File size: 11,296 Bytes
e91ac58
 
 
 
 
c47d7dd
 
e91ac58
67f7ed6
 
e91ac58
 
 
 
 
 
 
 
c47d7dd
 
 
 
 
e91ac58
567930d
 
 
e91ac58
567930d
e91ac58
 
 
 
 
c47d7dd
 
e91ac58
 
 
 
c47d7dd
 
67f7ed6
e91ac58
567930d
e91ac58
 
 
c47d7dd
 
 
 
 
 
e91ac58
 
 
 
 
 
567930d
 
 
 
 
 
e91ac58
 
 
c47d7dd
 
e91ac58
c47d7dd
e91ac58
 
 
 
c47d7dd
 
67f7ed6
 
e91ac58
567930d
e91ac58
c47d7dd
e91ac58
c47d7dd
 
 
 
e91ac58
 
 
 
 
 
567930d
e91ac58
 
567930d
 
e91ac58
 
 
 
 
c47d7dd
 
e91ac58
 
 
806953a
e91ac58
 
c47d7dd
e91ac58
67f7ed6
e91ac58
c47d7dd
e91ac58
567930d
e91ac58
 
c47d7dd
 
e91ac58
c47d7dd
 
 
e91ac58
806953a
 
 
 
e91ac58
 
 
567930d
 
 
e91ac58
 
 
 
 
c47d7dd
 
e91ac58
 
 
 
 
 
c47d7dd
 
e91ac58
567930d
e91ac58
 
567930d
e91ac58
 
c47d7dd
 
e91ac58
c47d7dd
 
 
e91ac58
 
 
 
 
 
 
 
567930d
 
 
e91ac58
 
 
 
 
c47d7dd
 
e91ac58
 
 
 
 
 
 
 
567930d
e91ac58
 
 
 
 
 
 
 
 
c47d7dd
 
 
e91ac58
c47d7dd
 
 
67f7ed6
e91ac58
 
67f7ed6
 
 
e91ac58
c47d7dd
 
e91ac58
c47d7dd
 
e91ac58
 
 
 
c47d7dd
 
e91ac58
c47d7dd
 
67f7ed6
c47d7dd
 
e91ac58
 
 
 
 
 
 
 
 
 
 
 
ae215ea
e91ac58
 
567930d
 
 
 
 
e91ac58
 
567930d
e91ac58
 
567930d
 
 
 
e91ac58
 
 
 
 
 
 
 
 
 
 
 
c47d7dd
 
 
 
 
 
 
 
e91ac58
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
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_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',  # 

        '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

        '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 4",
                     "GPT 4 32k",
                     "GPT 4o 2024-05-13", #GPT_4o_2024_05_13
                     "GPT 4 Turbo 2024-04-09",#GPT_4_TURBO_2024_04_09
                     "GPT 4 Turbo 0125-preview",
                     "GPT 4 Turbo 1106-preview",
                     "GPT 3.5 Turbo",
                     "GPT 3.5 Instruct",

                     "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 Pro"]
    
    MODELS_MISTRAL = ["Mistral Small",
                      "Mistral Medium",
                      "Mistral Large",
                      "Open Mixtral 8x7B",
                      "Open Mistral 7B",
                      ]

    MODELS_LOCAL = ["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 = "Azure GPT 4" # "GPT 4 Turbo 1106-preview"

    version_mapping_cost = {
        'GPT 4 32k': 'GPT_4_32K',
        'GPT 4': 'GPT_4',
        "GPT 4o 2024-05-13": 'GPT_4o_2024_05_13',
        "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 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 Large': 'MISTRAL_LARGE',
        'Mistral Medium': 'MISTRAL_MEDIUM',
        'Mistral Small': 'MISTRAL_SMALL',
        'Open Mixtral 8x7B': 'OPEN_MIXTRAL_8X7B',
        'Open Mistral 7B': 'OPEN_MISTRAL_7B',

        '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 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 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 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 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 Pro':  False,

            'Mistral Small':  False,
            'Mistral Medium':  False,
            'Mistral Large':  False,
            'Open Mixtral 8x7B':  False,
            'Open Mistral 7B':  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_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"
        
        ### 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
        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'
        


        ### 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_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