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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_4_TURBO_2024_04_09': '#32CD32', # Lime Green
'GPT_4o_2024_05_13': '#3CB371', # Lime Green gpt-4o-2024-05-13
'GPT_4o_mini_2024_07_18': '#115730', # Lime Green gpt-4o-2024-05-13
'GPT_3_5_INSTRUCT': '#3CB371', # Medium Sea Green
'GPT_4_TURBO_1106': '#228B22', # Forest Green
'GPT_4_TURBO_0125': '#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', #
'GEMINI_1_5_FLASH': '#1E00FF', # gemini-1.5-flash
'GEMINI_1_5_PRO': '#1E00FF', # gemini-1.5-pro
'AZURE_GPT_4': '#800080', # Purple
# 'AZURE_GPT_4_TURBO_1106': '#9370DB', # Medium Purple
# 'AZURE_GPT_4_TURBO_0125': '#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
'OPEN_MISTRAL_7B': '#FFA07A', # Light Salmon
'OPEN_MIXTRAL_8X7B': '#FF8C00', # Dark Orange
'MISTRAL_SMALL': '#FF6347', # Tomato
'MISTRAL_MEDIUM': '#FF4500', # Orange Red
'MISTRAL_LARGE': '#800000', # Maroon
'LOCAL_MIXTRAL_8X7B_INSTRUCT_V01': '#000000', # Black
'LOCAL_MISTRAL_7B_INSTRUCT_V02': '#4a4a4a', # Gray
# mistralai/Mistral-Nemo-Instruct-2407
'LOCAL_MISTRAL_NEMO_INSTRUCT_2407': '#000000', # Black
'LOCAL_CPU_MISTRAL_7B_INSTRUCT_V02_GGUF': '#bababa', # Gray
'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05': '#bababa', # Gray
}
MODELS_OPENAI = [
'GPT 4o 2024-05-13', #GPT_4o_2024_05_13
'GPT 4o mini 2024-07-18',
'GPT 4 Turbo 2024-04-09',#GPT_4_TURBO_2024_04_09
'GPT 4',
'GPT 4 32k',
'GPT 4 Turbo 0125-preview',
'GPT 4 Turbo 1106-preview',
'GPT 3.5 Turbo',
'GPT 3.5 Instruct',
]
MODELS_OPENAI_AZURE = [
'Azure GPT 4',
# 'Azure GPT 4 32k',
# 'Azure GPT 4 Turbo 0125-preview',
# 'Azure GPT 4 Turbo 1106-preview',
# 'Azure GPT 3.5 Turbo',
# 'Azure GPT 3.5 Instruct',
]
MODELS_GOOGLE = [
# 'PaLM 2 text-bison@001',
'PaLM 2 text-bison@002',
'PaLM 2 text-unicorn@001',
'Gemini 1.0 Pro',
'Gemini 1.5 Flash',
'Gemini 1.5 Pro',
]
MODELS_MISTRAL = ['Mistral Small',
'Mistral Medium',
'Mistral Large',
'Open Mixtral 8x7B',
'Open Mistral 7B',
]
MODELS_LOCAL = ['LOCAL Mistral Nemo Instruct 2407',
'LOCAL Mixtral 8x7B Instruct v0.1',
'LOCAL Mistral 7B Instruct v0.2',
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF',
'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05']
MODELS_GUI_DEFAULT = 'Gemini 1.5 Flash' #'Azure GPT 4' # 'GPT 4 Turbo 1106-preview'
MODEL_FAMILY = {
'OpenAI': MODELS_OPENAI,
'OpenAI Azure': MODELS_OPENAI_AZURE,
'Google': MODELS_GOOGLE,
'Mistral': MODELS_MISTRAL,
'Local': MODELS_LOCAL}
version_mapping_cost = {
'GPT 4 32k': 'GPT_4_32K',
'GPT 4': 'GPT_4',
'GPT 4o 2024-05-13': 'GPT_4o_2024_05_13',
'GPT 4o mini 2024-07-18': 'GPT_4o_mini_2024_07_18',
'GPT 4 Turbo 2024-04-09': 'GPT_4_TURBO_2024_04_09',
'GPT 4 Turbo 0125-preview': 'GPT_4_TURBO_0125',
'GPT 4 Turbo 1106-preview': 'GPT_4_TURBO_1106',
'GPT 3.5 Instruct': 'GPT_3_5_INSTRUCT',
'GPT 3.5 Turbo': 'GPT_3_5',
# 'Azure GPT 4 32k': 'AZURE_GPT_4_32K',
'Azure GPT 4': 'AZURE_GPT_4',
# 'Azure GPT 4 Turbo 0125-preview': 'AZURE_GPT_4_TURBO_0125',
# 'Azure GPT 4 Turbo 1106-preview': 'AZURE_GPT_4_TURBO_1106',
# 'Azure GPT 3.5 Instruct': 'AZURE_GPT_3_5_INSTRUCT',
# 'Azure GPT 3.5 Turbo': 'AZURE_GPT_3_5',
'Gemini 1.0 Pro': 'GEMINI_PRO',
'Gemini 1.5 Flash': 'GEMINI_1_5_FLASH', # gemini-1.5-flash
'Gemini 1.5 Pro': 'GEMINI_1_5_PRO', # gemini-1.5-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 Large': 'MISTRAL_LARGE',
'Mistral Medium': 'MISTRAL_MEDIUM',
'Mistral Small': 'MISTRAL_SMALL',
'Open Mixtral 8x7B': 'OPEN_MIXTRAL_8X7B',
'Open Mistral 7B': 'OPEN_MISTRAL_7B',
'LOCAL Mistral Nemo Instruct 2407': 'LOCAL_MISTRAL_NEMO_INSTRUCT_2407',
'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',
'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05': 'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05',
}
@classmethod
def get_version_has_key(cls, key, has_key_openai, has_key_azure_openai, has_key_google_application_credentials, has_key_mistral):
# Define the mapping for 'has_key' values
version_has_key = {
'GPT 4 Turbo 2024-04-09': has_key_openai,
'GPT 4 Turbo 1106-preview': has_key_openai,
'GPT 4 Turbo 0125-preview': has_key_openai,
'GPT 4': has_key_openai,
'GPT 4o 2024-05-13': has_key_openai,
'GPT 4o mini 2024-07-18': has_key_openai,
'GPT 4 32k': has_key_openai,
'GPT 3.5 Turbo': has_key_openai,
'GPT 3.5 Instruct': has_key_openai,
# 'Azure GPT 3.5 Turbo': 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 Turbo 0125-preview': has_key_azure_openai,
# 'Azure GPT 4 32k': has_key_azure_openai,
# 'PaLM 2 text-bison@001': has_key_google_application_credentials,
'PaLM 2 text-bison@002': has_key_google_application_credentials,
'PaLM 2 text-unicorn@001': has_key_google_application_credentials,
'Gemini 1.0 Pro': has_key_google_application_credentials,
'Gemini 1.5 Flash': has_key_google_application_credentials,
'Gemini 1.5 Pro': has_key_google_application_credentials,
'Mistral Small': has_key_mistral,
'Mistral Medium': has_key_mistral,
'Mistral Large': has_key_mistral,
'Open Mixtral 8x7B': has_key_mistral,
'Open Mistral 7B': has_key_mistral,
'LOCAL Mistral Nemo Instruct 2407': True,
'LOCAL Mixtral 8x7B Instruct v0.1': True,
'LOCAL Mistral 7B Instruct v0.2': True,
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF': True,
'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05': True
}
return version_has_key.get(key)
@classmethod
def get_version_mapping_is_azure(cls, key):
version_mapping_is_azure = {
'GPT 4o 2024-05-13': False,
'GPT 4o mini 2024-07-18': False,
'GPT 4 Turbo 2024-04-09': False,
'GPT 4 Turbo 1106-preview': False,
'GPT 4 Turbo 0125-preview': False,
'GPT 4': False,
'GPT 4 32k': False,
'GPT 3.5 Turbo': False,
'GPT 3.5 Instruct': False,
# 'Azure GPT 3.5 Turbo': True,
# 'Azure GPT 3.5 Instruct': True,
'Azure GPT 4': True,
# 'Azure GPT 4 Turbo 1106-preview': True,
# 'Azure GPT 4 Turbo 0125-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 1.0 Pro': False,
'Gemini 1.5 Flash': False,
'Gemini 1.5 Pro': False,
'Mistral Small': False,
'Mistral Medium': False,
'Mistral Large': False,
'Open Mixtral 8x7B': False,
'Open Mistral 7B': False,
'LOCAL Mistral Nemo Instruct 2407': False,
'LOCAL Mixtral 8x7B Instruct v0.1': False,
'LOCAL Mistral 7B Instruct v0.2': False,
'LOCAL CPU Mistral 7B Instruct v0.2 GGUF': False,
'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05': 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-0125' #'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_4o_2024_05_13':
return 'gpt-4o-2024-05-13'
elif key == 'GPT_4o_mini_2024_07_18':
return 'gpt-4o-mini-2024-07-18'
elif key == 'GPT_4_TURBO_2024_04_09':
return 'gpt-4-turbo-2024-04-09'
elif key == 'GPT_4_TURBO_1106':
return 'gpt-4-1106-preview'
elif key == 'GPT_4_TURBO_0125':
return 'gpt-4-0125-preview'
### Azure
# elif key == 'AZURE_GPT_3_5':
# return 'gpt-35-turbo-0125'
# 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_1106':
# return 'gpt-4-1106-preview'
# elif key == 'AZURE_GPT_4_TURBO_0125':
# return 'gpt-4-0125-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-1.0-pro'
elif key == 'GEMINI_1_5_FLASH':
return 'gemini-1.5-flash'
elif key == 'GEMINI_1_5_PRO':
return 'gemini-1.5-pro'
### Mistral
elif key == 'OPEN_MISTRAL_7B':
return 'open-mistral-7b'
elif key == 'OPEN_MIXTRAL_8X7B':
return 'open-mixtral-8x7b'
elif key == 'MISTRAL_SMALL':
return 'mistral-small-latest'
elif key == 'MISTRAL_MEDIUM':
return 'mistral-medium-latest'
elif key == 'MISTRAL_LARGE':
return 'mistral-large-latest'
### Mistral LOCAL
#LOCAL_MISTRAL_NEMO_INSTRUCT_2407 'LOCAL Mistral Nemo Instruct 2407 mistralai/Mistral-Nemo-Instruct-2407
elif key == 'LOCAL_MISTRAL_NEMO_INSTRUCT_2407':
return 'Mistral-Nemo-Instruct-2407'
elif key == 'LOCAL_MIXTRAL_8X7B_INSTRUCT_V01':
return 'Mixtral-8x7B-Instruct-v0.1'
elif key == 'LOCAL_MISTRAL_7B_INSTRUCT_V02':
return 'Mistral-7B-Instruct-v0.3'
### Mistral LOCAL CPU
elif key == 'LOCAL_CPU_MISTRAL_7B_INSTRUCT_V02_GGUF':
return 'Mistral-7B-Instruct-v0.2-GGUF'
### LOCAL custom fine-tuned
elif key == 'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05':
return 'phyloforfun/mistral-7b-instruct-v2-bnb-4bit__HLT_MICH_Angiospermae_SLTPvC_v1-0_medium_OCR-C25-L25-E50-R05'
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_OPENAI_AZURE + cls.MODELS_MISTRAL
@classmethod
def get_models_gui_list_family(cls, family=None):
if family and family in cls.MODEL_FAMILY:
return cls.MODEL_FAMILY[family]
all_models = []
for family_models in cls.MODEL_FAMILY.values():
all_models.extend(family_models)
return all_models
@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 |