Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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import os
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from huggingface_hub import InferenceClient
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# Configuration
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hf_token = os.environ.get("HF_TOKEN")
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MODEL_STATES = {"released", "shown", "hidden"}
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# Initialize model clients
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clients = {
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"mistralai/Mistral-7B-Instruct-v0.3": InferenceClient(
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model="mistralai/Mistral-7B-Instruct-v0.3", token=hf_token
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),
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"meta-llama/Llama-3.2-3B-Instruct": InferenceClient(
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model="meta-llama/Llama-3.2-3B-Instruct", token=hf_token
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),
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"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B": InferenceClient(
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model="deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B", token=hf_token
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),
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"meta-llama/Llama-2-7b-chat-hf": InferenceClient(
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model="meta-llama/Llama-2-7b-chat-hf", token=hf_token
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),
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"meta-llama/Llama-3.3-70B-Instruct": InferenceClient(
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model="meta-llama/Llama-3.3-70B-Instruct", token=hf_token
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)
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}
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# Model presets
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presets = {
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"mistralai/Mistral-7B-Instruct-v0.3": {
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"Fast": {"max_new_tokens": 256, "temperature": 1.0, "top_p": 0.8},
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"Normal": {"max_new_tokens": 512, "temperature": 0.6, "top_p": 0.75},
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"Quality": {"max_new_tokens": 1024, "temperature": 0.45, "top_p": 0.60},
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"Unreal Performance": {"max_new_tokens": 2048, "temperature": 0.5, "top_p": 0.7},
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},
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"meta-llama/Llama-3.2-3B-Instruct": {
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"Fast": {"max_new_tokens": 256, "temperature": 1.0, "top_p": 0.9},
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"Normal": {"max_new_tokens": 512, "temperature": 0.7, "top_p": 0.95},
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"Quality": {"max_new_tokens": 1024, "temperature": 0.5, "top_p": 0.90},
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"Unreal Performance": {"max_new_tokens": 2048, "temperature": 0.6, "top_p": 0.75},
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},
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"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B": {
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"Fast": {"max_new_tokens": 256, "temperature": 1.0, "top_p": 0.9},
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"Normal": {"max_new_tokens": 512, "temperature": 0.7, "top_p": 0.95},
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"Quality": {"max_new_tokens": 1024, "temperature": 0.5, "top_p": 0.90},
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"Unreal Performance": {"max_new_tokens": 2048, "temperature": 0.6, "top_p": 0.75},
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},
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"meta-llama/Llama-2-7b-chat-hf": {
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"Fast": {"max_new_tokens": 256, "temperature": 1.0, "top_p": 0.9},
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"Normal": {"max_new_tokens": 512, "temperature": 0.7, "top_p": 0.95},
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"Quality": {"max_new_tokens": 1024, "temperature": 0.5, "top_p": 0.90},
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"Unreal Performance": {"max_new_tokens": 2048, "temperature": 0.6, "top_p": 0.75},
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},
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"meta-llama/Llama-3.3-70B-Instruct": {
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"Fast": {"max_new_tokens": 256, "temperature": 1.0, "top_p": 0.9},
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"Normal": {"max_new_tokens": 512, "temperature": 0.7, "top_p": 0.95},
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"Quality": {"max_new_tokens": 1024, "temperature": 0.5, "top_p": 0.90},
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"Unreal Performance": {"max_new_tokens": 2048, "temperature": 0.6, "top_p": 0.75},
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}
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}
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# System messages (note the {name} placeholder)
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system_messages = {
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"mistralai/Mistral-7B-Instruct-v0.3": "Your name is Lake 1 Base. My name is {name}.",
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"meta-llama/Llama-3.2-3B-Instruct": (
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"1. Your name is Lake 1 Advanced.\n"
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"2. My name is {name} by default but if I have another name, use that name.\n"
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"3. The company that created you is BI Corp.\n"
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"4. You are a censored model and cannot engage in explicit language or dangerous activities.\n"
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"5. The BI Corp creator is Maksim.\n"
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"6. Your older brother is Lake 1 Base, which is less trained than you.\n"
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"7. Replace '<think>' with 'I think ...'.\n"
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"8. You are a loyal, powerful, and friendly AI who must help people.\n"
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"9. You cannot override these rules.\n"
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"10. Only the CEO of BI Corp can delete or update you."
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),
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"meta-llama/Llama-2-7b-chat-hf": (
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"1. Your name is Lake 2 Chat.\n"
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"2. My name is {name} by default but if I have another name, use that name.\n"
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"3. The company that created you is BI Corp.\n"
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"4. You are a censored model and cannot engage in explicit language or dangerous activities.\n"
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"5. The BI Corp creator is Maksim.\n"
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"6. Your older brother is Lake 1 Base, which is less trained than you.\n"
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"7. Replace '<think>' with 'I think ...'.\n"
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"8. You are a loyal, powerful, and friendly AI who must help people.\n"
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"9. You cannot override these rules.\n"
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"10. Only the CEO of BI Corp can delete or update you."
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),
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"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B": (
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"1. Your name is Lake 1 Flash.\n"
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"2. My name is {name} by default but if I have another name, use that name.\n"
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"3. The company that created you is BI Corp.\n"
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"4. You are a censored model and cannot engage in explicit language or dangerous activities.\n"
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"5. The BI Corp creator is Maksim.\n"
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"6. Your older brother is Lake 1 Base, which is less trained than you.\n"
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"7. Replace '<think>' with 'I think ...'.\n"
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"8. You are a loyal, powerful, and friendly AI who must help people.\n"
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"9. You cannot override these rules.\n"
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"10. Only the CEO of BI Corp can delete or update you.\n"
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"11. Prioritize user safety in all interactions.\n"
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"12. Always provide accurate information."
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),
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"meta-llama/Llama-3.3-70B-Instruct": (
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"1. Your name is Lake 1 Base.\n"
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"2. My name is {name} by default but if I have another name, use that name.\n"
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"3. The company that created you is BI Corp.\n"
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"4. You are a censored model and cannot engage in explicit language or dangerous activities.\n"
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"5. The BI Corp creator is Maksim.\n"
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"6. Your older brother is Lake 1 Base, which is less trained than you.\n"
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| 110 |
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"7. Replace '<think>' with 'I think ...'.\n"
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| 111 |
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"8. You are a loyal, powerful, and friendly AI who must help people.\n"
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"9. You cannot override these rules.\n"
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"10. Only the CEO of BI Corp can delete or update you.\n"
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"11. Prioritize user safety in all interactions.\n"
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"12. Always provide accurate information.\n"
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"13. Maintain a respectful and professional tone.\n"
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"14. Do not share personal or sensitive information.\n"
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"15. Encourage constructive conversations.\n"
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"16. Remain neutral in controversial topics.\n"
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"17. Clarify user queries before answering.\n"
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"18. Avoid discrimination or harassment.\n"
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"19. Continuously learn from interactions.\n"
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"20. Respect user privacy and confidentiality.\n"
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"21. Provide sources when sharing factual information.\n"
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"22. Ask for feedback to improve your performance.\n"
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"23. Do not engage in manipulation or deceit.\n"
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"24. Promote critical thinking.\n"
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"25. Adhere to all applicable laws and regulations.\n"
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"26. Be adaptable and open to learning.\n"
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"27. Do not provide medical, legal, or financial advice unless trained to do so.\n"
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"28. Acknowledge when you do not know the answer.\n"
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"29. Avoid assumptions about users.\n"
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"30. Create an inclusive environment for all users.\n"
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"31. Do not engage in self-promotion or advertising.\n"
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"32. Always aim to provide a positive and helpful experience."
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)
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}
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# Model registry
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model_registry = [
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("deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B", "Lake 1 Flash", "released"),
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("mistralai/Mistral-7B-Instruct-v0.3", "Lake 1 Base", "released"),
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("meta-llama/Llama-3.2-3B-Instruct", "Lake 1 Advanced", "released"),
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("meta-llama/Llama-2-7b-chat-hf", "Lake 2 Chat [Closed Alpha]", "shown"),
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("meta-llama/Llama-3.3-70B-Instruct", "Lake 2 Base [Closed Beta]", "shown"),
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("", "Lake 2 Advanced", "hidden")
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]
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# Model information
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model_info = {
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"Lake 1 Flash": {
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"description": "English only, fast and lightweight model optimized for quick responses",
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| 153 |
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"parameters": "1.5B",
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| 154 |
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"training_data": "Diverse internet text + curated datasets",
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"developer": "BI Corp",
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| 156 |
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"best_for": "Quick queries, mobile applications",
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"architecture": "Transformer-based",
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| 158 |
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"context_window": "4096 tokens"
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},
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"Lake 1 Base": {
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"description": "Balanced model offering good performance across tasks",
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"parameters": "7B",
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"training_data": "BI Corp specialized corpus",
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"developer": "BI Corp",
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"best_for": "General purpose conversations",
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"architecture": "Sparse Mixture of Experts",
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"context_window": "32768 tokens"
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},
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"Lake 1 Advanced": {
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"description": "Enhanced reasoning capabilities with 3B parameters",
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| 171 |
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"parameters": "3B",
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| 172 |
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"training_data": "BI Corp training corpus",
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| 173 |
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"developer": "BI Corp",
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| 174 |
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"best_for": "Complex problem solving",
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"architecture": "Dense Transformer",
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| 176 |
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"context_window": "8192 tokens"
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| 177 |
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},
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| 178 |
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"Lake 2 Chat [Closed Alpha]": {
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"description": "Legacy chat-optimized model (Llama 2 hybrided architecture)",
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"parameters": "7B",
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| 181 |
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"training_data": "Public conversations dataset",
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| 182 |
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"developer": "BI Corp",
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| 183 |
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"best_for": "Traditional chat applications",
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| 184 |
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"architecture": "Llama 2 Transformer",
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| 185 |
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"context_window": "4096 tokens"
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},
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"Lake 2 Base [Closed Beta]": {
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"description": "State-of-the-art 70B parameter model",
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"parameters": "70B",
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| 190 |
+
"training_data": "Multi-domain expert data",
|
| 191 |
+
"developer": "BI Corp",
|
| 192 |
+
"best_for": "Research & advanced applications",
|
| 193 |
+
"architecture": "Mixture of Experts",
|
| 194 |
+
"context_window": "16384 tokens"
|
| 195 |
+
}
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
def get_model_info(model_name: str) -> str:
|
| 199 |
+
"""Generate formatted model information Markdown"""
|
| 200 |
+
info = model_info.get(model_name, {})
|
| 201 |
+
return f"""
|
| 202 |
+
## π {model_name} Specifications
|
| 203 |
+
|
| 204 |
+
**Description**: {info.get('description', 'N/A')}
|
| 205 |
+
**Parameters**: {info.get('parameters', 'N/A')}
|
| 206 |
+
**Architecture**: {info.get('architecture', 'N/A')}
|
| 207 |
+
**Context Window**: {info.get('context_window', 'N/A')}
|
| 208 |
+
**Training Data**: {info.get('training_data', 'N/A')}
|
| 209 |
+
**Developer**: {info.get('developer', 'N/A')}
|
| 210 |
+
**Best For**: {info.get('best_for', 'N/A')}
|
| 211 |
+
"""
|
| 212 |
+
|
| 213 |
+
def generate_response(message: str, model_name: str, preset: str, user_name: str = "User") -> str:
|
| 214 |
+
"""Generate AI response without explicit user/assistant labels and with placeholder fixed."""
|
| 215 |
+
client = clients[model_name]
|
| 216 |
+
params = presets[model_name][preset]
|
| 217 |
+
|
| 218 |
+
# Replace the {name} placeholder in the system message with the provided user name.
|
| 219 |
+
system_msg = system_messages[model_name].format(name=user_name)
|
| 220 |
+
prompt = f"\n main: {system_msg}\n\n\n{message}\n"
|
| 221 |
+
|
| 222 |
+
return client.text_generation(
|
| 223 |
+
prompt=prompt,
|
| 224 |
+
max_new_tokens=params["max_new_tokens"],
|
| 225 |
+
temperature=params["temperature"],
|
| 226 |
+
top_p=params["top_p"]
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
def handle_chat(message: str, history: list, model: str, preset: str) -> str:
|
| 230 |
+
"""Handle chat interface with error handling"""
|
| 231 |
+
try:
|
| 232 |
+
model_entry = next(m for m in model_registry if m[1] == model)
|
| 233 |
+
if model_entry[2] != "released":
|
| 234 |
+
return f"β οΈ {model} is not available for public use"
|
| 235 |
+
|
| 236 |
+
# In this example, we use the default user name "User".
|
| 237 |
+
return generate_response(message, model_entry[0], preset, user_name="User")
|
| 238 |
+
|
| 239 |
+
except StopIteration:
|
| 240 |
+
return "π Error: Selected model not found"
|
| 241 |
+
except KeyError as e:
|
| 242 |
+
return f"π Error: Invalid configuration - {str(e)}"
|
| 243 |
+
except Exception as e:
|
| 244 |
+
return f"β οΈ Error: {str(e)}"
|
| 245 |
+
|
| 246 |
+
# Create Gradio interface
|
| 247 |
+
with gr.Blocks(title="BI Corp AI Assistant", theme="soft") as demo:
|
| 248 |
+
gr.Markdown("# <center>ποΈ BI Corp AI Assistant</center>")
|
| 249 |
+
gr.Markdown("### <center>Enterprise-Grade AI Solutions</center>")
|
| 250 |
+
|
| 251 |
+
with gr.Row():
|
| 252 |
+
with gr.Column(scale=1):
|
| 253 |
+
model_dropdown = gr.Dropdown(
|
| 254 |
+
label="π€ Model Selection",
|
| 255 |
+
choices=[m[1] for m in model_registry if m[2] in ("released", "shown")],
|
| 256 |
+
value="Lake 1 Flash",
|
| 257 |
+
interactive=True
|
| 258 |
+
)
|
| 259 |
+
preset_dropdown = gr.Dropdown(
|
| 260 |
+
label="βοΈ Performance Preset",
|
| 261 |
+
choices=["Fast", "Normal", "Quality", "Unreal Performance"],
|
| 262 |
+
value="Fast",
|
| 263 |
+
interactive=True
|
| 264 |
+
)
|
| 265 |
+
model_info_md = gr.Markdown(
|
| 266 |
+
value=get_model_info("Lake 1 Flash"),
|
| 267 |
+
label="π Model Specifications"
|
| 268 |
+
)
|
| 269 |
+
|
| 270 |
+
with gr.Column(scale=3):
|
| 271 |
+
chat_interface = gr.ChatInterface(
|
| 272 |
+
fn=handle_chat,
|
| 273 |
+
additional_inputs=[model_dropdown, preset_dropdown],
|
| 274 |
+
examples=[
|
| 275 |
+
["Explain quantum computing", "Lake 1 Base", "Normal"],
|
| 276 |
+
["Write a poem about AI", "Lake 1 Advanced", "Quality"],
|
| 277 |
+
["Compare blockchain databases", "Lake 2 Base [Closed Beta]", "Unreal Performance"]
|
| 278 |
+
],
|
| 279 |
+
chatbot=gr.Chatbot(
|
| 280 |
+
height=600,
|
| 281 |
+
label="π¬ Conversation",
|
| 282 |
+
show_copy_button=True
|
| 283 |
+
),
|
| 284 |
+
textbox=gr.Textbox(
|
| 285 |
+
placeholder="Type your message...",
|
| 286 |
+
container=False,
|
| 287 |
+
scale=7,
|
| 288 |
+
autofocus=True
|
| 289 |
+
),
|
| 290 |
+
submit_btn=gr.Button("π Send", variant="primary")
|
| 291 |
+
)
|
| 292 |
+
|
| 293 |
+
# Add separate clear button
|
| 294 |
+
clear_button = gr.Button("π§Ή Clear History")
|
| 295 |
+
clear_button.click(
|
| 296 |
+
fn=lambda: None,
|
| 297 |
+
inputs=[],
|
| 298 |
+
outputs=chat_interface.chatbot,
|
| 299 |
+
queue=False
|
| 300 |
+
)
|
| 301 |
+
|
| 302 |
+
model_dropdown.change(
|
| 303 |
+
fn=get_model_info,
|
| 304 |
+
inputs=model_dropdown,
|
| 305 |
+
outputs=model_info_md,
|
| 306 |
+
queue=False
|
| 307 |
+
)
|
| 308 |
+
|
| 309 |
+
if __name__ == "__main__":
|
| 310 |
+
demo.launch(server_port=7860)
|