Spaces:
Running
Running
Add application file
Browse files
README.md
CHANGED
|
@@ -1,12 +1,13 @@
|
|
| 1 |
---
|
| 2 |
title: Chat With Phi 2
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
-
colorTo:
|
| 6 |
sdk: gradio
|
| 7 |
-
sdk_version: 4.
|
| 8 |
app_file: app.py
|
| 9 |
-
pinned:
|
|
|
|
| 10 |
---
|
| 11 |
|
| 12 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
|
| 1 |
---
|
| 2 |
title: Chat With Phi 2
|
| 3 |
+
emoji: 🚀
|
| 4 |
+
colorFrom: red
|
| 5 |
+
colorTo: indigo
|
| 6 |
sdk: gradio
|
| 7 |
+
sdk_version: 4.22.0
|
| 8 |
app_file: app.py
|
| 9 |
+
pinned: true
|
| 10 |
+
license: apache-2.0
|
| 11 |
---
|
| 12 |
|
| 13 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
app.py
ADDED
|
@@ -0,0 +1,215 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import time
|
| 3 |
+
import requests
|
| 4 |
+
import json
|
| 5 |
+
import os
|
| 6 |
+
from urllib3.util.retry import Retry
|
| 7 |
+
from requests.adapters import HTTPAdapter
|
| 8 |
+
|
| 9 |
+
API_URL = os.getenv("API_URL")
|
| 10 |
+
API_KEY = os.getenv("API_KEY")
|
| 11 |
+
|
| 12 |
+
print(f"API_URL: {API_URL}")
|
| 13 |
+
print(f"API_KEY: {API_KEY}")
|
| 14 |
+
|
| 15 |
+
url = f"{API_URL}/v1/chat/completions"
|
| 16 |
+
|
| 17 |
+
# The headers for the HTTP request
|
| 18 |
+
headers = {
|
| 19 |
+
"accept": "application/json",
|
| 20 |
+
"Content-Type": "application/json",
|
| 21 |
+
"Authorization": f"Bearer {API_KEY}",
|
| 22 |
+
}
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
def is_valid_json(data):
|
| 26 |
+
try:
|
| 27 |
+
parsed_data = json.loads(data)
|
| 28 |
+
return True, parsed_data
|
| 29 |
+
except ValueError as e:
|
| 30 |
+
return False, str(e)
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
with gr.Blocks() as demo:
|
| 34 |
+
|
| 35 |
+
markup = gr.Markdown(
|
| 36 |
+
"""
|
| 37 |
+
# Phi-2
|
| 38 |
+
This is a demo of the Phi-2 quantized model in GGUF (phi-2.Q5_K_M.gguf) hosted on K8s cluster.
|
| 39 |
+
|
| 40 |
+
The original models can be found [MaziyarPanahi/MaziyarPanahi/phi-2-GGUF](https://huggingface.co/MaziyarPanahi/phi-2-GGUF)"""
|
| 41 |
+
)
|
| 42 |
+
chatbot = gr.Chatbot(height=500)
|
| 43 |
+
msg = gr.Textbox(lines=1, label="User Message")
|
| 44 |
+
clear = gr.Button("Clear")
|
| 45 |
+
with gr.Row():
|
| 46 |
+
|
| 47 |
+
with gr.Column(scale=2):
|
| 48 |
+
system_prompt_input = gr.Textbox(
|
| 49 |
+
label="System Prompt",
|
| 50 |
+
placeholder="Type system prompt here...",
|
| 51 |
+
value="You are a helpful assistant.",
|
| 52 |
+
)
|
| 53 |
+
temperature_input = gr.Slider(
|
| 54 |
+
label="Temperature", minimum=0.0, maximum=1.0, value=0.9, step=0.01
|
| 55 |
+
)
|
| 56 |
+
max_new_tokens_input = gr.Slider(
|
| 57 |
+
label="Max New Tokens", minimum=0, maximum=1024, value=256, step=1
|
| 58 |
+
)
|
| 59 |
+
|
| 60 |
+
with gr.Column(scale=2):
|
| 61 |
+
top_p_input = gr.Slider(
|
| 62 |
+
label="Top P", minimum=0.0, maximum=1.0, value=0.95, step=0.01
|
| 63 |
+
)
|
| 64 |
+
top_k_input = gr.Slider(
|
| 65 |
+
label="Top K", minimum=1, maximum=100, value=50, step=1
|
| 66 |
+
)
|
| 67 |
+
repetition_penalty_input = gr.Slider(
|
| 68 |
+
label="Repetition Penalty",
|
| 69 |
+
minimum=1.0,
|
| 70 |
+
maximum=2.0,
|
| 71 |
+
value=1.1,
|
| 72 |
+
step=0.01,
|
| 73 |
+
)
|
| 74 |
+
|
| 75 |
+
def update_globals(
|
| 76 |
+
system_prompt, temperature, max_new_tokens, top_p, top_k, repetition_penalty
|
| 77 |
+
):
|
| 78 |
+
global global_system_prompt, global_temperature, global_max_new_tokens, global_top_p, global_repetition_penalty, global_top_k
|
| 79 |
+
global_system_prompt = system_prompt
|
| 80 |
+
global_temperature = temperature
|
| 81 |
+
global_max_new_tokens = max_new_tokens
|
| 82 |
+
global_top_p = top_p
|
| 83 |
+
global_top_k = top_k
|
| 84 |
+
global_repetition_penalty = repetition_penalty
|
| 85 |
+
|
| 86 |
+
def user(user_message, history):
|
| 87 |
+
return "", history + [[user_message, None]]
|
| 88 |
+
|
| 89 |
+
def bot(
|
| 90 |
+
history,
|
| 91 |
+
system_prompt,
|
| 92 |
+
temperature,
|
| 93 |
+
max_new_tokens,
|
| 94 |
+
top_p,
|
| 95 |
+
top_k,
|
| 96 |
+
repetition_penalty,
|
| 97 |
+
):
|
| 98 |
+
print(f"History in bot: {history}")
|
| 99 |
+
print(f"System Prompt: {system_prompt}")
|
| 100 |
+
print(f"Temperature: {temperature}")
|
| 101 |
+
print(f"Max New Tokens: {max_new_tokens}")
|
| 102 |
+
print(f"Top P: {top_p}")
|
| 103 |
+
print(f"Top K: {top_k}")
|
| 104 |
+
print(f"Repetition Penalty: {repetition_penalty}")
|
| 105 |
+
|
| 106 |
+
history_messages = [{"content": h[0], "role": "user"} for h in history if h[0]]
|
| 107 |
+
history[-1][1] = ""
|
| 108 |
+
sys_msg = [
|
| 109 |
+
{
|
| 110 |
+
"content": (
|
| 111 |
+
system_prompt if system_prompt else "You are a helpful assistant."
|
| 112 |
+
),
|
| 113 |
+
"role": "system",
|
| 114 |
+
}
|
| 115 |
+
]
|
| 116 |
+
history_messages = sys_msg + history_messages
|
| 117 |
+
print(history_messages)
|
| 118 |
+
|
| 119 |
+
# Create a session object
|
| 120 |
+
session = requests.Session()
|
| 121 |
+
|
| 122 |
+
# Define the retry strategy
|
| 123 |
+
retries = Retry(
|
| 124 |
+
total=5, # Total number of retries to allow
|
| 125 |
+
backoff_factor=1, # A backoff factor to apply between attempts
|
| 126 |
+
status_forcelist=[
|
| 127 |
+
500,
|
| 128 |
+
502,
|
| 129 |
+
503,
|
| 130 |
+
504,
|
| 131 |
+
], # A set of HTTP status codes that we should force a retry on
|
| 132 |
+
allowed_methods=[
|
| 133 |
+
"HEAD",
|
| 134 |
+
"GET",
|
| 135 |
+
"OPTIONS",
|
| 136 |
+
"POST",
|
| 137 |
+
], # HTTP methods to retry on
|
| 138 |
+
)
|
| 139 |
+
data = {
|
| 140 |
+
"messages": history_messages,
|
| 141 |
+
"stream": True,
|
| 142 |
+
"temprature": temperature,
|
| 143 |
+
"top_k": top_k,
|
| 144 |
+
"top_p": top_p,
|
| 145 |
+
"seed": 42,
|
| 146 |
+
"repeat_penalty": repetition_penalty,
|
| 147 |
+
"chat_format": "mistral-instruct",
|
| 148 |
+
"max_tokens": max_new_tokens,
|
| 149 |
+
# "response_format": {
|
| 150 |
+
# "type": "json_object",
|
| 151 |
+
# },
|
| 152 |
+
}
|
| 153 |
+
|
| 154 |
+
# Mount it for http usage
|
| 155 |
+
session.mount("http://", HTTPAdapter(max_retries=retries))
|
| 156 |
+
|
| 157 |
+
# Making the POST request with increased timeout and retry logic
|
| 158 |
+
try:
|
| 159 |
+
response = session.post(
|
| 160 |
+
url,
|
| 161 |
+
headers=headers,
|
| 162 |
+
data=json.dumps(data),
|
| 163 |
+
stream=True,
|
| 164 |
+
timeout=(10, 30),
|
| 165 |
+
)
|
| 166 |
+
if response.status_code == 200:
|
| 167 |
+
for line in response.iter_lines():
|
| 168 |
+
# Filter out keep-alive new lines
|
| 169 |
+
if line:
|
| 170 |
+
data = line.decode("utf-8").lstrip("data: ")
|
| 171 |
+
# Check if the examples are valid
|
| 172 |
+
valid_check = is_valid_json(data)
|
| 173 |
+
if valid_check[0]:
|
| 174 |
+
try:
|
| 175 |
+
# Attempt to parse the JSON dataa
|
| 176 |
+
# json_data = json.loads(data)
|
| 177 |
+
json_data = valid_check[1]
|
| 178 |
+
|
| 179 |
+
delta_content = (
|
| 180 |
+
json_data.get("choices", [{}])[0]
|
| 181 |
+
.get("delta", {})
|
| 182 |
+
.get("content", "")
|
| 183 |
+
)
|
| 184 |
+
|
| 185 |
+
if delta_content: # Ensure there's content to print
|
| 186 |
+
history[-1][1] += delta_content
|
| 187 |
+
time.sleep(0.05)
|
| 188 |
+
yield history
|
| 189 |
+
except json.JSONDecodeError as e:
|
| 190 |
+
print(f"Error decoding JSON: {e} date: {data}")
|
| 191 |
+
except requests.exceptions.RequestException as e:
|
| 192 |
+
print(f"An error occurred: {e}")
|
| 193 |
+
|
| 194 |
+
msg.submit(
|
| 195 |
+
user, [msg, chatbot], [msg, chatbot], queue=True, concurrency_limit=10
|
| 196 |
+
).then(
|
| 197 |
+
bot,
|
| 198 |
+
inputs=[
|
| 199 |
+
chatbot,
|
| 200 |
+
system_prompt_input,
|
| 201 |
+
temperature_input,
|
| 202 |
+
max_new_tokens_input,
|
| 203 |
+
top_p_input,
|
| 204 |
+
top_k_input,
|
| 205 |
+
repetition_penalty_input,
|
| 206 |
+
],
|
| 207 |
+
outputs=chatbot,
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
clear.click(lambda: None, None, chatbot, queue=False)
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
demo.queue(default_concurrency_limit=20, max_size=20, api_open=False)
|
| 214 |
+
if __name__ == "__main__":
|
| 215 |
+
demo.launch(show_api=False, share=False)
|