mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
Merge branch 'main' of https://github.com/Hawksight-AI/semantica
This commit is contained in:
KaifAhmad1
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Advanced Triplet Store Guide\n",
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"\n",
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"This guide explores the advanced capabilities of the Semantica Triplet Store module, focusing on RDF data management, SPARQL querying, and multi-backend support (Blazegraph, Jena, RDF4J).\n",
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"\n",
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"## Key Features\n",
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"- Unified interface for Blazegraph, Jena, and RDF4J\n",
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"- Bulk loading with progress tracking\n",
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"- SPARQL query execution and optimization\n",
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"- Transaction support (backend-dependent)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from semantica.triplet_store import TripletStore\n",
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"from semantica.semantic_extract.triplet_extractor import Triplet"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. Initialization\n",
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"\n",
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"Initialize the Triplet Store with your preferred backend."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Initialize Blazegraph store\n",
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"store = TripletStore(\n",
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" backend=\"blazegraph\",\n",
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" endpoint=\"http://localhost:9999/blazegraph\"\n",
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")\n",
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"\n",
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"# Or Jena\n",
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"# store = TripletStore(backend=\"jena\", endpoint=\"http://localhost:3030/ds\")\n",
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"\n",
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"# Or RDF4J\n",
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"# store = TripletStore(backend=\"rdf4j\", endpoint=\"http://localhost:8080/rdf4j-server/repositories/myrepo\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 2. Adding Triplets\n",
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"\n",
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"Add individual triplets or batch load them."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Single triplet\n",
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"triplet = Triplet(\n",
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" subject=\"http://example.org/Alice\",\n",
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" predicate=\"http://xmlns.com/foaf/0.1/knows\",\n",
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" object=\"http://example.org/Bob\"\n",
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")\n",
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"\n",
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"store.add_triplet(triplet)\n",
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"\n",
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"# Bulk load\n",
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"triplets = [\n",
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" Triplet(\n",
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" subject=\"http://example.org/Bob\",\n",
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" predicate=\"http://xmlns.com/foaf/0.1/knows\",\n",
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" object=\"http://example.org/Charlie\"\n",
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" ),\n",
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" Triplet(\n",
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" subject=\"http://example.org/Charlie\",\n",
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" predicate=\"http://xmlns.com/foaf/0.1/knows\",\n",
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" object=\"http://example.org/Alice\"\n",
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" )\n",
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"]\n",
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"\n",
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"result = store.add_triplets(triplets, batch_size=100)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 3. SPARQL Querying\n",
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"\n",
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"Execute SPARQL queries to retrieve data."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"query = \"\"\"\n",
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"SELECT ?s ?p ?o\n",
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"WHERE {\n",
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" ?s ?p ?o\n",
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"}\n",
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"LIMIT 10\n",
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"\"\"\"\n",
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"\n",
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"results = store.execute_query(query)\n",
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"for result in results.get(\"results\", {}).get(\"bindings\", []):\n",
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" print(result)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 4. Deleting and Updating\n",
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"\n",
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"Manage triplet lifecycle."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"store.delete_triplet(triplet)\n",
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"\n",
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"# Update is delete + add\n",
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"new_triplet = Triplet(\n",
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" subject=\"http://example.org/Alice\",\n",
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" predicate=\"http://xmlns.com/foaf/0.1/knows\",\n",
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" object=\"http://example.org/David\"\n",
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")\n",
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"store.update_triplet(triplet, new_triplet)"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.5"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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"execution_count": 8,
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"text": [
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"WARNING: Ignoring invalid distribution ~gno (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
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"WARNING: Ignoring invalid distribution ~lotly (C:\\Users\\Mohd Kaif\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages)\n",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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||||
"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",
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"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",
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||||
"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",
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"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",
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||||
"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",
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"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",
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"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",
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"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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"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",
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"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",
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"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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||||
"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",
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"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",
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||||
"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",
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"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",
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||||
"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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||||
"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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||||
"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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",
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"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"!pip install semantica\n"
|
||||
]
|
||||
@@ -42,9 +330,25 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from semantica.embeddings import TextEmbedder\n",
|
||||
"\n",
|
||||
@@ -75,9 +379,37 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 10,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from semantica.vector_store import FAISSStore\n",
|
||||
"import numpy as np\n",
|
||||
@@ -90,14 +422,14 @@
|
||||
"\n",
|
||||
"# HNSW Index - Best for most cases\n",
|
||||
"index = adapter.create_index(index_type=\"hnsw\", metric=\"L2\", m=16)\n",
|
||||
"adapter.add_vectors(index, vectors, ids=[f\"doc_{i}\" for i in range(len(vectors))])\n",
|
||||
"adapter.add_vectors(vectors, ids=[f\"doc_{i}\" for i in range(len(vectors))])\n",
|
||||
"\n",
|
||||
"# Search for similar vectors\n",
|
||||
"distances, indices = adapter.search(index, query, k=5)\n",
|
||||
"results = adapter.search_similar(query, k=5)\n",
|
||||
"\n",
|
||||
"print(\"Found 5 most similar documents:\")\n",
|
||||
"for i, (dist, idx) in enumerate(zip(distances, indices), 1):\n",
|
||||
" print(f\" {i}. Document {idx} (distance: {dist:.3f})\")"
|
||||
"for i, result in enumerate(results, 1):\n",
|
||||
" print(f\" {i}. Document {result['id']} (distance: {result['distance']:.3f})\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -117,9 +449,29 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from semantica.vector_store import HybridSearch, MetadataFilter\n",
|
||||
"import numpy as np\n",
|
||||
@@ -177,9 +529,25 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 12,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from semantica.vector_store import SearchRanker\n",
|
||||
"\n",
|
||||
@@ -237,9 +605,21 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"execution_count": 13,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"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"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"from semantica.vector_store import NamespaceManager\n",
|
||||
"\n",
|
||||
|
||||
@@ -0,0 +1,21 @@
|
||||
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
|
||||
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
|
||||
@prefix owl: <http://www.w3.org/2002/07/owl#> .
|
||||
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
|
||||
@prefix ont: <https://semantica.dev/ontology/> .
|
||||
|
||||
<https://semantica.dev/ontology/> a owl:Ontology ;
|
||||
rdfs:label "QuantumOntologyNLP" ;
|
||||
owl:versionInfo "1.0" .
|
||||
|
||||
<> a owl:Class ;
|
||||
rdfs:label "Org" .
|
||||
rdfs:comment "Class representing org entities" .
|
||||
|
||||
<> a owl:Class ;
|
||||
rdfs:label "Person" .
|
||||
rdfs:comment "Class representing person entities" .
|
||||
|
||||
<> a owl:Class ;
|
||||
rdfs:label "Gpe" .
|
||||
rdfs:comment "Class representing gpe entities" .
|
||||
Reference in New Issue
Block a user