Hugging Face's logo

Spaces:
dwb2023
/
retrieval_metadata
Sleeping

App Files Community
donb-hf commited on
Commit
dfe28dc
•
1 Parent(s): 0463856

update design and notebook

Browse files
Files changed (4) hide show
  1. arxiv_metadata_loader-retriever.ipynb +210 -0
  2. config.py +12 -1
  3. diagrams/langchain-rag-loader.excalidraw +662 -0
  4. diagrams/langchain-rag-retriever.excalidraw +1433 -0
arxiv_metadata_loader-retriever.ipynb ADDED
@@ -0,0 +1,210 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "# Arxiv Metadata Dataset - Loader and Retriever\n",
8
+ "\n",
9
+ "- Load Arxiv Metadata from Hugging Face DataSet and Load in to Qdrant\n",
10
+ "- Use LangGraph to store trace info"
11
+ ]
12
+ },
13
+ {
14
+ "cell_type": "markdown",
15
+ "metadata": {},
16
+ "source": []
17
+ },
18
+ {
19
+ "cell_type": "code",
20
+ "execution_count": null,
21
+ "metadata": {},
22
+ "outputs": [],
23
+ "source": [
24
+ "%pip install -qU pymupdf \n",
25
+ "%pip install -qU langchain langchain-core langchain-community langchain-text-splitters \n",
26
+ "%pip install -qU langchain-openai\n",
27
+ "%pip install -qU langchain-groq\n",
28
+ "%pip install -qU langchain-qdrant"
29
+ ]
30
+ },
31
+ {
32
+ "cell_type": "code",
33
+ "execution_count": null,
34
+ "metadata": {},
35
+ "outputs": [],
36
+ "source": [
37
+ "# Parameterize some stuff\n",
38
+ "\n",
39
+ "QUESTION = \"What are the emerging patterns for building Systems of Agents that could provide the system the ability to evolve and improve its own processes through learning?\""
40
+ ]
41
+ },
42
+ {
43
+ "cell_type": "code",
44
+ "execution_count": null,
45
+ "metadata": {},
46
+ "outputs": [],
47
+ "source": [
48
+ "import os\n",
49
+ "from langchain import hub\n",
50
+ "from langchain_groq import ChatGroq\n",
51
+ "from config import COLLECTION_NAME, DATASET_NAME, OPENAI_API_KEY, QDRANT_API_KEY, QDRANT_API_URL, LANGCHAIN_HUB_PROMPT\n",
52
+ "from langchain_community.document_loaders import PyMuPDFLoader\n",
53
+ "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
54
+ "from langchain_qdrant import Qdrant\n",
55
+ "# idenify data loader for html documents"
56
+ ]
57
+ },
58
+ {
59
+ "cell_type": "code",
60
+ "execution_count": null,
61
+ "metadata": {},
62
+ "outputs": [],
63
+ "source": [
64
+ "from langchain_openai import OpenAIEmbeddings\n",
65
+ "\n",
66
+ "embedding = OpenAIEmbeddings(model=\"text-embedding-3-small\")\n",
67
+ "prompt = hub.pull(LANGCHAIN_HUB_PROMPT)"
68
+ ]
69
+ },
70
+ {
71
+ "cell_type": "code",
72
+ "execution_count": null,
73
+ "metadata": {},
74
+ "outputs": [],
75
+ "source": [
76
+ "# URL Path is retrieved from the dataset\n",
77
+ "# need to use another loader for HTML documents\n",
78
+ "\n",
79
+ "# iterate over retrieved records from the huggingface dataset\n",
80
+ "URL_PATH = # need to retrieve the URL path from the dataset\n",
81
+ "loader = PyMuPDFLoader(URL_PATH, extract_images=True)\n",
82
+ "docs = loader.load()\n",
83
+ "\n",
84
+ "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n",
85
+ "splits = text_splitter.split_documents(docs)"
86
+ ]
87
+ },
88
+ {
89
+ "cell_type": "code",
90
+ "execution_count": null,
91
+ "metadata": {},
92
+ "outputs": [],
93
+ "source": [
94
+ "# Store the chunks in Qdrant\n",
95
+ "from_splits = Qdrant.from_documents(\n",
96
+ " embedding=embedding,\n",
97
+ " collection_name=COLLECTION_NAME,\n",
98
+ " url=QDRANT_API_URL,\n",
99
+ " api_key=QDRANT_API_KEY,\n",
100
+ " prefer_grpc=True, \n",
101
+ " documents=splits,\n",
102
+ ")"
103
+ ]
104
+ },
105
+ {
106
+ "cell_type": "markdown",
107
+ "metadata": {},
108
+ "source": [
109
+ "## Retrieve Information using Metadata in Vector Store"
110
+ ]
111
+ },
112
+ {
113
+ "cell_type": "code",
114
+ "execution_count": null,
115
+ "metadata": {},
116
+ "outputs": [],
117
+ "source": [
118
+ "qdrant = Qdrant.from_existing_collection(\n",
119
+ " embedding=embedding,\n",
120
+ " collection_name=COLLECTION_NAME,\n",
121
+ " url=QDRANT_API_URL,\n",
122
+ " api_key=QDRANT_API_KEY,\n",
123
+ " prefer_grpc=True, \n",
124
+ ")\n",
125
+ "\n",
126
+ "retriever = qdrant.as_retriever(\n",
127
+ " search_type=\"similarity_score_threshold\",\n",
128
+ " search_kwargs={\"score_threshold\": 0.5, \"k\": 5}\n",
129
+ ")"
130
+ ]
131
+ },
132
+ {
133
+ "cell_type": "code",
134
+ "execution_count": null,
135
+ "metadata": {},
136
+ "outputs": [],
137
+ "source": [
138
+ "from langchain_groq import ChatGroq\n",
139
+ "from operator import itemgetter\n",
140
+ "from langchain.schema.runnable import RunnablePassthrough\n",
141
+ "\n",
142
+ "llm = ChatGroq(model=\"llama3-70b-8192\", temperature=0.3)\n",
143
+ "\n",
144
+ "rag_chain = (\n",
145
+ " {\"context\": itemgetter(\"question\") | retriever, \"question\": itemgetter(\"question\")}\n",
146
+ " | RunnablePassthrough.assign(context=itemgetter(\"context\"))\n",
147
+ " | {\"response\": prompt | llm, \"context\": itemgetter(\"context\")}\n",
148
+ ")"
149
+ ]
150
+ },
151
+ {
152
+ "cell_type": "code",
153
+ "execution_count": null,
154
+ "metadata": {},
155
+ "outputs": [],
156
+ "source": [
157
+ "print(rag_chain.get_graph().draw_ascii())"
158
+ ]
159
+ },
160
+ {
161
+ "cell_type": "code",
162
+ "execution_count": null,
163
+ "metadata": {},
164
+ "outputs": [],
165
+ "source": [
166
+ "response = rag_chain.invoke({\"question\" : QUESTION})"
167
+ ]
168
+ },
169
+ {
170
+ "cell_type": "code",
171
+ "execution_count": null,
172
+ "metadata": {},
173
+ "outputs": [],
174
+ "source": [
175
+ "# return the response. filter on the response key AIMessage content element\n",
176
+ "print(response[\"response\"].content)\n"
177
+ ]
178
+ },
179
+ {
180
+ "cell_type": "code",
181
+ "execution_count": null,
182
+ "metadata": {},
183
+ "outputs": [],
184
+ "source": [
185
+ "response[\"context\"]"
186
+ ]
187
+ }
188
+ ],
189
+ "metadata": {
190
+ "kernelspec": {
191
+ "display_name": "Python 3",
192
+ "language": "python",
193
+ "name": "python3"
194
+ },
195
+ "language_info": {
196
+ "codemirror_mode": {
197
+ "name": "ipython",
198
+ "version": 3
199
+ },
200
+ "file_extension": ".py",
201
+ "mimetype": "text/x-python",
202
+ "name": "python",
203
+ "nbconvert_exporter": "python",
204
+ "pygments_lexer": "ipython3",
205
+ "version": "3.10.13"
206
+ }
207
+ },
208
+ "nbformat": 4,
209
+ "nbformat_minor": 2
210
+ }
config.py CHANGED
@@ -1,4 +1,15 @@
1
  # File: config.py
2
  import os
3
 
4
- DATASET_NAME = "dwb2023/arxiv-papers-dataset"
 
 
 
 
 
 
 
 
 
 
 
 
1
  # File: config.py
2
  import os
3
 
4
+ OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
5
+ QDRANT_API_KEY = os.getenv("QDRANT_API_KEY")
6
+ QDRANT_API_URL = os.getenv("QDRANT_API_URL")
7
+ GROQ_API_KEY = os.getenv("GROQ_API_KEY")
8
+ COLLECTION_NAME = "retrieval_metadata_arxiv_dataset"
9
+ DATASET_NAME = "dwb2023/arxiv-papers-dataset"
10
+
11
+ LANGCHAIN_PROJECT="retrieval_metadata_arxiv_dataset"
12
+ LANGCHAIN_ENDPOINT="https://api.smith.langchain.com"
13
+ LANGCHAIN_TRACING_V2="true"
14
+ LANGCHAIN_HUB_PROMPT="rlm/rag-prompt-llama3"
15
+ LANGCHAIN_API_KEY=os.getenv("LANGCHAIN_API_KEY")
diagrams/langchain-rag-loader.excalidraw ADDED
@@ -0,0 +1,662 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "excalidraw",
3
+ "version": 2,
4
+ "source": "https://marketplace.visualstudio.com/items?itemName=pomdtr.excalidraw-editor",
5
+ "elements": [
6
+ {
7
+ "type": "rectangle",
8
+ "version": 654,
9
+ "versionNonce": 1792886878,
10
+ "isDeleted": false,
11
+ "id": "bsR5O0T7ELcAn7kaI6SRR",
12
+ "fillStyle": "solid",
13
+ "strokeWidth": 2,
14
+ "strokeStyle": "solid",
15
+ "roughness": 1,
16
+ "opacity": 100,
17
+ "angle": 0,
18
+ "x": 834.5,
19
+ "y": 481.5625,
20
+ "strokeColor": "#1971c2",
21
+ "backgroundColor": "transparent",
22
+ "width": 131,
23
+ "height": 185,
24
+ "seed": 8057700,
25
+ "groupIds": [],
26
+ "frameId": null,
27
+ "roundness": {
28
+ "type": 3
29
+ },
30
+ "boundElements": [
31
+ {
32
+ "type": "text",
33
+ "id": "-ER12tjdKrLF7y5hnN7r8"
34
+ },
35
+ {
36
+ "id": "5K2iI45q3yPxpWqlwubAh",
37
+ "type": "arrow"
38
+ },
39
+ {
40
+ "id": "OhXeeDybjWL_0AvrHQxPc",
41
+ "type": "arrow"
42
+ }
43
+ ],
44
+ "updated": 1718902510345,
45
+ "link": null,
46
+ "locked": false
47
+ },
48
+ {
49
+ "type": "text",
50
+ "version": 657,
51
+ "versionNonce": 851473538,
52
+ "isDeleted": false,
53
+ "id": "-ER12tjdKrLF7y5hnN7r8",
54
+ "fillStyle": "solid",
55
+ "strokeWidth": 2,
56
+ "strokeStyle": "solid",
57
+ "roughness": 1,
58
+ "opacity": 100,
59
+ "angle": 0,
60
+ "x": 848.1300430297852,
61
+ "y": 486.5625,
62
+ "strokeColor": "#1971c2",
63
+ "backgroundColor": "transparent",
64
+ "width": 103.73991394042969,
65
+ "height": 175,
66
+ "seed": 2064574180,
67
+ "groupIds": [],
68
+ "frameId": null,
69
+ "roundness": null,
70
+ "boundElements": [],
71
+ "updated": 1718902510345,
72
+ "link": null,
73
+ "locked": false,
74
+ "fontSize": 20,
75
+ "fontFamily": 1,
76
+ "text": "Embedding \nModel\n\nOpenAI\ntext-\nembedding-\n3-small",
77
+ "textAlign": "center",
78
+ "verticalAlign": "middle",
79
+ "containerId": "bsR5O0T7ELcAn7kaI6SRR",
80
+ "originalText": "Embedding Model\n\nOpenAI\ntext-embedding-3-small",
81
+ "lineHeight": 1.25,
82
+ "baseline": 171
83
+ },
84
+ {
85
+ "type": "rectangle",
86
+ "version": 793,
87
+ "versionNonce": 789613726,
88
+ "isDeleted": false,
89
+ "id": "4HYQvpx8bknfxzuR-ZsyZ",
90
+ "fillStyle": "solid",
91
+ "strokeWidth": 2,
92
+ "strokeStyle": "solid",
93
+ "roughness": 1,
94
+ "opacity": 100,
95
+ "angle": 0,
96
+ "x": 1024.5399683405526,
97
+ "y": 526.1544214535127,
98
+ "strokeColor": "#1971c2",
99
+ "backgroundColor": "transparent",
100
+ "width": 131,
101
+ "height": 110,
102
+ "seed": 1458107876,
103
+ "groupIds": [],
104
+ "frameId": null,
105
+ "roundness": {
106
+ "type": 3
107
+ },
108
+ "boundElements": [
109
+ {
110
+ "type": "text",
111
+ "id": "mXkzQeqS2A0r0tdi3mCIj"
112
+ },
113
+ {
114
+ "id": "5K2iI45q3yPxpWqlwubAh",
115
+ "type": "arrow"
116
+ }
117
+ ],
118
+ "updated": 1718902510345,
119
+ "link": null,
120
+ "locked": false
121
+ },
122
+ {
123
+ "type": "text",
124
+ "version": 836,
125
+ "versionNonce": 1831836800,
126
+ "isDeleted": false,
127
+ "id": "mXkzQeqS2A0r0tdi3mCIj",
128
+ "fillStyle": "solid",
129
+ "strokeWidth": 2,
130
+ "strokeStyle": "solid",
131
+ "roughness": 1,
132
+ "opacity": 100,
133
+ "angle": 0,
134
+ "x": 1040.600004046119,
135
+ "y": 531.1544214535127,
136
+ "strokeColor": "#1971c2",
137
+ "backgroundColor": "transparent",
138
+ "width": 98.87992858886719,
139
+ "height": 100,
140
+ "seed": 160995684,
141
+ "groupIds": [],
142
+ "frameId": null,
143
+ "roundness": null,
144
+ "boundElements": [],
145
+ "updated": 1720547068992,
146
+ "link": null,
147
+ "locked": false,
148
+ "fontSize": 20,
149
+ "fontFamily": 1,
150
+ "text": "Vector \nDatabase\n\nQdrant",
151
+ "textAlign": "center",
152
+ "verticalAlign": "middle",
153
+ "containerId": "4HYQvpx8bknfxzuR-ZsyZ",
154
+ "originalText": "Vector Database\n\nQdrant",
155
+ "lineHeight": 1.25,
156
+ "baseline": 93
157
+ },
158
+ {
159
+ "type": "text",
160
+ "version": 486,
161
+ "versionNonce": 2145234048,
162
+ "isDeleted": false,
163
+ "id": "jt8wkyOgj1-Jbk5XMZ3bs",
164
+ "fillStyle": "solid",
165
+ "strokeWidth": 2,
166
+ "strokeStyle": "solid",
167
+ "roughness": 1,
168
+ "opacity": 100,
169
+ "angle": 0,
170
+ "x": 210.16000366210938,
171
+ "y": 536.5625,
172
+ "strokeColor": "#1e1e1e",
173
+ "backgroundColor": "transparent",
174
+ "width": 141.87989807128906,
175
+ "height": 75,
176
+ "seed": 2023888348,
177
+ "groupIds": [],
178
+ "frameId": null,
179
+ "roundness": null,
180
+ "boundElements": [
181
+ {
182
+ "id": "pfYLnUmOfkpOLrkL__sre",
183
+ "type": "arrow"
184
+ }
185
+ ],
186
+ "updated": 1720547048789,
187
+ "link": null,
188
+ "locked": false,
189
+ "fontSize": 20,
190
+ "fontFamily": 1,
191
+ "text": "Arxiv HTML or\nPDF\nDocument",
192
+ "textAlign": "right",
193
+ "verticalAlign": "middle",
194
+ "containerId": null,
195
+ "originalText": "Arxiv HTML or\nPDF\nDocument",
196
+ "lineHeight": 1.25,
197
+ "baseline": 68
198
+ },
199
+ {
200
+ "type": "arrow",
201
+ "version": 989,
202
+ "versionNonce": 79465600,
203
+ "isDeleted": false,
204
+ "id": "pfYLnUmOfkpOLrkL__sre",
205
+ "fillStyle": "solid",
206
+ "strokeWidth": 2,
207
+ "strokeStyle": "solid",
208
+ "roughness": 1,
209
+ "opacity": 100,
210
+ "angle": 0,
211
+ "x": 365.00000000000006,
212
+ "y": 570.8799007883899,
213
+ "strokeColor": "#1e1e1e",
214
+ "backgroundColor": "transparent",
215
+ "width": 96.99999999999994,
216
+ "height": 0.6813618332903388,
217
+ "seed": 58128484,
218
+ "groupIds": [],
219
+ "frameId": null,
220
+ "roundness": {
221
+ "type": 2
222
+ },
223
+ "boundElements": [],
224
+ "updated": 1720547048790,
225
+ "link": null,
226
+ "locked": false,
227
+ "startBinding": {
228
+ "elementId": "jt8wkyOgj1-Jbk5XMZ3bs",
229
+ "focus": -0.09909003620936366,
230
+ "gap": 12.96009826660162
231
+ },
232
+ "endBinding": {
233
+ "elementId": "pi1lMuS5dgjdkcE0DPfBW",
234
+ "focus": 0.036328845627265856,
235
+ "gap": 3.75
236
+ },
237
+ "lastCommittedPoint": null,
238
+ "startArrowhead": null,
239
+ "endArrowhead": "arrow",
240
+ "points": [
241
+ [
242
+ 0,
243
+ 0
244
+ ],
245
+ [
246
+ 96.99999999999994,
247
+ 0.6813618332903388
248
+ ]
249
+ ]
250
+ },
251
+ {
252
+ "type": "arrow",
253
+ "version": 2003,
254
+ "versionNonce": 1818536386,
255
+ "isDeleted": false,
256
+ "id": "5K2iI45q3yPxpWqlwubAh",
257
+ "fillStyle": "solid",
258
+ "strokeWidth": 2,
259
+ "strokeStyle": "solid",
260
+ "roughness": 1,
261
+ "opacity": 100,
262
+ "angle": 0,
263
+ "x": 969.2500000000002,
264
+ "y": 577.2267596218715,
265
+ "strokeColor": "#1e1e1e",
266
+ "backgroundColor": "transparent",
267
+ "width": 51.78996834055238,
268
+ "height": 1.1379585690209524,
269
+ "seed": 966839388,
270
+ "groupIds": [],
271
+ "frameId": null,
272
+ "roundness": {
273
+ "type": 2
274
+ },
275
+ "boundElements": [],
276
+ "updated": 1718902438229,
277
+ "link": null,
278
+ "locked": false,
279
+ "startBinding": {
280
+ "elementId": "bsR5O0T7ELcAn7kaI6SRR",
281
+ "focus": 0.04979828542612204,
282
+ "gap": 3.75
283
+ },
284
+ "endBinding": {
285
+ "elementId": "4HYQvpx8bknfxzuR-ZsyZ",
286
+ "focus": 0.11661623802319716,
287
+ "gap": 3.5
288
+ },
289
+ "lastCommittedPoint": null,
290
+ "startArrowhead": null,
291
+ "endArrowhead": "arrow",
292
+ "points": [
293
+ [
294
+ 0,
295
+ 0
296
+ ],
297
+ [
298
+ 51.78996834055238,
299
+ -1.1379585690209524
300
+ ]
301
+ ]
302
+ },
303
+ {
304
+ "type": "rectangle",
305
+ "version": 838,
306
+ "versionNonce": 190637570,
307
+ "isDeleted": false,
308
+ "id": "vCHcgiZeoz8VDHQGTe-En",
309
+ "fillStyle": "solid",
310
+ "strokeWidth": 2,
311
+ "strokeStyle": "solid",
312
+ "roughness": 1,
313
+ "opacity": 100,
314
+ "angle": 0,
315
+ "x": 652.75,
316
+ "y": 506.5625,
317
+ "strokeColor": "#1e1e1e",
318
+ "backgroundColor": "transparent",
319
+ "width": 131,
320
+ "height": 135,
321
+ "seed": 497688796,
322
+ "groupIds": [],
323
+ "frameId": null,
324
+ "roundness": {
325
+ "type": 3
326
+ },
327
+ "boundElements": [
328
+ {
329
+ "type": "text",
330
+ "id": "zcxF3qZ9CY5smcIiRKefw"
331
+ },
332
+ {
333
+ "id": "_n56aaSaesYQu51o-qCPX",
334
+ "type": "arrow"
335
+ },
336
+ {
337
+ "id": "OhXeeDybjWL_0AvrHQxPc",
338
+ "type": "arrow"
339
+ }
340
+ ],
341
+ "updated": 1718902449631,
342
+ "link": null,
343
+ "locked": false
344
+ },
345
+ {
346
+ "type": "text",
347
+ "version": 937,
348
+ "versionNonce": 838023390,
349
+ "isDeleted": false,
350
+ "id": "zcxF3qZ9CY5smcIiRKefw",
351
+ "fillStyle": "solid",
352
+ "strokeWidth": 2,
353
+ "strokeStyle": "solid",
354
+ "roughness": 1,
355
+ "opacity": 100,
356
+ "angle": 0,
357
+ "x": 661.3000564575195,
358
+ "y": 511.5625,
359
+ "strokeColor": "#1e1e1e",
360
+ "backgroundColor": "transparent",
361
+ "width": 113.89988708496094,
362
+ "height": 125,
363
+ "seed": 2112464220,
364
+ "groupIds": [],
365
+ "frameId": null,
366
+ "roundness": null,
367
+ "boundElements": [],
368
+ "updated": 1718902443873,
369
+ "link": null,
370
+ "locked": false,
371
+ "fontSize": 20,
372
+ "fontFamily": 1,
373
+ "text": "Text \nSplitter\n\nRecursiveCh\naracter",
374
+ "textAlign": "center",
375
+ "verticalAlign": "middle",
376
+ "containerId": "vCHcgiZeoz8VDHQGTe-En",
377
+ "originalText": "Text Splitter\n\nRecursiveCharacter",
378
+ "lineHeight": 1.25,
379
+ "baseline": 121
380
+ },
381
+ {
382
+ "type": "rectangle",
383
+ "version": 704,
384
+ "versionNonce": 425425346,
385
+ "isDeleted": false,
386
+ "id": "pi1lMuS5dgjdkcE0DPfBW",
387
+ "fillStyle": "solid",
388
+ "strokeWidth": 2,
389
+ "strokeStyle": "solid",
390
+ "roughness": 1,
391
+ "opacity": 100,
392
+ "angle": 0,
393
+ "x": 465.75,
394
+ "y": 519.0625,
395
+ "strokeColor": "#2f9e44",
396
+ "backgroundColor": "transparent",
397
+ "width": 131,
398
+ "height": 110,
399
+ "seed": 616864220,
400
+ "groupIds": [],
401
+ "frameId": null,
402
+ "roundness": {
403
+ "type": 3
404
+ },
405
+ "boundElements": [
406
+ {
407
+ "type": "text",
408
+ "id": "qZO0uK73jeb_w7LYZdc08"
409
+ },
410
+ {
411
+ "id": "pfYLnUmOfkpOLrkL__sre",
412
+ "type": "arrow"
413
+ }
414
+ ],
415
+ "updated": 1718902581567,
416
+ "link": null,
417
+ "locked": false
418
+ },
419
+ {
420
+ "type": "text",
421
+ "version": 820,
422
+ "versionNonce": 1681365888,
423
+ "isDeleted": false,
424
+ "id": "qZO0uK73jeb_w7LYZdc08",
425
+ "fillStyle": "solid",
426
+ "strokeWidth": 2,
427
+ "strokeStyle": "solid",
428
+ "roughness": 1,
429
+ "opacity": 100,
430
+ "angle": 0,
431
+ "x": 480.0900421142578,
432
+ "y": 524.0625,
433
+ "strokeColor": "#2f9e44",
434
+ "backgroundColor": "transparent",
435
+ "width": 102.31991577148438,
436
+ "height": 100,
437
+ "seed": 223149660,
438
+ "groupIds": [],
439
+ "frameId": null,
440
+ "roundness": null,
441
+ "boundElements": [],
442
+ "updated": 1720547053459,
443
+ "link": null,
444
+ "locked": false,
445
+ "fontSize": 20,
446
+ "fontFamily": 1,
447
+ "text": "Document \nLoader\n\nPyMuPDF",
448
+ "textAlign": "center",
449
+ "verticalAlign": "middle",
450
+ "containerId": "pi1lMuS5dgjdkcE0DPfBW",
451
+ "originalText": "Document Loader\n\nPyMuPDF",
452
+ "lineHeight": 1.25,
453
+ "baseline": 93
454
+ },
455
+ {
456
+ "type": "rectangle",
457
+ "version": 863,
458
+ "versionNonce": 80420446,
459
+ "isDeleted": false,
460
+ "id": "j2rNhR8vtaDL-Qse09VlS",
461
+ "fillStyle": "solid",
462
+ "strokeWidth": 2,
463
+ "strokeStyle": "solid",
464
+ "roughness": 1,
465
+ "opacity": 100,
466
+ "angle": 0,
467
+ "x": 409.87414161223364,
468
+ "y": 412.2236633137071,
469
+ "strokeColor": "#1e1e1e",
470
+ "backgroundColor": "transparent",
471
+ "width": 788.0191725671845,
472
+ "height": 312.76918347000696,
473
+ "seed": 5559004,
474
+ "groupIds": [],
475
+ "frameId": null,
476
+ "roundness": {
477
+ "type": 3
478
+ },
479
+ "boundElements": [],
480
+ "updated": 1718902616836,
481
+ "link": null,
482
+ "locked": false
483
+ },
484
+ {
485
+ "type": "text",
486
+ "version": 716,
487
+ "versionNonce": 1011522688,
488
+ "isDeleted": false,
489
+ "id": "fcbwVjjE7v1SXy2RQwavY",
490
+ "fillStyle": "solid",
491
+ "strokeWidth": 2,
492
+ "strokeStyle": "solid",
493
+ "roughness": 1,
494
+ "opacity": 100,
495
+ "angle": 0,
496
+ "x": 662.0400619506836,
497
+ "y": 421.5625,
498
+ "strokeColor": "#1e1e1e",
499
+ "backgroundColor": "transparent",
500
+ "width": 237.4198760986328,
501
+ "height": 45,
502
+ "seed": 1550718812,
503
+ "groupIds": [],
504
+ "frameId": null,
505
+ "roundness": null,
506
+ "boundElements": [],
507
+ "updated": 1720547036080,
508
+ "link": null,
509
+ "locked": false,
510
+ "fontSize": 36,
511
+ "fontFamily": 1,
512
+ "text": "Data Pipeline",
513
+ "textAlign": "center",
514
+ "verticalAlign": "top",
515
+ "containerId": null,
516
+ "originalText": "Data Pipeline",
517
+ "lineHeight": 1.25,
518
+ "baseline": 32
519
+ },
520
+ {
521
+ "type": "arrow",
522
+ "version": 1867,
523
+ "versionNonce": 815060418,
524
+ "isDeleted": false,
525
+ "id": "OhXeeDybjWL_0AvrHQxPc",
526
+ "fillStyle": "solid",
527
+ "strokeWidth": 2,
528
+ "strokeStyle": "solid",
529
+ "roughness": 1,
530
+ "opacity": 100,
531
+ "angle": 0,
532
+ "x": 783.8694582575935,
533
+ "y": 574.643612106354,
534
+ "strokeColor": "#1e1e1e",
535
+ "backgroundColor": "transparent",
536
+ "width": 46.75,
537
+ "height": 0.7203161952824075,
538
+ "seed": 1892560988,
539
+ "groupIds": [],
540
+ "frameId": null,
541
+ "roundness": {
542
+ "type": 2
543
+ },
544
+ "boundElements": [],
545
+ "updated": 1718902449631,
546
+ "link": null,
547
+ "locked": false,
548
+ "startBinding": {
549
+ "elementId": "vCHcgiZeoz8VDHQGTe-En",
550
+ "focus": 0.023240170088952728,
551
+ "gap": 1
552
+ },
553
+ "endBinding": {
554
+ "elementId": "bsR5O0T7ELcAn7kaI6SRR",
555
+ "focus": 0.012920736403403944,
556
+ "gap": 3.8805417424065354
557
+ },
558
+ "lastCommittedPoint": null,
559
+ "startArrowhead": null,
560
+ "endArrowhead": "arrow",
561
+ "points": [
562
+ [
563
+ 0,
564
+ 0
565
+ ],
566
+ [
567
+ 46.75,
568
+ -0.7203161952824075
569
+ ]
570
+ ]
571
+ },
572
+ {
573
+ "type": "arrow",
574
+ "version": 1879,
575
+ "versionNonce": 229670046,
576
+ "isDeleted": false,
577
+ "id": "_n56aaSaesYQu51o-qCPX",
578
+ "fillStyle": "solid",
579
+ "strokeWidth": 2,
580
+ "strokeStyle": "solid",
581
+ "roughness": 1,
582
+ "opacity": 100,
583
+ "angle": 0,
584
+ "x": 597.8694582575935,
585
+ "y": 574.28849542783,
586
+ "strokeColor": "#1e1e1e",
587
+ "backgroundColor": "transparent",
588
+ "width": 50.75,
589
+ "height": 0.746839996982203,
590
+ "seed": 1260784228,
591
+ "groupIds": [],
592
+ "frameId": null,
593
+ "roundness": {
594
+ "type": 2
595
+ },
596
+ "boundElements": [],
597
+ "updated": 1718902443873,
598
+ "link": null,
599
+ "locked": false,
600
+ "startBinding": null,
601
+ "endBinding": {
602
+ "elementId": "vCHcgiZeoz8VDHQGTe-En",
603
+ "focus": 0.022574403316413208,
604
+ "gap": 4.130541742406535
605
+ },
606
+ "lastCommittedPoint": null,
607
+ "startArrowhead": null,
608
+ "endArrowhead": "arrow",
609
+ "points": [
610
+ [
611
+ 0,
612
+ 0
613
+ ],
614
+ [
615
+ 50.75,
616
+ -0.746839996982203
617
+ ]
618
+ ]
619
+ },
620
+ {
621
+ "type": "text",
622
+ "version": 89,
623
+ "versionNonce": 2023451520,
624
+ "isDeleted": false,
625
+ "id": "smRmcs8WgSBZXwDHSty-a",
626
+ "fillStyle": "solid",
627
+ "strokeWidth": 2,
628
+ "strokeStyle": "solid",
629
+ "roughness": 1,
630
+ "opacity": 100,
631
+ "angle": 0,
632
+ "x": 435.92883472556775,
633
+ "y": 652.0154352915839,
634
+ "strokeColor": "#2f9e44",
635
+ "backgroundColor": "transparent",
636
+ "width": 214.7998046875,
637
+ "height": 25,
638
+ "seed": 771429598,
639
+ "groupIds": [],
640
+ "frameId": null,
641
+ "roundness": null,
642
+ "boundElements": [],
643
+ "updated": 1720547036080,
644
+ "link": null,
645
+ "locked": false,
646
+ "fontSize": 20,
647
+ "fontFamily": 1,
648
+ "text": "extract_images=True",
649
+ "textAlign": "left",
650
+ "verticalAlign": "top",
651
+ "containerId": null,
652
+ "originalText": "extract_images=True",
653
+ "lineHeight": 1.25,
654
+ "baseline": 18
655
+ }
656
+ ],
657
+ "appState": {
658
+ "gridSize": null,
659
+ "viewBackgroundColor": "#ffffff"
660
+ },
661
+ "files": {}
662
+ }
diagrams/langchain-rag-retriever.excalidraw ADDED
@@ -0,0 +1,1433 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "excalidraw",
3
+ "version": 2,
4
+ "source": "https://marketplace.visualstudio.com/items?itemName=pomdtr.excalidraw-editor",
5
+ "elements": [
6
+ {
7
+ "type": "rectangle",
8
+ "version": 505,
9
+ "versionNonce": 1254815434,
10
+ "isDeleted": false,
11
+ "id": "bsR5O0T7ELcAn7kaI6SRR",
12
+ "fillStyle": "solid",
13
+ "strokeWidth": 2,
14
+ "strokeStyle": "solid",
15
+ "roughness": 1,
16
+ "opacity": 100,
17
+ "angle": 0,
18
+ "x": 436.5,
19
+ "y": 471.5,
20
+ "strokeColor": "#1971c2",
21
+ "backgroundColor": "transparent",
22
+ "width": 131,
23
+ "height": 185,
24
+ "seed": 8057700,
25
+ "groupIds": [],
26
+ "frameId": null,
27
+ "roundness": {
28
+ "type": 3
29
+ },
30
+ "boundElements": [
31
+ {
32
+ "type": "text",
33
+ "id": "-ER12tjdKrLF7y5hnN7r8"
34
+ },
35
+ {
36
+ "id": "5K2iI45q3yPxpWqlwubAh",
37
+ "type": "arrow"
38
+ },
39
+ {
40
+ "id": "Y9ZAViqReaNwZCm_w_cxL",
41
+ "type": "arrow"
42
+ }
43
+ ],
44
+ "updated": 1718904628309,
45
+ "link": null,
46
+ "locked": false
47
+ },
48
+ {
49
+ "type": "text",
50
+ "version": 503,
51
+ "versionNonce": 205317683,
52
+ "isDeleted": false,
53
+ "id": "-ER12tjdKrLF7y5hnN7r8",
54
+ "fillStyle": "solid",
55
+ "strokeWidth": 2,
56
+ "strokeStyle": "solid",
57
+ "roughness": 1,
58
+ "opacity": 100,
59
+ "angle": 0,
60
+ "x": 450.13004302978516,
61
+ "y": 476.5,
62
+ "strokeColor": "#1971c2",
63
+ "backgroundColor": "transparent",
64
+ "width": 103.73991394042969,
65
+ "height": 175,
66
+ "seed": 2064574180,
67
+ "groupIds": [],
68
+ "frameId": null,
69
+ "roundness": null,
70
+ "boundElements": [],
71
+ "updated": 1720547093470,
72
+ "link": null,
73
+ "locked": false,
74
+ "fontSize": 20,
75
+ "fontFamily": 1,
76
+ "text": "Embedding \nModel\n\nOpenAI\ntext-\nembedding-\n3-small",
77
+ "textAlign": "center",
78
+ "verticalAlign": "middle",
79
+ "containerId": "bsR5O0T7ELcAn7kaI6SRR",
80
+ "originalText": "Embedding Model\n\nOpenAI\ntext-embedding-3-small",
81
+ "lineHeight": 1.25,
82
+ "baseline": 168
83
+ },
84
+ {
85
+ "type": "rectangle",
86
+ "version": 559,
87
+ "versionNonce": 2023067018,
88
+ "isDeleted": false,
89
+ "id": "4HYQvpx8bknfxzuR-ZsyZ",
90
+ "fillStyle": "solid",
91
+ "strokeWidth": 2,
92
+ "strokeStyle": "solid",
93
+ "roughness": 1,
94
+ "opacity": 100,
95
+ "angle": 0,
96
+ "x": 664.5,
97
+ "y": 493.5,
98
+ "strokeColor": "#1971c2",
99
+ "backgroundColor": "transparent",
100
+ "width": 131,
101
+ "height": 110,
102
+ "seed": 1458107876,
103
+ "groupIds": [],
104
+ "frameId": null,
105
+ "roundness": {
106
+ "type": 3
107
+ },
108
+ "boundElements": [
109
+ {
110
+ "type": "text",
111
+ "id": "mXkzQeqS2A0r0tdi3mCIj"
112
+ },
113
+ {
114
+ "id": "5K2iI45q3yPxpWqlwubAh",
115
+ "type": "arrow"
116
+ },
117
+ {
118
+ "id": "pKSHYUL2C-n1GK6QsSwSO",
119
+ "type": "arrow"
120
+ },
121
+ {
122
+ "id": "Y9ZAViqReaNwZCm_w_cxL",
123
+ "type": "arrow"
124
+ },
125
+ {
126
+ "id": "_urGf5UQ3RjvedpOUi9j3",
127
+ "type": "arrow"
128
+ }
129
+ ],
130
+ "updated": 1718904628309,
131
+ "link": null,
132
+ "locked": false
133
+ },
134
+ {
135
+ "type": "text",
136
+ "version": 597,
137
+ "versionNonce": 1789218621,
138
+ "isDeleted": false,
139
+ "id": "mXkzQeqS2A0r0tdi3mCIj",
140
+ "fillStyle": "solid",
141
+ "strokeWidth": 2,
142
+ "strokeStyle": "solid",
143
+ "roughness": 1,
144
+ "opacity": 100,
145
+ "angle": 0,
146
+ "x": 680.5600357055664,
147
+ "y": 498.5,
148
+ "strokeColor": "#1971c2",
149
+ "backgroundColor": "transparent",
150
+ "width": 98.87992858886719,
151
+ "height": 100,
152
+ "seed": 160995684,
153
+ "groupIds": [],
154
+ "frameId": null,
155
+ "roundness": null,
156
+ "boundElements": [],
157
+ "updated": 1720547095666,
158
+ "link": null,
159
+ "locked": false,
160
+ "fontSize": 20,
161
+ "fontFamily": 1,
162
+ "text": "Vector \nDatabase\n\nQdrant",
163
+ "textAlign": "center",
164
+ "verticalAlign": "middle",
165
+ "containerId": "4HYQvpx8bknfxzuR-ZsyZ",
166
+ "originalText": "Vector Database\n\nQdrant",
167
+ "lineHeight": 1.25,
168
+ "baseline": 93
169
+ },
170
+ {
171
+ "type": "rectangle",
172
+ "version": 247,
173
+ "versionNonce": 643779658,
174
+ "isDeleted": false,
175
+ "id": "cUOuP_b5_wSg6D7l2clcJ",
176
+ "fillStyle": "solid",
177
+ "strokeWidth": 2,
178
+ "strokeStyle": "solid",
179
+ "roughness": 1,
180
+ "opacity": 100,
181
+ "angle": 0,
182
+ "x": 447.5,
183
+ "y": 810.5,
184
+ "strokeColor": "#1e1e1e",
185
+ "backgroundColor": "transparent",
186
+ "width": 131,
187
+ "height": 110,
188
+ "seed": 510560996,
189
+ "groupIds": [],
190
+ "frameId": null,
191
+ "roundness": {
192
+ "type": 3
193
+ },
194
+ "boundElements": [
195
+ {
196
+ "type": "text",
197
+ "id": "bahq_VpYSvxGgb3YeWIdl"
198
+ },
199
+ {
200
+ "id": "15yo7_XwF4-hSHBaeYvc0",
201
+ "type": "arrow"
202
+ },
203
+ {
204
+ "id": "ozH0bssWtho7BuLLL5LqL",
205
+ "type": "arrow"
206
+ },
207
+ {
208
+ "id": "a_CkzJKoPj9XGnox0-B3a",
209
+ "type": "arrow"
210
+ },
211
+ {
212
+ "id": "kh2otv_e67kvOSyqO13ah",
213
+ "type": "arrow"
214
+ }
215
+ ],
216
+ "updated": 1718904628309,
217
+ "link": null,
218
+ "locked": false
219
+ },
220
+ {
221
+ "type": "text",
222
+ "version": 264,
223
+ "versionNonce": 278448212,
224
+ "isDeleted": false,
225
+ "id": "bahq_VpYSvxGgb3YeWIdl",
226
+ "fillStyle": "solid",
227
+ "strokeWidth": 2,
228
+ "strokeStyle": "solid",
229
+ "roughness": 1,
230
+ "opacity": 100,
231
+ "angle": 0,
232
+ "x": 462.0200500488281,
233
+ "y": 828,
234
+ "strokeColor": "#1e1e1e",
235
+ "backgroundColor": "transparent",
236
+ "width": 101.95989990234375,
237
+ "height": 75,
238
+ "seed": 1436782180,
239
+ "groupIds": [],
240
+ "frameId": null,
241
+ "roundness": null,
242
+ "boundElements": [],
243
+ "updated": 1718909537753,
244
+ "link": null,
245
+ "locked": false,
246
+ "fontSize": 20,
247
+ "fontFamily": 1,
248
+ "text": "Application\n\nChainlit",
249
+ "textAlign": "center",
250
+ "verticalAlign": "middle",
251
+ "containerId": "cUOuP_b5_wSg6D7l2clcJ",
252
+ "originalText": "Application\n\nChainlit",
253
+ "lineHeight": 1.25,
254
+ "baseline": 71
255
+ },
256
+ {
257
+ "type": "rectangle",
258
+ "version": 258,
259
+ "versionNonce": 1510159114,
260
+ "isDeleted": false,
261
+ "id": "fd5ABzbE9CjDS-G7DbuHJ",
262
+ "fillStyle": "solid",
263
+ "strokeWidth": 2,
264
+ "strokeStyle": "solid",
265
+ "roughness": 1,
266
+ "opacity": 100,
267
+ "angle": 0,
268
+ "x": 652.5,
269
+ "y": 688.5,
270
+ "strokeColor": "#1e1e1e",
271
+ "backgroundColor": "transparent",
272
+ "width": 148.00000000000003,
273
+ "height": 398.5,
274
+ "seed": 829842020,
275
+ "groupIds": [],
276
+ "frameId": null,
277
+ "roundness": {
278
+ "type": 3
279
+ },
280
+ "boundElements": [
281
+ {
282
+ "type": "text",
283
+ "id": "Ooa0vV3ODvvyWS-s7tNoh"
284
+ },
285
+ {
286
+ "id": "ozH0bssWtho7BuLLL5LqL",
287
+ "type": "arrow"
288
+ },
289
+ {
290
+ "id": "a_CkzJKoPj9XGnox0-B3a",
291
+ "type": "arrow"
292
+ },
293
+ {
294
+ "id": "8-aUzWN2y0FEgyAWZnKr8",
295
+ "type": "arrow"
296
+ },
297
+ {
298
+ "id": "xCpTnowEHijyQC5Aj0mIg",
299
+ "type": "arrow"
300
+ },
301
+ {
302
+ "id": "pPYTrRBHgL6OT6WLyFPlz",
303
+ "type": "arrow"
304
+ },
305
+ {
306
+ "id": "pKSHYUL2C-n1GK6QsSwSO",
307
+ "type": "arrow"
308
+ },
309
+ {
310
+ "id": "_urGf5UQ3RjvedpOUi9j3",
311
+ "type": "arrow"
312
+ }
313
+ ],
314
+ "updated": 1718904628309,
315
+ "link": null,
316
+ "locked": false
317
+ },
318
+ {
319
+ "type": "text",
320
+ "version": 250,
321
+ "versionNonce": 1706108884,
322
+ "isDeleted": false,
323
+ "id": "Ooa0vV3ODvvyWS-s7tNoh",
324
+ "fillStyle": "solid",
325
+ "strokeWidth": 2,
326
+ "strokeStyle": "solid",
327
+ "roughness": 1,
328
+ "opacity": 100,
329
+ "angle": 0,
330
+ "x": 659.4100646972656,
331
+ "y": 837.75,
332
+ "strokeColor": "#1e1e1e",
333
+ "backgroundColor": "transparent",
334
+ "width": 134.17987060546875,
335
+ "height": 100,
336
+ "seed": 2026141156,
337
+ "groupIds": [],
338
+ "frameId": null,
339
+ "roundness": null,
340
+ "boundElements": [],
341
+ "updated": 1718909535008,
342
+ "link": null,
343
+ "locked": false,
344
+ "fontSize": 20,
345
+ "fontFamily": 1,
346
+ "text": "Orchestration\n\nLangchain / \nLCEL",
347
+ "textAlign": "center",
348
+ "verticalAlign": "middle",
349
+ "containerId": "fd5ABzbE9CjDS-G7DbuHJ",
350
+ "originalText": "Orchestration\n\nLangchain / LCEL",
351
+ "lineHeight": 1.25,
352
+ "baseline": 96
353
+ },
354
+ {
355
+ "type": "rectangle",
356
+ "version": 360,
357
+ "versionNonce": 637288906,
358
+ "isDeleted": false,
359
+ "id": "BYaP5FAkK8gMQBr70ylpk",
360
+ "fillStyle": "solid",
361
+ "strokeWidth": 2,
362
+ "strokeStyle": "solid",
363
+ "roughness": 1,
364
+ "opacity": 100,
365
+ "angle": 0,
366
+ "x": 916.5,
367
+ "y": 973.5,
368
+ "strokeColor": "#1e1e1e",
369
+ "backgroundColor": "transparent",
370
+ "width": 131,
371
+ "height": 110,
372
+ "seed": 256333020,
373
+ "groupIds": [],
374
+ "frameId": null,
375
+ "roundness": {
376
+ "type": 3
377
+ },
378
+ "boundElements": [
379
+ {
380
+ "type": "text",
381
+ "id": "1J00Dp8fn0R7x_zANzwzw"
382
+ },
383
+ {
384
+ "id": "8-aUzWN2y0FEgyAWZnKr8",
385
+ "type": "arrow"
386
+ }
387
+ ],
388
+ "updated": 1718904628310,
389
+ "link": null,
390
+ "locked": false
391
+ },
392
+ {
393
+ "type": "text",
394
+ "version": 427,
395
+ "versionNonce": 2017007574,
396
+ "isDeleted": false,
397
+ "id": "1J00Dp8fn0R7x_zANzwzw",
398
+ "fillStyle": "solid",
399
+ "strokeWidth": 2,
400
+ "strokeStyle": "solid",
401
+ "roughness": 1,
402
+ "opacity": 100,
403
+ "angle": 0,
404
+ "x": 933.5800323486328,
405
+ "y": 978.5,
406
+ "strokeColor": "#1e1e1e",
407
+ "backgroundColor": "transparent",
408
+ "width": 96.83993530273438,
409
+ "height": 100,
410
+ "seed": 767580508,
411
+ "groupIds": [],
412
+ "frameId": null,
413
+ "roundness": null,
414
+ "boundElements": [],
415
+ "updated": 1718904628310,
416
+ "link": null,
417
+ "locked": false,
418
+ "fontSize": 20,
419
+ "fontFamily": 1,
420
+ "text": "Logging / \nLLM Ops\n\nLangSmith",
421
+ "textAlign": "center",
422
+ "verticalAlign": "middle",
423
+ "containerId": "BYaP5FAkK8gMQBr70ylpk",
424
+ "originalText": "Logging / LLM Ops\n\nLangSmith",
425
+ "lineHeight": 1.25,
426
+ "baseline": 96
427
+ },
428
+ {
429
+ "type": "rectangle",
430
+ "version": 682,
431
+ "versionNonce": 358971530,
432
+ "isDeleted": false,
433
+ "id": "m1J48-EV6vuAYfJnY27-8",
434
+ "fillStyle": "solid",
435
+ "strokeWidth": 2,
436
+ "strokeStyle": "solid",
437
+ "roughness": 1,
438
+ "opacity": 100,
439
+ "angle": 0,
440
+ "x": 913.5,
441
+ "y": 840.5,
442
+ "strokeColor": "#1e1e1e",
443
+ "backgroundColor": "transparent",
444
+ "width": 131,
445
+ "height": 65,
446
+ "seed": 1645851620,
447
+ "groupIds": [],
448
+ "frameId": null,
449
+ "roundness": {
450
+ "type": 3
451
+ },
452
+ "boundElements": [
453
+ {
454
+ "type": "text",
455
+ "id": "QwDn7Dz3dy-CpJ0p3bJo3"
456
+ }
457
+ ],
458
+ "updated": 1718904628310,
459
+ "link": null,
460
+ "locked": false
461
+ },
462
+ {
463
+ "type": "text",
464
+ "version": 747,
465
+ "versionNonce": 2016652566,
466
+ "isDeleted": false,
467
+ "id": "QwDn7Dz3dy-CpJ0p3bJo3",
468
+ "fillStyle": "solid",
469
+ "strokeWidth": 2,
470
+ "strokeStyle": "solid",
471
+ "roughness": 1,
472
+ "opacity": 100,
473
+ "angle": 0,
474
+ "x": 919.3700256347656,
475
+ "y": 860.5,
476
+ "strokeColor": "#1e1e1e",
477
+ "backgroundColor": "transparent",
478
+ "width": 119.25994873046875,
479
+ "height": 25,
480
+ "seed": 738301796,
481
+ "groupIds": [],
482
+ "frameId": null,
483
+ "roundness": null,
484
+ "boundElements": [],
485
+ "updated": 1718904628310,
486
+ "link": null,
487
+ "locked": false,
488
+ "fontSize": 20,
489
+ "fontFamily": 1,
490
+ "text": "Llama3 70B",
491
+ "textAlign": "center",
492
+ "verticalAlign": "middle",
493
+ "containerId": "m1J48-EV6vuAYfJnY27-8",
494
+ "originalText": "Llama3 70B",
495
+ "lineHeight": 1.25,
496
+ "baseline": 21
497
+ },
498
+ {
499
+ "type": "rectangle",
500
+ "version": 357,
501
+ "versionNonce": 402249546,
502
+ "isDeleted": false,
503
+ "id": "1gLOhnQsgiRtpnutb9_Ov",
504
+ "fillStyle": "solid",
505
+ "strokeWidth": 2,
506
+ "strokeStyle": "solid",
507
+ "roughness": 1,
508
+ "opacity": 100,
509
+ "angle": 0,
510
+ "x": 889,
511
+ "y": 670,
512
+ "strokeColor": "#1e1e1e",
513
+ "backgroundColor": "transparent",
514
+ "width": 181,
515
+ "height": 268,
516
+ "seed": 2027496420,
517
+ "groupIds": [],
518
+ "frameId": null,
519
+ "roundness": {
520
+ "type": 3
521
+ },
522
+ "boundElements": [
523
+ {
524
+ "id": "xCpTnowEHijyQC5Aj0mIg",
525
+ "type": "arrow"
526
+ },
527
+ {
528
+ "id": "pPYTrRBHgL6OT6WLyFPlz",
529
+ "type": "arrow"
530
+ }
531
+ ],
532
+ "updated": 1718904628310,
533
+ "link": null,
534
+ "locked": false
535
+ },
536
+ {
537
+ "type": "text",
538
+ "version": 400,
539
+ "versionNonce": 1803754557,
540
+ "isDeleted": false,
541
+ "id": "ygDktZyyAYp7sGTqo8UMc",
542
+ "fillStyle": "solid",
543
+ "strokeWidth": 2,
544
+ "strokeStyle": "solid",
545
+ "roughness": 1,
546
+ "opacity": 100,
547
+ "angle": 0,
548
+ "x": 904.8589254325059,
549
+ "y": 689.6787971120643,
550
+ "strokeColor": "#1e1e1e",
551
+ "backgroundColor": "transparent",
552
+ "width": 145.89988708496094,
553
+ "height": 100,
554
+ "seed": 1665079644,
555
+ "groupIds": [],
556
+ "frameId": null,
557
+ "roundness": null,
558
+ "boundElements": [
559
+ {
560
+ "id": "xCpTnowEHijyQC5Aj0mIg",
561
+ "type": "arrow"
562
+ },
563
+ {
564
+ "id": "pPYTrRBHgL6OT6WLyFPlz",
565
+ "type": "arrow"
566
+ }
567
+ ],
568
+ "updated": 1720547090463,
569
+ "link": null,
570
+ "locked": false,
571
+ "fontSize": 20,
572
+ "fontFamily": 1,
573
+ "text": "Proprietary\nAPI / Provider\n\nGroq",
574
+ "textAlign": "center",
575
+ "verticalAlign": "top",
576
+ "containerId": null,
577
+ "originalText": "Proprietary\nAPI / Provider\n\nGroq",
578
+ "lineHeight": 1.25,
579
+ "baseline": 93
580
+ },
581
+ {
582
+ "type": "text",
583
+ "version": 464,
584
+ "versionNonce": 1561414579,
585
+ "isDeleted": false,
586
+ "id": "1dietJX7HGpOD2zXIHAmb",
587
+ "fillStyle": "solid",
588
+ "strokeWidth": 2,
589
+ "strokeStyle": "solid",
590
+ "roughness": 1,
591
+ "opacity": 100,
592
+ "angle": 0,
593
+ "x": -715.1196441650391,
594
+ "y": 695,
595
+ "strokeColor": "#2f9e44",
596
+ "backgroundColor": "transparent",
597
+ "width": 1084.1595458984375,
598
+ "height": 140,
599
+ "seed": 1283818980,
600
+ "groupIds": [],
601
+ "frameId": null,
602
+ "roundness": null,
603
+ "boundElements": [
604
+ {
605
+ "id": "15yo7_XwF4-hSHBaeYvc0",
606
+ "type": "arrow"
607
+ }
608
+ ],
609
+ "updated": 1720547812489,
610
+ "link": null,
611
+ "locked": false,
612
+ "fontSize": 28,
613
+ "fontFamily": 1,
614
+ "text": "Question:\nQUESTION = \"What are the emerging patterns for building Systems of Agents\nthat could provide the system the ability to\nevolve and improve its own processes through learning?\"",
615
+ "textAlign": "right",
616
+ "verticalAlign": "top",
617
+ "containerId": null,
618
+ "originalText": "Question:\nQUESTION = \"What are the emerging patterns for building Systems of Agents\nthat could provide the system the ability to\nevolve and improve its own processes through learning?\"",
619
+ "lineHeight": 1.25,
620
+ "baseline": 129
621
+ },
622
+ {
623
+ "type": "arrow",
624
+ "version": 742,
625
+ "versionNonce": 1776433907,
626
+ "isDeleted": false,
627
+ "id": "15yo7_XwF4-hSHBaeYvc0",
628
+ "fillStyle": "solid",
629
+ "strokeWidth": 2,
630
+ "strokeStyle": "solid",
631
+ "roughness": 1,
632
+ "opacity": 100,
633
+ "angle": 0,
634
+ "x": 378.7500000000001,
635
+ "y": 832.629444561477,
636
+ "strokeColor": "#1e1e1e",
637
+ "backgroundColor": "transparent",
638
+ "width": 66.99999999999989,
639
+ "height": 7.682367434967659,
640
+ "seed": 1130340828,
641
+ "groupIds": [],
642
+ "frameId": null,
643
+ "roundness": {
644
+ "type": 2
645
+ },
646
+ "boundElements": [],
647
+ "updated": 1720547812491,
648
+ "link": null,
649
+ "locked": false,
650
+ "startBinding": {
651
+ "elementId": "1dietJX7HGpOD2zXIHAmb",
652
+ "gap": 9.710098266601562,
653
+ "focus": -0.02282764366582421
654
+ },
655
+ "endBinding": {
656
+ "elementId": "cUOuP_b5_wSg6D7l2clcJ",
657
+ "gap": 1.75,
658
+ "focus": 0.2795880725484169
659
+ },
660
+ "lastCommittedPoint": null,
661
+ "startArrowhead": null,
662
+ "endArrowhead": "arrow",
663
+ "points": [
664
+ [
665
+ 0,
666
+ 0
667
+ ],
668
+ [
669
+ 66.99999999999989,
670
+ 7.682367434967659
671
+ ]
672
+ ]
673
+ },
674
+ {
675
+ "type": "arrow",
676
+ "version": 1260,
677
+ "versionNonce": 347081930,
678
+ "isDeleted": false,
679
+ "id": "5K2iI45q3yPxpWqlwubAh",
680
+ "fillStyle": "solid",
681
+ "strokeWidth": 2,
682
+ "strokeStyle": "solid",
683
+ "roughness": 1,
684
+ "opacity": 100,
685
+ "angle": 0,
686
+ "x": 569.2500000000001,
687
+ "y": 533.8487099301809,
688
+ "strokeColor": "#1e1e1e",
689
+ "backgroundColor": "transparent",
690
+ "width": 91.74999999999989,
691
+ "height": 0.9951737223792634,
692
+ "seed": 966839388,
693
+ "groupIds": [],
694
+ "frameId": null,
695
+ "roundness": {
696
+ "type": 2
697
+ },
698
+ "boundElements": [],
699
+ "updated": 1718904628310,
700
+ "link": null,
701
+ "locked": false,
702
+ "startBinding": {
703
+ "elementId": "bsR5O0T7ELcAn7kaI6SRR",
704
+ "focus": -0.3292724888307002,
705
+ "gap": 1.7500000000001137
706
+ },
707
+ "endBinding": {
708
+ "elementId": "4HYQvpx8bknfxzuR-ZsyZ",
709
+ "focus": 0.23169265535090905,
710
+ "gap": 3.5
711
+ },
712
+ "lastCommittedPoint": null,
713
+ "startArrowhead": "arrow",
714
+ "endArrowhead": null,
715
+ "points": [
716
+ [
717
+ 0,
718
+ 0
719
+ ],
720
+ [
721
+ 91.74999999999989,
722
+ 0.9951737223792634
723
+ ]
724
+ ]
725
+ },
726
+ {
727
+ "type": "arrow",
728
+ "version": 455,
729
+ "versionNonce": 1471904982,
730
+ "isDeleted": false,
731
+ "id": "ozH0bssWtho7BuLLL5LqL",
732
+ "fillStyle": "solid",
733
+ "strokeWidth": 2,
734
+ "strokeStyle": "solid",
735
+ "roughness": 1,
736
+ "opacity": 100,
737
+ "angle": 0,
738
+ "x": 581.5586005958332,
739
+ "y": 849.5,
740
+ "strokeColor": "#1e1e1e",
741
+ "backgroundColor": "transparent",
742
+ "width": 69.94139940416676,
743
+ "height": 0.6466390698275291,
744
+ "seed": 1052798812,
745
+ "groupIds": [],
746
+ "frameId": null,
747
+ "roundness": {
748
+ "type": 2
749
+ },
750
+ "boundElements": [],
751
+ "updated": 1718904628310,
752
+ "link": null,
753
+ "locked": false,
754
+ "startBinding": {
755
+ "elementId": "cUOuP_b5_wSg6D7l2clcJ",
756
+ "focus": -0.2763418080817208,
757
+ "gap": 3.0586005958332407
758
+ },
759
+ "endBinding": {
760
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
761
+ "focus": 0.19801541974145592,
762
+ "gap": 1
763
+ },
764
+ "lastCommittedPoint": null,
765
+ "startArrowhead": null,
766
+ "endArrowhead": "arrow",
767
+ "points": [
768
+ [
769
+ 0,
770
+ 0
771
+ ],
772
+ [
773
+ 69.94139940416676,
774
+ -0.6466390698275291
775
+ ]
776
+ ]
777
+ },
778
+ {
779
+ "type": "arrow",
780
+ "version": 510,
781
+ "versionNonce": 828892042,
782
+ "isDeleted": false,
783
+ "id": "a_CkzJKoPj9XGnox0-B3a",
784
+ "fillStyle": "solid",
785
+ "strokeWidth": 2,
786
+ "strokeStyle": "dashed",
787
+ "roughness": 1,
788
+ "opacity": 100,
789
+ "angle": 0,
790
+ "x": 651.5,
791
+ "y": 878.6627935459493,
792
+ "strokeColor": "#1e1e1e",
793
+ "backgroundColor": "transparent",
794
+ "width": 67.66843021943407,
795
+ "height": 15.25,
796
+ "seed": 733073628,
797
+ "groupIds": [],
798
+ "frameId": null,
799
+ "roundness": {
800
+ "type": 2
801
+ },
802
+ "boundElements": [],
803
+ "updated": 1718904628310,
804
+ "link": null,
805
+ "locked": false,
806
+ "startBinding": {
807
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
808
+ "focus": 0.15305827318935547,
809
+ "gap": 1
810
+ },
811
+ "endBinding": {
812
+ "elementId": "cUOuP_b5_wSg6D7l2clcJ",
813
+ "focus": -0.25363909046641475,
814
+ "gap": 5.331569780565928
815
+ },
816
+ "lastCommittedPoint": null,
817
+ "startArrowhead": null,
818
+ "endArrowhead": "arrow",
819
+ "points": [
820
+ [
821
+ 0,
822
+ 0
823
+ ],
824
+ [
825
+ -30,
826
+ 10.087206454050715
827
+ ],
828
+ [
829
+ -67.66843021943407,
830
+ -5.162793545949285
831
+ ]
832
+ ]
833
+ },
834
+ {
835
+ "type": "arrow",
836
+ "version": 1038,
837
+ "versionNonce": 1692751700,
838
+ "isDeleted": false,
839
+ "id": "xCpTnowEHijyQC5Aj0mIg",
840
+ "fillStyle": "solid",
841
+ "strokeWidth": 2,
842
+ "strokeStyle": "solid",
843
+ "roughness": 1,
844
+ "opacity": 100,
845
+ "angle": 0,
846
+ "x": 801.5000000000001,
847
+ "y": 804.1680404953756,
848
+ "strokeColor": "#1e1e1e",
849
+ "backgroundColor": "transparent",
850
+ "width": 82.44915000793958,
851
+ "height": 4.254831474950379,
852
+ "seed": 1643223516,
853
+ "groupIds": [],
854
+ "frameId": null,
855
+ "roundness": {
856
+ "type": 2
857
+ },
858
+ "boundElements": [],
859
+ "updated": 1718909529627,
860
+ "link": null,
861
+ "locked": false,
862
+ "startBinding": {
863
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
864
+ "focus": -0.3700613253570924,
865
+ "gap": 1
866
+ },
867
+ "endBinding": {
868
+ "elementId": "ygDktZyyAYp7sGTqo8UMc",
869
+ "focus": -1.0302450217124133,
870
+ "gap": 23.280075073242188
871
+ },
872
+ "lastCommittedPoint": null,
873
+ "startArrowhead": null,
874
+ "endArrowhead": "arrow",
875
+ "points": [
876
+ [
877
+ 0,
878
+ 0
879
+ ],
880
+ [
881
+ 82.44915000793958,
882
+ -4.254831474950379
883
+ ]
884
+ ]
885
+ },
886
+ {
887
+ "type": "arrow",
888
+ "version": 1297,
889
+ "versionNonce": 2121720394,
890
+ "isDeleted": false,
891
+ "id": "pPYTrRBHgL6OT6WLyFPlz",
892
+ "fillStyle": "solid",
893
+ "strokeWidth": 2,
894
+ "strokeStyle": "dashed",
895
+ "roughness": 1,
896
+ "opacity": 100,
897
+ "angle": 0,
898
+ "x": 917.5523632026241,
899
+ "y": 1050.8841705322266,
900
+ "strokeColor": "#1e1e1e",
901
+ "backgroundColor": "transparent",
902
+ "width": 113.47351940190026,
903
+ "height": 20.82879086068533,
904
+ "seed": 484048476,
905
+ "groupIds": [],
906
+ "frameId": null,
907
+ "roundness": {
908
+ "type": 2
909
+ },
910
+ "boundElements": [],
911
+ "updated": 1718904628310,
912
+ "link": null,
913
+ "locked": false,
914
+ "startBinding": null,
915
+ "endBinding": {
916
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
917
+ "focus": 0.5755247777674629,
918
+ "gap": 3.578843800723803
919
+ },
920
+ "lastCommittedPoint": null,
921
+ "startArrowhead": null,
922
+ "endArrowhead": "arrow",
923
+ "points": [
924
+ [
925
+ 0,
926
+ 0
927
+ ],
928
+ [
929
+ -55.66863517528054,
930
+ 15.667861938476562
931
+ ],
932
+ [
933
+ -113.47351940190026,
934
+ -5.160928922208768
935
+ ]
936
+ ]
937
+ },
938
+ {
939
+ "type": "arrow",
940
+ "version": 744,
941
+ "versionNonce": 1922482006,
942
+ "isDeleted": false,
943
+ "id": "8-aUzWN2y0FEgyAWZnKr8",
944
+ "fillStyle": "solid",
945
+ "strokeWidth": 2,
946
+ "strokeStyle": "solid",
947
+ "roughness": 1,
948
+ "opacity": 100,
949
+ "angle": 0,
950
+ "x": 795.5,
951
+ "y": 1027.7627935633673,
952
+ "strokeColor": "#1e1e1e",
953
+ "backgroundColor": "transparent",
954
+ "width": 120.00000000000011,
955
+ "height": 0.7397622939247412,
956
+ "seed": 913650788,
957
+ "groupIds": [],
958
+ "frameId": null,
959
+ "roundness": {
960
+ "type": 2
961
+ },
962
+ "boundElements": [],
963
+ "updated": 1718904628310,
964
+ "link": null,
965
+ "locked": false,
966
+ "startBinding": {
967
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
968
+ "focus": 0.7032238668681932,
969
+ "gap": 1
970
+ },
971
+ "endBinding": {
972
+ "elementId": "BYaP5FAkK8gMQBr70ylpk",
973
+ "focus": 0.03405760580723527,
974
+ "gap": 1
975
+ },
976
+ "lastCommittedPoint": null,
977
+ "startArrowhead": null,
978
+ "endArrowhead": "arrow",
979
+ "points": [
980
+ [
981
+ 0,
982
+ 0
983
+ ],
984
+ [
985
+ 120.00000000000011,
986
+ -0.7397622939247412
987
+ ]
988
+ ]
989
+ },
990
+ {
991
+ "type": "arrow",
992
+ "version": 801,
993
+ "versionNonce": 918030602,
994
+ "isDeleted": false,
995
+ "id": "pKSHYUL2C-n1GK6QsSwSO",
996
+ "fillStyle": "solid",
997
+ "strokeWidth": 2,
998
+ "strokeStyle": "solid",
999
+ "roughness": 1,
1000
+ "opacity": 100,
1001
+ "angle": 0,
1002
+ "x": 727.7076865420792,
1003
+ "y": 604.5,
1004
+ "strokeColor": "#1e1e1e",
1005
+ "backgroundColor": "transparent",
1006
+ "width": 2.3022732731261613,
1007
+ "height": 79,
1008
+ "seed": 1908468836,
1009
+ "groupIds": [],
1010
+ "frameId": null,
1011
+ "roundness": {
1012
+ "type": 2
1013
+ },
1014
+ "boundElements": [],
1015
+ "updated": 1718904628310,
1016
+ "link": null,
1017
+ "locked": false,
1018
+ "startBinding": {
1019
+ "elementId": "4HYQvpx8bknfxzuR-ZsyZ",
1020
+ "focus": 0.049135404964741676,
1021
+ "gap": 1
1022
+ },
1023
+ "endBinding": {
1024
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
1025
+ "focus": 0.11856596310017178,
1026
+ "gap": 5
1027
+ },
1028
+ "lastCommittedPoint": null,
1029
+ "startArrowhead": "arrow",
1030
+ "endArrowhead": null,
1031
+ "points": [
1032
+ [
1033
+ 0,
1034
+ 0
1035
+ ],
1036
+ [
1037
+ 2.3022732731261613,
1038
+ 79
1039
+ ]
1040
+ ]
1041
+ },
1042
+ {
1043
+ "type": "arrow",
1044
+ "version": 268,
1045
+ "versionNonce": 930112662,
1046
+ "isDeleted": false,
1047
+ "id": "Y9ZAViqReaNwZCm_w_cxL",
1048
+ "fillStyle": "solid",
1049
+ "strokeWidth": 2,
1050
+ "strokeStyle": "dashed",
1051
+ "roughness": 1,
1052
+ "opacity": 100,
1053
+ "angle": 0,
1054
+ "x": 568.5,
1055
+ "y": 563.0567323753796,
1056
+ "strokeColor": "#1e1e1e",
1057
+ "backgroundColor": "transparent",
1058
+ "width": 93.75,
1059
+ "height": 10.535778913958211,
1060
+ "seed": 704439396,
1061
+ "groupIds": [],
1062
+ "frameId": null,
1063
+ "roundness": {
1064
+ "type": 2
1065
+ },
1066
+ "boundElements": [],
1067
+ "updated": 1718904628310,
1068
+ "link": null,
1069
+ "locked": false,
1070
+ "startBinding": {
1071
+ "elementId": "bsR5O0T7ELcAn7kaI6SRR",
1072
+ "focus": -0.10743423447044312,
1073
+ "gap": 1
1074
+ },
1075
+ "endBinding": {
1076
+ "elementId": "4HYQvpx8bknfxzuR-ZsyZ",
1077
+ "focus": 0.05375532616104015,
1078
+ "gap": 2.25
1079
+ },
1080
+ "lastCommittedPoint": null,
1081
+ "startArrowhead": null,
1082
+ "endArrowhead": "arrow",
1083
+ "points": [
1084
+ [
1085
+ 0,
1086
+ 0
1087
+ ],
1088
+ [
1089
+ 44.25,
1090
+ 6.6932676246203755
1091
+ ],
1092
+ [
1093
+ 93.75,
1094
+ -3.8425112893378355
1095
+ ]
1096
+ ]
1097
+ },
1098
+ {
1099
+ "type": "arrow",
1100
+ "version": 76,
1101
+ "versionNonce": 27678666,
1102
+ "isDeleted": false,
1103
+ "id": "_urGf5UQ3RjvedpOUi9j3",
1104
+ "fillStyle": "solid",
1105
+ "strokeWidth": 2,
1106
+ "strokeStyle": "dashed",
1107
+ "roughness": 1,
1108
+ "opacity": 100,
1109
+ "angle": 0,
1110
+ "x": 755.4391885001746,
1111
+ "y": 604.5,
1112
+ "strokeColor": "#1e1e1e",
1113
+ "backgroundColor": "transparent",
1114
+ "width": 11.889705882352928,
1115
+ "height": 83,
1116
+ "seed": 728755940,
1117
+ "groupIds": [],
1118
+ "frameId": null,
1119
+ "roundness": {
1120
+ "type": 2
1121
+ },
1122
+ "boundElements": [],
1123
+ "updated": 1718904628310,
1124
+ "link": null,
1125
+ "locked": false,
1126
+ "startBinding": {
1127
+ "elementId": "4HYQvpx8bknfxzuR-ZsyZ",
1128
+ "focus": -0.16659588022934804,
1129
+ "gap": 1
1130
+ },
1131
+ "endBinding": {
1132
+ "elementId": "fd5ABzbE9CjDS-G7DbuHJ",
1133
+ "focus": -0.27029897509425943,
1134
+ "gap": 1
1135
+ },
1136
+ "lastCommittedPoint": null,
1137
+ "startArrowhead": null,
1138
+ "endArrowhead": "arrow",
1139
+ "points": [
1140
+ [
1141
+ 0,
1142
+ 0
1143
+ ],
1144
+ [
1145
+ 10.310811499825377,
1146
+ 46.25
1147
+ ],
1148
+ [
1149
+ -1.578894382527551,
1150
+ 83
1151
+ ]
1152
+ ]
1153
+ },
1154
+ {
1155
+ "type": "text",
1156
+ "version": 663,
1157
+ "versionNonce": 1424587123,
1158
+ "isDeleted": false,
1159
+ "id": "pE-am7Zt3glGhNU1RjR2Q",
1160
+ "fillStyle": "solid",
1161
+ "strokeWidth": 2,
1162
+ "strokeStyle": "solid",
1163
+ "roughness": 1,
1164
+ "opacity": 100,
1165
+ "angle": 0,
1166
+ "x": -39.93585205078125,
1167
+ "y": 853,
1168
+ "strokeColor": "#2f9e44",
1169
+ "backgroundColor": "transparent",
1170
+ "width": 410.15625,
1171
+ "height": 67.2,
1172
+ "seed": 347894364,
1173
+ "groupIds": [],
1174
+ "frameId": null,
1175
+ "roundness": null,
1176
+ "boundElements": [
1177
+ {
1178
+ "id": "kh2otv_e67kvOSyqO13ah",
1179
+ "type": "arrow"
1180
+ }
1181
+ ],
1182
+ "updated": 1720547869729,
1183
+ "link": null,
1184
+ "locked": false,
1185
+ "fontSize": 28,
1186
+ "fontFamily": 3,
1187
+ "text": "Response:\n<the suspsense builds...>",
1188
+ "textAlign": "right",
1189
+ "verticalAlign": "top",
1190
+ "containerId": null,
1191
+ "originalText": "Response:\n<the suspsense builds...>",
1192
+ "lineHeight": 1.2,
1193
+ "baseline": 60
1194
+ },
1195
+ {
1196
+ "type": "arrow",
1197
+ "version": 824,
1198
+ "versionNonce": 1415182515,
1199
+ "isDeleted": false,
1200
+ "id": "kh2otv_e67kvOSyqO13ah",
1201
+ "fillStyle": "solid",
1202
+ "strokeWidth": 2,
1203
+ "strokeStyle": "dashed",
1204
+ "roughness": 1,
1205
+ "opacity": 100,
1206
+ "angle": 0,
1207
+ "x": 446.5,
1208
+ "y": 887.8447079597252,
1209
+ "strokeColor": "#1e1e1e",
1210
+ "backgroundColor": "transparent",
1211
+ "width": 68.32684326171886,
1212
+ "height": 6.037853641953575,
1213
+ "seed": 1333128292,
1214
+ "groupIds": [],
1215
+ "frameId": null,
1216
+ "roundness": {
1217
+ "type": 2
1218
+ },
1219
+ "boundElements": [],
1220
+ "updated": 1720547869730,
1221
+ "link": null,
1222
+ "locked": false,
1223
+ "startBinding": {
1224
+ "elementId": "cUOuP_b5_wSg6D7l2clcJ",
1225
+ "focus": -0.2672262380037226,
1226
+ "gap": 1
1227
+ },
1228
+ "endBinding": {
1229
+ "elementId": "pE-am7Zt3glGhNU1RjR2Q",
1230
+ "focus": 0.5047642498326489,
1231
+ "gap": 7.9527587890623295
1232
+ },
1233
+ "lastCommittedPoint": null,
1234
+ "startArrowhead": null,
1235
+ "endArrowhead": "arrow",
1236
+ "points": [
1237
+ [
1238
+ 0,
1239
+ 0
1240
+ ],
1241
+ [
1242
+ -68.32684326171886,
1243
+ 6.037853641953575
1244
+ ]
1245
+ ]
1246
+ },
1247
+ {
1248
+ "type": "text",
1249
+ "version": 367,
1250
+ "versionNonce": 1958991795,
1251
+ "isDeleted": false,
1252
+ "id": "2WtuhWMJ_LjcqNRs8LKOQ",
1253
+ "fillStyle": "solid",
1254
+ "strokeWidth": 2,
1255
+ "strokeStyle": "solid",
1256
+ "roughness": 1,
1257
+ "opacity": 100,
1258
+ "angle": 0,
1259
+ "x": 780.48965146144,
1260
+ "y": 624.2708172202108,
1261
+ "strokeColor": "#f08c00",
1262
+ "backgroundColor": "transparent",
1263
+ "width": 109.31195068359375,
1264
+ "height": 35,
1265
+ "seed": 1803361546,
1266
+ "groupIds": [],
1267
+ "frameId": null,
1268
+ "roundness": null,
1269
+ "boundElements": [],
1270
+ "updated": 1720547090468,
1271
+ "link": null,
1272
+ "locked": false,
1273
+ "fontSize": 28,
1274
+ "fontFamily": 1,
1275
+ "text": "Context",
1276
+ "textAlign": "left",
1277
+ "verticalAlign": "top",
1278
+ "containerId": null,
1279
+ "originalText": "Context",
1280
+ "lineHeight": 1.25,
1281
+ "baseline": 24
1282
+ },
1283
+ {
1284
+ "type": "text",
1285
+ "version": 166,
1286
+ "versionNonce": 197980413,
1287
+ "isDeleted": false,
1288
+ "id": "431T-SgN6a519rnq26Lac",
1289
+ "fillStyle": "solid",
1290
+ "strokeWidth": 2,
1291
+ "strokeStyle": "solid",
1292
+ "roughness": 1,
1293
+ "opacity": 100,
1294
+ "angle": 0,
1295
+ "x": 809.5504386027619,
1296
+ "y": 1082.5520998107065,
1297
+ "strokeColor": "#f08c00",
1298
+ "backgroundColor": "transparent",
1299
+ "width": 119.83995056152344,
1300
+ "height": 70,
1301
+ "seed": 1122198806,
1302
+ "groupIds": [],
1303
+ "frameId": null,
1304
+ "roundness": null,
1305
+ "boundElements": [],
1306
+ "updated": 1720547090468,
1307
+ "link": null,
1308
+ "locked": false,
1309
+ "fontSize": 28,
1310
+ "fontFamily": 1,
1311
+ "text": "prompt\ntemplate",
1312
+ "textAlign": "center",
1313
+ "verticalAlign": "top",
1314
+ "containerId": null,
1315
+ "originalText": "prompt\ntemplate",
1316
+ "lineHeight": 1.25,
1317
+ "baseline": 59
1318
+ },
1319
+ {
1320
+ "type": "text",
1321
+ "version": 794,
1322
+ "versionNonce": 410282323,
1323
+ "isDeleted": false,
1324
+ "id": "vvitupcdJzb4PCV-wUAno",
1325
+ "fillStyle": "solid",
1326
+ "strokeWidth": 2,
1327
+ "strokeStyle": "solid",
1328
+ "roughness": 1,
1329
+ "opacity": 100,
1330
+ "angle": 0,
1331
+ "x": 818.5413340462533,
1332
+ "y": 508.42714550760024,
1333
+ "strokeColor": "#f08c00",
1334
+ "backgroundColor": "transparent",
1335
+ "width": 307.73968505859375,
1336
+ "height": 75,
1337
+ "seed": 648772362,
1338
+ "groupIds": [],
1339
+ "frameId": null,
1340
+ "roundness": null,
1341
+ "boundElements": [],
1342
+ "updated": 1720547090469,
1343
+ "link": null,
1344
+ "locked": false,
1345
+ "fontSize": 20,
1346
+ "fontFamily": 1,
1347
+ "text": "retriever parameters\n(cosine similarity threshold=0.5,\nk=5)",
1348
+ "textAlign": "left",
1349
+ "verticalAlign": "top",
1350
+ "containerId": null,
1351
+ "originalText": "retriever parameters\n(cosine similarity threshold=0.5,\nk=5)",
1352
+ "lineHeight": 1.25,
1353
+ "baseline": 68
1354
+ },
1355
+ {
1356
+ "type": "text",
1357
+ "version": 343,
1358
+ "versionNonce": 643811677,
1359
+ "isDeleted": false,
1360
+ "id": "8Mun_mFj8ULm9rGOZBOLE",
1361
+ "fillStyle": "solid",
1362
+ "strokeWidth": 2,
1363
+ "strokeStyle": "solid",
1364
+ "roughness": 1,
1365
+ "opacity": 100,
1366
+ "angle": 0,
1367
+ "x": 812.1086592210627,
1368
+ "y": 971.7778113947973,
1369
+ "strokeColor": "#f08c00",
1370
+ "backgroundColor": "transparent",
1371
+ "width": 102.11595153808594,
1372
+ "height": 35,
1373
+ "seed": 1629809418,
1374
+ "groupIds": [],
1375
+ "frameId": null,
1376
+ "roundness": null,
1377
+ "boundElements": [],
1378
+ "updated": 1720547090469,
1379
+ "link": null,
1380
+ "locked": false,
1381
+ "fontSize": 28,
1382
+ "fontFamily": 1,
1383
+ "text": "tracing!",
1384
+ "textAlign": "center",
1385
+ "verticalAlign": "top",
1386
+ "containerId": null,
1387
+ "originalText": "tracing!",
1388
+ "lineHeight": 1.25,
1389
+ "baseline": 24
1390
+ },
1391
+ {
1392
+ "type": "text",
1393
+ "version": 420,
1394
+ "versionNonce": 1197590259,
1395
+ "isDeleted": false,
1396
+ "id": "kEd0jFSEtk3S3A9HmLK4R",
1397
+ "fillStyle": "solid",
1398
+ "strokeWidth": 2,
1399
+ "strokeStyle": "solid",
1400
+ "roughness": 1,
1401
+ "opacity": 100,
1402
+ "angle": 0,
1403
+ "x": 90.37796668868589,
1404
+ "y": 500.2615660239896,
1405
+ "strokeColor": "#1e1e1e",
1406
+ "backgroundColor": "transparent",
1407
+ "width": 163.367919921875,
1408
+ "height": 45,
1409
+ "seed": 1192288726,
1410
+ "groupIds": [],
1411
+ "frameId": null,
1412
+ "roundness": null,
1413
+ "boundElements": [],
1414
+ "updated": 1720547090470,
1415
+ "link": null,
1416
+ "locked": false,
1417
+ "fontSize": 36,
1418
+ "fontFamily": 1,
1419
+ "text": "Inference",
1420
+ "textAlign": "right",
1421
+ "verticalAlign": "top",
1422
+ "containerId": null,
1423
+ "originalText": "Inference",
1424
+ "lineHeight": 1.25,
1425
+ "baseline": 32
1426
+ }
1427
+ ],
1428
+ "appState": {
1429
+ "gridSize": null,
1430
+ "viewBackgroundColor": "#ffffff"
1431
+ },
1432
+ "files": {}
1433
+ }