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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',
}
@classmethod
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)
@classmethod
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)
@classmethod
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"
### Google
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")
@classmethod
def get_models_gui_list(cls):
return cls.MODELS_LOCAL + cls.MODELS_GOOGLE + cls.MODELS_OPENAI + cls.MODELS_MISTRAL
@classmethod
def get_version_mapping_cost(cls, key):
return cls.version_mapping_cost.get(key, None)
@classmethod
def get_all_mapping_cost(cls):
return cls.version_mapping_cost |