mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
docs: clean and fix corrupted notebooks in cookbook
This commit is contained in:
KaifAhmad1
@@ -42,55 +42,18 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>EventDetector</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>CoreferenceResolver</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>TripletExtractor</td><td>-</td><td>1.32s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>NERExtractor</td><td>-</td><td>0.51s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>RelationExtractor</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>SemanticNetworkExtractor</td><td>-</td><td>1.21s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Detected 1 events\n",
|
||||
" Event: founded - founded\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import (\n",
|
||||
" EventDetector, CoreferenceResolver, TripletExtractor,\n",
|
||||
@@ -118,17 +81,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Resolved 0 coreference chains\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"coreference_resolver = CoreferenceResolver()\n",
|
||||
"\n",
|
||||
@@ -148,24 +103,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"DEBUG: Entity map keys: ['apple inc.', 'steve jobs', '1976', 'tim cook']\n",
|
||||
"DEBUG: Match found! Subject='Apple Inc.', Object='Steve Jobs'\n",
|
||||
"DEBUG: Subject Entity found: True, Object Entity found: True\n",
|
||||
"DEBUG: Match found! Subject='Steve Jobs', Object='1976'\n",
|
||||
"DEBUG: Subject Entity found: True, Object Entity found: True\n",
|
||||
"Extracted 2 triplets\n",
|
||||
" (Apple Inc., founded_by, Steve Jobs)\n",
|
||||
" (Steve Jobs, located_in, 1976)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"triplet_extractor = TripletExtractor()\n",
|
||||
"\n",
|
||||
@@ -187,17 +127,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Analyzed semantic roles: 6\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"semantic_analyzer = SemanticAnalyzer()\n",
|
||||
"\n",
|
||||
@@ -217,23 +149,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"DEBUG: Entity map keys: ['apple inc.', 'steve jobs', '1976', 'tim cook']\n",
|
||||
"DEBUG: Match found! Subject='Apple Inc.', Object='Steve Jobs'\n",
|
||||
"DEBUG: Subject Entity found: True, Object Entity found: True\n",
|
||||
"DEBUG: Match found! Subject='Steve Jobs', Object='1976'\n",
|
||||
"DEBUG: Subject Entity found: True, Object Entity found: True\n",
|
||||
"Extracted semantic network with 4 nodes\n",
|
||||
"Edges: 2\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"semantic_network_extractor = SemanticNetworkExtractor()\n",
|
||||
"\n",
|
||||
@@ -254,21 +172,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"ename": "AttributeError",
|
||||
"evalue": "'LLMEnhancer' object has no attribute 'enhance_extractions'",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
|
||||
"Cell \u001b[1;32mIn[7], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m llm_enhancer \u001b[38;5;241m=\u001b[39m LLMEnhancer()\n\u001b[1;32m----> 3\u001b[0m enhanced_extractions \u001b[38;5;241m=\u001b[39m \u001b[43mllm_enhancer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menhance_extractions\u001b[49m(events, text)\n\u001b[0;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEnhanced \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(enhanced_extractions)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m extractions\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
|
||||
"\u001b[1;31mAttributeError\u001b[0m: 'LLMEnhancer' object has no attribute 'enhance_extractions'"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"llm_enhancer = LLMEnhancer()\n",
|
||||
"\n",
|
||||
|
||||
@@ -22,33 +22,17 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"id": "695d435c",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -89,17 +73,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Loaded 6 raw entities and 4 raw relationships.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Our \"Raw\" Messy Data\n",
|
||||
"raw_entities = [\n",
|
||||
@@ -141,25 +117,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"id": "bd8fb13d",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Running Validation Check...\n",
|
||||
"Validation Failed! Issues found:\n",
|
||||
" - [ERROR] Target entity ID not found: startup_999 (Code: DANGLING_EDGE)\n",
|
||||
" Auto-Fixing: Removing invalid relationship...\n",
|
||||
" - [WARNING] Found 2 orphan nodes (no relationships). (Code: ORPHAN_NODES)\n",
|
||||
"\n",
|
||||
"Re-validating after fixes...\n",
|
||||
"Graph is now clean and valid!\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Initialize Validator\n",
|
||||
"validator = GraphValidator()\n",
|
||||
@@ -203,180 +164,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Scanning for duplicates...\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.25s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>SimilarityCalculator</td><td>-</td><td>0.02s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>CentralityCalculator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>CommunityDetector</td><td>-</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:21,008 - INFO - [RUNNING] | Module: deduplication | Submodule: DuplicateDetector | Message: Detecting duplicates in 6 entities\n",
|
||||
"2025-12-19 16:09:21,008 - INFO - Detecting duplicates in 6 entities (threshold: 0.7)\n",
|
||||
"2025-12-19 16:09:21,011 - INFO - [RUNNING] | Module: deduplication | Submodule: DuplicateDetector | Message: Calculating similarities...\n",
|
||||
"2025-12-19 16:09:21,013 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,015 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,018 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,020 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,023 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,026 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.56\n",
|
||||
"2025-12-19 16:09:21,029 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,031 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,034 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,036 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,038 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,040 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.86\n",
|
||||
"2025-12-19 16:09:21,043 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,046 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,049 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,052 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,055 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,058 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.61\n",
|
||||
"2025-12-19 16:09:21,060 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,063 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,065 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,068 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,069 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,072 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.61\n",
|
||||
"2025-12-19 16:09:21,075 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,077 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,080 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,083 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,087 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,089 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.54\n",
|
||||
"2025-12-19 16:09:21,092 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,093 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,098 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,100 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,103 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,106 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.57\n",
|
||||
"2025-12-19 16:09:21,109 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,112 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,115 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,117 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,121 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,124 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.59\n",
|
||||
"2025-12-19 16:09:21,126 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,129 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,131 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,136 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,138 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,142 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.59\n",
|
||||
"2025-12-19 16:09:21,146 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,150 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,153 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,156 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,159 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,162 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.30\n",
|
||||
"2025-12-19 16:09:21,166 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,168 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,170 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,173 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,175 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,177 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.56\n",
|
||||
"2025-12-19 16:09:21,179 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,180 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,184 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,186 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,187 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,188 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.66\n",
|
||||
"2025-12-19 16:09:21,192 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,193 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,196 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,198 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,200 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,201 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.55\n",
|
||||
"2025-12-19 16:09:21,203 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,206 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,206 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,210 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,211 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,213 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.56\n",
|
||||
"2025-12-19 16:09:21,215 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,217 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,221 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,225 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,228 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,231 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.50\n",
|
||||
"2025-12-19 16:09:21,234 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating similarity between entities\n",
|
||||
"2025-12-19 16:09:21,237 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating string similarity...\n",
|
||||
"2025-12-19 16:09:21,240 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating property similarity...\n",
|
||||
"2025-12-19 16:09:21,243 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Calculating relationship similarity...\n",
|
||||
"2025-12-19 16:09:21,246 - INFO - [RUNNING] | Module: deduplication | Submodule: SimilarityCalculator | Message: Aggregating similarity scores...\n",
|
||||
"2025-12-19 16:09:21,249 - INFO - [COMPLETED] | Module: deduplication | Submodule: SimilarityCalculator | Message: Similarity score: 0.56\n",
|
||||
"2025-12-19 16:09:21,252 - INFO - [RUNNING] | Module: deduplication | Submodule: DuplicateDetector | Message: Creating duplicate candidates...\n",
|
||||
"2025-12-19 16:09:21,254 - INFO - Detected 1 duplicate candidate(s) (confidence >= 0.6)\n",
|
||||
"2025-12-19 16:09:21,258 - INFO - [COMPLETED] | Module: deduplication | Submodule: DuplicateDetector | Message: Detected 1 duplicate candidates\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found potential duplicate pair (Score: 0.86):\n",
|
||||
" - TechFlow AI (ID: startup_1)\n",
|
||||
" - TechFlow Inc. (ID: startup_1_dup)\n",
|
||||
" Merging entities...\n",
|
||||
"\n",
|
||||
"Checking for data conflicts...\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:21,261 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting all conflicts\n",
|
||||
"2025-12-19 16:09:21,265 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting value conflicts for property: founded\n",
|
||||
"2025-12-19 16:09:21,268 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Analyzing 2 entities...\n",
|
||||
"2025-12-19 16:09:21,271 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 0 conflicts\n",
|
||||
"2025-12-19 16:09:21,274 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting value conflicts for property: revenue\n",
|
||||
"2025-12-19 16:09:21,277 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Analyzing 2 entities...\n",
|
||||
"2025-12-19 16:09:21,279 - WARNING - Value conflict detected: startup_1.revenue has conflicting values: ['1000000', '1200000']\n",
|
||||
"2025-12-19 16:09:21,280 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 1 conflicts\n",
|
||||
"2025-12-19 16:09:21,283 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting value conflicts for property: name\n",
|
||||
"2025-12-19 16:09:21,286 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Analyzing 2 entities...\n",
|
||||
"2025-12-19 16:09:21,288 - WARNING - Value conflict detected: startup_1.name has conflicting values: ['TechFlow Inc.', 'TechFlow AI']\n",
|
||||
"2025-12-19 16:09:21,291 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 1 conflicts\n",
|
||||
"2025-12-19 16:09:21,295 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting type conflicts\n",
|
||||
"2025-12-19 16:09:21,296 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 0 type conflicts\n",
|
||||
"2025-12-19 16:09:21,299 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting temporal conflicts\n",
|
||||
"2025-12-19 16:09:21,302 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 0 temporal conflicts\n",
|
||||
"2025-12-19 16:09:21,308 - INFO - [RUNNING] | Module: conflicts | Submodule: ConflictDetector | Message: Detecting logical conflicts\n",
|
||||
"2025-12-19 16:09:21,313 - INFO - [COMPLETED] | Module: conflicts | Submodule: ConflictDetector | Message: Detected 0 logical conflicts\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Conflict detected in field 'revenue':\n",
|
||||
" Values: [1000000, 1200000]\n",
|
||||
" Resolved to: 1200000.0\n",
|
||||
" Conflict detected in field 'name':\n",
|
||||
" Values: ['TechFlow AI', 'TechFlow Inc.']\n",
|
||||
"\n",
|
||||
"Cleaned Data: 5 entities remaining.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# 1. Detect Duplicates\n",
|
||||
"print(\"Scanning for duplicates...\")\n",
|
||||
@@ -435,17 +225,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Knowledge Graph Assembled Successfully!\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Manual Graph Construction (since we already cleaned it)\n",
|
||||
"kg = {\n",
|
||||
@@ -470,76 +252,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:52,395 - INFO - Centrality calculator initialized\n",
|
||||
"2025-12-19 16:09:52,396 - INFO - Graph analyzer initialized (temporal: True)\n",
|
||||
"2025-12-19 16:09:52,398 - INFO - Analyzing graph connectivity\n",
|
||||
"2025-12-19 16:09:52,398 - INFO - Finding connected components\n",
|
||||
"2025-12-19 16:09:52,399 - INFO - Calculating connectivity metrics\n",
|
||||
"2025-12-19 16:09:52,399 - INFO - Calculating all centrality measures\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"--- Connectivity Analysis ---\n",
|
||||
" • Graph Connected? Yes\n",
|
||||
" • Connected Components: 1\n",
|
||||
"\n",
|
||||
"--- Centrality Analysis ---\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:52,403 - INFO - [RUNNING] | Module: kg | Submodule: CentralityCalculator | Message: Calculating degree centrality\n",
|
||||
"2025-12-19 16:09:52,403 - INFO - Calculating degree centrality\n",
|
||||
"2025-12-19 16:09:52,406 - INFO - [RUNNING] | Module: kg | Submodule: CentralityCalculator | Message: Processing graph structure...\n",
|
||||
"2025-12-19 16:09:52,409 - INFO - [COMPLETED] | Module: kg | Submodule: CentralityCalculator | Message: Calculated degree centrality for 4 nodes\n",
|
||||
"2025-12-19 16:09:52,410 - INFO - Detecting communities using louvain algorithm\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" • Top Influencers (Degree Centrality):\n",
|
||||
" - founder_1: 0.67\n",
|
||||
" - startup_1: 0.67\n",
|
||||
" - startup_2: 0.33\n",
|
||||
"\n",
|
||||
"--- Community Detection ---\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:52,413 - INFO - [RUNNING] | Module: kg | Submodule: CommunityDetector | Message: Detecting communities using Louvain algorithm\n",
|
||||
"2025-12-19 16:09:52,414 - INFO - Detecting communities using Louvain algorithm\n",
|
||||
"2025-12-19 16:09:52,417 - INFO - [RUNNING] | Module: kg | Submodule: CommunityDetector | Message: Detecting communities with NetworkX...\n",
|
||||
"2025-12-19 16:09:52,422 - INFO - [COMPLETED] | Module: kg | Submodule: CommunityDetector | Message: Detected 2 communities\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" • Detected 2 communities.\n",
|
||||
" Community 1: investor_1, startup_1\n",
|
||||
" Community 2: startup_2, founder_1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Initialize the Master Analyzer\n",
|
||||
"analyzer = GraphAnalyzer(enable_temporal=True)\n",
|
||||
@@ -585,33 +300,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2025-12-19 16:09:58,419 - INFO - Querying graph at time: 2020-06-01\n",
|
||||
"2025-12-19 16:09:58,420 - INFO - Querying graph at time: 2023-07-01\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"--- Time Travel: 2020 ---\n",
|
||||
" Active Relationships in 2020: 1\n",
|
||||
" - founder_1 --[ADVISED]--> startup_2\n",
|
||||
"\n",
|
||||
"--- Time Travel: 2023 ---\n",
|
||||
" Active Relationships in 2023: 2\n",
|
||||
" - founder_1 --[FOUNDED]--> startup_1\n",
|
||||
" - investor_1 --[INVESTED_IN]--> startup_1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"temporal_engine = TemporalGraphQuery(temporal_granularity=\"year\")\n",
|
||||
"\n",
|
||||
@@ -643,23 +334,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"--- Provenance Report: TechFlow AI ---\n",
|
||||
" Entity: startup_1\n",
|
||||
" First Seen: 2025-12-19T16:13:07.782408\n",
|
||||
" Sources:\n",
|
||||
" - Crunchbase_API_v2 (at 2025-12-19T16:13:07.782408)\n",
|
||||
" - Manual_Entry_User_Bob (at 2025-12-19T16:13:07.782408)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"tracker = ProvenanceTracker()\n",
|
||||
"\n",
|
||||
@@ -711,9 +388,7 @@
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.11.9"
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 5
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -602,14 +602,14 @@
|
||||
" \"exports/report.txt\"\n",
|
||||
"]\n",
|
||||
"\n",
|
||||
"print(\"\ud83d\udcca Export Summary:\")\n",
|
||||
"print(\"📊 Export Summary:\")\n",
|
||||
"print(\"=\" * 60)\n",
|
||||
"for file in export_files:\n",
|
||||
" if os.path.exists(file):\n",
|
||||
" size = os.path.getsize(file)\n",
|
||||
" print(f\"\u2705 {file:50} ({size:>10,} bytes)\")\n",
|
||||
" print(f\"✅ {file:50} ({size:>10,} bytes)\")\n",
|
||||
" else:\n",
|
||||
" print(f\"\u274c {file:50} (not found)\")\n",
|
||||
" print(f\"❌ {file:50} (not found)\")\n",
|
||||
"\n",
|
||||
"print(\"=\" * 60)\n",
|
||||
"print(f\"Total files checked: {len(export_files)}\")\n",
|
||||
@@ -623,10 +623,15 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
}
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -30,32 +30,16 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -qU semantica\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -72,22 +56,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>GraphBuilder</td><td>-</td><td>0.31s</td></tr><tr><td>🔄</td><td>Semantica is building</td><td>🧠 kg</td><td>EntityResolver</td><td>-</td><td>2.16s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.02s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>SimilarityCalculator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>EntityMerger</td><td>-</td><td>0.05s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>MergeStrategyManager</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is reasoning</td><td>🤔 reasoning</td><td>Reasoner</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is reasoning</td><td>🤔 reasoning</td><td>Reasoner</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is reasoning</td><td>🤔 reasoning</td><td>ExplanationGenerator</td><td>-</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"builder = GraphBuilder()\n",
|
||||
"\n",
|
||||
@@ -118,7 +89,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -144,19 +115,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Inferred 2 new facts:\n",
|
||||
" - grandparent_of(alice, charlie)\n",
|
||||
" - lives_in(alice, california)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Perform forward chaining to derive new facts\n",
|
||||
"# The Reasoner can infer facts directly from the knowledge graph or a list of facts\n",
|
||||
@@ -176,17 +137,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Goal 'grandparent_of(alice, charlie)' proven successfully!\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Define a goal to prove\n",
|
||||
"goal = \"grandparent_of(alice, charlie)\"\n",
|
||||
@@ -209,18 +162,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Explanation for backward chaining proof:\n",
|
||||
"Given the premises: parent_of(alice, bob), parent_of(bob, charlie), we conclude: grandparent_of(alice, charlie).\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"generator = ExplanationGenerator()\n",
|
||||
"\n",
|
||||
@@ -265,7 +209,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -292,18 +236,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"4\n",
|
||||
"4\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"entities = [\n",
|
||||
" {\"id\": \"alice\", \"type\": \"Person\", \"name\": \"Alice\"},\n",
|
||||
@@ -327,7 +262,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -341,19 +276,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"2\n",
|
||||
"grandparent_of(alice, charlie)\n",
|
||||
"lives_in(alice, california)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"for rel in relationships:\n",
|
||||
" fact = f\"{rel['type']}({rel['source']}, {rel['target']})\"\n",
|
||||
@@ -367,20 +292,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"grandparent_of(alice, charlie)\n",
|
||||
"True\n",
|
||||
"lives_in(alice, california)\n",
|
||||
"True\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"goals = [\n",
|
||||
" \"grandparent_of(alice, charlie)\",\n",
|
||||
@@ -394,18 +308,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Given the premises: parent_of(alice, bob), parent_of(bob, charlie), we conclude: grandparent_of(alice, charlie) using rule 'Rule 1'.\n",
|
||||
"Given the premises: , we conclude: grandparent_of(alice, charlie).\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"if derived:\n",
|
||||
" exp = explainer.generate_explanation(derived[0])\n",
|
||||
|
||||
@@ -30,32 +30,16 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -qU semantica\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -74,22 +58,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>GraphBuilder</td><td>-</td><td>0.13s</td></tr><tr><td>🔄</td><td>Semantica is building</td><td>🧠 kg</td><td>EntityResolver</td><td>-</td><td>7.37s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.09s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>SimilarityCalculator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>OntologyGenerator</td><td>-</td><td>0.06s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>ClassInferrer</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>PropertyGenerator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is exporting</td><td>💾 export</td><td>RDFExporter</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is storing</td><td>🗄️ triplet_store</td><td>BulkLoader</td><td>-</td><td>3.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"builder = GraphBuilder()\n",
|
||||
"\n",
|
||||
@@ -119,7 +90,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -136,7 +107,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -188,17 +159,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Exported knowledge graph to knowledge_graph.ttl\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"exporter = RDFExporter()\n",
|
||||
"# Export Knowledge Graph\n",
|
||||
|
||||
@@ -42,53 +42,20 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": null,
|
||||
"id": "88491af5",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"C:\\Users\\Mohd Kaif\\AppData\\Roaming\\Python\\Python311\\site-packages\\IPython\\utils\\_process_win32.py:124: ResourceWarning: unclosed file <_io.BufferedWriter name=3>\n",
|
||||
" return process_handler(cmd, _system_body)\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n",
|
||||
"C:\\Users\\Mohd Kaif\\AppData\\Roaming\\Python\\Python311\\site-packages\\IPython\\utils\\_process_win32.py:124: ResourceWarning: unclosed file <_io.BufferedReader name=4>\n",
|
||||
" return process_handler(cmd, _system_body)\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n",
|
||||
"C:\\Users\\Mohd Kaif\\AppData\\Roaming\\Python\\Python311\\site-packages\\IPython\\utils\\_process_win32.py:124: ResourceWarning: unclosed file <_io.BufferedReader name=5>\n",
|
||||
" return process_handler(cmd, _system_body)\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -qU semantica "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"execution_count": null,
|
||||
"id": "d6401d91",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Libraries imported successfully.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import sys\n",
|
||||
"import os\n",
|
||||
@@ -129,25 +96,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"execution_count": null,
|
||||
"id": "812158a5",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"VectorStore initialized (Backend: FAISS)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"try:\n",
|
||||
" # Initialize FAISS Vector Store\n",
|
||||
@@ -173,28 +125,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": null,
|
||||
"id": "7c2aa896",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Connectivity check failed: Couldn't connect to localhost:7687 (resolved to ('[::1]:7687', '127.0.0.1:7687')):\n",
|
||||
"Failed to establish connection to ResolvedIPv6Address(('::1', 7687, 0, 0)) (reason [WinError 10061] No connection could be made because the target machine actively refused it)\n",
|
||||
"Failed to establish connection to ResolvedIPv4Address(('127.0.0.1', 7687)) (reason [WinError 10061] No connection could be made because the target machine actively refused it)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"GraphStore Connection Failed: Failed to connect to Neo4j: Could not verify connectivity to Neo4j\n",
|
||||
" Switching to in-memory ContextGraph (Non-persistent fallback)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"try:\n",
|
||||
" # Initialize Neo4j Graph Store\n",
|
||||
@@ -243,18 +177,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 19,
|
||||
"execution_count": null,
|
||||
"id": "f3b2eff6",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Agent Context is online and ready.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"if vs:\n",
|
||||
" context = AgentContext(\n",
|
||||
@@ -293,18 +219,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"execution_count": null,
|
||||
"id": "71adf433",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Memory Stored: mem_2ec8206c1601\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"user_id = \"user_123\"\n",
|
||||
"session_id = \"session_alpha\"\n",
|
||||
@@ -332,18 +250,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": null,
|
||||
"id": "3a98ca53",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Knowledge Ingestion Stats: {'stored_count': 2, 'memory_ids': ['mem_4e6d93ce75a2', 'mem_50eecb14c339'], 'graph_nodes': 2, 'graph_edges': 0}\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"documents = [\n",
|
||||
" {\n",
|
||||
@@ -393,27 +303,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 22,
|
||||
"execution_count": null,
|
||||
"id": "970b605c",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\neo4j\\_sync\\driver.py:515: ResourceWarning: unclosed BoltDriver: <neo4j._sync.driver.BoltDriver object at 0x00000221C7B9FB90>.\n",
|
||||
" _unclosed_resource_warn(self)\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Manual Graph Build Complete: {'node_count': 6, 'edge_count': 0}\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# 1. Define Nodes\n",
|
||||
"entities = [\n",
|
||||
@@ -450,19 +343,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 23,
|
||||
"execution_count": null,
|
||||
"id": "dc61c324",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"Neighbors of 'project_apollo':\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Helper to print graph neighbors\n",
|
||||
"def inspect_node(node_id):\n",
|
||||
@@ -508,41 +392,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 24,
|
||||
"execution_count": null,
|
||||
"id": "69381e8c",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Asking: 'Who is responsible for the Python web framework project?'...\n",
|
||||
"\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"c:\\Users\\Mohd Kaif\\semantica\\semantica\\vector_store\\vector_store.py:480: RuntimeWarning: invalid value encountered in divide\n",
|
||||
" similarities = np.dot(vectors, query_vector) / (vector_norms * query_norm)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Retrieved 3 context items:\n",
|
||||
"\n",
|
||||
"1. [Score: 0.54] Project Apollo is a next-gen web framework designed for high scalability....\n",
|
||||
"\n",
|
||||
"2. [Score: 0.32] Python 3.12 introduces significant performance improvements for async workloads....\n",
|
||||
"\n",
|
||||
"3. [Score: 0.21] I am working on a new project called 'Project Apollo' which uses Python and React....\n",
|
||||
"\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"query = \"Who is responsible for the Python web framework project?\"\n",
|
||||
"print(f\"Asking: '{query}'...\\n\")\n",
|
||||
@@ -590,18 +443,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 25,
|
||||
"execution_count": null,
|
||||
"id": "0574b1b7",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Chat History for session_alpha:\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Get recent chat history for context window\n",
|
||||
"history = context.conversation(\n",
|
||||
@@ -624,21 +469,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 26,
|
||||
"execution_count": null,
|
||||
"id": "cd472495",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"System Vital Signs:\n",
|
||||
" - Total Memories: 3\n",
|
||||
" - Graph Nodes: N/A\n",
|
||||
" - Graph Edges: N/A\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"stats = context.stats()\n",
|
||||
"print(\"System Vital Signs:\")\n",
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -24,297 +24,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.3)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: umap-learn>=0.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.5.9.post2)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.6.1)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: ipywidgets>=8.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.1.1)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.14.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: fastembed>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: onnxruntime>=1.17.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.22.1)\n",
|
||||
"Requirement already satisfied: tokenizers>=0.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: fastmcp>=0.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.14.1)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (14.2.0)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.23.1)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.39.1)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.39.1)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.60b1)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.15.0)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>=1.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (4.5.1)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=2.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=2.0.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=2.0.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: huggingface-hub<1.0,>=0.20 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastembed>=0.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: mmh3<6.0.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastembed>=0.2.0->semantica) (5.2.0)\n",
|
||||
"Requirement already satisfied: py-rust-stemmers<0.2.0,>=0.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastembed>=0.2.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub<1.0,>=0.20->fastembed>=0.2.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub<1.0,>=0.20->fastembed>=0.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: authlib>=1.6.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (1.6.6)\n",
|
||||
"Requirement already satisfied: cyclopts>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: exceptiongroup>=1.2.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (1.3.0)\n",
|
||||
"Requirement already satisfied: httpx>=0.28.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: jsonschema-path>=0.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (0.3.4)\n",
|
||||
"Requirement already satisfied: mcp>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: openapi-pydantic>=0.5.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (0.5.1)\n",
|
||||
"Requirement already satisfied: py-key-value-aio<0.4.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: pydocket>=0.15.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: pyperclip>=1.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: websockets>=15.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastmcp>=0.1.0->semantica) (15.0.1)\n",
|
||||
"Requirement already satisfied: py-key-value-shared==0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio<0.4.0,>=0.3.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: beartype>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio<0.4.0,>=0.3.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (0.22.9)\n",
|
||||
"Requirement already satisfied: diskcache>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (5.6.3)\n",
|
||||
"Requirement already satisfied: pathvalidate>=3.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (3.3.1)\n",
|
||||
"Requirement already satisfied: keyring>=25.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (25.6.0)\n",
|
||||
"Requirement already satisfied: cachetools>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: attrs>=23.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cyclopts>=4.0.0->fastmcp>=0.1.0->semantica) (24.2.0)\n",
|
||||
"Requirement already satisfied: docstring-parser<4.0,>=0.15 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cyclopts>=4.0.0->fastmcp>=0.1.0->semantica) (0.16)\n",
|
||||
"Requirement already satisfied: rich-rst<2.0.0,>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cyclopts>=4.0.0->fastmcp>=0.1.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: docutils in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich-rst<2.0.0,>=1.3.1->cyclopts>=4.0.0->fastmcp>=0.1.0->semantica) (0.21.2)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.28.1->fastmcp>=0.1.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.28.1->fastmcp>=0.1.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: comm>=0.1.3 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipywidgets>=8.0.0->semantica) (0.2.0)\n",
|
||||
"Requirement already satisfied: ipython>=6.1.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipywidgets>=8.0.0->semantica) (8.17.2)\n",
|
||||
"Requirement already satisfied: traitlets>=4.3.1 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipywidgets>=8.0.0->semantica) (5.13.0)\n",
|
||||
"Requirement already satisfied: widgetsnbextension~=4.0.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from ipywidgets>=8.0.0->semantica) (4.0.9)\n",
|
||||
"Requirement already satisfied: jupyterlab-widgets~=3.0.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from ipywidgets>=8.0.0->semantica) (3.0.9)\n",
|
||||
"Requirement already satisfied: decorator in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: jedi>=0.16 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (0.19.1)\n",
|
||||
"Requirement already satisfied: matplotlib-inline in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (0.1.6)\n",
|
||||
"Requirement already satisfied: pygments>=2.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: stack-data in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (0.6.3)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: parso<0.9.0,>=0.8.3 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (0.8.3)\n",
|
||||
"Requirement already satisfied: pathable<0.5.0,>=0.4.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jsonschema-path>=0.3.4->fastmcp>=0.1.0->semantica) (0.4.4)\n",
|
||||
"Requirement already satisfied: referencing<0.37.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jsonschema-path>=0.3.4->fastmcp>=0.1.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: rpds-py>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from referencing<0.37.0->jsonschema-path>=0.3.4->fastmcp>=0.1.0->semantica) (0.12.0)\n",
|
||||
"Requirement already satisfied: pywin32-ctypes>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (0.2.3)\n",
|
||||
"Requirement already satisfied: importlib_metadata>=4.11.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: jaraco.classes in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: jaraco.functools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: jaraco.context in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib_metadata>=4.11.4->keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: httpx-sse>=0.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (0.4.0)\n",
|
||||
"Requirement already satisfied: jsonschema>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (4.23.0)\n",
|
||||
"Requirement already satisfied: pydantic-settings>=2.5.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (2.11.0)\n",
|
||||
"Requirement already satisfied: pyjwt>=2.10.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pyjwt[crypto]>=2.10.1->mcp>=1.24.0->fastmcp>=0.1.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: python-multipart>=0.0.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (0.0.18)\n",
|
||||
"Requirement already satisfied: pywin32>=310 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: sse-starlette>=1.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from mcp>=1.24.0->fastmcp>=0.1.0->semantica) (2.3.6)\n",
|
||||
"Requirement already satisfied: jsonschema-specifications>=2023.03.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jsonschema>=4.20.0->mcp>=1.24.0->fastmcp>=0.1.0->semantica) (2023.7.1)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: coloredlogs in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from onnxruntime>=1.17.0->semantica) (15.0.1)\n",
|
||||
"Requirement already satisfied: flatbuffers in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from onnxruntime>=1.17.0->semantica) (23.5.26)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from onnxruntime>=1.17.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.60b1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.60b1)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.35.4)\n",
|
||||
"Requirement already satisfied: email-validator>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic[email]>=2.11.7->fastmcp>=0.1.0->semantica) (2.2.0)\n",
|
||||
"Requirement already satisfied: dnspython>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from email-validator>=2.0.0->pydantic[email]>=2.11.7->fastmcp>=0.1.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: cloudpickle>=3.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (3.1.2)\n",
|
||||
"Requirement already satisfied: fakeredis>=2.32.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fakeredis[lua]>=2.32.1->pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (2.33.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-exporter-prometheus>=0.60b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (0.60b1)\n",
|
||||
"Requirement already satisfied: python-json-logger>=2.0.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (2.0.7)\n",
|
||||
"Requirement already satisfied: typer>=0.15.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (0.15.2)\n",
|
||||
"Requirement already satisfied: sortedcontainers>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fakeredis>=2.32.1->fakeredis[lua]>=2.32.1->pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (2.4.0)\n",
|
||||
"Requirement already satisfied: lupa>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fakeredis[lua]>=2.32.1->pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (2.6)\n",
|
||||
"Requirement already satisfied: wrapt<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-instrumentation->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer>=0.15.1->pydocket>=0.15.5->fastmcp>=0.1.0->semantica) (1.5.4)\n",
|
||||
"Requirement already satisfied: pynndescent>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from umap-learn>=0.5.0->semantica) (0.5.13)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: humanfriendly>=9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coloredlogs->onnxruntime>=1.17.0->semantica) (10.0)\n",
|
||||
"Requirement already satisfied: pyreadline3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from humanfriendly>=9.1->coloredlogs->onnxruntime>=1.17.0->semantica) (3.4.1)\n",
|
||||
"Requirement already satisfied: more-itertools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jaraco.classes->keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (10.6.0)\n",
|
||||
"Requirement already satisfied: backports.tarfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jaraco.context->keyring>=25.6.0->py-key-value-aio[disk,keyring,memory]<0.4.0,>=0.3.0->fastmcp>=0.1.0->semantica) (1.2.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: executing>=1.2.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (2.0.1)\n",
|
||||
"Requirement already satisfied: asttokens>=2.1.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: pure-eval in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from stack-data->ipython>=6.1.0->ipywidgets>=8.0.0->semantica) (0.2.2)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->onnxruntime>=1.17.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
@@ -330,25 +42,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Selected model: BAAI/bge-small-en-v1.5\n",
|
||||
"Embedding dimension: 128\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.embeddings import TextEmbedder\n",
|
||||
"\n",
|
||||
@@ -379,37 +75,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\threading.py:986: ResourceWarning: unclosed file <_io.BufferedWriter name=3>\n",
|
||||
" del self._target, self._args, self._kwargs\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n",
|
||||
"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\threading.py:986: ResourceWarning: unclosed file <_io.BufferedReader name=4>\n",
|
||||
" del self._target, self._args, self._kwargs\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n",
|
||||
"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\threading.py:986: ResourceWarning: unclosed file <_io.BufferedReader name=5>\n",
|
||||
" del self._target, self._args, self._kwargs\n",
|
||||
"ResourceWarning: Enable tracemalloc to get the object allocation traceback\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 5 most similar documents:\n",
|
||||
" 1. Document doc_1935 (distance: 110.917)\n",
|
||||
" 2. Document doc_3860 (distance: 111.535)\n",
|
||||
" 3. Document doc_277 (distance: 113.270)\n",
|
||||
" 4. Document doc_1903 (distance: 113.371)\n",
|
||||
" 5. Document doc_2959 (distance: 113.612)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import FAISSStore\n",
|
||||
"import numpy as np\n",
|
||||
@@ -449,29 +117,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Technology articles from 2024:\n",
|
||||
" - AI in Healthcare\n",
|
||||
" - Business Strategy\n",
|
||||
" - Data Science Guide\n",
|
||||
" - Marketing Tips\n",
|
||||
" - Machine Learning Basics\n",
|
||||
"\n",
|
||||
"All articles from 2024:\n",
|
||||
" - AI in Healthcare (Technology)\n",
|
||||
" - Business Strategy (Business)\n",
|
||||
" - Data Science Guide (Technology)\n",
|
||||
" - Marketing Tips (Business)\n",
|
||||
" - Machine Learning Basics (Technology)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import HybridSearch, MetadataFilter\n",
|
||||
"import numpy as np\n",
|
||||
@@ -529,25 +177,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Combined results (fair ranking):\n",
|
||||
" 1. Data Science Guide (score: 0.033)\n",
|
||||
" 2. Machine Learning Basics (score: 0.016)\n",
|
||||
" 3. AI in Healthcare (score: 0.016)\n",
|
||||
"\n",
|
||||
"Combined results (prefer recent):\n",
|
||||
" 1. Data Science Guide (score: 0.929)\n",
|
||||
" 2. AI in Healthcare (score: 0.630)\n",
|
||||
" 3. Business Strategy (score: 0.595)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import SearchRanker\n",
|
||||
"\n",
|
||||
@@ -605,21 +237,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Company A has 10 documents\n",
|
||||
"Company B has 15 documents\n",
|
||||
"\n",
|
||||
"Admin can delete: True\n",
|
||||
"User can delete: False\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import NamespaceManager\n",
|
||||
"\n",
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -44,223 +44,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
@@ -276,17 +62,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Detected Type: txt\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import os\n",
|
||||
"import tempfile\n",
|
||||
|
||||
@@ -260,6 +260,11 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
|
||||
@@ -204,8 +204,8 @@
|
||||
"\n",
|
||||
"text_samples = [\n",
|
||||
" \"Hello, this is English text.\",\n",
|
||||
" \"Bonjour, ceci est du texte fran\u00e7ais.\",\n",
|
||||
" \"Hola, este es texto en espa\u00f1ol.\"\n",
|
||||
" \"Bonjour, ceci est du texte français.\",\n",
|
||||
" \"Hola, este es texto en español.\"\n",
|
||||
"]\n",
|
||||
"\n",
|
||||
"for text in text_samples:\n",
|
||||
@@ -238,10 +238,15 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
}
|
||||
|
||||
@@ -54,223 +54,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
@@ -294,45 +80,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>NERExtractor</td><td>-</td><td>1.08s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>NamedEntityRecognizer</td><td>-</td><td>2.50s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Extracted 13 entities:\n",
|
||||
"\n",
|
||||
"--------------------------------------------------------------------------------\n",
|
||||
" 1. Apple Inc. | Type: ORG | Confidence: 1.00\n",
|
||||
" 2. Steve Jobs | Type: PERSON | Confidence: 1.00\n",
|
||||
" 3. Steve Wozniak | Type: PERSON | Confidence: 1.00\n",
|
||||
" 4. Ronald Wayne | Type: PERSON | Confidence: 1.00\n",
|
||||
" 5. Cupertino | Type: GPE | Confidence: 1.00\n",
|
||||
" 6. California | Type: GPE | Confidence: 1.00\n",
|
||||
" 7. April 1, 1976 | Type: DATE | Confidence: 1.00\n",
|
||||
" 8. Tim Cook | Type: PERSON | Confidence: 1.00\n",
|
||||
" 9. Steve Jobs | Type: PERSON | Confidence: 1.00\n",
|
||||
"10. August 2011 | Type: DATE | Confidence: 1.00\n",
|
||||
"11. Apple | Type: ORG | Confidence: 1.00\n",
|
||||
"12. One | Type: CARDINAL | Confidence: 1.00\n",
|
||||
"13. Cupertino | Type: GPE | Confidence: 1.00\n",
|
||||
"--------------------------------------------------------------------------------\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import NERExtractor\n",
|
||||
"\n",
|
||||
@@ -403,43 +153,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
" Entity Visualization:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"CARDINAL:\n",
|
||||
" • One\n",
|
||||
"\n",
|
||||
"DATE:\n",
|
||||
" • August 2011\n",
|
||||
" • April 1, 1976\n",
|
||||
"\n",
|
||||
"GPE:\n",
|
||||
" • California\n",
|
||||
" • Cupertino\n",
|
||||
"\n",
|
||||
"ORG:\n",
|
||||
" • Apple\n",
|
||||
" • Apple Inc.\n",
|
||||
"\n",
|
||||
"PERSON:\n",
|
||||
" • Steve Wozniak\n",
|
||||
" • Ronald Wayne\n",
|
||||
" • Steve Jobs\n",
|
||||
" • Tim Cook\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"def highlight_entities(text, entities):\n",
|
||||
" \"\"\"\n",
|
||||
@@ -493,47 +209,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Comparing Extraction Methods:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
" Method: PATTERN\n",
|
||||
"----------------------------------------\n",
|
||||
"Found 4 entities:\n",
|
||||
" • Apple Inc (PERSON)\n",
|
||||
" • Steve Jobs (PERSON)\n",
|
||||
" • Apple Inc (ORG)\n",
|
||||
" • 1976 (DATE)\n",
|
||||
"\n",
|
||||
" Method: REGEX\n",
|
||||
"----------------------------------------\n",
|
||||
"Found 8 entities:\n",
|
||||
" • Apple Inc (PERSON)\n",
|
||||
" • was founded by Steve Jobs in Cupertino (PERSON)\n",
|
||||
" • California in (PERSON)\n",
|
||||
" • Apple Inc (ORG)\n",
|
||||
" • Apple Inc (GPE)\n",
|
||||
"\n",
|
||||
" Method: ML\n",
|
||||
"----------------------------------------\n",
|
||||
"Found 5 entities:\n",
|
||||
" • Apple Inc. (ORG)\n",
|
||||
" • Steve Jobs (PERSON)\n",
|
||||
" • Cupertino (GPE)\n",
|
||||
" • California (GPE)\n",
|
||||
" • 1976 (DATE)\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import NERExtractor\n",
|
||||
"\n",
|
||||
@@ -583,49 +261,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Advanced Entity Recognition Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
" Text 1: Tim Cook is the CEO of Apple Inc., based in Cupertino....\n",
|
||||
" Found 3 entities:\n",
|
||||
" • Tim Cook | PERSON | Confidence: 1.00\n",
|
||||
" • Apple Inc. | ORG | Confidence: 1.00\n",
|
||||
" • Cupertino | GPE | Confidence: 1.00\n",
|
||||
"\n",
|
||||
" Text 2: Microsoft Corporation, founded by Bill Gates, is headquarter...\n",
|
||||
" Found 4 entities:\n",
|
||||
" • Microsoft Corporation | ORG | Confidence: 1.00\n",
|
||||
" • Bill Gates | PERSON | Confidence: 1.00\n",
|
||||
" • Redmond | GPE | Confidence: 1.00\n",
|
||||
" • Washington | GPE | Confidence: 1.00\n",
|
||||
"\n",
|
||||
" Text 3: Amazon was founded by Jeff Bezos in Seattle in 1994....\n",
|
||||
" Found 4 entities:\n",
|
||||
" • Amazon | ORG | Confidence: 1.00\n",
|
||||
" • Jeff Bezos | PERSON | Confidence: 1.00\n",
|
||||
" • Seattle | GPE | Confidence: 1.00\n",
|
||||
" • 1994 | DATE | Confidence: 1.00\n",
|
||||
"\n",
|
||||
" Text 4: Google was started by Larry Page and Sergey Brin at Stanford...\n",
|
||||
" Found 4 entities:\n",
|
||||
" • Google | ORG | Confidence: 1.00\n",
|
||||
" • Larry Page | PERSON | Confidence: 1.00\n",
|
||||
" • Sergey Brin | PERSON | Confidence: 1.00\n",
|
||||
" • Stanford University | ORG | Confidence: 1.00\n",
|
||||
"\n",
|
||||
" Total entities extracted: 15\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import NamedEntityRecognizer\n",
|
||||
"\n",
|
||||
@@ -685,48 +323,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"️ Entity Classification Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"DATE (1 entities):\n",
|
||||
"----------------------------------------\n",
|
||||
" • 1994\n",
|
||||
"\n",
|
||||
"GPE (4 entities):\n",
|
||||
"----------------------------------------\n",
|
||||
" • Cupertino\n",
|
||||
" • Redmond\n",
|
||||
" • Seattle\n",
|
||||
" • Washington\n",
|
||||
"\n",
|
||||
"ORG (5 entities):\n",
|
||||
"----------------------------------------\n",
|
||||
" • Amazon\n",
|
||||
" • Apple Inc.\n",
|
||||
" • Google\n",
|
||||
" • Microsoft Corporation\n",
|
||||
" • Stanford University\n",
|
||||
"\n",
|
||||
"PERSON (5 entities):\n",
|
||||
"----------------------------------------\n",
|
||||
" • Bill Gates\n",
|
||||
" • Jeff Bezos\n",
|
||||
" • Larry Page\n",
|
||||
" • Sergey Brin\n",
|
||||
" • Tim Cook\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import EntityClassifier\n",
|
||||
"\n",
|
||||
@@ -774,32 +373,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Entity Confidence Scoring:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
" High Confidence (≥0.8): 15 entities\n",
|
||||
"️ Medium Confidence (0.5-0.8): 0 entities\n",
|
||||
" Low Confidence (<0.5): 0 entities\n",
|
||||
"\n",
|
||||
" Confidence Distribution:\n",
|
||||
"----------------------------------------\n",
|
||||
"\n",
|
||||
"High Confidence Examples:\n",
|
||||
" • Tim Cook (PERSON) - 1.00\n",
|
||||
" • Apple Inc. (ORG) - 1.00\n",
|
||||
" • Cupertino (GPE) - 1.00\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import EntityConfidenceScorer\n",
|
||||
"\n",
|
||||
@@ -865,34 +441,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Custom Entity Detection:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"EMAIL:\n",
|
||||
" • support@apple.com\n",
|
||||
" • tech@apple.com\n",
|
||||
"\n",
|
||||
"PHONE:\n",
|
||||
" • 800-692-7753\n",
|
||||
"\n",
|
||||
"PRODUCT_CODE:\n",
|
||||
" • SKU-12345\n",
|
||||
"\n",
|
||||
"URL:\n",
|
||||
" • https://store.apple.com.\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import CustomEntityDetector\n",
|
||||
"import re\n",
|
||||
@@ -948,55 +499,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Batch Processing Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
" Document 1:\n",
|
||||
" Text: Apple Inc. released the iPhone 15 in September 202...\n",
|
||||
" Entities: 2\n",
|
||||
"\n",
|
||||
" Document 2:\n",
|
||||
" Text: Microsoft announced Azure AI updates at Build 2023...\n",
|
||||
" Entities: 3\n",
|
||||
"\n",
|
||||
" Document 3:\n",
|
||||
" Text: Google's Sundar Pichai spoke at I/O 2023 in Mounta...\n",
|
||||
" Entities: 5\n",
|
||||
"\n",
|
||||
" Document 4:\n",
|
||||
" Text: Tesla's Elon Musk unveiled the Cybertruck in Austi...\n",
|
||||
" Entities: 5\n",
|
||||
"\n",
|
||||
" Document 5:\n",
|
||||
" Text: Amazon Web Services launched new features in North...\n",
|
||||
" Entities: 2\n",
|
||||
"\n",
|
||||
" Batch Processing Summary:\n",
|
||||
"----------------------------------------\n",
|
||||
"Documents processed: 5\n",
|
||||
"Total entities: 17\n",
|
||||
"Average per document: 3.4\n",
|
||||
"\n",
|
||||
" Entity Type Distribution:\n",
|
||||
" ORG: 5\n",
|
||||
" GPE: 5\n",
|
||||
" DATE: 3\n",
|
||||
" PERSON: 2\n",
|
||||
" PRODUCT: 1\n",
|
||||
" LOC: 1\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Sample document collection\n",
|
||||
"documents = [\n",
|
||||
|
||||
@@ -23,7 +23,7 @@
|
||||
"- Configure extraction parameters for optimal results\n",
|
||||
"- Extract RDF triplets with `TripletExtractor`\n",
|
||||
"- Serialize triplets to RDF formats with `RDFSerializer`\n",
|
||||
"- Build complete entity \u2192 relation \u2192 triplet pipelines\n",
|
||||
"- Build complete entity → relation → triplet pipelines\n",
|
||||
"\n",
|
||||
"### What You'll Learn\n",
|
||||
"\n",
|
||||
@@ -164,7 +164,7 @@
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"## \ufe0f Step 2: Different Extraction Methods\n",
|
||||
"## ️ Step 2: Different Extraction Methods\n",
|
||||
"\n",
|
||||
"Semantica supports multiple relation extraction methods:\n",
|
||||
"\n",
|
||||
@@ -172,11 +172,11 @@
|
||||
"\n",
|
||||
"| Method | Speed | Accuracy | Use Case | Requires |\n",
|
||||
"|--------|-------|----------|----------|----------|\n",
|
||||
"| **pattern** | | \u2b50\u2b50\u2b50 | Common relations | Nothing |\n",
|
||||
"| **dependency** | | \u2b50\u2b50\u2b50\u2b50 | Grammatical relations | spaCy |\n",
|
||||
"| **cooccurrence** | | \u2b50\u2b50 | Proximity-based | Nothing |\n",
|
||||
"| **huggingface** | | \u2b50\u2b50\u2b50\u2b50\u2b50 | Domain-specific | HF model |\n",
|
||||
"| **llm** | | \u2b50\u2b50\u2b50\u2b50\u2b50 | Complex, custom | API key |"
|
||||
"| **pattern** | | ⭐⭐⭐ | Common relations | Nothing |\n",
|
||||
"| **dependency** | | ⭐⭐⭐⭐ | Grammatical relations | spaCy |\n",
|
||||
"| **cooccurrence** | | ⭐⭐ | Proximity-based | Nothing |\n",
|
||||
"| **huggingface** | | ⭐⭐⭐⭐⭐ | Domain-specific | HF model |\n",
|
||||
"| **llm** | | ⭐⭐⭐⭐⭐ | Complex, custom | API key |"
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -214,10 +214,10 @@
|
||||
" source_text = source.get('text', str(source)) if isinstance(source, dict) else getattr(source, 'text', str(source))\n",
|
||||
" target_text = target.get('text', str(target)) if isinstance(target, dict) else getattr(target, 'text', str(target))\n",
|
||||
" \n",
|
||||
" print(f\" \u2022 {source_text} --[{rel_type}]--> {target_text}\")\n",
|
||||
" print(f\" • {source_text} --[{rel_type}]--> {target_text}\")\n",
|
||||
" \n",
|
||||
" except Exception as e:\n",
|
||||
" print(f\" \ufe0f Method '{method_name}' not available: {str(e)[:50]}\")\n",
|
||||
" print(f\" ️ Method '{method_name}' not available: {str(e)[:50]}\")\n",
|
||||
"\n",
|
||||
"print(\"\\n\" + \"=\" * 80)"
|
||||
]
|
||||
@@ -279,7 +279,7 @@
|
||||
" source_text = source.get('text', str(source)) if isinstance(source, dict) else getattr(source, 'text', str(source))\n",
|
||||
" target_text = target.get('text', str(target)) if isinstance(target, dict) else getattr(target, 'text', str(target))\n",
|
||||
" \n",
|
||||
" print(f\" \u2022 {source_text} --[{rel_type}]--> {target_text} (conf: {confidence:.2f})\")\n",
|
||||
" print(f\" • {source_text} --[{rel_type}]--> {target_text} (conf: {confidence:.2f})\")\n",
|
||||
"\n",
|
||||
"print(\"\\n\" + \"=\" * 80)"
|
||||
]
|
||||
@@ -288,7 +288,7 @@
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"## \ufe0f Step 4: Relation Classification\n",
|
||||
"## ️ Step 4: Relation Classification\n",
|
||||
"\n",
|
||||
"Group and classify extracted relations by their predicate type."
|
||||
]
|
||||
@@ -309,7 +309,7 @@
|
||||
"# Classify relations\n",
|
||||
"classified_relations = advanced_extractor.classify_relations(all_relations)\n",
|
||||
"\n",
|
||||
"print(\"\ufe0f Relation Classification:\\n\")\n",
|
||||
"print(\"️ Relation Classification:\\n\")\n",
|
||||
"print(\"=\" * 80)\n",
|
||||
"\n",
|
||||
"for rel_type, rel_list in sorted(classified_relations.items()):\n",
|
||||
@@ -323,7 +323,7 @@
|
||||
" source_text = source.get('text', str(source)) if isinstance(source, dict) else getattr(source, 'text', str(source))\n",
|
||||
" target_text = target.get('text', str(target)) if isinstance(target, dict) else getattr(target, 'text', str(target))\n",
|
||||
" \n",
|
||||
" print(f\" \u2022 {source_text} \u2192 {target_text}\")\n",
|
||||
" print(f\" • {source_text} → {target_text}\")\n",
|
||||
"\n",
|
||||
"print(\"\\n\" + \"=\" * 80)"
|
||||
]
|
||||
@@ -455,7 +455,7 @@
|
||||
"source": [
|
||||
"## Step 7: Complete Extraction Pipeline\n",
|
||||
"\n",
|
||||
"Let's build a complete pipeline: **Entities \u2192 Relations \u2192 Triplets**\n",
|
||||
"Let's build a complete pipeline: **Entities → Relations → Triplets**\n",
|
||||
"\n",
|
||||
"This demonstrates the full workflow for knowledge graph construction."
|
||||
]
|
||||
@@ -534,7 +534,7 @@
|
||||
"3. **Try co-occurrence** for exploratory analysis\n",
|
||||
"4. **Consider LLM** for complex, domain-specific relations\n",
|
||||
"\n",
|
||||
"### \ufe0f Optimizing Extraction\n",
|
||||
"### ️ Optimizing Extraction\n",
|
||||
"\n",
|
||||
"- **Set confidence thresholds** (0.6-0.7 for production)\n",
|
||||
"- **Specify relation_types** to focus extraction\n",
|
||||
@@ -585,7 +585,7 @@
|
||||
"2. **Multiple methods available**: Choose based on accuracy vs speed needs\n",
|
||||
"3. **Configuration is powerful**: Tune parameters for your domain\n",
|
||||
"4. **Triplets are standardized**: Use RDF for interoperability\n",
|
||||
"5. **Pipelines are efficient**: Extract entities \u2192 relations \u2192 triplets in sequence\n",
|
||||
"5. **Pipelines are efficient**: Extract entities → relations → triplets in sequence\n",
|
||||
"\n",
|
||||
"### Next Steps\n",
|
||||
"\n",
|
||||
@@ -624,4 +624,4 @@
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
}
|
||||
|
||||
@@ -39,230 +39,16 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -313,18 +99,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Original entities: 5\n",
|
||||
"Resolved entities: 4\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import EntityResolver\n",
|
||||
"\n",
|
||||
@@ -347,18 +124,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Original entities: 4\n",
|
||||
"Deduplicated entities: 0\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.deduplication import DuplicateDetector, EntityMerger, MergeStrategy\n",
|
||||
"\n",
|
||||
|
||||
@@ -80,262 +80,18 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"File: sample_document.txt\n",
|
||||
"Content length: 281 characters\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is ingesting</td><td>📥 ingest</td><td>FileIngestor</td><td>sample_document.txt</td><td>0.02s</td></tr><tr><td>✅</td><td>Semantica is parsing</td><td>🔍 parse</td><td>DocumentParser</td><td>sample_document.txt</td><td>0.02s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" File name: sample_document.txt\n",
|
||||
" File type: txt\n",
|
||||
" Content available: True\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.ingest import FileIngestor\n",
|
||||
"from pathlib import Path\n",
|
||||
@@ -375,18 +131,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Parsed content length: 0 characters\n",
|
||||
" Preview: N/A...\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.parse import DocumentParser\n",
|
||||
"\n",
|
||||
@@ -412,25 +159,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"\n",
|
||||
"Text: ...\n",
|
||||
" - Apple Inc. (Organization)\n",
|
||||
" - Steve Jobs (Person)\n",
|
||||
" - Steve Wozniak (Person)\n",
|
||||
" - Ronald Wayne (Person)\n",
|
||||
" - 1976 (Date)\n",
|
||||
" - Cupertino, California (Location)\n",
|
||||
" - Tim Cook (Person)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import NamedEntityRecognizer, NERExtractor\n",
|
||||
"\n",
|
||||
@@ -465,31 +196,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Nodes (entities): 7\n",
|
||||
" Edges (relationships): 6\n",
|
||||
" Node: Apple Inc. (Organization)\n",
|
||||
" Node: Steve Jobs (Person)\n",
|
||||
" Node: Steve Wozniak (Person)\n",
|
||||
" Node: Ronald Wayne (Person)\n",
|
||||
" Node: 1976 (Date)\n",
|
||||
" Node: Cupertino, California (Location)\n",
|
||||
" Node: Tim Cook (Person)\n",
|
||||
" Apple Inc. --[founded_by]--> Steve Jobs\n",
|
||||
" Apple Inc. --[founded_by]--> Steve Wozniak\n",
|
||||
" Apple Inc. --[founded_by]--> Ronald Wayne\n",
|
||||
" Apple Inc. --[founded_in]--> 1976\n",
|
||||
" Apple Inc. --[located_in]--> Cupertino, California\n",
|
||||
" Tim Cook --[ceo_of]--> Apple Inc.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import GraphBuilder\n",
|
||||
"import networkx as nx\n",
|
||||
@@ -546,26 +255,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" Total entities: 7\n",
|
||||
" Total relationships: 6\n",
|
||||
" - Organization: 1\n",
|
||||
" - Person: 4\n",
|
||||
" - Date: 1\n",
|
||||
" - Location: 1\n",
|
||||
" - founded_by: 3\n",
|
||||
" - founded_in: 1\n",
|
||||
" - located_in: 1\n",
|
||||
" - ceo_of: 1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.visualization import KGVisualizer\n",
|
||||
"\n",
|
||||
|
||||
@@ -82,223 +82,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
@@ -316,15 +102,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Connected to graph database successfully!\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.graph_store import GraphStore\n",
|
||||
"\n",
|
||||
@@ -357,64 +135,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is processing</td><td>⏳ graph_store</td><td>Neo4jStore</td><td>-</td><td>0.14s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=34, offset=33>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 33, 'line': 1, 'column': 34}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Company $props) RETURN id(n) as id, n'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created company node: Apple Inc. (ID: 0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=33, offset=32>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 32, 'line': 1, 'column': 33}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Person $props) RETURN id(n) as id, n'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created person node: Tim Cook (ID: 1)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=35, offset=34>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 34, 'line': 1, 'column': 35}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Location $props) RETURN id(n) as id, n'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created location node: Cupertino (ID: 2)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Create individual nodes with labels and properties\n",
|
||||
"apple = store.create_node(\n",
|
||||
@@ -438,26 +161,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=34, offset=33>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 33, 'line': 1, 'column': 34}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Company $props) RETURN id(n) as id, n'\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=34, offset=33>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 33, 'line': 1, 'column': 34}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Company $props) RETURN id(n) as id, n'\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=34, offset=33>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 33, 'line': 1, 'column': 34}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'CREATE (n:Company $props) RETURN id(n) as id, n'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created 3 company nodes in batch\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Create multiple nodes in batch (more efficient for large datasets)\n",
|
||||
"other_companies = store.create_nodes([\n",
|
||||
@@ -484,42 +190,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=23, offset=54>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 54, 'line': 3, 'column': 23}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:CEO_OF $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=45, offset=76>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 76, 'line': 3, 'column': 45}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:CEO_OF $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=5, column=24, offset=165>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 165, 'line': 5, 'column': 24}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:CEO_OF $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created relationship: CEO_OF (ID: 1152921504606846977)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=23, offset=54>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 54, 'line': 3, 'column': 23}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:HEADQUARTERED_IN $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=45, offset=76>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 76, 'line': 3, 'column': 45}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:HEADQUARTERED_IN $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=5, column=24, offset=175>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 175, 'line': 5, 'column': 24}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a), (b)\\n WHERE id(a) = $start_id AND id(b) = $end_id\\n CREATE (a)-[r:HEADQUARTERED_IN $props]->(b)\\n RETURN id(r) as id, type(r) as type, r\\n '\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created relationship: HEADQUARTERED_IN (ID: 1152922604118474752)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Create relationships between nodes\n",
|
||||
"ceo_rel = store.create_relationship(\n",
|
||||
@@ -552,28 +225,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=26, offset=25>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 25, 'line': 1, 'column': 26}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'MATCH (n:Company) RETURN id(n) as id, n, labels(n) as labels LIMIT 10'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 4 companies:\n",
|
||||
" - Apple Inc. (founded: 1976)\n",
|
||||
" - Microsoft (founded: 1975)\n",
|
||||
" - Google (founded: 1998)\n",
|
||||
" - Amazon (founded: 1994)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Get nodes by label\n",
|
||||
"companies = store.get_nodes(labels=[\"Company\"], limit=10)\n",
|
||||
@@ -591,35 +245,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=31, offset=73>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 73, 'line': 3, 'column': 31}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r]-(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(startNode(r)) as start_id, id(endNode(r)) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=32, offset=121>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 121, 'line': 4, 'column': 32}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r]-(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(startNode(r)) as start_id, id(endNode(r)) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=62, offset=151>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 151, 'line': 4, 'column': 62}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r]-(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(startNode(r)) as start_id, id(endNode(r)) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=92, offset=181>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 181, 'line': 4, 'column': 92}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r]-(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(startNode(r)) as start_id, id(endNode(r)) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=31, offset=81>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 81, 'line': 3, 'column': 31}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r:CEO_OF]->(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(a) as start_id, id(b) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=32, offset=129>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 129, 'line': 4, 'column': 32}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r:CEO_OF]->(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(a) as start_id, id(b) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=62, offset=159>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 159, 'line': 4, 'column': 62}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r:CEO_OF]->(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(a) as start_id, id(b) as end_id, r\\n LIMIT 100\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=4, column=81, offset=178>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 178, 'line': 4, 'column': 81}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH (a)-[r:CEO_OF]->(b)\\n WHERE id(a) = $node_id\\n RETURN id(r) as id, type(r) as type, id(a) as start_id, id(b) as end_id, r\\n LIMIT 100\\n '\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 2 relationships for Apple:\n",
|
||||
" - HEADQUARTERED_IN: {'since': 1977}\n",
|
||||
" - CEO_OF: {'since': 2011}\n",
|
||||
"\n",
|
||||
"Outgoing CEO_OF relationships: 1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Get relationships for a node\n",
|
||||
"relationships = store.get_relationships(node_id=apple[\"id\"], direction=\"both\")\n",
|
||||
@@ -652,18 +280,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"CEO Relationships:\n",
|
||||
" - Tim Cook is CEO of Apple Inc. since 2011\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Execute a Cypher query to find CEO relationships\n",
|
||||
"results = store.execute_query(\"\"\"\n",
|
||||
@@ -681,19 +300,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Companies founded after 1990:\n",
|
||||
" - Amazon (founded: 1994)\n",
|
||||
" - Google (founded: 1998)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Parameterized query (safer and more efficient)\n",
|
||||
"results = store.execute_query(\n",
|
||||
@@ -721,7 +330,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -742,28 +351,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=23, offset=88>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 88, 'line': 3, 'column': 23}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH path = shortestPath((start)-[r*..5]-(end))\\n WHERE id(start) = $start_id AND id(end) = $end_id\\n RETURN path, length(path) as length\\n '\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=3, column=49, offset=114>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 114, 'line': 3, 'column': 49}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: '\\n MATCH path = shortestPath((start)-[r*..5]-(end))\\n WHERE id(start) = $start_id AND id(end) = $end_id\\n RETURN path, length(path) as length\\n '\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Shortest path found:\n",
|
||||
" - Path length: 2\n",
|
||||
" - Nodes in path: 3\n",
|
||||
" - Relationships: 2\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Find shortest path between two nodes\n",
|
||||
"if tim_cook.get('id') and cupertino.get('id'):\n",
|
||||
@@ -795,27 +385,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=17, offset=16>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 16, 'line': 1, 'column': 17}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'MATCH (n) WHERE id(n) = $id SET n += $props RETURN id(n) as id, n, labels(n) as labels'\n",
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=52, offset=51>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 51, 'line': 1, 'column': 52}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'MATCH (n) WHERE id(n) = $id SET n += $props RETURN id(n) as id, n, labels(n) as labels'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Updated node: Tim Cook\n",
|
||||
" New age: 64\n",
|
||||
" New title: CEO & President\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Update node properties (merge mode - adds/updates properties)\n",
|
||||
"if tim_cook.get('id'):\n",
|
||||
@@ -849,27 +421,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Received notification from DBMS server: <GqlStatusObject gql_status='01N01', status_description='warn: feature deprecated with replacement. id is deprecated. It is replaced by elementId or consider using an application-generated id.', position=<SummaryInputPosition line=1, column=24, offset=23>, raw_classification='DEPRECATION', classification=<NotificationClassification.DEPRECATION: 'DEPRECATION'>, raw_severity='WARNING', severity=<NotificationSeverity.WARNING: 'WARNING'>, diagnostic_record={'_classification': 'DEPRECATION', '_severity': 'WARNING', '_position': {'offset': 23, 'line': 1, 'column': 24}, 'OPERATION': '', 'OPERATION_CODE': '0', 'CURRENT_SCHEMA': '/'}> for query: 'MATCH ()-[r]->() WHERE id(r) = $id DELETE r'\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Deleted relationship (ID: 1152922604118474752)\n",
|
||||
"\n",
|
||||
"Tip: Use detach=True to delete a node and all its relationships\n",
|
||||
" Use detach=False to only delete the node (fails if relationships exist)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Delete a relationship\n",
|
||||
"if location_rel.get('id'):\n",
|
||||
@@ -900,27 +454,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Graph Statistics:\n",
|
||||
" Total nodes: 6\n",
|
||||
" Total relationships: 1\n",
|
||||
"\n",
|
||||
"Node labels:\n",
|
||||
" - Company: 4 nodes\n",
|
||||
" - Person: 1 nodes\n",
|
||||
" - Location: 1 nodes\n",
|
||||
"\n",
|
||||
"Relationship types:\n",
|
||||
" - CEO_OF: 1 relationships\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Get comprehensive graph statistics\n",
|
||||
"stats = store.get_stats()\n",
|
||||
@@ -947,23 +483,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 19,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Convenience functions available:\n",
|
||||
" - create_node, create_nodes\n",
|
||||
" - create_relationship, create_relationships\n",
|
||||
" - get_nodes, get_relationships\n",
|
||||
" - update_node, delete_node\n",
|
||||
" - execute_query, shortest_path, get_neighbors\n",
|
||||
" - run_analytics\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Using convenience functions (alternative to class methods)\n",
|
||||
"from semantica.graph_store import (\n",
|
||||
@@ -1003,17 +525,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created index on Company.name for faster queries\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Create an index on a node property for faster lookups\n",
|
||||
"# This is especially useful for frequently queried properties\n",
|
||||
@@ -1045,17 +559,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Connection closed successfully\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Close the connection\n",
|
||||
"store.close()\n",
|
||||
|
||||
@@ -41,255 +41,18 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>GraphBuilder</td><td>-</td><td>0.08s</td></tr><tr><td>🔄</td><td>Semantica is building</td><td>🧠 kg</td><td>EntityResolver</td><td>-</td><td>131.06s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.04s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>SimilarityCalculator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>CentralityCalculator</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is building</td><td>🧠 kg</td><td>CommunityDetector</td><td>-</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Graph metrics:\n",
|
||||
" Entities: 3\n",
|
||||
" Relationships: 2\n",
|
||||
" Density: 0.667\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import GraphBuilder, GraphAnalyzer\n",
|
||||
"from semantica.semantic_extract import NERExtractor, RelationExtractor\n",
|
||||
@@ -329,20 +92,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Centrality scores:\n",
|
||||
" e2: 0.500\n",
|
||||
" e1: 1.000\n",
|
||||
" e3: 0.500\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import CentralityCalculator\n",
|
||||
"\n",
|
||||
@@ -367,18 +119,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Detected 1 communities\n",
|
||||
" Community 1: 3 entities\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import CommunityDetector\n",
|
||||
"\n",
|
||||
|
||||
@@ -54,25 +54,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica\n"
|
||||
]
|
||||
@@ -96,72 +80,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Split into 8 chunks using recursive method\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Length: 181 characters\n",
|
||||
" Start: 0, End: 184\n",
|
||||
" Text: Apple Inc. is a technology company founded by Steve Jobs, Steve Wozniak, and Ronald Wayne \n",
|
||||
"in Cupert...\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Length: 144 characters\n",
|
||||
" Start: 134, End: 281\n",
|
||||
" Text: The company's current CEO is Tim Cook, who took \n",
|
||||
"over from Steve Jobs in August 2011. Apple is headq...\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Length: 150 characters\n",
|
||||
" Start: 231, End: 383\n",
|
||||
" Text: eadquartered at One Apple Park Way in Cupertino.\n",
|
||||
"\n",
|
||||
"Apple develops and sells consumer electronics, com...\n",
|
||||
"\n",
|
||||
"Chunk 4:\n",
|
||||
" Length: 151 characters\n",
|
||||
" Start: 333, End: 486\n",
|
||||
" Text: ter software, and online services. The company's \n",
|
||||
"hardware products include the iPhone smartphone, t...\n",
|
||||
"\n",
|
||||
"Chunk 5:\n",
|
||||
" Length: 176 characters\n",
|
||||
" Start: 436, End: 614\n",
|
||||
" Text: iPad tablet computer, the Mac personal computer, \n",
|
||||
"the iPod portable media player, the Apple Watch sm...\n",
|
||||
"\n",
|
||||
"Chunk 6:\n",
|
||||
" Length: 152 characters\n",
|
||||
" Start: 564, End: 718\n",
|
||||
" Text: al media player, and the \n",
|
||||
"HomePod smart speaker.\n",
|
||||
"\n",
|
||||
"Apple's software includes the macOS and iOS operat...\n",
|
||||
"\n",
|
||||
"Chunk 7:\n",
|
||||
" Length: 150 characters\n",
|
||||
" Start: 668, End: 820\n",
|
||||
" Text: systems, the iTunes media player, the Safari web \n",
|
||||
"browser, and the iLife and iWork creativity and pr...\n",
|
||||
"\n",
|
||||
"Chunk 8:\n",
|
||||
" Length: 126 characters\n",
|
||||
" Start: 770, End: 896\n",
|
||||
" Text: uctivity suites. Its online services include the \n",
|
||||
"iTunes Store, the iOS App Store and Mac App Store,...\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import TextSplitter\n",
|
||||
"\n",
|
||||
@@ -222,39 +143,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Comparing Standard Splitting Methods:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Method: RECURSIVE\n",
|
||||
"----------------------------------------\n",
|
||||
" Chunks created: 8\n",
|
||||
" Avg chunk size: 154 chars\n",
|
||||
" First chunk: Apple Inc. is a technology company founded by Steve Jobs, Steve Wozniak, and Ron...\n",
|
||||
"\n",
|
||||
"Method: SENTENCE\n",
|
||||
"----------------------------------------\n",
|
||||
" Chunks created: 6\n",
|
||||
" Avg chunk size: 148 chars\n",
|
||||
" First chunk: Apple Inc. is a technology company founded by Steve Jobs, Steve Wozniak, and Ron...\n",
|
||||
"\n",
|
||||
"Method: PARAGRAPH\n",
|
||||
"----------------------------------------\n",
|
||||
" Chunks created: 3\n",
|
||||
" Avg chunk size: 297 chars\n",
|
||||
" First chunk: Apple Inc. is a technology company founded by Steve Jobs, Steve Wozniak, and Ron...\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Compare different methods\n",
|
||||
"methods = [\"recursive\", \"sentence\", \"paragraph\"]\n",
|
||||
@@ -297,136 +188,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Token-Based Splitting Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Tokens: 100\n",
|
||||
" Characters: 461\n",
|
||||
" Ratio: 4.61 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Tokens: 100\n",
|
||||
" Characters: 501\n",
|
||||
" Ratio: 5.01 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Tokens: 31\n",
|
||||
" Characters: 150\n",
|
||||
" Ratio: 4.84 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 4:\n",
|
||||
" Tokens: 20\n",
|
||||
" Characters: 78\n",
|
||||
" Ratio: 3.90 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 5:\n",
|
||||
" Tokens: 19\n",
|
||||
" Characters: 76\n",
|
||||
" Ratio: 4.00 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 6:\n",
|
||||
" Tokens: 18\n",
|
||||
" Characters: 74\n",
|
||||
" Ratio: 4.11 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 7:\n",
|
||||
" Tokens: 17\n",
|
||||
" Characters: 70\n",
|
||||
" Ratio: 4.12 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 8:\n",
|
||||
" Tokens: 16\n",
|
||||
" Characters: 64\n",
|
||||
" Ratio: 4.00 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 9:\n",
|
||||
" Tokens: 15\n",
|
||||
" Characters: 63\n",
|
||||
" Ratio: 4.20 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 10:\n",
|
||||
" Tokens: 14\n",
|
||||
" Characters: 59\n",
|
||||
" Ratio: 4.21 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 11:\n",
|
||||
" Tokens: 13\n",
|
||||
" Characters: 55\n",
|
||||
" Ratio: 4.23 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 12:\n",
|
||||
" Tokens: 12\n",
|
||||
" Characters: 51\n",
|
||||
" Ratio: 4.25 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 13:\n",
|
||||
" Tokens: 11\n",
|
||||
" Characters: 45\n",
|
||||
" Ratio: 4.09 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 14:\n",
|
||||
" Tokens: 10\n",
|
||||
" Characters: 41\n",
|
||||
" Ratio: 4.10 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 15:\n",
|
||||
" Tokens: 9\n",
|
||||
" Characters: 37\n",
|
||||
" Ratio: 4.11 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 16:\n",
|
||||
" Tokens: 8\n",
|
||||
" Characters: 33\n",
|
||||
" Ratio: 4.12 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 17:\n",
|
||||
" Tokens: 7\n",
|
||||
" Characters: 27\n",
|
||||
" Ratio: 3.86 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 18:\n",
|
||||
" Tokens: 6\n",
|
||||
" Characters: 26\n",
|
||||
" Ratio: 4.33 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 19:\n",
|
||||
" Tokens: 5\n",
|
||||
" Characters: 20\n",
|
||||
" Ratio: 4.00 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 20:\n",
|
||||
" Tokens: 4\n",
|
||||
" Characters: 14\n",
|
||||
" Ratio: 3.50 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 21:\n",
|
||||
" Tokens: 3\n",
|
||||
" Characters: 13\n",
|
||||
" Ratio: 4.33 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 22:\n",
|
||||
" Tokens: 2\n",
|
||||
" Characters: 9\n",
|
||||
" Ratio: 4.50 chars/token\n",
|
||||
"\n",
|
||||
"Chunk 23:\n",
|
||||
" Tokens: 1\n",
|
||||
" Characters: 2\n",
|
||||
" Ratio: 2.00 chars/token\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import split_by_tokens\n",
|
||||
"\n",
|
||||
@@ -470,69 +234,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>SemanticChunker</td><td>-</td><td>0.13s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>EntityAwareChunker</td><td>-</td><td>0.98s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>NERExtractor</td><td>-</td><td>0.47s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>RelationAwareChunker</td><td>-</td><td>1.39s</td></tr><tr><td>✅</td><td>Semantica is extracting</td><td>🎯 semantic_extract</td><td>RelationExtractor</td><td>-</td><td>0.45s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>StructuralChunker</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>HierarchicalChunker</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>SlidingWindowChunker</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>TableChunker</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is splitting</td><td>✂️ split</td><td>ChunkValidator</td><td>-</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Semantic Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Length: 133 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: Apple Inc. is a technology company founded by Steve Jobs, Steve Wozniak, and Ronald Wayne \n",
|
||||
"in Cupert...\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Length: 194 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: Wayne \n",
|
||||
"in Cupertino, California on April 1, 1976. The company's current CEO is Tim Cook, who took \n",
|
||||
"o...\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Length: 136 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: headquartered at One Apple Park Way in Cupertino. Apple develops and sells consumer electronics, com...\n",
|
||||
"\n",
|
||||
"Chunk 4:\n",
|
||||
" Length: 295 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: ectronics, computer software, and online services. The company's \n",
|
||||
"hardware products include the iPho...\n",
|
||||
"\n",
|
||||
"Chunk 5:\n",
|
||||
" Length: 223 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: ital media player, and the \n",
|
||||
"HomePod smart speaker. Apple's software includes the macOS and iOS opera...\n",
|
||||
"\n",
|
||||
"Chunk 6:\n",
|
||||
" Length: 159 chars\n",
|
||||
" Coherence: N/A\n",
|
||||
" Text: Life and iWork creativity and productivity suites. Its online services include the \n",
|
||||
"iTunes Store, th...\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import SemanticChunker\n",
|
||||
"\n",
|
||||
@@ -576,26 +280,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Entity-Aware Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Length: 892 chars\n",
|
||||
" Entities: 28\n",
|
||||
" Sample entities: [\"Entity(text='Apple Inc.', label='ORG', start_char=1, end_char=11, confidence=1.0, metadata={'extraction_method': 'ml', 'model': 'en_core_web_sm', 'lemma': 'Apple Inc.'})\", \"Entity(text='Steve Jobs', label='PERSON', start_char=47, end_char=57, confidence=1.0, metadata={'extraction_method': 'ml', 'model': 'en_core_web_sm', 'lemma': 'Steve Jobs'})\", \"Entity(text='Steve Wozniak', label='PERSON', start_char=59, end_char=72, confidence=1.0, metadata={'extraction_method': 'ml', 'model': 'en_core_web_sm', 'lemma': 'Steve Wozniak'})\"]\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import EntityAwareChunker\n",
|
||||
"\n",
|
||||
@@ -643,51 +330,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Relation-Aware Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Length: 133 chars\n",
|
||||
" Triplets: 2\n",
|
||||
" Relationships: 2\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Length: 144 chars\n",
|
||||
" Triplets: 0\n",
|
||||
" Relationships: 0\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Length: 86 chars\n",
|
||||
" Triplets: 0\n",
|
||||
" Relationships: 0\n",
|
||||
"\n",
|
||||
"Chunk 4:\n",
|
||||
" Length: 244 chars\n",
|
||||
" Triplets: 0\n",
|
||||
" Relationships: 0\n",
|
||||
"\n",
|
||||
"Chunk 5:\n",
|
||||
" Length: 172 chars\n",
|
||||
" Triplets: 0\n",
|
||||
" Relationships: 0\n",
|
||||
"\n",
|
||||
"Chunk 6:\n",
|
||||
" Length: 108 chars\n",
|
||||
" Triplets: 0\n",
|
||||
" Relationships: 0\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import RelationAwareChunker\n",
|
||||
"\n",
|
||||
@@ -732,50 +377,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Structural Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Section: N/A\n",
|
||||
" Level: N/A\n",
|
||||
" Text: # Apple Inc....\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Section: N/A\n",
|
||||
" Level: N/A\n",
|
||||
" Text: ## History\n",
|
||||
"\n",
|
||||
"Apple Inc. was founded by Steve Jobs, Steve Wozniak, and Ronald Wayn...\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Section: N/A\n",
|
||||
" Level: N/A\n",
|
||||
" Text: ## Products\n",
|
||||
"\n",
|
||||
"### Hardware\n",
|
||||
"\n",
|
||||
"- iPhone\n",
|
||||
"- iPad\n",
|
||||
"- Mac\n",
|
||||
"\n",
|
||||
"### Software\n",
|
||||
"\n",
|
||||
"- macOS\n",
|
||||
"- iOS\n",
|
||||
"- ...\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import StructuralChunker\n",
|
||||
"\n",
|
||||
@@ -842,39 +446,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Hierarchical Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Level: N/A\n",
|
||||
" Length: 278 chars\n",
|
||||
" Parent: None (root)\n",
|
||||
" Children: 0\n",
|
||||
"\n",
|
||||
"Chunk 2:\n",
|
||||
" Level: N/A\n",
|
||||
" Length: 331 chars\n",
|
||||
" Parent: None (root)\n",
|
||||
" Children: 0\n",
|
||||
"\n",
|
||||
"Chunk 3:\n",
|
||||
" Level: N/A\n",
|
||||
" Length: 281 chars\n",
|
||||
" Parent: None (root)\n",
|
||||
" Children: 0\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import HierarchicalChunker\n",
|
||||
"\n",
|
||||
@@ -921,66 +495,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Sliding Window Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Window 1:\n",
|
||||
" Position: 0-134\n",
|
||||
" Length: 133 chars\n",
|
||||
" Overlap with previous: 0 chars\n",
|
||||
"\n",
|
||||
"Window 2:\n",
|
||||
" Position: 100-220\n",
|
||||
" Length: 120 chars\n",
|
||||
" Overlap with previous: 34 chars\n",
|
||||
"\n",
|
||||
"Window 3:\n",
|
||||
" Position: 200-279\n",
|
||||
" Length: 79 chars\n",
|
||||
" Overlap with previous: 20 chars\n",
|
||||
"\n",
|
||||
"Window 4:\n",
|
||||
" Position: 300-383\n",
|
||||
" Length: 81 chars\n",
|
||||
" Overlap with previous: 0 chars\n",
|
||||
"\n",
|
||||
"Window 5:\n",
|
||||
" Position: 400-486\n",
|
||||
" Length: 83 chars\n",
|
||||
" Overlap with previous: 0 chars\n",
|
||||
"\n",
|
||||
"Window 6:\n",
|
||||
" Position: 500-612\n",
|
||||
" Length: 112 chars\n",
|
||||
" Overlap with previous: 0 chars\n",
|
||||
"\n",
|
||||
"Window 7:\n",
|
||||
" Position: 600-718\n",
|
||||
" Length: 116 chars\n",
|
||||
" Overlap with previous: 12 chars\n",
|
||||
"\n",
|
||||
"Window 8:\n",
|
||||
" Position: 700-786\n",
|
||||
" Length: 86 chars\n",
|
||||
" Overlap with previous: 18 chars\n",
|
||||
"\n",
|
||||
"Window 9:\n",
|
||||
" Position: 800-896\n",
|
||||
" Length: 95 chars\n",
|
||||
" Overlap with previous: 0 chars\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import SlidingWindowChunker\n",
|
||||
"\n",
|
||||
@@ -1027,29 +544,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Table Chunking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Chunk 1:\n",
|
||||
" Type: Text\n",
|
||||
" Content: Product | Category | Release Year\n",
|
||||
"--- | --- | ---\n",
|
||||
"iPhone | Smartphone | 2007\n",
|
||||
"iPad | Tablet | 2010\n",
|
||||
"Ma...\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.split import TableChunker\n",
|
||||
"\n",
|
||||
@@ -1114,29 +611,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 23,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Chunk class fields: {'text': <class 'str'>, 'start_index': <class 'int'>, 'end_index': <class 'int'>, 'metadata': typing.Dict[str, typing.Any], 'id': typing.Optional[str]}\n",
|
||||
"Provenance Tracking Results:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"Chunk ID: f0bddbe2-b717-47c7-8bdb-631a61660373\n",
|
||||
"\n",
|
||||
"Lineage for Chunk 1:\n",
|
||||
" Source Document: apple_doc_001\n",
|
||||
" File Path: data/apple.txt\n",
|
||||
" Method: recursive\n",
|
||||
" Timestamp: None\n",
|
||||
"\n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import sys\n",
|
||||
"import os\n",
|
||||
@@ -1228,26 +705,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Method Comparison:\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"Method Chunks Avg Size Time (ms) \n",
|
||||
"--------------------------------------------------------------------------------\n",
|
||||
"recursive 8 154 0.00 \n",
|
||||
"sentence 6 148 519.51 \n",
|
||||
"paragraph 3 297 0.00 \n",
|
||||
"token 51 129 0.00 \n",
|
||||
"================================================================================\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import time\n",
|
||||
"\n",
|
||||
|
||||
@@ -142,10 +142,15 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
}
|
||||
|
||||
@@ -55,25 +55,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica\n"
|
||||
]
|
||||
@@ -97,30 +81,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>VectorStore</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>FAISSStore</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>HybridSearch</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>MetadataStore</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>NamespaceManager</td><td>-</td><td>0.00s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Stored 100 vectors\n",
|
||||
"First 3 IDs: ['vec_0', 'vec_2', 'vec_4']\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import VectorStore\n",
|
||||
"from semantica.embeddings import TextEmbedder\n",
|
||||
@@ -166,18 +129,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Index search found 10 results\n",
|
||||
"Distances: [0. 0.59663105 0.6359793 0.66132385 0.6909249 ]\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import VectorIndexer, FAISSStore \n",
|
||||
"import numpy as np \n",
|
||||
@@ -228,18 +182,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Index search found 10 results\n",
|
||||
"Distances: [0. 0.59663105 0.6359793 0.66132385 0.6909249 ]\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import VectorIndexer, FAISSStore\n",
|
||||
"\n",
|
||||
@@ -282,24 +227,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Hybrid search found 10 results\n",
|
||||
"\n",
|
||||
"Filtered results (science, year > 2021):\n",
|
||||
"1. Category: science, Year: 2020, Score: 1.000\n",
|
||||
"2. Category: technology, Year: 2021, Score: 0.702\n",
|
||||
"3. Category: science, Year: 2022, Score: 0.682\n",
|
||||
"4. Category: technology, Year: 2023, Score: 0.669\n",
|
||||
"5. Category: science, Year: 2022, Score: 0.655\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import HybridSearch, MetadataFilter \n",
|
||||
"import numpy as np\n",
|
||||
@@ -351,19 +281,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 5 vectors with category='science'\n",
|
||||
"\n",
|
||||
"Metadata validation: True\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import MetadataStore, MetadataSchema\n",
|
||||
"\n",
|
||||
@@ -410,21 +330,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Fused results using RRF:\n",
|
||||
"1. ID: vec_2, Fused Score: 0.033\n",
|
||||
"2. ID: vec_1, Fused Score: 0.032\n",
|
||||
"3. ID: vec_4, Fused Score: 0.016\n",
|
||||
"4. ID: vec_3, Fused Score: 0.016\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import SearchRanker\n",
|
||||
"\n",
|
||||
@@ -469,21 +377,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Tenant 1: 5 vectors\n",
|
||||
"Tenant 2: 5 vectors\n",
|
||||
"\n",
|
||||
"User1 can write: True\n",
|
||||
"User2 can write: False\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import NamespaceManager\n",
|
||||
"\n",
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -76,245 +76,18 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: semantica in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (0.0.5)\n",
|
||||
"Requirement already satisfied: numpy>=1.21.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.26.4)\n",
|
||||
"Requirement already satisfied: pandas>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.1.4)\n",
|
||||
"Requirement already satisfied: scikit-learn>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.6.1)\n",
|
||||
"Requirement already satisfied: spacy>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.8.11)\n",
|
||||
"Requirement already satisfied: transformers>=4.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.53.2)\n",
|
||||
"Requirement already satisfied: torch>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.2.1)\n",
|
||||
"Requirement already satisfied: sentence-transformers>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.2.1)\n",
|
||||
"Requirement already satisfied: rdflib>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.0)\n",
|
||||
"Requirement already satisfied: networkx>=2.8.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.5)\n",
|
||||
"Requirement already satisfied: matplotlib>=3.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.10.1)\n",
|
||||
"Requirement already satisfied: seaborn>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.13.2)\n",
|
||||
"Requirement already satisfied: plotly>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.17.0)\n",
|
||||
"Requirement already satisfied: requests>=2.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.32.5)\n",
|
||||
"Requirement already satisfied: beautifulsoup4>=4.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.12.3)\n",
|
||||
"Requirement already satisfied: lxml>=4.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.2)\n",
|
||||
"Requirement already satisfied: pypdf2>=2.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: python-docx>=0.8.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: openpyxl>=3.0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.1.5)\n",
|
||||
"Requirement already satisfied: pillow>=9.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (10.4.0)\n",
|
||||
"Requirement already satisfied: librosa>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.11.0)\n",
|
||||
"Requirement already satisfied: opencv-python>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.9.0.80)\n",
|
||||
"Requirement already satisfied: faiss-cpu>=1.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.9.0)\n",
|
||||
"Requirement already satisfied: weaviate-client>=3.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.18.1)\n",
|
||||
"Requirement already satisfied: qdrant-client>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.12.2)\n",
|
||||
"Requirement already satisfied: neo4j>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.3)\n",
|
||||
"Requirement already satisfied: falkordb>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.2.2)\n",
|
||||
"Requirement already satisfied: pymongo>=4.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.15.4)\n",
|
||||
"Requirement already satisfied: sqlalchemy>=1.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.0.23)\n",
|
||||
"Requirement already satisfied: psycopg2-binary>=2.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.9.9)\n",
|
||||
"Requirement already satisfied: pymysql>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.2)\n",
|
||||
"Requirement already satisfied: redis>=4.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.4.0)\n",
|
||||
"Requirement already satisfied: celery>=5.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.3.4)\n",
|
||||
"Requirement already satisfied: kafka-python>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.3.0)\n",
|
||||
"Requirement already satisfied: pulsar-client>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (3.3.0)\n",
|
||||
"Requirement already satisfied: pika>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: boto3>=1.24.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.36.0)\n",
|
||||
"Requirement already satisfied: azure-storage-blob>=12.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (12.27.1)\n",
|
||||
"Requirement already satisfied: google-cloud-storage>=2.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.18.2)\n",
|
||||
"Requirement already satisfied: pydantic>=1.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (2.12.3)\n",
|
||||
"Requirement already satisfied: click>=8.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (8.2.1)\n",
|
||||
"Requirement already satisfied: rich>=12.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (13.7.1)\n",
|
||||
"Requirement already satisfied: tqdm>=4.64.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.67.1)\n",
|
||||
"Requirement already satisfied: pyyaml>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: toml>=0.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.10.2)\n",
|
||||
"Requirement already satisfied: python-dotenv>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: loguru>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.7.3)\n",
|
||||
"Requirement already satisfied: structlog>=22.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (24.4.0)\n",
|
||||
"Requirement already satisfied: prometheus-client>=0.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.18.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-api>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-sdk>=1.12.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.38.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-instrumentation in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: fastapi>=0.78.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.120.4)\n",
|
||||
"Requirement already satisfied: uvicorn>=0.18.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.38.0)\n",
|
||||
"Requirement already satisfied: pytest>=7.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.4.3)\n",
|
||||
"Requirement already satisfied: pytest-cov>=3.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.0.0)\n",
|
||||
"Requirement already satisfied: pytest-asyncio>=0.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (0.21.1)\n",
|
||||
"Requirement already satisfied: black>=22.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (23.11.0)\n",
|
||||
"Requirement already satisfied: isort>=5.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (5.12.0)\n",
|
||||
"Requirement already satisfied: flake8>=4.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (7.3.0)\n",
|
||||
"Requirement already satisfied: mypy>=0.971 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pre-commit>=2.19.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from semantica) (4.4.0)\n",
|
||||
"Requirement already satisfied: azure-core>=1.30.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (1.35.0)\n",
|
||||
"Requirement already satisfied: cryptography>=2.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (43.0.3)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (4.14.1)\n",
|
||||
"Requirement already satisfied: isodate>=0.6.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-storage-blob>=12.12.0->semantica) (0.7.2)\n",
|
||||
"Requirement already satisfied: six>=1.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from azure-core>=1.30.0->azure-storage-blob>=12.12.0->semantica) (1.16.0)\n",
|
||||
"Requirement already satisfied: soupsieve>1.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from beautifulsoup4>=4.11.0->semantica) (2.5)\n",
|
||||
"Requirement already satisfied: mypy-extensions>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (1.0.0)\n",
|
||||
"Requirement already satisfied: packaging>=22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (24.2)\n",
|
||||
"Requirement already satisfied: pathspec>=0.9.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (0.11.2)\n",
|
||||
"Requirement already satisfied: platformdirs>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from black>=22.6.0->semantica) (3.11.0)\n",
|
||||
"Requirement already satisfied: botocore<1.37.0,>=1.36.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.36.26)\n",
|
||||
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (1.0.1)\n",
|
||||
"Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from boto3>=1.24.0->semantica) (0.11.3)\n",
|
||||
"Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: urllib3!=2.2.0,<3,>=1.25.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from botocore<1.37.0,>=1.36.0->boto3>=1.24.0->semantica) (1.26.20)\n",
|
||||
"Requirement already satisfied: billiard<5.0,>=4.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (4.2.1)\n",
|
||||
"Requirement already satisfied: kombu<6.0,>=5.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.5.3)\n",
|
||||
"Requirement already satisfied: vine<6.0,>=5.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (5.1.0)\n",
|
||||
"Requirement already satisfied: click-didyoumean>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.1)\n",
|
||||
"Requirement already satisfied: click-repl>=0.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (0.3.0)\n",
|
||||
"Requirement already satisfied: click-plugins>=1.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (1.1.1)\n",
|
||||
"Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from celery>=5.2.0->semantica) (2025.2)\n",
|
||||
"Requirement already satisfied: colorama in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from click>=8.1.0->semantica) (0.4.6)\n",
|
||||
"Requirement already satisfied: amqp<6.0.0,>=5.1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from kombu<6.0,>=5.3.2->celery>=5.2.0->semantica) (5.3.1)\n",
|
||||
"Requirement already satisfied: prompt-toolkit>=3.0.36 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from click-repl>=0.2.0->celery>=5.2.0->semantica) (3.0.40)\n",
|
||||
"Requirement already satisfied: cffi>=1.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (1.17.1)\n",
|
||||
"Requirement already satisfied: pycparser in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from cffi>=1.12->cryptography>=2.1.4->azure-storage-blob>=12.12.0->semantica) (2.22)\n",
|
||||
"Requirement already satisfied: starlette<0.50.0,>=0.40.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.46.2)\n",
|
||||
"Requirement already satisfied: annotated-doc>=0.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from fastapi>=0.78.0->semantica) (0.0.3)\n",
|
||||
"Requirement already satisfied: annotated-types>=0.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pydantic-core==2.41.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (2.41.4)\n",
|
||||
"Requirement already satisfied: typing-inspection>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic>=1.10.0->semantica) (0.4.2)\n",
|
||||
"Requirement already satisfied: anyio<5,>=3.6.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (4.11.0)\n",
|
||||
"Requirement already satisfied: idna>=2.8 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (3.10)\n",
|
||||
"Requirement already satisfied: sniffio>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from anyio<5,>=3.6.2->starlette<0.50.0,>=0.40.0->fastapi>=0.78.0->semantica) (1.3.1)\n",
|
||||
"Requirement already satisfied: mccabe<0.8.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (0.7.0)\n",
|
||||
"Requirement already satisfied: pycodestyle<2.15.0,>=2.14.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (2.14.0)\n",
|
||||
"Requirement already satisfied: pyflakes<3.5.0,>=3.4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from flake8>=4.0.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: google-auth<3.0dev,>=2.26.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.36.0)\n",
|
||||
"Requirement already satisfied: google-api-core<3.0.0dev,>=2.15.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.23.0)\n",
|
||||
"Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.4.1)\n",
|
||||
"Requirement already satisfied: google-resumable-media>=2.7.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (2.7.2)\n",
|
||||
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-cloud-storage>=2.5.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.66.0)\n",
|
||||
"Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (4.25.8)\n",
|
||||
"Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-api-core<3.0.0dev,>=2.15.0->google-cloud-storage>=2.5.0->semantica) (1.25.0)\n",
|
||||
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (5.5.2)\n",
|
||||
"Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.4.1)\n",
|
||||
"Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (4.9)\n",
|
||||
"Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (3.4.0)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests>=2.28.0->semantica) (2025.8.3)\n",
|
||||
"Requirement already satisfied: pyasn1>=0.1.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rsa<5,>=3.1.4->google-auth<3.0dev,>=2.26.1->google-cloud-storage>=2.5.0->semantica) (0.6.1)\n",
|
||||
"Requirement already satisfied: audioread>=2.1.9 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (3.0.1)\n",
|
||||
"Requirement already satisfied: numba>=0.51.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.61.2)\n",
|
||||
"Requirement already satisfied: scipy>=1.6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.15.2)\n",
|
||||
"Requirement already satisfied: joblib>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: decorator>=4.3.0 in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from librosa>=0.9.0->semantica) (5.1.1)\n",
|
||||
"Requirement already satisfied: soundfile>=0.12.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.13.1)\n",
|
||||
"Requirement already satisfied: pooch>=1.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.8.2)\n",
|
||||
"Requirement already satisfied: soxr>=0.3.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.5.0.post1)\n",
|
||||
"Requirement already satisfied: lazy_loader>=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (0.4)\n",
|
||||
"Requirement already satisfied: msgpack>=1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from librosa>=0.9.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: win32-setctime>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from loguru>=0.6.0->semantica) (1.1.0)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.3.2)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (4.57.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (1.4.8)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from matplotlib>=3.5.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: pytz in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from neo4j>=5.0.0->semantica) (2024.2)\n",
|
||||
"Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from numba>=0.51.0->librosa>=0.9.0->semantica) (0.44.0)\n",
|
||||
"Requirement already satisfied: et-xmlfile in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from openpyxl>=3.0.10->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-api>=1.12.0->semantica) (6.8.0)\n",
|
||||
"Requirement already satisfied: zipp>=0.5 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.12.0->semantica) (3.17.0)\n",
|
||||
"Requirement already satisfied: opentelemetry-semantic-conventions==0.59b0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from opentelemetry-sdk>=1.12.0->semantica) (0.59b0)\n",
|
||||
"Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from plotly>=5.10.0->semantica) (8.5.0)\n",
|
||||
"Requirement already satisfied: cfgv>=2.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (3.5.0)\n",
|
||||
"Requirement already satisfied: identify>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (2.6.15)\n",
|
||||
"Requirement already satisfied: nodeenv>=0.11.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (1.9.1)\n",
|
||||
"Requirement already satisfied: virtualenv>=20.10.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pre-commit>=2.19.0->semantica) (20.24.6)\n",
|
||||
"Requirement already satisfied: wcwidth in c:\\users\\mohd kaif\\appdata\\roaming\\python\\python311\\site-packages (from prompt-toolkit>=3.0.36->click-repl>=0.2.0->celery>=5.2.0->semantica) (0.2.9)\n",
|
||||
"Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pymongo>=4.2.0->semantica) (2.4.2)\n",
|
||||
"Requirement already satisfied: iniconfig in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (2.0.0)\n",
|
||||
"Requirement already satisfied: pluggy<2.0,>=0.12 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pytest>=7.1.0->semantica) (1.5.0)\n",
|
||||
"Requirement already satisfied: coverage>=7.10.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from coverage[toml]>=7.10.6->pytest-cov>=3.0.0->semantica) (7.12.0)\n",
|
||||
"Requirement already satisfied: grpcio>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.68.0)\n",
|
||||
"Requirement already satisfied: grpcio-tools>=1.41.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (1.62.3)\n",
|
||||
"Requirement already satisfied: httpx>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.28.1)\n",
|
||||
"Requirement already satisfied: portalocker<3.0.0,>=2.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from qdrant-client>=1.3.0->semantica) (2.10.1)\n",
|
||||
"Requirement already satisfied: pywin32>=226 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from portalocker<3.0.0,>=2.7.0->qdrant-client>=1.3.0->semantica) (311)\n",
|
||||
"Requirement already satisfied: setuptools in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from grpcio-tools>=1.41.0->qdrant-client>=1.3.0->semantica) (80.9.0)\n",
|
||||
"Requirement already satisfied: httpcore==1.* in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (1.0.9)\n",
|
||||
"Requirement already satisfied: h11>=0.16 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpcore==1.*->httpx>=0.20.0->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (0.16.0)\n",
|
||||
"Requirement already satisfied: h2<5,>=3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.1.0)\n",
|
||||
"Requirement already satisfied: hyperframe<7,>=6.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (6.0.1)\n",
|
||||
"Requirement already satisfied: hpack<5,>=4.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from h2<5,>=3->httpx[http2]>=0.20.0->qdrant-client>=1.3.0->semantica) (4.0.0)\n",
|
||||
"Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (3.0.0)\n",
|
||||
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=12.5.0->semantica) (2.19.2)\n",
|
||||
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=12.5.0->semantica) (0.1.2)\n",
|
||||
"Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from scikit-learn>=1.0.0->semantica) (3.2.0)\n",
|
||||
"Requirement already satisfied: huggingface-hub>=0.20.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sentence-transformers>=2.2.0->semantica) (0.30.2)\n",
|
||||
"Requirement already satisfied: filelock in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (3.16.1)\n",
|
||||
"Requirement already satisfied: regex!=2019.12.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (2024.11.6)\n",
|
||||
"Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.21.4)\n",
|
||||
"Requirement already satisfied: safetensors>=0.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from transformers>=4.20.0->semantica) (0.5.3)\n",
|
||||
"Requirement already satisfied: fsspec>=2023.5.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.2.0->semantica) (2023.10.0)\n",
|
||||
"Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.5)\n",
|
||||
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.0.15)\n",
|
||||
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.13)\n",
|
||||
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.0.12)\n",
|
||||
"Requirement already satisfied: thinc<8.4.0,>=8.3.4 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (8.3.10)\n",
|
||||
"Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (1.1.3)\n",
|
||||
"Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.5.2)\n",
|
||||
"Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (2.0.10)\n",
|
||||
"Requirement already satisfied: weasel<0.5.0,>=0.4.2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.4.3)\n",
|
||||
"Requirement already satisfied: typer-slim<1.0.0,>=0.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (0.20.0)\n",
|
||||
"Requirement already satisfied: jinja2 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy>=3.4.0->semantica) (3.1.6)\n",
|
||||
"Requirement already satisfied: blis<1.4.0,>=1.3.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (1.3.3)\n",
|
||||
"Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.4.0,>=8.3.4->spacy>=3.4.0->semantica) (0.1.5)\n",
|
||||
"Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (0.23.0)\n",
|
||||
"Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (7.1.0)\n",
|
||||
"Requirement already satisfied: wrapt in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.4.2->spacy>=3.4.0->semantica) (1.17.2)\n",
|
||||
"Requirement already satisfied: greenlet!=0.4.17 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sqlalchemy>=1.4.0->semantica) (3.2.3)\n",
|
||||
"Requirement already satisfied: sympy in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from torch>=1.12.0->semantica) (1.13.3)\n",
|
||||
"Requirement already satisfied: distlib<1,>=0.3.7 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from virtualenv>=20.10.0->pre-commit>=2.19.0->semantica) (0.3.7)\n",
|
||||
"Requirement already satisfied: validators<1.0.0,>=0.34.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (0.35.0)\n",
|
||||
"Requirement already satisfied: authlib<2.0.0,>=1.2.1 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (1.6.0)\n",
|
||||
"Requirement already satisfied: deprecation<3.0.0,>=2.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weaviate-client>=3.15.0->semantica) (2.1.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy>=3.4.0->semantica) (2.1.3)\n",
|
||||
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\mohd kaif\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from sympy->torch>=1.12.0->semantica) (1.3.0)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install semantica"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>🔄</td><td>Semantica is building</td><td>🧠 kg</td><td>EntityResolver</td><td>-</td><td>762.30s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is exporting</td><td>💾 export</td><td>JSONExporter</td><td>output.json</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is exporting</td><td>💾 export</td><td>RDFExporter</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is exporting</td><td>💾 export</td><td>GraphExporter</td><td>output.graphml</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>OntologyGenerator</td><td>-</td><td>0.04s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>ClassInferrer</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is generating</td><td>📚 ontology</td><td>PropertyGenerator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is exporting</td><td>💾 export</td><td>OWLExporter</td><td>output.owl</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.export import JSONExporter\n",
|
||||
"from semantica.kg import GraphBuilder\n",
|
||||
@@ -350,7 +123,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -392,7 +165,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -425,7 +198,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -64,32 +64,16 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -125,17 +109,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Loaded 3 records for Employee 001\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# 1. Define source metadata\n",
|
||||
"sources_metadata = {\n",
|
||||
@@ -199,20 +175,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Registering sources...\n",
|
||||
" - Registered 'hr_db' with credibility 0.95\n",
|
||||
" - Registered 'linkedin_scrape' with credibility 0.6\n",
|
||||
" - Registered 'public_dir' with credibility 0.4\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import SourceTracker\n",
|
||||
"\n",
|
||||
@@ -255,45 +220,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictDetector</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictAnalyzer</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>ConflictResolver</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is resolving</td><td>⚠️ conflicts</td><td>InvestigationGuideGenerator</td><td>-</td><td>0.00s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Value conflict detected: emp_001.birth_date has conflicting values: ['1980-05-15', '1982-05-15']\n",
|
||||
"Value conflict detected: emp_001.department has conflicting values: ['Software Engineering', 'Engineering']\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Detected 2 conflicts:\n",
|
||||
"- value_conflict: birth_date for emp_001\n",
|
||||
" Values: ['1980-05-15', '1980-05-15', '1982-05-15']\n",
|
||||
" Severity: medium\n",
|
||||
"--- \n",
|
||||
"- value_conflict: department for emp_001\n",
|
||||
" Values: ['Engineering', 'Software Engineering', 'Engineering']\n",
|
||||
" Severity: medium\n",
|
||||
"--- \n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import ConflictDetector\n",
|
||||
"\n",
|
||||
@@ -339,20 +268,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Conflict Analysis Summary:\n",
|
||||
"Total Conflicts: 2\n",
|
||||
"By Type: {'value_conflict': 2}\n",
|
||||
"By Severity: {'medium': 2}\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import ConflictAnalyzer\n",
|
||||
"\n",
|
||||
@@ -401,23 +319,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"--- Resolution: Voting ---\n",
|
||||
"Property: birth_date | Resolved Value: 1980-05-15\n",
|
||||
"Property: department | Resolved Value: Engineering\n",
|
||||
"\n",
|
||||
"--- Resolution: Credibility Weighted ---\n",
|
||||
"Property: birth_date | Resolved Value: 1980-05-15 (Confidence: 0.79)\n",
|
||||
"Property: department | Resolved Value: Engineering (Confidence: 0.69)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import ConflictResolver\n",
|
||||
"\n",
|
||||
@@ -462,39 +366,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"=== Investigation: emp_001_birth_date_conflict ===\n",
|
||||
"Summary: Conflict Type: value_conflict | Entity: emp_001 | Property: birth_date | Conflicting Values: 1980-05-15, 1982-05-15 | Severity: medium | Sources: public_dir, hr_db, linkedin_scrape\n",
|
||||
"\n",
|
||||
"Investigation Steps:\n",
|
||||
"1. Review conflict details and context\n",
|
||||
" Action: Examine the conflict summary and identify the conflicting values\n",
|
||||
"2. Identify all source documents\n",
|
||||
" Action: Locate and review the following source documents: public_dir, hr_db, linkedin_scrape\n",
|
||||
"3. Compare conflicting information across sources\n",
|
||||
" Action: Review each source document and note the specific value and context for each\n",
|
||||
"4. Assess source credibility and reliability\n",
|
||||
" Action: Review source credibility scores and document metadata\n",
|
||||
"5. Determine resolution approach\n",
|
||||
" Action: Choose resolution strategy based on source credibility, recency, and business rules\n",
|
||||
"6. Document resolution decision\n",
|
||||
" Action: Record the resolved value, resolution method, and rationale\n",
|
||||
"\n",
|
||||
"Recommended Actions:\n",
|
||||
"[ ] Compare source documents side-by-side\n",
|
||||
"[ ] Check for data entry errors or typos\n",
|
||||
"[ ] Verify if values represent different time periods\n",
|
||||
"[ ] Review 3 conflicting source documents\n",
|
||||
"[ ] Identify most authoritative source\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import InvestigationGuideGenerator\n",
|
||||
"\n",
|
||||
|
||||
@@ -21,25 +21,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Install Semantica\n",
|
||||
"!pip install -q semantica"
|
||||
@@ -61,17 +45,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Created 6 sample entities.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"entities = [\n",
|
||||
" # Apple Variations\n",
|
||||
@@ -140,34 +116,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>SimilarityCalculator</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>DuplicateDetector</td><td>-</td><td>0.17s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>EntityMerger</td><td>-</td><td>0.19s</td></tr><tr><td>✅</td><td>Semantica is deduplicating</td><td>🔄 deduplication</td><td>MergeStrategyManager</td><td>-</td><td>0.01s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Similarity between 'Apple Inc.' and 'Apple Inc':\n",
|
||||
" Total Score: 0.7218\n",
|
||||
" Breakdown: {'string': 0.98, 'property': 0.7728205128205129, 'relationship': 0.0}\n",
|
||||
"\n",
|
||||
"Similarity between 'Apple Inc.' and 'Microsoft':\n",
|
||||
" Total Score: 0.1816\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.deduplication import SimilarityCalculator, SimilarityResult\n",
|
||||
"# Initialize calculator with custom weights\n",
|
||||
@@ -206,19 +157,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 2 duplicate pairs:\n",
|
||||
" - Microsoft Corp <==> Microsoft (Score: 0.80)\n",
|
||||
" - Apple Inc. <==> Apple Inc (Score: 0.74)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Import specific classes for Duplicate Detection\n",
|
||||
"from semantica.deduplication import DuplicateDetector, DuplicateCandidate, DuplicateGroup\n",
|
||||
@@ -247,17 +188,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"New matches found: 0\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"existing_db = entities[:3] # The Apple entities\n",
|
||||
"new_data = [entities[4]] # Microsoft\n",
|
||||
@@ -279,22 +212,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Found 2 clusters:\n",
|
||||
" Cluster 1: ['Apple Inc.', 'Apple Inc']\n",
|
||||
" Cluster 2: ['Microsoft Corp', 'Microsoft']\n",
|
||||
"Found 2 clusters:\n",
|
||||
" Cluster 1: ['Apple Inc.', 'Apple Inc']\n",
|
||||
" Cluster 2: ['Microsoft Corp', 'Microsoft']\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Import specific classes for Clustering\n",
|
||||
"from semantica.deduplication import ClusterBuilder, Cluster, ClusterResult\n",
|
||||
@@ -331,7 +251,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -341,25 +261,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Performed 2 merge operations.\n",
|
||||
"\n",
|
||||
"--- Merged Results ---\n",
|
||||
"Merged 2 entities into: 'Microsoft Corp'\n",
|
||||
" - Final Properties: {'industry': 'Software', 'hq': 'Redmond'}\n",
|
||||
" - Final Relationships: 0\n",
|
||||
"Merged 2 entities into: 'Apple Inc.'\n",
|
||||
" - Final Properties: {'industry': 'Technology', 'hq': 'Cupertino', 'founded': 1976}\n",
|
||||
" - Final Relationships: 1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"merger = EntityMerger()\n",
|
||||
"\n",
|
||||
@@ -394,25 +298,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"1. Detecting duplicates...\n",
|
||||
"2. Merging entities...\n",
|
||||
"\n",
|
||||
"Original Size: 6\n",
|
||||
"Cleaned Size: 4\n",
|
||||
"\n",
|
||||
"Final Entity Names:\n",
|
||||
" - Microsoft Corp\n",
|
||||
" - Apple Inc.\n",
|
||||
" - Apple\n",
|
||||
" - Google LLC\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"def deduplicate_dataset(raw_entities):\n",
|
||||
" print(\"1. Detecting duplicates...\")\n",
|
||||
|
||||
@@ -23,26 +23,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"id": "257bad40",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -q semantica"
|
||||
]
|
||||
@@ -59,31 +43,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"id": "8c845a94",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sentence_transformers\\cross_encoder\\CrossEncoder.py:13: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
|
||||
" from tqdm.autonotebook import tqdm, trange\n",
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n",
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"('inmemory', 384)"
|
||||
]
|
||||
},
|
||||
"execution_count": 2,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import VectorStore\n",
|
||||
"\n",
|
||||
@@ -107,25 +70,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"id": "f4d788b5",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'retention_days': 30,\n",
|
||||
" 'max_memories': 10000,\n",
|
||||
" 'use_graph_expansion': True,\n",
|
||||
" 'max_expansion_hops': 2,\n",
|
||||
" 'hybrid_alpha': 0.5}"
|
||||
]
|
||||
},
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context import AgentContext, ContextGraph\n",
|
||||
"\n",
|
||||
@@ -147,38 +95,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"id": "5d65eb00",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div style='font-family: monospace;'><h4>🧠 Semantica - 📊 Current Progress</h4><table style='width: 100%; border-collapse: collapse;'><tr><th>Status</th><th>Action</th><th>Module</th><th>Submodule</th><th>File</th><th>Time</th></tr><tr><td>✅</td><td>Semantica is processing</td><td>🔗 context</td><td>AgentMemory</td><td>-</td><td>0.01s</td></tr><tr><td>✅</td><td>Semantica is embedding</td><td>💾 embeddings</td><td>TextEmbedder</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is indexing</td><td>📊 vector_store</td><td>VectorStore</td><td>-</td><td>0.00s</td></tr><tr><td>✅</td><td>Semantica is processing</td><td>🔗 context</td><td>ContextRetriever</td><td>-</td><td>0.02s</td></tr><tr><td>✅</td><td>Semantica is processing</td><td>🔗 context</td><td>EntityLinker</td><td>-</td><td>0.00s</td></tr></table></div>"
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.core.display.HTML object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'id': None,\n",
|
||||
" 'content': 'User prefers short answers about Python.',\n",
|
||||
" 'timestamp': '2025-12-18T20:46:17.265703',\n",
|
||||
" 'metadata': {'type': 'preference',\n",
|
||||
" 'conversation_id': 'conv_1',\n",
|
||||
" 'user_id': 'user_1'}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 4,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"memory_id = context.store(\n",
|
||||
" \"User prefers short answers about Python.\",\n",
|
||||
@@ -192,35 +112,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"id": "3c1be718",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"C:\\Users\\Mohd Kaif\\semantica\\semantica\\vector_store\\vector_store.py:480: RuntimeWarning: invalid value encountered in divide\n",
|
||||
" similarities = np.dot(vectors, query_vector) / (vector_norms * query_norm)\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'content': 'User prefers short answers about Python.',\n",
|
||||
" 'score': 1.0,\n",
|
||||
" 'source': 'short_term',\n",
|
||||
" 'metadata': {'type': 'preference',\n",
|
||||
" 'conversation_id': 'conv_1',\n",
|
||||
" 'user_id': 'user_1'},\n",
|
||||
" 'related_entities': []}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 5,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"context.store(\n",
|
||||
" \"User is working on Semantica context module examples.\",\n",
|
||||
@@ -234,21 +129,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"id": "485acf33",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[]"
|
||||
]
|
||||
},
|
||||
"execution_count": 6,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"context.conversation(\"conv_1\", max_items=10)"
|
||||
]
|
||||
@@ -265,21 +149,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"id": "a264ef4d",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"'{\\n \"exported_at\": \"2025-12-18T20:46:27.455602\",\\n \"count\": 2,\\n \"memories\": [\\n {\\n \"memory_id\": \"mem_5c7dba9a7373\",\\n \"content\": \"User prefers short answers about Python.\",\\n \"timestamp\": \"2025-12-18T20:46:17.265703\",\\n \"metadata\": {\\n \"type\": \"preference\",\\n \"convers'"
|
||||
]
|
||||
},
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"export_json = context.export(conversation_id=\"conv_1\", format=\"json\")\n",
|
||||
"export_json[:300]"
|
||||
@@ -287,24 +160,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"id": "b62d1859",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'conversation_id': 'conv_1',\n",
|
||||
" 'message_count': 0,\n",
|
||||
" 'first_message': None,\n",
|
||||
" 'last_message': None}"
|
||||
]
|
||||
},
|
||||
"execution_count": 8,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import tempfile\n",
|
||||
"\n",
|
||||
@@ -327,24 +186,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"execution_count": null,
|
||||
"id": "72930ae7",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'stored_count': 2,\n",
|
||||
" 'memory_ids': ['mem_b467da01b18a', 'mem_e3dbd310355d'],\n",
|
||||
" 'graph_nodes': 0,\n",
|
||||
" 'graph_edges': 0}"
|
||||
]
|
||||
},
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"documents = [\n",
|
||||
" {\n",
|
||||
@@ -415,54 +260,20 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"id": "df2e5fcd",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'node': {'id': 'e_ml',\n",
|
||||
" 'type': 'CONCEPT',\n",
|
||||
" 'properties': {'content': 'Machine Learning',\n",
|
||||
" 'id': 'e_ml',\n",
|
||||
" 'text': 'Machine Learning',\n",
|
||||
" 'type': 'CONCEPT'}},\n",
|
||||
" 'score': 1.0,\n",
|
||||
" 'content': 'Machine Learning'}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 10,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"kg.query(\"machine learning\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"id": "0836feeb",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'id': 'e_ml',\n",
|
||||
" 'type': 'CONCEPT',\n",
|
||||
" 'content': 'Machine Learning',\n",
|
||||
" 'relationship': 'used_for',\n",
|
||||
" 'weight': 0.9,\n",
|
||||
" 'hop': 1}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"kg.get_neighbors(\"e_python\", hops=2)"
|
||||
]
|
||||
@@ -479,22 +290,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"execution_count": null,
|
||||
"id": "24b011c0",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[('e1', 'https://semantica.dev/entity/python#programming_language', 1),\n",
|
||||
" ('e2', 'https://semantica.dev/entity/pytorch#framework', 0)]"
|
||||
]
|
||||
},
|
||||
"execution_count": 12,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context import EntityLinker\n",
|
||||
"\n",
|
||||
@@ -511,22 +310,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": null,
|
||||
"id": "a282de3a",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[EntityLink(source_entity_id='e1', target_entity_id='e_py', link_type='same_as', confidence=1.0, source=None, metadata={'similarity': 1.0}),\n",
|
||||
" EntityLink(source_entity_id='e1', target_entity_id='e2', link_type='related_to', confidence=0.8, source=None, metadata={})]"
|
||||
]
|
||||
},
|
||||
"execution_count": 13,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"linker.link_entities(\"e1\", \"e2\", link_type=\"related_to\", confidence=0.8)\n",
|
||||
"linker.get_entity_links(\"e1\")[:2]"
|
||||
@@ -554,22 +341,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": null,
|
||||
"id": "3791d6c6",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[('Python powers Semantica.', 'short_term', 1.0),\n",
|
||||
" ('Python', 'graph:e_python', 0.5)]"
|
||||
]
|
||||
},
|
||||
"execution_count": 14,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context import AgentMemory, ContextRetriever\n",
|
||||
"\n",
|
||||
@@ -594,21 +369,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": null,
|
||||
"id": "896e7001",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"'7_days'"
|
||||
]
|
||||
},
|
||||
"execution_count": 15,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context.config import context_config\n",
|
||||
"\n",
|
||||
@@ -618,21 +382,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"execution_count": null,
|
||||
"id": "e925a2e0",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'graph': ['entities_relationships', 'conversations', 'hybrid', 'custom_demo']}"
|
||||
]
|
||||
},
|
||||
"execution_count": 16,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context.methods import build_context_graph\n",
|
||||
"from semantica.context.registry import method_registry\n",
|
||||
@@ -650,21 +403,10 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"execution_count": null,
|
||||
"id": "21fa6cb3",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'nodes': [], 'edges': [], 'statistics': {'node_count': 0, 'edge_count': 0}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"build_context_graph(\n",
|
||||
" entities=[{\"id\": \"e1\", \"text\": \"Python\", \"type\": \"PROGRAMMING_LANGUAGE\"}],\n",
|
||||
|
||||
@@ -21,25 +21,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import sys\n",
|
||||
"import os\n",
|
||||
@@ -53,7 +37,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -75,7 +59,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because one or more lines are too long
@@ -57,32 +57,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Note: you may need to restart the kernel to use updated packages.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"%pip install -qU semantica networkx matplotlib plotly pandas faiss-cpu beautifulsoup4 groq sentence-transformers scikit-learn\n"
|
||||
]
|
||||
@@ -96,7 +73,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
@@ -120,23 +97,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Ingesting from 8 feed sources...\n",
|
||||
"🧠 Semantica is ingesting: 429 Client Error: Too Many Requests for url: https://feeds.finance.yahoo.com/rss/2.0/headline ❌📥 (1.0s) | 🧠 Semantica is ingesting: Ingested 10 items |███████████████| 100.0% ✅📥 [2/8] Financial Times: 10 documents\n",
|
||||
"🧠 Semantica is ingesting: Ingested 10 items |███████████████| 100.0% ✅📥 | 🧠 Semantica is ingesting: Ingested 30 items |███████████████| 100.0% ✅📥 [3/8] Bloomberg: 30 documents\n",
|
||||
"🧠 Semantica is ingesting: 403 Client Error: Forbidden for url: https://www.marketwatch.com/404?origin=feeds ❌📥 (3.2s) | 🧠 Semantica is ingesting: Ingested 30 items |███████████████| 100.0% ✅📥 [5/8] Seeking Alpha: 30 documents\n",
|
||||
"🧠 Semantica is ingesting: Ingested 30 items |███████████████| 100.0% ✅📥 | 🧠 Semantica is ingesting: Ingested 10 items |███████████████| 100.0% ✅📥 [6/8] Investing.com: 10 documents\n",
|
||||
"🧠 Semantica is ingesting: 403 Client Error: Forbidden for url: https://www.fnlondon.com/rss ❌📥 (0.5s) | 🧠 Semantica is ingesting: Ingested 20 items |███████████████| 100.0% ✅📥 [8/8] Wall Street Journal: 20 documents\n",
|
||||
"Ingested 100 documents\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.ingest import MCPIngestor, WebIngestor, FeedIngestor, FileIngestor\n",
|
||||
"import os\n",
|
||||
@@ -220,17 +183,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Loaded 6 seed data items for market foundation\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.seed import SeedDataManager\n",
|
||||
"\n",
|
||||
@@ -270,19 +225,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Parsing 100 documents...\n",
|
||||
"🧠 Semantica is parsing: Document file not found: Jonathan Ferro, Lisa Abramowicz and Annmarie Hordern speak daily with leaders and decision makers from Wall Street to Washington and beyond. No other program better positions investors and executives for the trading day. (Source: Bloomberg) ❌🔍 (0.0s) | 🧠 Semantica is parsing: Document file not found: <p>A look at some of the year’s notable trades.<\\p> ❌🔍 (0.0s)ay. (Source: Bloomberg) ❌🔍 (0.0s) Parsed 50/100 documents...\n",
|
||||
"🧠 Semantica is parsing: Document file not found: Maverick Natural Resources has operations in Texas and Oklahoma. ❌🔍 (0.0s) | 🧠 Semantica is parsing: Document file not found: The president has told Bank of America and JPMorgan Chase to stop cutting conservatives off from doing business. ❌🔍 (0.0s) Parsed 100/100 documents...\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.parse import DocumentParser\n",
|
||||
"\n",
|
||||
@@ -314,23 +259,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Normalizing 100 documents...\n",
|
||||
"🧠 Semantica is parsing: Document file not found: The president has told Bank of America and JPMorgan Chase to stop cutting conservatives off from doing business. ❌🔍 (0.0s) | 🧠 Normalizing text 🔄🔧 (0.0s) Normalized 50/100 documents...\n",
|
||||
"🧠 Semantica is parsing: Document file not found: The president has told Bank of America and JPMorgan Chase to stop cutting conservatives off from doing business. ❌🔍 (0.0s) | 🧠 Normalizing text 🔄🔧 (0.0s) Normalized 100/100 documents...\n",
|
||||
"Chunking 100 documents...\n",
|
||||
" Chunked 50/100 documents (50 chunks so far)\n",
|
||||
" Chunked 100/100 documents (100 chunks so far)\n",
|
||||
"Created 100 chunks from 100 documents\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.normalize import TextNormalizer\n",
|
||||
"from semantica.split import TextSplitter\n",
|
||||
@@ -380,23 +311,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Extracting entities from 100 chunks...\n",
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracted 4 entities using ml |███████████████| 100.0% ✅🎯 Processed 20/100 chunks (56 entities found)\n",
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracted 5 entities using ml |███████████████| 100.0% ✅🎯� Processed 40/100 chunks (160 entities found)\n",
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 Processed 60/100 chunks (182 entities found)\n",
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracted 1 entities using ml |███████████████| 100.0% ✅🎯 Processed 80/100 chunks (215 entities found)\n",
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 Processed 100/100 chunks (264 entities found)\n",
|
||||
"Extracted 66 companies/organizations, 59 markets/locations, 8 prices, 24 metrics\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import NERExtractor\n",
|
||||
"\n",
|
||||
@@ -436,23 +353,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Extracting relationships from 100 chunks...\n",
|
||||
"🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 | 🧠 Semantica is extracting: Extracted 4 relations using dependency |███████████████| 100.0% ✅🎯 Processed 20/100 chunks (49 relationships found)\n",
|
||||
"🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 | 🧠 Semantica is extracting: Extracted 1 relations using dependency |███████████████| 100.0% ✅🎯 Processed 40/100 chunks (111 relationships found)\n",
|
||||
"🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 | 🧠 Semantica is extracting: Extracted 0 relations |███████████████| 100.0% ✅🎯█████| 100.0% ✅🎯 Processed 60/100 chunks (121 relationships found)\n",
|
||||
"🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 | 🧠 Semantica is extracting: Extracted 0 relations |███████████████| 100.0% ✅🎯█████| 100.0% ✅🎯 Processed 80/100 chunks (135 relationships found)\n",
|
||||
"🧠 Semantica is extracting: Extracted 2 entities using ml |███████████████| 100.0% ✅🎯 | 🧠 Semantica is extracting: Extracted 3 relations using dependency |███████████████| 100.0% ✅🎯 Processed 100/100 chunks (175 relationships found)\n",
|
||||
"Extracted 175 relationships\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.semantic_extract import RelationExtractor\n",
|
||||
"\n",
|
||||
@@ -500,19 +403,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Detecting temporal conflicts in 264 entities...\n",
|
||||
"🧠 Semantica is extracting: Extracted 3 relations using dependency |███████████████| 100.0% ✅🎯 | 🧠 Semantica is resolving: Detected 0 temporal conflicts |███████████████| 100.0% [165/193] ✅⚠️ (223.9/s)████████░░░| 85.5% [165/193] 🔄⚠️ (ETA: 0.1s | 225.1/s)Detected 0 temporal conflicts\n",
|
||||
"No conflicts detected\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.conflicts import ConflictDetector, ConflictResolver\n",
|
||||
"\n",
|
||||
@@ -551,20 +444,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Converting 264 entities to dictionaries...\n",
|
||||
"Resolving duplicates in 264 entities...\n",
|
||||
"🧠 Semantica is deduplicating: Merging groups... 1/1 (remaining: 0) |███████████████| 100.0% [1/1] 🔄🔄 (16.4/s) | 🧠 Semantica is deduplicating: Building merged entity... (4/4, remaining: 0 steps) |███████████████| 100.0% [4/4] 🔄🔄 (258.3/s) 🔄🔄 (ETA: 0.0s | 374.6/s)333.9/s)Converting 36 resolved entities back to Entity objects...\n",
|
||||
"Deduplicated 264 entities to 36 unique entities\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import EntityResolver\n",
|
||||
"from semantica.semantic_extract import Entity\n",
|
||||
@@ -605,27 +487,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Building knowledge graph...\n",
|
||||
"🧠 Semantica is deduplicating: Building merged entity... (4/4, remaining: 0 steps) |███████████████| 100.0% [4/4] 🔄🔄 (258.3/s) | 🧠 Semantica is building: Processing relationships... 175/175 |███████████████| 100.0% [175/175] 🔄🧠 (27889.8/s) 15937.0/s)Building graph structure...\n",
|
||||
"✅ Graph structure built (0.00s)\n",
|
||||
"🧠 Semantica is deduplicating: Building merged entity... (4/4, remaining: 0 steps) |███████████████| 100.0% [4/4] 🔄🔄 (258.3/s) | 🧠 Semantica is building: Processing relationships... 175/175 |███████████████| 100.0% [175/175] 🔄🧠 (27889.8/s)\n",
|
||||
"============================================================\n",
|
||||
"✅ Knowledge Graph Build Complete\n",
|
||||
" Entities: 36\n",
|
||||
" Relationships: 175\n",
|
||||
" Total time: 0.86s\n",
|
||||
"============================================================\n",
|
||||
"Graph: 36 entities, 175 relationships\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import GraphBuilder\n",
|
||||
"\n",
|
||||
@@ -653,25 +517,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 19,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Generating embeddings for 66 companies and 59 markets...\n",
|
||||
"Generated 66 company embeddings and 59 market embeddings\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.embeddings import EmbeddingGenerator\n",
|
||||
"\n",
|
||||
@@ -699,25 +547,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"fastembed not available. Install with: pip install fastembed. Using fallback embedding method.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Storing 66 company vectors and 59 market vectors...\n",
|
||||
"🧠 Semantica is building: Processing relationships... 175/175 |███████████████| 100.0% [175/175] 🔄🧠 (27889.8/s) | 🧠 Semantica is indexing: Storing 66 vectors 🔄📊 (0.0s)Stored 66 company vectors and 59 market vectors\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.vector_store import VectorStore\n",
|
||||
"\n",
|
||||
@@ -746,21 +578,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 22,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"🧠 Semantica is indexing: Storing 66 vectors 🔄📊 (0.0s) | 🧠 Semantica is building: Calculating degree centrality 🔄🧠 (0.0s)Graph analytics:\n",
|
||||
" - Graph density: 0.000\n",
|
||||
" - Central nodes (degree): 4\n",
|
||||
" - Total entities: 36\n",
|
||||
" - Total relationships: 175\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.kg import GraphAnalyzer, CentralityCalculator\n",
|
||||
"\n",
|
||||
@@ -806,75 +626,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 24,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"================================================================================\n",
|
||||
"GraphRAG Query: What technology companies are in the market and what are their key relationships?\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"🧠 Semantica is embedding: Generated embedding (dim: 128) |███████████████| 100.0% ✅💾 | 🧠 Semantica is processing: Ranking results... 🔄🔗 (0.0s)technology companies are in the market?... 🔄🔗 (0.0s)🔄🔗 (0.0s)s)ket?... 🔄🔗 (0.0s)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Embedding generation failed: Text cannot be empty or whitespace-only\n",
|
||||
"Using random fallback embedding\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"================================================================================\n",
|
||||
"Generated Answer (with Multi-hop Reasoning):\n",
|
||||
"================================================================================\n",
|
||||
"Based on the retrieved context and reasoning paths, I can identify some technology companies and their key relationships. However, the context provided does not directly mention specific technology companies. \n",
|
||||
"\n",
|
||||
"One entity that is mentioned as a GPE (Geopolitical Entity) is Russia, which is related to the year through the reasoning path \"Russia --[be]--> the year\" (Path 1). This connection suggests that Russia is associated with a specific year, but the year is not explicitly stated.\n",
|
||||
"\n",
|
||||
"Another entity mentioned is Ukraine, which is also a GPE. It is related to the year through the reasoning path \"Ukraine --[be]--> the year\" (Path 1), similar to Russia. \n",
|
||||
"\n",
|
||||
"The only technology company mentioned in the context is Nvidia, but it is not related to any other entities or relationships in the context.\n",
|
||||
"\n",
|
||||
"To answer the question, I would say that there are limited technology companies mentioned in the context, and their relationships are not explicitly stated. However, based on the reasoning paths, we can infer that Russia and Ukraine are associated with a specific year.\n",
|
||||
"\n",
|
||||
"Key relationships:\n",
|
||||
"\n",
|
||||
"- Russia and Ukraine are associated with a specific year.\n",
|
||||
"- The year is related to Russia and Ukraine through the reasoning path \"Russia --[be]--> the year\" (Path 1) and \"Ukraine --[be]--> the year\" (Path 1).\n",
|
||||
"\n",
|
||||
"Note: The context does not provide sufficient information to identify specific technology companies and their relationships.\n",
|
||||
"\n",
|
||||
"================================================================================\n",
|
||||
"\n",
|
||||
"Reasoning Details:\n",
|
||||
"- Confidence: 0.636\n",
|
||||
"- Sources: 15\n",
|
||||
"- Reasoning Paths: 49\n",
|
||||
"- Total entities in graph: 36\n",
|
||||
"- Total relationships in graph: 175\n",
|
||||
"\n",
|
||||
"Top Sources:\n",
|
||||
" 1. Score: 0.736\n",
|
||||
" the final days of the year is a DATE. is outstriped by Warren Buffett. is rallyed by Masayoshi Son’s. say Russia (GPE). buy Donald Trump’s (PERSON), New York City (GPE). is selled by Jonathan Ferro....\n",
|
||||
" 2. Score: 0.728\n",
|
||||
" 2026 is a DATE. is looked by Bloomberg’s Skylar Montgomery Koning....\n",
|
||||
" 3. Score: 0.651\n",
|
||||
" the year is a DATE. is beed by Russia (GPE). sell the Christmas holiday, Ukraine (GPE), Pinnacle Group and 1 more. rally the Christmas holiday, Ukraine (GPE)....\n",
|
||||
" 4. Score: 0.597\n",
|
||||
" Ukraine is a GPE. position the trading day. is selled by the year (DATE). is broadened by Joe Weisenthal. is rallyed by the year (DATE)....\n",
|
||||
" 5. Score: 0.591\n",
|
||||
" Nvidia is a GPE....\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.context import AgentContext\n",
|
||||
"from semantica.llms import Groq\n",
|
||||
@@ -937,17 +691,9 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 25,
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"🧠 Semantica is processing: Ranking results... 🔄🔗 (0.0s) | 🧠 Semantica is exporting: Exporting graph to json: financial_data_kg.json 🔄💾 (0.0s)Exported financial knowledge graph to JSON, GraphML, and CSV formats\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from semantica.export import GraphExporter\n",
|
||||
"\n",
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -34,23 +34,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
|
||||
"WARNING: Ignoring invalid distribution ~ython-socketio (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!pip install -qU semantica docling pdfplumber groq\n"
|
||||
]
|
||||
@@ -59,15 +43,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"✓ Groq LLM initialized: llama-3.1-8b-instant\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Initialize Groq LLM provider\n",
|
||||
"from semantica.llms import Groq\n",
|
||||
@@ -108,20 +84,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"ename": "ImportError",
|
||||
"evalue": "DoclingParser requires the 'docling' package to be installed.\n\nImport error: [WinError 1114] A dynamic link library (DLL) initialization routine failed. Error loading \"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torch\\lib\\c10.dll\" or one of its dependencies.\n\nInstall it with: pip install docling",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)",
|
||||
"Cell \u001b[1;32mIn[3], line 7\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msemantica\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mparse\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m DoclingParser\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Initialize DoclingParser with default settings\u001b[39;00m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;66;03m# Optional: configure with export_format=\"html\" or enable_ocr=True if needed\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mDoclingParser\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 9\u001b[0m \u001b[38;5;66;03m# PDF URLs for MDA Space Q3 2025 earnings documents\u001b[39;00m\n\u001b[0;32m 10\u001b[0m press_release_url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://filecache.investorroom.com/mr5ircnw_mda/677/MDA_Space_Ltd_Q3_2025_Press_Release_Nov_14_2025_FINAL.pdf\u001b[39m\u001b[38;5;124m\"\u001b[39m\n",
|
||||
"File \u001b[1;32m~\\semantica\\semantica\\parse\\__init__.py:198\u001b[0m, in \u001b[0;36mDoclingParser.__init__\u001b[1;34m(self, **config)\u001b[0m\n\u001b[0;32m 196\u001b[0m error_msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mImport error: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mimport_error_msg\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 197\u001b[0m error_msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mInstall it with: pip install docling\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m--> 198\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m(error_msg)\n",
|
||||
"\u001b[1;31mImportError\u001b[0m: DoclingParser requires the 'docling' package to be installed.\n\nImport error: [WinError 1114] A dynamic link library (DLL) initialization routine failed. Error loading \"c:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\torch\\lib\\c10.dll\" or one of its dependencies.\n\nInstall it with: pip install docling"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import requests\n",
|
||||
"from pathlib import Path\n",
|
||||
@@ -187,15 +150,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"🧠 Semantica is parsing: Docling: mda_space_q3_2025_press_release.pdf 🔄🔍 (0.0s) | 🧠 Normalizing text 🔄🔧 (0.0s) ✓ Text normalized: 0 characters\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Step 2: Normalize full document text (run ONCE)\n",
|
||||
"from semantica.normalize import TextNormalizer\n",
|
||||
@@ -264,15 +219,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"✓ Entities extracted: 0\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Step 4: Extract entities from ALL chunks using NERExtractor (Groq)\n",
|
||||
"\n",
|
||||
@@ -336,16 +283,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"✓ Financial entities: 0\n",
|
||||
" Financial metrics: 0\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Step 5: Extract financial metrics from ALL chunks (explicit + safe)\n",
|
||||
"\n",
|
||||
@@ -416,15 +354,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"✓ Relationships extracted: 0\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Step 6: Extract relationships from all chunks (minimal handling)\n",
|
||||
"\n",
|
||||
@@ -485,33 +415,7 @@
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"🧠 Normalizing text 🔄🔧 (0.0s) | 🧠 Semantica is extracting: Extracting triplets using llm... (1/1, remaining: 0 methods) |███████████████| 100.0% [1/1] 🔄🎯 (61.7/s)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Method llm failed: groq provider not available\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"ename": "TypeError",
|
||||
"evalue": "'bool' object is not callable",
|
||||
"output_type": "error",
|
||||
"traceback": [
|
||||
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
|
||||
"\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
|
||||
"Cell \u001b[1;32mIn[8], line 18\u001b[0m\n\u001b[0;32m 4\u001b[0m triplet_extractor \u001b[38;5;241m=\u001b[39m TripletExtractor(\n\u001b[0;32m 5\u001b[0m method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mllm\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 6\u001b[0m include_temporal\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m 7\u001b[0m include_provenance\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m 8\u001b[0m )\n\u001b[0;32m 10\u001b[0m triplets \u001b[38;5;241m=\u001b[39m triplet_extractor\u001b[38;5;241m.\u001b[39mextract_triplets(\n\u001b[0;32m 11\u001b[0m normalized_text,\n\u001b[0;32m 12\u001b[0m entities\u001b[38;5;241m=\u001b[39mentities,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 15\u001b[0m llm_model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mllama-3.1-8b-instant\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 16\u001b[0m )\n\u001b[1;32m---> 18\u001b[0m validated_triplets \u001b[38;5;241m=\u001b[39m \u001b[43mtriplet_extractor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalidate_triplets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtriplets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 20\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m✓ RDF triplets extracted: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(triplets)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 21\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m triplets:\n",
|
||||
"\u001b[1;31mTypeError\u001b[0m: 'bool' object is not callable"
|
||||
]
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Step 7: Extract RDF triplets from all chunks (minimal handling)\n",
|
||||
"\n",
|
||||
@@ -1186,11 +1090,11 @@
|
||||
"analysis_summary = {\n",
|
||||
" \"financial_metrics\": financial_metrics,\n",
|
||||
" \"extraction_stats\": {\n",
|
||||
1189→ " \"entities\": len(all_entities),\n",
|
||||
1190→ " \"relationships\": len(relationships),\n",
|
||||
1191→ " \"triplets\": len(triplets),\n",
|
||||
1192→ " \"provider\": f\"Groq LLM (semantica.llms module) - {groq_llm.model}\"\n",
|
||||
1193→ " },\n",
|
||||
" \"entities\": len(all_entities),\n",
|
||||
" \"relationships\": len(relationships),\n",
|
||||
" \"triplets\": len(triplets),\n",
|
||||
" \"provider\": f\"Groq LLM (semantica.llms module) - {groq_llm.model}\"\n",
|
||||
" },\n",
|
||||
" \"conflict_resolution\": {\n",
|
||||
" \"conflicts_detected\": len(value_conflicts) + len(relationship_conflicts),\n",
|
||||
" \"conflicts_resolved\": len(resolved_conflicts),\n",
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
+27
-2802
File diff suppressed because it is too large
Load Diff
File diff suppressed because one or more lines are too long
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user