Flowise

1
{
2
    "description": "Answer question based on retrieved documents (context) with built-in memory to remember conversation using LlamaIndex",
3
    "categories": "Text File,Prompt Template,ChatOpenAI,Conversation Chain,Pinecone,LlamaIndex,Redis",
4
    "framework": "LlamaIndex",
5
    "badge": "NEW",
6
    "nodes": [
7
        {
8
            "width": 300,
9
            "height": 438,
10
            "id": "textFile_0",
11
            "position": {
12
                "x": 221.215421786192,
13
                "y": 94.91489477412404
14
            },
15
            "type": "customNode",
16
            "data": {
17
                "id": "textFile_0",
18
                "label": "Text File",
19
                "version": 3,
20
                "name": "textFile",
21
                "type": "Document",
22
                "baseClasses": ["Document"],
23
                "category": "Document Loaders",
24
                "description": "Load data from text files",
25
                "inputParams": [
26
                    {
27
                        "label": "Txt File",
28
                        "name": "txtFile",
29
                        "type": "file",
30
                        "fileType": ".txt, .html, .aspx, .asp, .cpp, .c, .cs, .css, .go, .h, .java, .js, .less, .ts, .php, .proto, .python, .py, .rst, .ruby, .rb, .rs, .scala, .sc, .scss, .sol, .sql, .swift, .markdown, .md, .tex, .ltx, .vb, .xml",
31
                        "id": "textFile_0-input-txtFile-file"
32
                    },
33
                    {
34
                        "label": "Metadata",
35
                        "name": "metadata",
36
                        "type": "json",
37
                        "optional": true,
38
                        "additionalParams": true,
39
                        "id": "textFile_0-input-metadata-json"
40
                    }
41
                ],
42
                "inputAnchors": [
43
                    {
44
                        "label": "Text Splitter",
45
                        "name": "textSplitter",
46
                        "type": "TextSplitter",
47
                        "optional": true,
48
                        "id": "textFile_0-input-textSplitter-TextSplitter"
49
                    }
50
                ],
51
                "inputs": {
52
                    "textSplitter": "{{recursiveCharacterTextSplitter_0.data.instance}}",
53
                    "metadata": ""
54
                },
55
                "outputAnchors": [
56
                    {
57
                        "name": "output",
58
                        "label": "Output",
59
                        "type": "options",
60
                        "options": [
61
                            {
62
                                "id": "textFile_0-output-document-Document|json",
63
                                "name": "document",
64
                                "label": "Document",
65
                                "type": "Document | json"
66
                            },
67
                            {
68
                                "id": "textFile_0-output-text-string|json",
69
                                "name": "text",
70
                                "label": "Text",
71
                                "type": "string | json"
72
                            }
73
                        ],
74
                        "default": "document"
75
                    }
76
                ],
77
                "outputs": {
78
                    "output": "document"
79
                },
80
                "selected": false
81
            },
82
            "selected": false,
83
            "positionAbsolute": {
84
                "x": 221.215421786192,
85
                "y": 94.91489477412404
86
            },
87
            "dragging": false
88
        },
89
        {
90
            "width": 300,
91
            "height": 429,
92
            "id": "recursiveCharacterTextSplitter_0",
93
            "position": {
94
                "x": -203.4868320229876,
95
                "y": 101.32475976329766
96
            },
97
            "type": "customNode",
98
            "data": {
99
                "id": "recursiveCharacterTextSplitter_0",
100
                "label": "Recursive Character Text Splitter",
101
                "version": 2,
102
                "name": "recursiveCharacterTextSplitter",
103
                "type": "RecursiveCharacterTextSplitter",
104
                "baseClasses": ["RecursiveCharacterTextSplitter", "TextSplitter", "BaseDocumentTransformer", "Runnable"],
105
                "category": "Text Splitters",
106
                "description": "Split documents recursively by different characters - starting with \"\\n\\n\", then \"\\n\", then \" \"",
107
                "inputParams": [
108
                    {
109
                        "label": "Chunk Size",
110
                        "name": "chunkSize",
111
                        "type": "number",
112
                        "default": 1000,
113
                        "optional": true,
114
                        "id": "recursiveCharacterTextSplitter_0-input-chunkSize-number"
115
                    },
116
                    {
117
                        "label": "Chunk Overlap",
118
                        "name": "chunkOverlap",
119
                        "type": "number",
120
                        "optional": true,
121
                        "id": "recursiveCharacterTextSplitter_0-input-chunkOverlap-number"
122
                    },
123
                    {
124
                        "label": "Custom Separators",
125
                        "name": "separators",
126
                        "type": "string",
127
                        "rows": 4,
128
                        "description": "Array of custom separators to determine when to split the text, will override the default separators",
129
                        "placeholder": "[\"|\", \"##\", \">\", \"-\"]",
130
                        "additionalParams": true,
131
                        "optional": true,
132
                        "id": "recursiveCharacterTextSplitter_0-input-separators-string"
133
                    }
134
                ],
135
                "inputAnchors": [],
136
                "inputs": {
137
                    "chunkSize": 1000,
138
                    "chunkOverlap": "",
139
                    "separators": ""
140
                },
141
                "outputAnchors": [
142
                    {
143
                        "id": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable",
144
                        "name": "recursiveCharacterTextSplitter",
145
                        "label": "RecursiveCharacterTextSplitter",
146
                        "type": "RecursiveCharacterTextSplitter | TextSplitter | BaseDocumentTransformer | Runnable"
147
                    }
148
                ],
149
                "outputs": {},
150
                "selected": false
151
            },
152
            "selected": false,
153
            "positionAbsolute": {
154
                "x": -203.4868320229876,
155
                "y": 101.32475976329766
156
            },
157
            "dragging": false
158
        },
159
        {
160
            "width": 300,
161
            "height": 334,
162
            "id": "openAIEmbedding_LlamaIndex_0",
163
            "position": {
164
                "x": 176.27434578083106,
165
                "y": 953.3664298122493
166
            },
167
            "type": "customNode",
168
            "data": {
169
                "id": "openAIEmbedding_LlamaIndex_0",
170
                "label": "OpenAI Embedding",
171
                "version": 2,
172
                "name": "openAIEmbedding_LlamaIndex",
173
                "type": "OpenAIEmbedding",
174
                "baseClasses": ["OpenAIEmbedding", "BaseEmbedding_LlamaIndex", "BaseEmbedding"],
175
                "tags": ["LlamaIndex"],
176
                "category": "Embeddings",
177
                "description": "OpenAI Embedding specific for LlamaIndex",
178
                "inputParams": [
179
                    {
180
                        "label": "Connect Credential",
181
                        "name": "credential",
182
                        "type": "credential",
183
                        "credentialNames": ["openAIApi"],
184
                        "id": "openAIEmbedding_LlamaIndex_0-input-credential-credential"
185
                    },
186
                    {
187
                        "label": "Model Name",
188
                        "name": "modelName",
189
                        "type": "asyncOptions",
190
                        "loadMethod": "listModels",
191
                        "default": "text-embedding-ada-002",
192
                        "id": "openAIEmbedding_LlamaIndex_0-input-modelName-options"
193
                    },
194
                    {
195
                        "label": "Timeout",
196
                        "name": "timeout",
197
                        "type": "number",
198
                        "optional": true,
199
                        "additionalParams": true,
200
                        "id": "openAIEmbedding_LlamaIndex_0-input-timeout-number"
201
                    },
202
                    {
203
                        "label": "BasePath",
204
                        "name": "basepath",
205
                        "type": "string",
206
                        "optional": true,
207
                        "additionalParams": true,
208
                        "id": "openAIEmbedding_LlamaIndex_0-input-basepath-string"
209
                    }
210
                ],
211
                "inputAnchors": [],
212
                "inputs": {
213
                    "timeout": "",
214
                    "basepath": "",
215
                    "modelName": "text-embedding-ada-002"
216
                },
217
                "outputAnchors": [
218
                    {
219
                        "id": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",
220
                        "name": "openAIEmbedding_LlamaIndex",
221
                        "label": "OpenAIEmbedding",
222
                        "type": "OpenAIEmbedding | BaseEmbedding_LlamaIndex | BaseEmbedding"
223
                    }
224
                ],
225
                "outputs": {},
226
                "selected": false
227
            },
228
            "selected": false,
229
            "positionAbsolute": {
230
                "x": 176.27434578083106,
231
                "y": 953.3664298122493
232
            },
233
            "dragging": false
234
        },
235
        {
236
            "width": 300,
237
            "height": 585,
238
            "id": "pineconeLlamaIndex_0",
239
            "position": {
240
                "x": 609.3087433345761,
241
                "y": 488.2141798951578
242
            },
243
            "type": "customNode",
244
            "data": {
245
                "id": "pineconeLlamaIndex_0",
246
                "label": "Pinecone",
247
                "version": 1,
248
                "name": "pineconeLlamaIndex",
249
                "type": "Pinecone",
250
                "baseClasses": ["Pinecone", "VectorIndexRetriever"],
251
                "tags": ["LlamaIndex"],
252
                "category": "Vector Stores",
253
                "description": "Upsert embedded data and perform similarity search upon query using Pinecone, a leading fully managed hosted vector database",
254
                "inputParams": [
255
                    {
256
                        "label": "Connect Credential",
257
                        "name": "credential",
258
                        "type": "credential",
259
                        "credentialNames": ["pineconeApi"],
260
                        "id": "pineconeLlamaIndex_0-input-credential-credential"
261
                    },
262
                    {
263
                        "label": "Pinecone Index",
264
                        "name": "pineconeIndex",
265
                        "type": "string",
266
                        "id": "pineconeLlamaIndex_0-input-pineconeIndex-string"
267
                    },
268
                    {
269
                        "label": "Pinecone Namespace",
270
                        "name": "pineconeNamespace",
271
                        "type": "string",
272
                        "placeholder": "my-first-namespace",
273
                        "additionalParams": true,
274
                        "optional": true,
275
                        "id": "pineconeLlamaIndex_0-input-pineconeNamespace-string"
276
                    },
277
                    {
278
                        "label": "Pinecone Metadata Filter",
279
                        "name": "pineconeMetadataFilter",
280
                        "type": "json",
281
                        "optional": true,
282
                        "additionalParams": true,
283
                        "id": "pineconeLlamaIndex_0-input-pineconeMetadataFilter-json"
284
                    },
285
                    {
286
                        "label": "Top K",
287
                        "name": "topK",
288
                        "description": "Number of top results to fetch. Default to 4",
289
                        "placeholder": "4",
290
                        "type": "number",
291
                        "additionalParams": true,
292
                        "optional": true,
293
                        "id": "pineconeLlamaIndex_0-input-topK-number"
294
                    }
295
                ],
296
                "inputAnchors": [
297
                    {
298
                        "label": "Document",
299
                        "name": "document",
300
                        "type": "Document",
301
                        "list": true,
302
                        "optional": true,
303
                        "id": "pineconeLlamaIndex_0-input-document-Document"
304
                    },
305
                    {
306
                        "label": "Chat Model",
307
                        "name": "model",
308
                        "type": "BaseChatModel_LlamaIndex",
309
                        "id": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex"
310
                    },
311
                    {
312
                        "label": "Embeddings",
313
                        "name": "embeddings",
314
                        "type": "BaseEmbedding_LlamaIndex",
315
                        "id": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex"
316
                    }
317
                ],
318
                "inputs": {
319
                    "document": ["{{textFile_0.data.instance}}"],
320
                    "model": "{{chatOpenAI_LlamaIndex_1.data.instance}}",
321
                    "embeddings": "{{openAIEmbedding_LlamaIndex_0.data.instance}}",
322
                    "pineconeIndex": "",
323
                    "pineconeNamespace": "",
324
                    "pineconeMetadataFilter": "",
325
                    "topK": ""
326
                },
327
                "outputAnchors": [
328
                    {
329
                        "name": "output",
330
                        "label": "Output",
331
                        "type": "options",
332
                        "options": [
333
                            {
334
                                "id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorIndexRetriever",
335
                                "name": "retriever",
336
                                "label": "Pinecone Retriever",
337
                                "type": "Pinecone | VectorIndexRetriever"
338
                            },
339
                            {
340
                                "id": "pineconeLlamaIndex_0-output-retriever-Pinecone|VectorStoreIndex",
341
                                "name": "vectorStore",
342
                                "label": "Pinecone Vector Store Index",
343
                                "type": "Pinecone | VectorStoreIndex"
344
                            }
345
                        ],
346
                        "default": "retriever"
347
                    }
348
                ],
349
                "outputs": {
350
                    "output": "retriever"
351
                },
352
                "selected": false
353
            },
354
            "selected": false,
355
            "positionAbsolute": {
356
                "x": 609.3087433345761,
357
                "y": 488.2141798951578
358
            },
359
            "dragging": false
360
        },
361
        {
362
            "width": 300,
363
            "height": 529,
364
            "id": "chatOpenAI_LlamaIndex_1",
365
            "position": {
366
                "x": -195.15244974578656,
367
                "y": 584.9467028201428
368
            },
369
            "type": "customNode",
370
            "data": {
371
                "id": "chatOpenAI_LlamaIndex_1",
372
                "label": "ChatOpenAI",
373
                "version": 2.0,
374
                "name": "chatOpenAI_LlamaIndex",
375
                "type": "ChatOpenAI",
376
                "baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex"],
377
                "tags": ["LlamaIndex"],
378
                "category": "Chat Models",
379
                "description": "Wrapper around OpenAI Chat LLM specific for LlamaIndex",
380
                "inputParams": [
381
                    {
382
                        "label": "Connect Credential",
383
                        "name": "credential",
384
                        "type": "credential",
385
                        "credentialNames": ["openAIApi"],
386
                        "id": "chatOpenAI_LlamaIndex_1-input-credential-credential"
387
                    },
388
                    {
389
                        "label": "Model Name",
390
                        "name": "modelName",
391
                        "type": "asyncOptions",
392
                        "loadMethod": "listModels",
393
                        "default": "gpt-3.5-turbo",
394
                        "id": "chatOpenAI_LlamaIndex_1-input-modelName-options"
395
                    },
396
                    {
397
                        "label": "Temperature",
398
                        "name": "temperature",
399
                        "type": "number",
400
                        "step": 0.1,
401
                        "default": 0.9,
402
                        "optional": true,
403
                        "id": "chatOpenAI_LlamaIndex_1-input-temperature-number"
404
                    },
405
                    {
406
                        "label": "Max Tokens",
407
                        "name": "maxTokens",
408
                        "type": "number",
409
                        "step": 1,
410
                        "optional": true,
411
                        "additionalParams": true,
412
                        "id": "chatOpenAI_LlamaIndex_1-input-maxTokens-number"
413
                    },
414
                    {
415
                        "label": "Top Probability",
416
                        "name": "topP",
417
                        "type": "number",
418
                        "step": 0.1,
419
                        "optional": true,
420
                        "additionalParams": true,
421
                        "id": "chatOpenAI_LlamaIndex_1-input-topP-number"
422
                    },
423
                    {
424
                        "label": "Timeout",
425
                        "name": "timeout",
426
                        "type": "number",
427
                        "step": 1,
428
                        "optional": true,
429
                        "additionalParams": true,
430
                        "id": "chatOpenAI_LlamaIndex_1-input-timeout-number"
431
                    }
432
                ],
433
                "inputAnchors": [],
434
                "inputs": {
435
                    "modelName": "gpt-3.5-turbo-16k",
436
                    "temperature": 0.9,
437
                    "maxTokens": "",
438
                    "topP": "",
439
                    "timeout": ""
440
                },
441
                "outputAnchors": [
442
                    {
443
                        "id": "chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
444
                        "name": "chatOpenAI_LlamaIndex",
445
                        "label": "ChatOpenAI",
446
                        "type": "ChatOpenAI | BaseChatModel_LlamaIndex"
447
                    }
448
                ],
449
                "outputs": {},
450
                "selected": false
451
            },
452
            "selected": false,
453
            "positionAbsolute": {
454
                "x": -195.15244974578656,
455
                "y": 584.9467028201428
456
            },
457
            "dragging": false
458
        },
459
        {
460
            "width": 300,
461
            "height": 513,
462
            "id": "contextChatEngine_0",
463
            "position": {
464
                "x": 1550.2553933740128,
465
                "y": 270.7914631777829
466
            },
467
            "type": "customNode",
468
            "data": {
469
                "id": "contextChatEngine_0",
470
                "label": "Context Chat Engine",
471
                "version": 1,
472
                "name": "contextChatEngine",
473
                "type": "ContextChatEngine",
474
                "baseClasses": ["ContextChatEngine"],
475
                "tags": ["LlamaIndex"],
476
                "category": "Engine",
477
                "description": "Answer question based on retrieved documents (context) with built-in memory to remember conversation",
478
                "inputParams": [
479
                    {
480
                        "label": "Return Source Documents",
481
                        "name": "returnSourceDocuments",
482
                        "type": "boolean",
483
                        "optional": true,
484
                        "id": "contextChatEngine_0-input-returnSourceDocuments-boolean"
485
                    },
486
                    {
487
                        "label": "System Message",
488
                        "name": "systemMessagePrompt",
489
                        "type": "string",
490
                        "rows": 4,
491
                        "optional": true,
492
                        "placeholder": "I want you to act as a document that I am having a conversation with. Your name is \"AI Assistant\". You will provide me with answers from the given info. If the answer is not included, say exactly \"Hmm, I am not sure.\" and stop after that. Refuse to answer any question not about the info. Never break character.",
493
                        "id": "contextChatEngine_0-input-systemMessagePrompt-string"
494
                    }
495
                ],
496
                "inputAnchors": [
497
                    {
498
                        "label": "Chat Model",
499
                        "name": "model",
500
                        "type": "BaseChatModel_LlamaIndex",
501
                        "id": "contextChatEngine_0-input-model-BaseChatModel_LlamaIndex"
502
                    },
503
                    {
504
                        "label": "Vector Store Retriever",
505
                        "name": "vectorStoreRetriever",
506
                        "type": "VectorIndexRetriever",
507
                        "id": "contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever"
508
                    },
509
                    {
510
                        "label": "Memory",
511
                        "name": "memory",
512
                        "type": "BaseChatMemory",
513
                        "id": "contextChatEngine_0-input-memory-BaseChatMemory"
514
                    }
515
                ],
516
                "inputs": {
517
                    "model": "{{chatOpenAI_LlamaIndex_2.data.instance}}",
518
                    "vectorStoreRetriever": "{{pineconeLlamaIndex_0.data.instance}}",
519
                    "memory": "{{RedisBackedChatMemory_0.data.instance}}",
520
                    "systemMessagePrompt": "",
521
                    "returnSourceDocuments": true
522
                },
523
                "outputAnchors": [
524
                    {
525
                        "id": "contextChatEngine_0-output-contextChatEngine-ContextChatEngine",
526
                        "name": "contextChatEngine",
527
                        "label": "ContextChatEngine",
528
                        "type": "ContextChatEngine"
529
                    }
530
                ],
531
                "outputs": {},
532
                "selected": false
533
            },
534
            "selected": false,
535
            "positionAbsolute": {
536
                "x": 1550.2553933740128,
537
                "y": 270.7914631777829
538
            },
539
            "dragging": false
540
        },
541
        {
542
            "width": 300,
543
            "height": 329,
544
            "id": "RedisBackedChatMemory_0",
545
            "position": {
546
                "x": 1081.252815805786,
547
                "y": 990.1701092562037
548
            },
549
            "type": "customNode",
550
            "data": {
551
                "id": "RedisBackedChatMemory_0",
552
                "label": "Redis-Backed Chat Memory",
553
                "version": 2,
554
                "name": "RedisBackedChatMemory",
555
                "type": "RedisBackedChatMemory",
556
                "baseClasses": ["RedisBackedChatMemory", "BaseChatMemory", "BaseMemory"],
557
                "category": "Memory",
558
                "description": "Summarizes the conversation and stores the memory in Redis server",
559
                "inputParams": [
560
                    {
561
                        "label": "Connect Credential",
562
                        "name": "credential",
563
                        "type": "credential",
564
                        "optional": true,
565
                        "credentialNames": ["redisCacheApi", "redisCacheUrlApi"],
566
                        "id": "RedisBackedChatMemory_0-input-credential-credential"
567
                    },
568
                    {
569
                        "label": "Session Id",
570
                        "name": "sessionId",
571
                        "type": "string",
572
                        "description": "If not specified, a random id will be used. Learn <a target=\"_blank\" href=\"https://docs.flowiseai.com/memory/long-term-memory#ui-and-embedded-chat\">more</a>",
573
                        "default": "",
574
                        "additionalParams": true,
575
                        "optional": true,
576
                        "id": "RedisBackedChatMemory_0-input-sessionId-string"
577
                    },
578
                    {
579
                        "label": "Session Timeouts",
580
                        "name": "sessionTTL",
581
                        "type": "number",
582
                        "description": "Omit this parameter to make sessions never expire",
583
                        "additionalParams": true,
584
                        "optional": true,
585
                        "id": "RedisBackedChatMemory_0-input-sessionTTL-number"
586
                    },
587
                    {
588
                        "label": "Memory Key",
589
                        "name": "memoryKey",
590
                        "type": "string",
591
                        "default": "chat_history",
592
                        "additionalParams": true,
593
                        "id": "RedisBackedChatMemory_0-input-memoryKey-string"
594
                    }
595
                ],
596
                "inputAnchors": [],
597
                "inputs": {
598
                    "sessionId": "",
599
                    "sessionTTL": "",
600
                    "memoryKey": "chat_history"
601
                },
602
                "outputAnchors": [
603
                    {
604
                        "id": "RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory",
605
                        "name": "RedisBackedChatMemory",
606
                        "label": "RedisBackedChatMemory",
607
                        "type": "RedisBackedChatMemory | BaseChatMemory | BaseMemory"
608
                    }
609
                ],
610
                "outputs": {},
611
                "selected": false
612
            },
613
            "selected": false,
614
            "dragging": false,
615
            "positionAbsolute": {
616
                "x": 1081.252815805786,
617
                "y": 990.1701092562037
618
            }
619
        },
620
        {
621
            "width": 300,
622
            "height": 529,
623
            "id": "chatOpenAI_LlamaIndex_2",
624
            "position": {
625
                "x": 1015.1605888108386,
626
                "y": -38.31143117572401
627
            },
628
            "type": "customNode",
629
            "data": {
630
                "id": "chatOpenAI_LlamaIndex_2",
631
                "label": "ChatOpenAI",
632
                "version": 2.0,
633
                "name": "chatOpenAI_LlamaIndex",
634
                "type": "ChatOpenAI",
635
                "baseClasses": ["ChatOpenAI", "BaseChatModel_LlamaIndex"],
636
                "tags": ["LlamaIndex"],
637
                "category": "Chat Models",
638
                "description": "Wrapper around OpenAI Chat LLM specific for LlamaIndex",
639
                "inputParams": [
640
                    {
641
                        "label": "Connect Credential",
642
                        "name": "credential",
643
                        "type": "credential",
644
                        "credentialNames": ["openAIApi"],
645
                        "id": "chatOpenAI_LlamaIndex_2-input-credential-credential"
646
                    },
647
                    {
648
                        "label": "Model Name",
649
                        "name": "modelName",
650
                        "type": "asyncOptions",
651
                        "loadMethod": "listModels",
652
                        "default": "gpt-3.5-turbo",
653
                        "id": "chatOpenAI_LlamaIndex_2-input-modelName-options"
654
                    },
655
                    {
656
                        "label": "Temperature",
657
                        "name": "temperature",
658
                        "type": "number",
659
                        "step": 0.1,
660
                        "default": 0.9,
661
                        "optional": true,
662
                        "id": "chatOpenAI_LlamaIndex_2-input-temperature-number"
663
                    },
664
                    {
665
                        "label": "Max Tokens",
666
                        "name": "maxTokens",
667
                        "type": "number",
668
                        "step": 1,
669
                        "optional": true,
670
                        "additionalParams": true,
671
                        "id": "chatOpenAI_LlamaIndex_2-input-maxTokens-number"
672
                    },
673
                    {
674
                        "label": "Top Probability",
675
                        "name": "topP",
676
                        "type": "number",
677
                        "step": 0.1,
678
                        "optional": true,
679
                        "additionalParams": true,
680
                        "id": "chatOpenAI_LlamaIndex_2-input-topP-number"
681
                    },
682
                    {
683
                        "label": "Timeout",
684
                        "name": "timeout",
685
                        "type": "number",
686
                        "step": 1,
687
                        "optional": true,
688
                        "additionalParams": true,
689
                        "id": "chatOpenAI_LlamaIndex_2-input-timeout-number"
690
                    }
691
                ],
692
                "inputAnchors": [],
693
                "inputs": {
694
                    "modelName": "gpt-3.5-turbo",
695
                    "temperature": 0.9,
696
                    "maxTokens": "",
697
                    "topP": "",
698
                    "timeout": ""
699
                },
700
                "outputAnchors": [
701
                    {
702
                        "id": "chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
703
                        "name": "chatOpenAI_LlamaIndex",
704
                        "label": "ChatOpenAI",
705
                        "type": "ChatOpenAI | BaseChatModel_LlamaIndex"
706
                    }
707
                ],
708
                "outputs": {},
709
                "selected": false
710
            },
711
            "selected": false,
712
            "positionAbsolute": {
713
                "x": 1015.1605888108386,
714
                "y": -38.31143117572401
715
            },
716
            "dragging": false
717
        }
718
    ],
719
    "edges": [
720
        {
721
            "source": "recursiveCharacterTextSplitter_0",
722
            "sourceHandle": "recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable",
723
            "target": "textFile_0",
724
            "targetHandle": "textFile_0-input-textSplitter-TextSplitter",
725
            "type": "buttonedge",
726
            "id": "recursiveCharacterTextSplitter_0-recursiveCharacterTextSplitter_0-output-recursiveCharacterTextSplitter-RecursiveCharacterTextSplitter|TextSplitter|BaseDocumentTransformer|Runnable-textFile_0-textFile_0-input-textSplitter-TextSplitter",
727
            "data": {
728
                "label": ""
729
            }
730
        },
731
        {
732
            "source": "textFile_0",
733
            "sourceHandle": "textFile_0-output-document-Document|json",
734
            "target": "pineconeLlamaIndex_0",
735
            "targetHandle": "pineconeLlamaIndex_0-input-document-Document",
736
            "type": "buttonedge",
737
            "id": "textFile_0-textFile_0-output-document-Document|json-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-document-Document",
738
            "data": {
739
                "label": ""
740
            }
741
        },
742
        {
743
            "source": "chatOpenAI_LlamaIndex_1",
744
            "sourceHandle": "chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
745
            "target": "pineconeLlamaIndex_0",
746
            "targetHandle": "pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
747
            "type": "buttonedge",
748
            "id": "chatOpenAI_LlamaIndex_1-chatOpenAI_LlamaIndex_1-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-model-BaseChatModel_LlamaIndex",
749
            "data": {
750
                "label": ""
751
            }
752
        },
753
        {
754
            "source": "openAIEmbedding_LlamaIndex_0",
755
            "sourceHandle": "openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding",
756
            "target": "pineconeLlamaIndex_0",
757
            "targetHandle": "pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",
758
            "type": "buttonedge",
759
            "id": "openAIEmbedding_LlamaIndex_0-openAIEmbedding_LlamaIndex_0-output-openAIEmbedding_LlamaIndex-OpenAIEmbedding|BaseEmbedding_LlamaIndex|BaseEmbedding-pineconeLlamaIndex_0-pineconeLlamaIndex_0-input-embeddings-BaseEmbedding_LlamaIndex",
760
            "data": {
761
                "label": ""
762
            }
763
        },
764
        {
765
            "source": "pineconeLlamaIndex_0",
766
            "sourceHandle": "pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever",
767
            "target": "contextChatEngine_0",
768
            "targetHandle": "contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
769
            "type": "buttonedge",
770
            "id": "pineconeLlamaIndex_0-pineconeLlamaIndex_0-output-pineconeLlamaIndex-Pinecone|VectorIndexRetriever-contextChatEngine_0-contextChatEngine_0-input-vectorStoreRetriever-VectorIndexRetriever",
771
            "data": {
772
                "label": ""
773
            }
774
        },
775
        {
776
            "source": "RedisBackedChatMemory_0",
777
            "sourceHandle": "RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory",
778
            "target": "contextChatEngine_0",
779
            "targetHandle": "contextChatEngine_0-input-memory-BaseChatMemory",
780
            "type": "buttonedge",
781
            "id": "RedisBackedChatMemory_0-RedisBackedChatMemory_0-output-RedisBackedChatMemory-RedisBackedChatMemory|BaseChatMemory|BaseMemory-contextChatEngine_0-contextChatEngine_0-input-memory-BaseChatMemory",
782
            "data": {
783
                "label": ""
784
            }
785
        },
786
        {
787
            "source": "chatOpenAI_LlamaIndex_2",
788
            "sourceHandle": "chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex",
789
            "target": "contextChatEngine_0",
790
            "targetHandle": "contextChatEngine_0-input-model-BaseChatModel_LlamaIndex",
791
            "type": "buttonedge",
792
            "id": "chatOpenAI_LlamaIndex_2-chatOpenAI_LlamaIndex_2-output-chatOpenAI_LlamaIndex-ChatOpenAI|BaseChatModel_LlamaIndex-contextChatEngine_0-contextChatEngine_0-input-model-BaseChatModel_LlamaIndex",
793
            "data": {
794
                "label": ""
795
            }
796
        }
797
    ]
798
}
799