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1 Parent(s): 059d9b6

Updated python version

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Files changed (6) hide show
  1. .gitignore +1 -0
  2. notebooks/transcript_agents.ipynb +1 -1
  3. notebooks/transcript_rag.ipynb +43 -25
  4. pstuts_rag/pstuts_rag/datastore.py +1 -1
  5. pyproject.toml +3 -4
  6. uv.lock +474 -2
.gitignore CHANGED
@@ -5,3 +5,4 @@ __pycache__/
5
  .chainlit/
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  .files/
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  .vscode/qdrant_local_db/
 
 
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  .chainlit/
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  .files/
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  .vscode/qdrant_local_db/
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+ .embeddings_cache/
notebooks/transcript_agents.ipynb CHANGED
@@ -712,7 +712,7 @@
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  "name": "python",
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  "nbconvert_exporter": "python",
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  "pygments_lexer": "ipython3",
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- "version": "3.13.2"
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  }
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  },
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  "nbformat": 4,
 
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  "name": "python",
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  "nbconvert_exporter": "python",
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  "pygments_lexer": "ipython3",
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+ "version": "3.11.11"
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  }
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  },
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  "nbformat": 4,
notebooks/transcript_rag.ipynb CHANGED
@@ -2,20 +2,19 @@
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  "cells": [
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  {
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  "cell_type": "code",
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- "execution_count": 36,
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  "metadata": {},
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  "outputs": [],
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  "source": [
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  "import os\n",
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  "from getpass import getpass\n",
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- "\n",
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  "from dotenv import load_dotenv\n",
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  "\n"
14
  ]
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 37,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -24,7 +23,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 38,
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  "metadata": {},
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  "outputs": [
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  {
@@ -43,7 +42,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 39,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -59,7 +58,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 40,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -87,7 +86,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 53,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -102,7 +101,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 56,
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  "metadata": {},
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  "outputs": [
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  {
@@ -118,10 +117,21 @@
118
  " 'Adjust brightness and contrast',\n",
119
  " 'Remove a large object',\n",
120
  " 'Add text',\n",
121
- " 'Replace a background using a layer mask']"
 
 
 
 
 
 
 
 
 
 
 
122
  ]
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  },
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- "execution_count": 56,
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  "metadata": {},
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  "output_type": "execute_result"
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  }
@@ -146,7 +156,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 43,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -180,9 +190,17 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 44,
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  "metadata": {},
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- "outputs": [],
 
 
 
 
 
 
 
 
186
  "source": [
187
  "from pstuts_rag.rag import RAGChainFactory\n",
188
  "\n",
@@ -191,7 +209,7 @@
191
  },
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  {
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  "cell_type": "code",
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- "execution_count": 45,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -202,7 +220,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 46,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -212,7 +230,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 47,
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  "metadata": {},
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  "outputs": [],
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  "source": [
@@ -221,7 +239,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 48,
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  "metadata": {},
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  "outputs": [
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  {
@@ -233,7 +251,7 @@
233
  " 'question': 'What are layers'}"
234
  ]
235
  },
236
- "execution_count": 48,
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  "metadata": {},
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  "output_type": "execute_result"
239
  }
@@ -244,7 +262,7 @@
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  },
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  {
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  "cell_type": "code",
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- "execution_count": 49,
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  "metadata": {},
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  "outputs": [
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  {
@@ -253,8 +271,8 @@
253
  "text": [
254
  "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
255
  "\n",
256
- "Layers are the building blocks of any image in Photoshop CC. You can think of layers like separate flat panes of glass stacked on top of each other. Each layer contains separate pieces of content. Some parts of a layer can be transparent, allowing you to see through to the layers below. This setup lets you edit parts of an image independently without affecting the rest of the image. You manage and work with layers in the Layers panel, where you can toggle their visibility on and off using the Eye icon. (See explanation around 0:28–1:00 and 1:25–2:32) 🎨🖼️\n",
257
- "**References**:\n",
258
  "[\n",
259
  " {\n",
260
  " \"title\": \"Understand layers\",\n",
@@ -278,16 +296,16 @@
278
  },
279
  {
280
  "cell_type": "code",
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- "execution_count": 50,
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  "metadata": {},
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  "outputs": [
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  {
285
  "data": {
286
  "text/plain": [
287
- "'Layers are the building blocks of any image in Photoshop CC. You can think of layers like separate flat panes of glass stacked on top of each other. Each layer contains separate pieces of content. Some parts of a layer can be transparent, allowing you to see through to the layers below. This setup lets you edit parts of an image independently without affecting the rest of the image. You manage and work with layers in the Layers panel, where you can toggle their visibility on and off using the Eye icon. (See explanation around 0:28–1:00 and 1:25–2:32) 🎨🖼️\\n**References**:\\n[\\n {\\n \"title\": \"Understand layers\",\\n \"source\": \"https://images-tv.adobe.com/avp/vr/b758b4c4-2a74-41f4-8e67-e2f2eab83c6a/f810fc5b-2b04-4e23-8fa4-5c532e7de6f8/e268fe4d-e5c7-415c-9f5c-d34d024b14d8_20170727011753.1280x720at2400_h264.mp4\",\\n \"start\": 0.47,\\n \"stop\": 62.14\\n },\\n {\\n \"title\": \"Understand layers\",\\n \"source\": \"https://images-tv.adobe.com/avp/vr/b758b4c4-2a74-41f4-8e67-e2f2eab83c6a/f810fc5b-2b04-4e23-8fa4-5c532e7de6f8/e268fe4d-e5c7-415c-9f5c-d34d024b14d8_20170727011753.1280x720at2400_h264.mp4\",\\n \"start\": 85.75,\\n \"stop\": 152.97\\n }\\n]'"
288
  ]
289
  },
290
- "execution_count": 50,
291
  "metadata": {},
292
  "output_type": "execute_result"
293
  }
@@ -320,7 +338,7 @@
320
  "name": "python",
321
  "nbconvert_exporter": "python",
322
  "pygments_lexer": "ipython3",
323
- "version": "3.13.2"
324
  }
325
  },
326
  "nbformat": 4,
 
2
  "cells": [
3
  {
4
  "cell_type": "code",
5
+ "execution_count": 16,
6
  "metadata": {},
7
  "outputs": [],
8
  "source": [
9
  "import os\n",
10
  "from getpass import getpass\n",
 
11
  "from dotenv import load_dotenv\n",
12
  "\n"
13
  ]
14
  },
15
  {
16
  "cell_type": "code",
17
+ "execution_count": 17,
18
  "metadata": {},
19
  "outputs": [],
20
  "source": [
 
23
  },
24
  {
25
  "cell_type": "code",
26
+ "execution_count": 18,
27
  "metadata": {},
28
  "outputs": [
29
  {
 
42
  },
43
  {
44
  "cell_type": "code",
45
+ "execution_count": 19,
46
  "metadata": {},
47
  "outputs": [],
48
  "source": [
 
58
  },
59
  {
60
  "cell_type": "code",
61
+ "execution_count": 20,
62
  "metadata": {},
63
  "outputs": [],
64
  "source": [
 
86
  },
87
  {
88
  "cell_type": "code",
89
+ "execution_count": 21,
90
  "metadata": {},
91
  "outputs": [],
92
  "source": [
 
101
  },
102
  {
103
  "cell_type": "code",
104
+ "execution_count": 22,
105
  "metadata": {},
106
  "outputs": [
107
  {
 
117
  " 'Adjust brightness and contrast',\n",
118
  " 'Remove a large object',\n",
119
  " 'Add text',\n",
120
+ " 'Replace a background using a layer mask',\n",
121
+ " 'Use layers for ultimate flexibility and control',\n",
122
+ " 'Select part of an image',\n",
123
+ " 'Get to know layers',\n",
124
+ " 'Improve lighting and color',\n",
125
+ " 'Add dreamlike elements to the composite',\n",
126
+ " 'Expand the canvas',\n",
127
+ " 'Resize a layer',\n",
128
+ " 'Adjust hue and saturation',\n",
129
+ " 'Learn selection basics',\n",
130
+ " 'Choose a color',\n",
131
+ " 'Add texture to an image']"
132
  ]
133
  },
134
+ "execution_count": 22,
135
  "metadata": {},
136
  "output_type": "execute_result"
137
  }
 
156
  },
157
  {
158
  "cell_type": "code",
159
+ "execution_count": 23,
160
  "metadata": {},
161
  "outputs": [],
162
  "source": [
 
190
  },
191
  {
192
  "cell_type": "code",
193
+ "execution_count": 24,
194
  "metadata": {},
195
+ "outputs": [
196
+ {
197
+ "name": "stdout",
198
+ "output_type": "stream",
199
+ "text": [
200
+ "<built-in function repr>\n"
201
+ ]
202
+ }
203
+ ],
204
  "source": [
205
  "from pstuts_rag.rag import RAGChainFactory\n",
206
  "\n",
 
209
  },
210
  {
211
  "cell_type": "code",
212
+ "execution_count": 25,
213
  "metadata": {},
214
  "outputs": [],
215
  "source": [
 
220
  },
221
  {
222
  "cell_type": "code",
223
+ "execution_count": 26,
224
  "metadata": {},
225
  "outputs": [],
226
  "source": [
 
230
  },
231
  {
232
  "cell_type": "code",
233
+ "execution_count": 27,
234
  "metadata": {},
235
  "outputs": [],
236
  "source": [
 
239
  },
240
  {
241
  "cell_type": "code",
242
+ "execution_count": 28,
243
  "metadata": {},
244
  "outputs": [
245
  {
 
251
  " 'question': 'What are layers'}"
252
  ]
253
  },
254
+ "execution_count": 28,
255
  "metadata": {},
256
  "output_type": "execute_result"
257
  }
 
262
  },
263
  {
264
  "cell_type": "code",
265
+ "execution_count": 29,
266
  "metadata": {},
267
  "outputs": [
268
  {
 
271
  "text": [
272
  "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
273
  "\n",
274
+ "Layers are the building blocks of any image in Photoshop CC. You can think of layers like separate flat panes of glass stacked on top of each other. Each layer contains separate pieces of content. Some parts of a layer can be transparent, allowing you to see through to the layers below. This setup lets you edit parts of an image independently without affecting the rest of the image. You manage and view layers in the Layers panel, where you can toggle their visibility on and off using the Eye icon. (See explanation around 0:28 to 1:00 and 1:25 to 2:32) 🎨🖼️\n",
275
+ "**REFERENCES**\n",
276
  "[\n",
277
  " {\n",
278
  " \"title\": \"Understand layers\",\n",
 
296
  },
297
  {
298
  "cell_type": "code",
299
+ "execution_count": 30,
300
  "metadata": {},
301
  "outputs": [
302
  {
303
  "data": {
304
  "text/plain": [
305
+ "'Layers are the building blocks of any image in Photoshop CC. You can think of layers like separate flat panes of glass stacked on top of each other. Each layer contains separate pieces of content. Some parts of a layer can be transparent, allowing you to see through to the layers below. This setup lets you edit parts of an image independently without affecting the rest of the image. You manage and view layers in the Layers panel, where you can toggle their visibility on and off using the Eye icon. (See explanation around 0:28 to 1:00 and 1:25 to 2:32) 🎨🖼️\\n**REFERENCES**\\n[\\n {\\n \"title\": \"Understand layers\",\\n \"source\": \"https://images-tv.adobe.com/avp/vr/b758b4c4-2a74-41f4-8e67-e2f2eab83c6a/f810fc5b-2b04-4e23-8fa4-5c532e7de6f8/e268fe4d-e5c7-415c-9f5c-d34d024b14d8_20170727011753.1280x720at2400_h264.mp4\",\\n \"start\": 0.47,\\n \"stop\": 62.14\\n },\\n {\\n \"title\": \"Understand layers\",\\n \"source\": \"https://images-tv.adobe.com/avp/vr/b758b4c4-2a74-41f4-8e67-e2f2eab83c6a/f810fc5b-2b04-4e23-8fa4-5c532e7de6f8/e268fe4d-e5c7-415c-9f5c-d34d024b14d8_20170727011753.1280x720at2400_h264.mp4\",\\n \"start\": 85.75,\\n \"stop\": 152.97\\n }\\n]'"
306
  ]
307
  },
308
+ "execution_count": 30,
309
  "metadata": {},
310
  "output_type": "execute_result"
311
  }
 
338
  "name": "python",
339
  "nbconvert_exporter": "python",
340
  "pygments_lexer": "ipython3",
341
+ "version": "3.11.11"
342
  }
343
  },
344
  "nbformat": 4,
pstuts_rag/pstuts_rag/datastore.py CHANGED
@@ -120,7 +120,7 @@ class DatastoreManager:
120
  vector_store: The Qdrant vector store instance
121
  """
122
 
123
- embeddings: OpenAIEmbeddings
124
  docs: List[Document]
125
  qdrant_client: QdrantClient
126
  name: str
 
120
  vector_store: The Qdrant vector store instance
121
  """
122
 
123
+ embeddings: Embeddings
124
  docs: List[Document]
125
  qdrant_client: QdrantClient
126
  name: str
pyproject.toml CHANGED
@@ -14,21 +14,21 @@ dependencies = [
14
  "langchain-qdrant>=0.2.0",
15
  "langgraph>=0.4.3",
16
  "qdrant-client>=1.8.0",
17
-
18
  # API integration
19
  "chainlit==2.0.4",
20
  "requests>=2.31.0",
21
  "python-dotenv>=0.9.9",
22
-
23
  # Utilities
24
  "nest-asyncio>=1.5.6",
25
  "aiofiles>=23.1.0",
26
-
27
  # Jupyter/notebook dependencies
28
  "ipykernel>=6.29.5",
29
  "ipywidgets>=8.1.7",
30
  "jupyter>=1.1.1",
31
  "jupyter-contrib-nbextensions>=0.7.0",
 
 
 
32
  ]
33
  authors = [{ name = "Marko Budisic", email = "mbudisic@gmail.com" }]
34
  license = "MIT"
@@ -62,7 +62,6 @@ web = [
62
 
63
  extras = [
64
  "numpy==2.2.2",
65
- "ragas>=0.2.15",
66
  "tavily-python>=0.7.2",
67
  ]
68
 
 
14
  "langchain-qdrant>=0.2.0",
15
  "langgraph>=0.4.3",
16
  "qdrant-client>=1.8.0",
 
17
  # API integration
18
  "chainlit==2.0.4",
19
  "requests>=2.31.0",
20
  "python-dotenv>=0.9.9",
 
21
  # Utilities
22
  "nest-asyncio>=1.5.6",
23
  "aiofiles>=23.1.0",
 
24
  # Jupyter/notebook dependencies
25
  "ipykernel>=6.29.5",
26
  "ipywidgets>=8.1.7",
27
  "jupyter>=1.1.1",
28
  "jupyter-contrib-nbextensions>=0.7.0",
29
+ "sentence-transformers>=3.4.1",
30
+ "datasets>=3.6.0",
31
+ "ragas==0.2.15",
32
  ]
33
  authors = [{ name = "Marko Budisic", email = "mbudisic@gmail.com" }]
34
  license = "MIT"
 
62
 
63
  extras = [
64
  "numpy==2.2.2",
 
65
  "tavily-python>=0.7.2",
66
  ]
67
 
uv.lock CHANGED
@@ -1211,6 +1211,15 @@ wheels = [
1211
  { url = "https://files.pythonhosted.org/packages/ee/47/3729f00f35a696e68da15d64eb9283c330e776f3b5789bac7f2c0c4df209/jiter-0.9.0-cp313-cp313t-win_amd64.whl", hash = "sha256:6f7838bc467ab7e8ef9f387bd6de195c43bad82a569c1699cb822f6609dd4cdf", size = 206867 },
1212
  ]
1213
 
 
 
 
 
 
 
 
 
 
1214
  [[package]]
1215
  name = "json5"
1216
  version = "0.12.0"
@@ -1893,6 +1902,15 @@ wheels = [
1893
  { url = "https://files.pythonhosted.org/packages/01/4d/23c4e4f09da849e127e9f123241946c23c1e30f45a88366879e064211815/mistune-3.1.3-py3-none-any.whl", hash = "sha256:1a32314113cff28aa6432e99e522677c8587fd83e3d51c29b82a52409c842bd9", size = 53410 },
1894
  ]
1895
 
 
 
 
 
 
 
 
 
 
1896
  [[package]]
1897
  name = "multidict"
1898
  version = "6.4.3"
@@ -2090,6 +2108,15 @@ wheels = [
2090
  { url = "https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c", size = 5195 },
2091
  ]
2092
 
 
 
 
 
 
 
 
 
 
2093
  [[package]]
2094
  name = "notebook"
2095
  version = "7.4.2"
@@ -2166,6 +2193,139 @@ wheels = [
2166
  { url = "https://files.pythonhosted.org/packages/80/94/cd9e9b04012c015cb6320ab3bf43bc615e248dddfeb163728e800a5d96f0/numpy-2.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:97b974d3ba0fb4612b77ed35d7627490e8e3dff56ab41454d9e8b23448940576", size = 12696208 },
2167
  ]
2168
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2169
  [[package]]
2170
  name = "openai"
2171
  version = "1.59.9"
@@ -2496,6 +2656,65 @@ wheels = [
2496
  { url = "https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523", size = 63772 },
2497
  ]
2498
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2499
  [[package]]
2500
  name = "platformdirs"
2501
  version = "4.3.8"
@@ -2641,6 +2860,7 @@ source = { editable = "." }
2641
  dependencies = [
2642
  { name = "aiofiles" },
2643
  { name = "chainlit" },
 
2644
  { name = "ipykernel" },
2645
  { name = "ipywidgets" },
2646
  { name = "jupyter" },
@@ -2655,7 +2875,9 @@ dependencies = [
2655
  { name = "nest-asyncio" },
2656
  { name = "python-dotenv" },
2657
  { name = "qdrant-client" },
 
2658
  { name = "requests" },
 
2659
  ]
2660
 
2661
  [package.optional-dependencies]
@@ -2671,7 +2893,6 @@ dev = [
2671
  ]
2672
  extras = [
2673
  { name = "numpy" },
2674
- { name = "ragas" },
2675
  { name = "tavily-python" },
2676
  ]
2677
  web = [
@@ -2687,6 +2908,7 @@ requires-dist = [
2687
  { name = "aiofiles", specifier = ">=23.1.0" },
2688
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