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Major update. Support for 15 LLMs, World Flora Online taxonomy validation, geolocation, 2 OCR methods, significant UI changes, stability improvements, consistent JSON parsing
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class ModelMaps: | |
PROMPTS_THAT_NEED_DOMAIN_KNOWLEDGE = ["Version 1", "Version 1 PaLM 2"] | |
COLORS_EXPENSE_REPORT = { | |
'GPT_4': '#32CD32', # Lime Green | |
'GPT_3_5': '#008000', # Green | |
'GPT_3_5_INSTRUCT': '#3CB371', # Medium Sea Green | |
'GPT_4_TURBO': '#228B22', # Forest Green | |
'GPT_4_32K': '#006400', # Dark Green | |
'PALM2_TB_1': '#87CEEB', # Sky Blue | |
'PALM2_TB_2': '#1E90FF', # Dodger Blue | |
'PALM2_TU_1': '#0000FF', # Blue | |
'GEMINI_PRO': '#1E00FF', # | |
'AZURE_GPT_4': '#800080', # Purple | |
'AZURE_GPT_4_TURBO': '#9370DB', # Medium Purple | |
'AZURE_GPT_4_32K': '#8A2BE2', # Blue Violet | |
'AZURE_GPT_3_5_INSTRUCT': '#9400D3', # Dark Violet | |
'AZURE_GPT_3_5': '#9932CC', # Dark Orchid | |
'MISTRAL_TINY': '#FFA07A', # Light Salmon | |
'MISTRAL_SMALL': '#FF8C00', # Dark Orange | |
'MISTRAL_MEDIUM': '#FF4500', # Orange Red | |
'LOCAL_MIXTRAL_8X7B_INSTRUCT_V01': '#000000', # Black | |
'LOCAL_MISTRAL_7B_INSTRUCT_V02': '#4a4a4a', # Gray | |
'LOCAL_CPU_MISTRAL_7B_INSTRUCT_V02_GGUF': '#bababa', # Gray | |
} | |
MODELS_OPENAI = ["GPT 4", | |
"GPT 4 32k", | |
"GPT 4 Turbo 1106-preview", | |
"GPT 3.5", | |
"GPT 3.5 Instruct", | |
"Azure GPT 4", | |
"Azure GPT 4 32k", | |
"Azure GPT 4 Turbo 1106-preview", | |
"Azure GPT 3.5", | |
"Azure GPT 3.5 Instruct",] | |
MODELS_GOOGLE = ["PaLM 2 text-bison@001", | |
"PaLM 2 text-bison@002", | |
"PaLM 2 text-unicorn@001", | |
"Gemini Pro"] | |
MODELS_MISTRAL = ["Mistral Tiny", | |
"Mistral Small", | |
"Mistral Medium",] | |
MODELS_LOCAL = ["LOCAL Mixtral 8x7B Instruct v0.1", | |
"LOCAL Mistral 7B Instruct v0.2", | |
"LOCAL CPU Mistral 7B Instruct v0.2 GGUF",] | |
MODELS_GUI_DEFAULT = "Azure GPT 3.5 Instruct" # "GPT 4 Turbo 1106-preview" | |
version_mapping_cost = { | |
'GPT 4 32k': 'GPT_4_32K', | |
'GPT 4': 'GPT_4', | |
'GPT 4 Turbo 1106-preview': 'GPT_4_TURBO', | |
'GPT 3.5 Instruct': 'GPT_3_5_INSTRUCT', | |
'GPT 3.5': 'GPT_3_5', | |
'Azure GPT 4 32k': 'AZURE_GPT_4_32K', | |
'Azure GPT 4': 'AZURE_GPT_4', | |
'Azure GPT 4 Turbo 1106-preview': 'AZURE_GPT_4_TURBO', | |
'Azure GPT 3.5 Instruct': 'AZURE_GPT_3_5_INSTRUCT', | |
'Azure GPT 3.5': 'AZURE_GPT_3_5', | |
'Gemini Pro': 'GEMINI_PRO', | |
'PaLM 2 text-unicorn@001': 'PALM2_TU_1', | |
'PaLM 2 text-bison@001': 'PALM2_TB_1', | |
'PaLM 2 text-bison@002': 'PALM2_TB_2', | |
'Mistral Medium': 'MISTRAL_MEDIUM', | |
'Mistral Small': 'MISTRAL_SMALL', | |
'Mistral Tiny': 'MISTRAL_TINY', | |
'LOCAL Mixtral 8x7B Instruct v0.1': 'LOCAL_MIXTRAL_8X7B_INSTRUCT_V01', | |
'LOCAL Mistral 7B Instruct v0.2': 'LOCAL_MISTRAL_7B_INSTRUCT_V02', | |
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF': 'LOCAL_CPU_MISTRAL_7B_INSTRUCT_V02_GGUF', | |
} | |
def get_version_has_key(cls, key, has_key_openai, has_key_azure_openai, has_key_palm2, has_key_mistral): | |
# Define the mapping for 'has_key' values | |
version_has_key = { | |
'GPT 4 Turbo 1106-preview': has_key_openai, | |
'GPT 4': has_key_openai, | |
'GPT 4 32k': has_key_openai, | |
'GPT 3.5': has_key_openai, | |
'GPT 3.5 Instruct': has_key_openai, | |
'Azure GPT 3.5': has_key_azure_openai, | |
'Azure GPT 3.5 Instruct': has_key_azure_openai, | |
'Azure GPT 4': has_key_azure_openai, | |
'Azure GPT 4 Turbo 1106-preview': has_key_azure_openai, | |
'Azure GPT 4 32k': has_key_azure_openai, | |
'PaLM 2 text-bison@001': has_key_palm2, | |
'PaLM 2 text-bison@002': has_key_palm2, | |
'PaLM 2 text-unicorn@001': has_key_palm2, | |
'Gemini Pro': has_key_palm2, | |
'Mistral Tiny': has_key_mistral, | |
'Mistral Small': has_key_mistral, | |
'Mistral Medium': has_key_mistral, | |
'LOCAL Mixtral 8x7B Instruct v0.1': True, | |
'LOCAL Mistral 7B Instruct v0.2': True, | |
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF': True, | |
} | |
return version_has_key.get(key) | |
def get_version_mapping_is_azure(cls, key): | |
version_mapping_is_azure = { | |
"GPT 4 Turbo 1106-preview": False, | |
'GPT 4': False, | |
'GPT 4 32k': False, | |
'GPT 3.5': False, | |
'GPT 3.5 Instruct': False, | |
'Azure GPT 3.5': True, | |
'Azure GPT 3.5 Instruct': True, | |
'Azure GPT 4': True, | |
'Azure GPT 4 Turbo 1106-preview': True, | |
'Azure GPT 4 32k': True, | |
'PaLM 2 text-bison@001': False, | |
'PaLM 2 text-bison@002': False, | |
'PaLM 2 text-unicorn@001': False, | |
'Gemini Pro': False, | |
'Mistral Tiny': False, | |
'Mistral Small': False, | |
'Mistral Medium': False, | |
'LOCAL Mixtral 8x7B Instruct v0.1': False, | |
'LOCAL Mistral 7B Instruct v0.2': False, | |
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF': False, | |
} | |
return version_mapping_is_azure.get(key) | |
def get_API_name(cls, key): | |
### OpenAI | |
if key == 'GPT_3_5': | |
return 'gpt-3.5-turbo-1106' | |
elif key == 'GPT_3_5_INSTRUCT': | |
return 'gpt-3.5-turbo-instruct' | |
elif key == 'GPT_4': | |
return 'gpt-4' | |
elif key == 'GPT_4_32K': | |
return 'gpt-4-32k' | |
elif key == 'GPT_4_TURBO': | |
return 'gpt-4-1106-preview' | |
### Azure | |
elif key == 'AZURE_GPT_3_5': | |
return 'gpt-35-turbo-1106' | |
elif key == 'AZURE_GPT_3_5_INSTRUCT': | |
return 'gpt-35-turbo-instruct' | |
elif key == 'AZURE_GPT_4': | |
return "gpt-4" | |
elif key == 'AZURE_GPT_4_TURBO': | |
return "gpt-4-1106-preview" | |
elif key == 'AZURE_GPT_4_32K': | |
return "gpt-4-32k" | |
elif key == 'PALM2_TB_1': | |
return "text-bison@001" | |
elif key == 'PALM2_TB_2': | |
return "text-bison@002" | |
elif key == 'PALM2_TU_1': | |
return "text-unicorn@001" | |
elif key == 'GEMINI_PRO': | |
return "gemini-pro" | |
### Mistral | |
elif key == 'MISTRAL_TINY': | |
return "mistral-tiny" | |
elif key == 'MISTRAL_SMALL': | |
return 'mistral-small' | |
elif key == 'MISTRAL_MEDIUM': | |
return 'mistral-medium' | |
### Mistral LOCAL | |
elif key == 'LOCAL_MIXTRAL_8X7B_INSTRUCT_V01': | |
return 'Mixtral-8x7B-Instruct-v0.1' | |
elif key == 'LOCAL_MISTRAL_7B_INSTRUCT_V02': | |
return 'Mistral-7B-Instruct-v0.2' | |
### Mistral LOCAL CPU | |
elif key == 'LOCAL_CPU_MISTRAL_7B_INSTRUCT_V02_GGUF': | |
return 'Mistral-7B-Instruct-v0.2-GGUF' | |
else: | |
raise ValueError(f"Invalid model name {key}. See model_maps.py") | |
def get_models_gui_list(cls): | |
return cls.MODELS_LOCAL + cls.MODELS_GOOGLE + cls.MODELS_OPENAI + cls.MODELS_MISTRAL | |
def get_version_mapping_cost(cls, key): | |
return cls.version_mapping_cost.get(key, None) | |
def get_all_mapping_cost(cls): | |
return cls.version_mapping_cost |