- app.py +12 -12
- requirements.txt +2 -3
app.py
CHANGED
|
@@ -34,8 +34,8 @@ def sanitize_input(text):
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|
| 34 |
return html.escape(text)
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| 35 |
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| 36 |
def validate_parameters(max_tokens, temperature, top_p):
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| 37 |
-
if not (1 <= max_tokens <=
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| 38 |
-
return False, "Error: 'Max new tokens' must be between 1 and
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| 39 |
if not (0.1 <= temperature <= 4.0):
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| 40 |
return False, "Error: 'Temperature' must be between 0.1 and 4.0."
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| 41 |
if not (0.1 <= top_p <= 1.0):
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|
@@ -43,15 +43,12 @@ def validate_parameters(max_tokens, temperature, top_p):
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| 43 |
return True, ""
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| 44 |
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| 45 |
# Load the model and tokenizer
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| 46 |
-
model_name = "
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| 47 |
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| 48 |
try:
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| 49 |
-
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| 50 |
-
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| 51 |
-
tokenizer = MistralTokenizer.from_pretrained(model_name)
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| 52 |
-
model = MistralForCausalLM.from_pretrained(
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| 53 |
model_name,
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| 54 |
-
torch_dtype=torch.float16,
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| 55 |
device_map="auto",
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| 56 |
)
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| 57 |
model.eval()
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@@ -69,6 +66,7 @@ def respond(message, history, persona_choice, custom_persona, max_tokens, temper
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| 69 |
truncated_history = safe_history[-MAX_HISTORY_LENGTH:]
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| 70 |
system_message = system_message_selector(persona_choice, custom_persona)
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| 71 |
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| 72 |
conversation = system_message + "\n\n"
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| 73 |
for user_msg, bot_msg in truncated_history:
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| 74 |
conversation += f"User: {user_msg}\n"
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|
@@ -90,7 +88,9 @@ def respond(message, history, persona_choice, custom_persona, max_tokens, temper
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|
| 90 |
eos_token_id=tokenizer.eos_token_id,
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| 91 |
)
|
| 92 |
|
| 93 |
-
generated_text = tokenizer.decode(
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|
|
|
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|
| 94 |
return generated_text.strip()
|
| 95 |
except Exception as e:
|
| 96 |
logging.error(f"An error occurred: {e}")
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|
@@ -109,15 +109,15 @@ system_message_textbox = gr.Textbox(
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| 109 |
)
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| 110 |
|
| 111 |
max_tokens_slider = gr.Slider(
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| 112 |
-
minimum=1, maximum=1024, value=
|
| 113 |
)
|
| 114 |
|
| 115 |
temperature_slider = gr.Slider(
|
| 116 |
-
minimum=0.1, maximum=4.0, value=0
|
| 117 |
)
|
| 118 |
|
| 119 |
top_p_slider = gr.Slider(
|
| 120 |
-
minimum=0.1, maximum=1.0, value=0.
|
| 121 |
)
|
| 122 |
|
| 123 |
# Create the ChatInterface
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|
|
|
| 34 |
return html.escape(text)
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| 35 |
|
| 36 |
def validate_parameters(max_tokens, temperature, top_p):
|
| 37 |
+
if not (1 <= max_tokens <= 1024):
|
| 38 |
+
return False, "Error: 'Max new tokens' must be between 1 and 1024."
|
| 39 |
if not (0.1 <= temperature <= 4.0):
|
| 40 |
return False, "Error: 'Temperature' must be between 0.1 and 4.0."
|
| 41 |
if not (0.1 <= top_p <= 1.0):
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|
|
|
| 43 |
return True, ""
|
| 44 |
|
| 45 |
# Load the model and tokenizer
|
| 46 |
+
model_name = "gpt2" # Use GPT-2 model
|
| 47 |
|
| 48 |
try:
|
| 49 |
+
tokenizer = transformers.AutoTokenizer.from_pretrained(model_name)
|
| 50 |
+
model = transformers.AutoModelForCausalLM.from_pretrained(
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|
| 51 |
model_name,
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|
| 52 |
device_map="auto",
|
| 53 |
)
|
| 54 |
model.eval()
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|
|
|
| 66 |
truncated_history = safe_history[-MAX_HISTORY_LENGTH:]
|
| 67 |
system_message = system_message_selector(persona_choice, custom_persona)
|
| 68 |
|
| 69 |
+
# Build the conversation prompt
|
| 70 |
conversation = system_message + "\n\n"
|
| 71 |
for user_msg, bot_msg in truncated_history:
|
| 72 |
conversation += f"User: {user_msg}\n"
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|
|
|
| 88 |
eos_token_id=tokenizer.eos_token_id,
|
| 89 |
)
|
| 90 |
|
| 91 |
+
generated_text = tokenizer.decode(
|
| 92 |
+
output_ids[0][input_ids.shape[-1]:], skip_special_tokens=True
|
| 93 |
+
)
|
| 94 |
return generated_text.strip()
|
| 95 |
except Exception as e:
|
| 96 |
logging.error(f"An error occurred: {e}")
|
|
|
|
| 109 |
)
|
| 110 |
|
| 111 |
max_tokens_slider = gr.Slider(
|
| 112 |
+
minimum=1, maximum=1024, value=50, step=1, label="Max new tokens"
|
| 113 |
)
|
| 114 |
|
| 115 |
temperature_slider = gr.Slider(
|
| 116 |
+
minimum=0.1, maximum=4.0, value=1.0, step=0.1, label="Temperature"
|
| 117 |
)
|
| 118 |
|
| 119 |
top_p_slider = gr.Slider(
|
| 120 |
+
minimum=0.1, maximum=1.0, value=0.9, step=0.05, label="Top-p (nucleus sampling)"
|
| 121 |
)
|
| 122 |
|
| 123 |
# Create the ChatInterface
|
requirements.txt
CHANGED
|
@@ -1,4 +1,3 @@
|
|
| 1 |
-
transformers
|
| 2 |
gradio==3.40.1
|
| 3 |
-
torch
|
| 4 |
-
xformers
|
|
|
|
| 1 |
+
transformers==4.31.0
|
| 2 |
gradio==3.40.1
|
| 3 |
+
torch==2.0.1
|
|
|