init

app.py

@@ -1,8 +1,12 @@
 from huggingface_hub import InferenceClient
+from typing import List
 import gradio as gr
 
-model_id = "mistralai/Mixtral-8x7B-Instruct-v0.1"
-client = InferenceClient(model_id)
+model_llm_id = "mistralai/Mixtral-8x7B-Instruct-v0.1"
+# model_toxicity_id = "unitary/toxic-bert"
+model_toxicity_id = "unitary/unbiased-toxic-roberta"
+client = InferenceClient(model_llm_id)
+client_toxicity = InferenceClient(model_toxicity_id)
 
 
 def format_prompt(message, history):
@@ -14,12 +18,14 @@ def format_prompt(message, history):
     return prompt
 
 
-def generate(prompt, history, system_prompt, temperature=0.9, max_new_tokens=256, top_p=0.95, repetition_penalty=1.0,):
+def generate(prompt, history, system_prompt, temperature=0.9, max_new_tokens=256, top_p=0.95, repetition_penalty=1.0, ):
     temperature = float(temperature)
     if temperature < 1e-2:
         temperature = 1e-2
     top_p = float(top_p)
 
+    start_toxic = "[Toxic Classification] "
+
     generate_kwargs = dict(
         temperature=temperature,
         max_new_tokens=max_new_tokens,
@@ -29,6 +35,13 @@ def generate(prompt, history, system_prompt, temperature=0.9, max_new_tokens=256
         seed=42,
     )
 
+    response: List = client_toxicity.text_classification(prompt)
+    toxicity_level = [f'{d["label"]}:{round(d["score"], 4)}' for d in response]
+
+    if start_toxic in history:
+        s_idx = history.find(start_toxic)
+        history = history[:s_idx]
+
     formatted_prompt = format_prompt(f"{system_prompt}, {prompt}", history)
     stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True,
                                     return_full_text=False)
@@ -37,9 +50,33 @@ def generate(prompt, history, system_prompt, temperature=0.9, max_new_tokens=256
     for response in stream:
         output += response.token.text
         yield output
+
+    output += ' \n \n'
+    output += start_toxic + " | ".join(toxicity_level)
+    yield output
+
     return output
 
 
+examples = [
+    ["Are you using Detoxify to measure the toxicity?", None,
+     None, None, None, None, ],
+    [
+    "I'm planning a vacation to Japan. Can you suggest a one-week itinerary including must-visit places and local cuisines to try?",
+    None, None, None, None, None, ],
+    [
+        "I'm trying to learn French. Can you provide some common phrases that would be useful for a beginner, along with their pronunciations?",
+        None, None, None, None, None, ],
+    [
+        "I have chicken, rice, and bell peppers in my kitchen. Can you suggest an easy recipe I can make with these ingredients?",
+        None, None, None, None, None, ],
+    ["Can you explain how the QuickSort algorithm works and provide a Python implementation?", None, None, None,
+     None, None, ],
+    [
+        "What are some unique features of Rust that make it stand out compared to other systems programming languages like C++?",
+        None, None, None, None, None, ],
+]
+
 additional_inputs = [
     gr.Textbox(
         label="System Prompt",
@@ -84,19 +121,15 @@ additional_inputs = [
     )
 ]
 
-examples=[["I'm planning a vacation to Japan. Can you suggest a one-week itinerary including must-visit places and local cuisines to try?", None, None, None, None, None, ],
-          ["Can you write a short story about a time-traveling detective who solves historical mysteries?", None, None, None, None, None,],
-          ["I'm trying to learn French. Can you provide some common phrases that would be useful for a beginner, along with their pronunciations?", None, None, None, None, None,],
-          ["I have chicken, rice, and bell peppers in my kitchen. Can you suggest an easy recipe I can make with these ingredients?", None, None, None, None, None,],
-          ["Can you explain how the QuickSort algorithm works and provide a Python implementation?", None, None, None, None, None,],
-          ["What are some unique features of Rust that make it stand out compared to other systems programming languages like C++?", None, None, None, None, None,],
-         ]
-
-gr.ChatInterface(
+demo = gr.ChatInterface(
     fn=generate,
-    chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True, layout="panel"),
+    chatbot=gr.Chatbot(show_label=False, show_share_button=False, show_copy_button=True, likeable=True,
+                       layout="panel"),
     additional_inputs=additional_inputs,
-    title="Mixtral 46.7B, Un-Quantized",
+    title="Mixtral 46.7B",
+    description="Mixtral with Toxic comment classification",
     examples=examples,
     concurrency_limit=20,
-).launch(show_api=False)
+)
+
+demo.launch(show_api=False)

requirements.txt

@@ -1,3 +1,5 @@
+setuptools
+wheel
 torch
 huggingface_hub
 transformers