
+    return reply
+
+demo = gr.Interface(fn=greet, inputs="text", outputs="text")
+
+if __name__ == "__main__":
+    demo.launch(server_name="0.0.0.0", server_port=7860)
diff --git a/examples/langchain-docscanner/requirements.txt b/examples/langchain-docscanner/requirements.txt
new file mode 100644
index 00000000..90301028
--- /dev/null
+++ b/examples/langchain-docscanner/requirements.txt
@@ -0,0 +1,10 @@
+langchain
+pypdf
+chromadb
+tiktoken
+docx2txt
+unstructured
+gradio
+pillow
+matplotlib==1.5
+Numpy==1.23.5

From d46dedbbfaabb624128c08cd9ea5ee4bbc3b1a3e Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Sat, 28 Oct 2023 08:59:30 +0200
Subject: [PATCH 04/12] Update main.py with gradio.chatinterface

---
 examples/langchain-docscanner/main.py | 27 +++++++++++++++++++++------
 1 file changed, 21 insertions(+), 6 deletions(-)

diff --git a/examples/langchain-docscanner/main.py b/examples/langchain-docscanner/main.py
index 6cb152cc..919233ae 100644
--- a/examples/langchain-docscanner/main.py
+++ b/examples/langchain-docscanner/main.py
@@ -29,34 +29,49 @@ for file in os.listdir(docsUrl):
         pdf_path = docsUrl + "/" + file
         loader = PyPDFLoader(pdf_path)
         documents.extend(loader.load())
+        print("Found " + pdf_path)
     elif file.endswith('.docx') or file.endswith('.doc'):
         doc_path = docsUrl + "/" + file
         loader = Docx2txtLoader(doc_path)
         documents.extend(loader.load())
+        print("Found " + doc_path)
     elif file.endswith('.txt') or file.endswith('.kt') or file.endswith('.json'):
         text_path = docsUrl + "/" + file
         loader = TextLoader(text_path)
         documents.extend(loader.load())
+        print("Found " + text_path)        
     elif file.endswith('.html') or file.endswith('.htm'):
-        text_path = docsUrl + "/" + file
-        loader = UnstructuredHTMLLoader(text_path)
+        htm_path = docsUrl + "/" + file
+        loader = UnstructuredHTMLLoader(htm_path)
         documents.extend(loader.load())
+        print("Found " + htm_path)        
 
-text_splitter = CharacterTextSplitter(chunk_size=3500, chunk_overlap=20)
+
+text_splitter = CharacterTextSplitter(chunk_size=2000, chunk_overlap=20)
 all_splits = text_splitter.split_documents(documents)
 
 from langchain.embeddings import GPT4AllEmbeddings
 from langchain.vectorstores import Chroma
 vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings())
 
-def greet(question):
+
+
+
+
+
+def AI_response(question, history):
     docs = vectorstore.similarity_search(question)
     len(docs)
     qachain=RetrievalQA.from_chain_type(ollama, retriever=vectorstore.as_retriever())
-    reply=qachain({"query": question})
+    #reply=qachain()    
+    #reply=str(qachain({"query": question}))
+    reply=str(qachain.run(question))
     return reply
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
+
+
+demo = gr.ChatInterface(AI_response, title="Put your files in folder" + docsUrl)
 
 if __name__ == "__main__":
     demo.launch(server_name="0.0.0.0", server_port=7860)
+

From 03bd4ed1d3056c722f2f0ff835934415ebd29c61 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Sat, 28 Oct 2023 09:00:22 +0200
Subject: [PATCH 05/12] Simple chatbot interface for ollama

---
 examples/langchain-docscanner/askGradio.py | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)
 create mode 100644 examples/langchain-docscanner/askGradio.py

diff --git a/examples/langchain-docscanner/askGradio.py b/examples/langchain-docscanner/askGradio.py
new file mode 100644
index 00000000..f0c1d7ad
--- /dev/null
+++ b/examples/langchain-docscanner/askGradio.py
@@ -0,0 +1,19 @@
+import random
+import gradio as gr
+from langchain.llms import Ollama
+
+ollama = Ollama(base_url='http://localhost:11434', model="llama2")
+
+
+
+
+def random_response(message, history):
+    return ollama(message)
+
+demo = gr.ChatInterface(random_response, title="Echo Bot")
+
+if __name__ == "__main__":
+    demo.launch()
+
+
+

From ab5e7a422a47b24a0dfcd4f7a96eb5e5b4ab03fe Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Sat, 28 Oct 2023 09:26:49 +0200
Subject: [PATCH 06/12] Update requirements.txt

---
 .../langchain-docscanner/requirements.txt     | 20 +++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/examples/langchain-docscanner/requirements.txt b/examples/langchain-docscanner/requirements.txt
index 90301028..37ee5e02 100644
--- a/examples/langchain-docscanner/requirements.txt
+++ b/examples/langchain-docscanner/requirements.txt
@@ -1,10 +1,10 @@
-langchain
-pypdf
-chromadb
-tiktoken
-docx2txt
-unstructured
-gradio
-pillow
-matplotlib==1.5
-Numpy==1.23.5
+langchain==0.0.313
+pypdf==3.16.4
+chromadb==0.4.14
+tiktoken==0.5.1
+docx2txt==0.8
+unstructured==0.10.25
+gradio==3.50.2
+Pillow==10.1.0
+matplotlib==3.8.0
+numpy==1.23.5

From 9eaa775849643c063b2f8a6fef91419287544b85 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Sat, 28 Oct 2023 23:47:18 +0200
Subject: [PATCH 07/12] Update main.py

---
 examples/langchain-docscanner/main.py | 31 +++++++++++++++++----------
 1 file changed, 20 insertions(+), 11 deletions(-)

diff --git a/examples/langchain-docscanner/main.py b/examples/langchain-docscanner/main.py
index 919233ae..597464ba 100644
--- a/examples/langchain-docscanner/main.py
+++ b/examples/langchain-docscanner/main.py
@@ -4,17 +4,20 @@ import sys
 import os
 from collections.abc import Iterable
 
-from langchain.document_loaders import PyPDFLoader
-from langchain.document_loaders import Docx2txtLoader
-from langchain.document_loaders import TextLoader
-from langchain.document_loaders import UnstructuredHTMLLoader
+from langchain.document_loaders import PyPDFLoader, Docx2txtLoader, TextLoader, UnstructuredHTMLLoader
 
-from langchain.text_splitter import RecursiveCharacterTextSplitter
-from langchain.text_splitter import CharacterTextSplitter
+from langchain.text_splitter import RecursiveCharacterTextSplitter, CharacterTextSplitter
 
 from langchain.chains import RetrievalQA
+
 from langchain.llms import Ollama
 
+from langchain.vectorstores import FAISS, Chroma
+
+from langchain.embeddings import GPT4AllEmbeddings, CacheBackedEmbeddings
+
+from langchain.storage import LocalFileStore#, RedisStore, UpstashRedisStore, InMemoryStore
+
 ollama = Ollama(base_url='http://localhost:11434',
 #model="codellama")
 #model="starcoder")
@@ -47,16 +50,22 @@ for file in os.listdir(docsUrl):
         print("Found " + htm_path)        
 
 
-text_splitter = CharacterTextSplitter(chunk_size=2000, chunk_overlap=20)
+text_splitter = CharacterTextSplitter(chunk_size=32, chunk_overlap=32)
 all_splits = text_splitter.split_documents(documents)
 
-from langchain.embeddings import GPT4AllEmbeddings
-from langchain.vectorstores import Chroma
-vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings())
-
+
+
+#fs = LocalFileStore("/home/gabriele/dev/cache/")
+
+#underlying_embeddings = GPT4AllEmbeddings()
+#cached_embedder = CacheBackedEmbeddings.from_bytes_store(
+#    underlying_embeddings, fs, namespace=underlying_embeddings.model
+#)
 
 
 
+vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings(embeddings_chunk_size=1000))
+#vectorstore = FAISS.from_documents(documents=all_splits, embedding=cached_embedder)
 
 
 def AI_response(question, history):

From 358960a3c4252a352f2d89f041c3233a22811919 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Sun, 29 Oct 2023 10:12:57 +0100
Subject: [PATCH 08/12] Update main.py

Faster thanks to embeddings_chunk_size=1000

From 11740c30d7ffcd41003a80e983e7affe18ee5d47 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Mon, 30 Oct 2023 22:40:14 +0100
Subject: [PATCH 09/12] fix gradio and folder name

---
 examples/langchain-docscanner/main.py         | 86 -------------------
 .../askGradio.py                              |  0
 .../langchain-python-langchain-webui/main.py  | 80 +++++++++++++++++
 .../readme.md                                 |  0
 .../requirements.txt                          |  0
 5 files changed, 80 insertions(+), 86 deletions(-)
 delete mode 100644 examples/langchain-docscanner/main.py
 rename examples/{langchain-docscanner => langchain-python-langchain-webui}/askGradio.py (100%)
 create mode 100644 examples/langchain-python-langchain-webui/main.py
 rename examples/{langchain-docscanner => langchain-python-langchain-webui}/readme.md (100%)
 rename examples/{langchain-docscanner => langchain-python-langchain-webui}/requirements.txt (100%)

diff --git a/examples/langchain-docscanner/main.py b/examples/langchain-docscanner/main.py
deleted file mode 100644
index 597464ba..00000000
--- a/examples/langchain-docscanner/main.py
+++ /dev/null
@@ -1,86 +0,0 @@
-import gradio as gr
-
-import sys
-import os
-from collections.abc import Iterable
-
-from langchain.document_loaders import PyPDFLoader, Docx2txtLoader, TextLoader, UnstructuredHTMLLoader
-
-from langchain.text_splitter import RecursiveCharacterTextSplitter, CharacterTextSplitter
-
-from langchain.chains import RetrievalQA
-
-from langchain.llms import Ollama
-
-from langchain.vectorstores import FAISS, Chroma
-
-from langchain.embeddings import GPT4AllEmbeddings, CacheBackedEmbeddings
-
-from langchain.storage import LocalFileStore#, RedisStore, UpstashRedisStore, InMemoryStore
-
-ollama = Ollama(base_url='http://localhost:11434',
-#model="codellama")
-#model="starcoder")
-model="llama2")
-
-docsUrl = "/home/user/dev/docs"
-
-documents = []
-for file in os.listdir(docsUrl):
-
-    if file.endswith(".pdf"):
-        pdf_path = docsUrl + "/" + file
-        loader = PyPDFLoader(pdf_path)
-        documents.extend(loader.load())
-        print("Found " + pdf_path)
-    elif file.endswith('.docx') or file.endswith('.doc'):
-        doc_path = docsUrl + "/" + file
-        loader = Docx2txtLoader(doc_path)
-        documents.extend(loader.load())
-        print("Found " + doc_path)
-    elif file.endswith('.txt') or file.endswith('.kt') or file.endswith('.json'):
-        text_path = docsUrl + "/" + file
-        loader = TextLoader(text_path)
-        documents.extend(loader.load())
-        print("Found " + text_path)        
-    elif file.endswith('.html') or file.endswith('.htm'):
-        htm_path = docsUrl + "/" + file
-        loader = UnstructuredHTMLLoader(htm_path)
-        documents.extend(loader.load())
-        print("Found " + htm_path)        
-
-
-text_splitter = CharacterTextSplitter(chunk_size=32, chunk_overlap=32)
-all_splits = text_splitter.split_documents(documents)
-
-
-
-#fs = LocalFileStore("/home/gabriele/dev/cache/")
-
-#underlying_embeddings = GPT4AllEmbeddings()
-#cached_embedder = CacheBackedEmbeddings.from_bytes_store(
-#    underlying_embeddings, fs, namespace=underlying_embeddings.model
-#)
-
-
-
-vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings(embeddings_chunk_size=1000))
-#vectorstore = FAISS.from_documents(documents=all_splits, embedding=cached_embedder)
-
-
-def AI_response(question, history):
-    docs = vectorstore.similarity_search(question)
-    len(docs)
-    qachain=RetrievalQA.from_chain_type(ollama, retriever=vectorstore.as_retriever())
-    #reply=qachain()    
-    #reply=str(qachain({"query": question}))
-    reply=str(qachain.run(question))
-    return reply
-
-
-
-demo = gr.ChatInterface(AI_response, title="Put your files in folder" + docsUrl)
-
-if __name__ == "__main__":
-    demo.launch(server_name="0.0.0.0", server_port=7860)
-
diff --git a/examples/langchain-docscanner/askGradio.py b/examples/langchain-python-langchain-webui/askGradio.py
similarity index 100%
rename from examples/langchain-docscanner/askGradio.py
rename to examples/langchain-python-langchain-webui/askGradio.py
diff --git a/examples/langchain-python-langchain-webui/main.py b/examples/langchain-python-langchain-webui/main.py
new file mode 100644
index 00000000..ce6dd812
--- /dev/null
+++ b/examples/langchain-python-langchain-webui/main.py
@@ -0,0 +1,80 @@
+#! /usr/bin/python3.10
+
+import gradio as gr
+import sys
+import os
+import subprocess
+from collections.abc import Iterable
+from langchain.document_loaders import PyPDFLoader, Docx2txtLoader, TextLoader, UnstructuredHTMLLoader
+from langchain.text_splitter import RecursiveCharacterTextSplitter, CharacterTextSplitter
+from langchain.chains import RetrievalQA
+from langchain.llms import Ollama
+from langchain.vectorstores import FAISS, Chroma
+from langchain.embeddings import GPT4AllEmbeddings, CacheBackedEmbeddings
+from langchain.storage import LocalFileStore#, RedisStore, UpstashRedisStore, InMemoryStore
+
+docsUrl = "/home/user/dev/docs"
+ollamaModel="llama2"
+
+def get_ollama_names():
+    output = subprocess.check_output(["ollama", "list"])
+    lines = output.decode("utf-8").splitlines()
+    names = {}
+    for line in lines[1:]:
+        name = line.split()[0].split(':')[0]
+        names[name] = name
+    return names
+
+names = get_ollama_names()
+
+def greet(name):
+    global ollamaModel
+    ollamaModel=name
+    return f"{name}"
+
+dropdown = gr.Dropdown(label="Models available", choices=names, value="llama2")
+textbox = gr.Textbox(label="You chose")
+
+def AI_response(question, history):
+    ollama = Ollama(base_url='http://localhost:11434', model=ollamaModel)
+    print(ollamaModel)
+    documents = []
+    for file in os.listdir(docsUrl):
+        if file.endswith(".pdf"):
+            pdf_path = docsUrl + "/" + file
+            loader = PyPDFLoader(pdf_path)
+            documents.extend(loader.load())
+            print("Found " + pdf_path)
+        elif file.endswith('.docx') or file.endswith('.doc'):
+            doc_path = docsUrl + "/" + file
+            loader = Docx2txtLoader(doc_path)
+            documents.extend(loader.load())
+            print("Found " + doc_path)
+        elif file.endswith('.txt') or file.endswith('.kt') or file.endswith('.json'):
+            text_path = docsUrl + "/" + file
+            loader = TextLoader(text_path)
+            documents.extend(loader.load())
+            print("Found " + text_path)        
+        elif file.endswith('.html') or file.endswith('.htm'):
+            htm_path = docsUrl + "/" + file
+            loader = UnstructuredHTMLLoader(htm_path)
+            documents.extend(loader.load())
+            print("Found " + htm_path)        
+
+    text_splitter = CharacterTextSplitter(chunk_size=32, chunk_overlap=32)
+    all_splits = text_splitter.split_documents(documents)
+    vectorstore = Chroma.from_documents(documents=all_splits, embedding=GPT4AllEmbeddings(embeddings_chunk_size=1000))
+    docs = vectorstore.similarity_search(question)
+    len(docs)
+    qachain=RetrievalQA.from_chain_type(ollama, retriever=vectorstore.as_retriever())
+    reply=str(qachain.run(question))
+    return reply
+
+
+
+with gr.Blocks() as demo:
+    interface = gr.Interface(fn=greet, inputs=[dropdown], outputs=[textbox], title="Choose a LLM model")
+    chat = gr.ChatInterface(AI_response, title="Put your files in folder " + docsUrl)
+
+demo.launch()
+
diff --git a/examples/langchain-docscanner/readme.md b/examples/langchain-python-langchain-webui/readme.md
similarity index 100%
rename from examples/langchain-docscanner/readme.md
rename to examples/langchain-python-langchain-webui/readme.md
diff --git a/examples/langchain-docscanner/requirements.txt b/examples/langchain-python-langchain-webui/requirements.txt
similarity index 100%
rename from examples/langchain-docscanner/requirements.txt
rename to examples/langchain-python-langchain-webui/requirements.txt

From c63e716645836eb9f6082fce56d22fd23fcecc90 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Tue, 31 Oct 2023 09:54:26 +0100
Subject: [PATCH 10/12] Update main.py

Server open to LAN requests again
---
 examples/langchain-python-langchain-webui/main.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/langchain-python-langchain-webui/main.py b/examples/langchain-python-langchain-webui/main.py
index ce6dd812..16209f0a 100644
--- a/examples/langchain-python-langchain-webui/main.py
+++ b/examples/langchain-python-langchain-webui/main.py
@@ -76,5 +76,5 @@ with gr.Blocks() as demo:
     interface = gr.Interface(fn=greet, inputs=[dropdown], outputs=[textbox], title="Choose a LLM model")
     chat = gr.ChatInterface(AI_response, title="Put your files in folder " + docsUrl)
 
-demo.launch()
+demo.launch(server_name="0.0.0.0", server_port=7860)
 

From 5302b505da3e1989535e659eb232e81af5180dbc Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Thu, 2 Nov 2023 21:50:13 +0100
Subject: [PATCH 11/12] Added image

---
 .../ollama-langchain-gradio-webui.png           | Bin 0 -> 70696 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 examples/langchain-python-langchain-webui/ollama-langchain-gradio-webui.png

diff --git a/examples/langchain-python-langchain-webui/ollama-langchain-gradio-webui.png b/examples/langchain-python-langchain-webui/ollama-langchain-gradio-webui.png
new file mode 100644
index 0000000000000000000000000000000000000000..952655388f444973550740b166a6f9c9aa9feb46
GIT binary patch
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From fcbcebd5102e2a603432265cd4bf850a2ac534d0 Mon Sep 17 00:00:00 2001
From: suoko <gabriele.vidali@gmail.com>
Date: Thu, 2 Nov 2023 21:56:18 +0100
Subject: [PATCH 12/12] Update readme.md

Added image
---
 examples/langchain-python-langchain-webui/readme.md | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/examples/langchain-python-langchain-webui/readme.md b/examples/langchain-python-langchain-webui/readme.md
index bdf1af3c..cc83d894 100644
--- a/examples/langchain-python-langchain-webui/readme.md
+++ b/examples/langchain-python-langchain-webui/readme.md
@@ -1,6 +1,10 @@
-# LangChain
+# LangChain Web UI
 
-This example is a basic "hello world" of using LangChain with Ollama.
+A python Gradio web UI using GPT4AllEmbeddings that lets can choose among the installed models
+
+## Screenshot
+
+![plot](https://raw.githubusercontent.com/suoko/ollama/main/examples/langchain-python-langchain-webui/ollama-langchain-gradio-webui.png)
 
 ## Setup