diff --git a/.gitignore b/.gitignore index 83d66bd38..86c59647e 100644 --- a/.gitignore +++ b/.gitignore @@ -163,8 +163,8 @@ cython_debug/ #.idea/ .vscode/ -database/data/ cognee/data/ cognee/cache/ -# .DS_Store +# Default cognee system directory, used in development +.cognee_system/ diff --git a/.test_data/062c22df-d99b-599f-90cd-2d325c8bcf69.txt b/.test_data/062c22df-d99b-599f-90cd-2d325c8bcf69.txt deleted file mode 100644 index a80bf8869..000000000 --- a/.test_data/062c22df-d99b-599f-90cd-2d325c8bcf69.txt +++ /dev/null @@ -1,6 +0,0 @@ -A quantum computer is a computer that takes advantage of quantum mechanical phenomena. -At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states. -Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling)[2] than any modern "classical" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible. -The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two "basis" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly. -Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate. -In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited. diff --git a/.test_data/Natural language processing.txt b/.test_data/Natural language processing.txt new file mode 100644 index 000000000..a6fad3b47 --- /dev/null +++ b/.test_data/Natural language processing.txt @@ -0,0 +1,2 @@ +Natural language processing (NLP) is an interdisciplinary subfield of computer science and information retrieval. It is primarily concerned with giving computers the ability to support and manipulate human language. It involves processing natural language datasets, such as text corpora or speech corpora, using either rule-based or probabilistic (i.e. statistical and, most recently, neural network-based) machine learning approaches. The goal is a computer capable of "understanding"[citation needed] the contents of documents, including the contextual nuances of the language within them. To this end, natural language processing often borrows ideas from theoretical linguistics. The technology can then accurately extract information and insights contained in the documents as well as categorize and organize the documents themselves. +Challenges in natural language processing frequently involve speech recognition, natural-language understanding, and natural-language generation. diff --git a/README.md b/README.md index a996edb96..7eac675c2 100644 --- a/README.md +++ b/README.md @@ -28,69 +28,12 @@ Make data processing for LLMs easy

-[//]: # (

) - -[//]: # ( Share cognee Repository) - -[//]: # (

) - -[//]: # (

) - -[//]: # ( ) - -[//]: # ( Follow Cognee) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( Share on Telegram) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( Share on Reddit) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( ) - -[//]: # ( Buy Me A Coffee) - -[//]: # ( ) - -[//]: # (

) - -[//]: # () -[//]: # (
) - -[//]: # () -[//]: # ([Star us on Github!](https://www.github.com/topoteretes/cognee)) - -[//]: # () -[//]: # (Cognee runs in iterations, from POC towards production-ready code.) - ## 🚀 It's alive -

-Try it yourself on Whatsapp with one of our partners by typing `/save {content you want to save}` followed by `/query {knowledge you saved previously}` -For more info here are the docs +

+Try it yourself on Whatsapp with one of our partners by typing `/save {content you want to save}` followed by `/query {knowledge you saved previously}` +For more info here are the docs

@@ -110,59 +53,122 @@ poetry add "cognee[weaviate]" ## 💻 Usage -Check out our demo notebook [here](https://github.com/topoteretes/cognee/blob/main/notebooks/cognee%20-%20Get%20Started.ipynb) +### Setup +Create `.env` file in your project in order to store environment variables such as API keys. -- Set OpenAI API Key as an environment variable +Note: Don't push `.env` file to git repo as it will expose those keys to others. + +If cognee is installed with Weaviate as a vector database provider, add Weaviate environment variables. ``` -import os - -# Setting an environment variable -os.environ['OPENAI_API_KEY'] = '' - - +WEAVIATE_URL = {YOUR_WEAVIATE_URL} +WEAVIATE_API_KEY = {YOUR_WEAVIATE_API_KEY} ``` +Otherwise if cognee is installed with a default (Qdrant) vector database provider, add Qdrant environment variables. +``` +QDRANT_URL = {YOUR_QDRANT_URL} +QDRANT_API_KEY = {YOUR_QDRANT_API_KEY} +``` -- Add a new piece of information to storage +Add OpenAI API Key environment variable +``` +OPENAI_API_KEY = {YOUR_OPENAI_API_KEY} +``` + +Cognee stores data and system files inside the library directory, which is lost if the library folder is removed. +You can change the directories where cognee will store data and system files by calling config functions. ``` import cognee -cognee.add(absolute_data_path, dataset_name) + +cognee.config.system_root_directory(absolute_path_to_directory) + +cognee.config.data_root_directory(absolute_path_to_directory) ``` -- Use LLMs and cognee to create graphs - +### Run + +Add a new piece of information to storage +``` +import cognee + +cognee.add("some_text", dataset_name) + +cognee.add([ + "some_text_1", + "some_text_2", + "some_text_3", + ... +]) +``` +Or +``` +cognee.add("file://{absolute_path_to_file}", dataset_name) + +cognee.add( + [ + "file://{absolute_path_to_file_1}", + "file://{absolute_path_to_file_2}", + "file://{absolute_path_to_file_3}", + ... + ], + dataset_name +) +``` +Or +``` +cognee.add("data://{absolute_path_to_directory}", dataset_name) + +# This is useful if you have a directory with files organized in subdirectories. +# You can target which directory to add by providing dataset_name. +# Example: +# root +# / \ +# reports bills +# / \ +# 2024 2023 +# +# cognee.add("data://{absolute_path_to_root}", "reports.2024") +# This will add just directory 2024 under reports. +``` + +Use LLMs and cognee to create graphs ``` cognee.cognify(dataset_name) ``` -- Render the graph after adding your Graphistry credentials to .env +Render the graph with our util function ``` -graph_url = await render_graph(graph, graph_type = "networkx") +from cognee.utils import render_graph + +graph_url = await render_graph(graph) + print(graph_url) ``` -- Query the graph for a piece of information - +Query the graph for a piece of information ``` query_params = { SearchType.SIMILARITY: {'query': 'your search query here'} } -cognee.search(graph, query_params) -``` +search_results = cognee.search(graph, query_params) + +print(search_results) +``` ## Demo - -[](https://youtu.be/-ARUfIzhzC4 "Learn about cognee: 55") - +Check out our demo notebook [here](https://github.com/topoteretes/cognee/blob/main/notebooks/cognee%20-%20Get%20Started.ipynb) ## Architecture +[](https://youtu.be/-ARUfIzhzC4 "Learn about cognee: 55") + + ### How Cognee Enhances Your Contextual Memory Our framework for the OpenAI, Graph (Neo4j) and Vector (Weaviate) databases introduces three key enhancements: diff --git a/cognee/__init__.py b/cognee/__init__.py index 5aa772537..081b3d7f0 100644 --- a/cognee/__init__.py +++ b/cognee/__init__.py @@ -1,5 +1,6 @@ from .api.v1.config.config import config from .api.v1.add.add import add from .api.v1.cognify.cognify import cognify -from .api.v1.list_datasets.list_datasets import list_datasets +from .api.v1.datasets.datasets import datasets from .api.v1.search.search import search, SearchType +from .api.v1.prune import prune diff --git a/cognee/api/v1/add/add.py b/cognee/api/v1/add/add.py index b71a47b06..c9cf24ebf 100644 --- a/cognee/api/v1/add/add.py +++ b/cognee/api/v1/add/add.py @@ -1,13 +1,13 @@ from typing import List, Union -from os import path, listdir +from os import path import asyncio import dlt import duckdb -from cognee.root_dir import get_absolute_path import cognee.modules.ingestion as ingestion from cognee.infrastructure import infrastructure_config from cognee.infrastructure.files import get_file_metadata from cognee.infrastructure.files.storage import LocalStorage +from cognee.modules.discovery import discover_directory_datasets async def add(data_path: Union[str, List[str]], dataset_name: str = None): if isinstance(data_path, str): @@ -21,15 +21,32 @@ async def add(data_path: Union[str, List[str]], dataset_name: str = None): else: return await add_text(data_path, dataset_name) - # data_path is a list of file paths - return await add_files(data_path, dataset_name) + # data_path is a list of file paths or texts + file_paths = [] + texts = [] + + for file_path in data_path: + if file_path.startswith("/") or file_path.startswith("file://"): + file_paths.append(file_path) + else: + texts.append(file_path) + + awaitables = [] + + if len(file_paths) > 0: + awaitables.append(add_files(file_paths, dataset_name)) + + if len(texts) > 0: + for text in texts: + awaitables.append(add_text(text, dataset_name)) + + return await asyncio.gather(*awaitables) async def add_files(file_paths: List[str], dataset_name: str): - data_directory_path = infrastructure_config.get_config()["data_path"] - db_path = get_absolute_path("./data/cognee") - db_location = f"{db_path}/cognee.duckdb" + infra_config = infrastructure_config.get_config() + data_directory_path = infra_config["data_root_directory"] - LocalStorage.ensure_directory_exists(db_path) + LocalStorage.ensure_directory_exists(infra_config["database_directory_path"]) processed_file_paths = [] @@ -38,14 +55,17 @@ async def add_files(file_paths: List[str], dataset_name: str): if data_directory_path not in file_path: file_name = file_path.split("/")[-1] - dataset_file_path = data_directory_path + "/" + dataset_name.replace('.', "/") + "/" + file_name + file_directory_path = data_directory_path + "/" + (dataset_name.replace('.', "/") + "/" if dataset_name != "root" else "") + dataset_file_path = path.join(file_directory_path, file_name) + + LocalStorage.ensure_directory_exists(file_directory_path) LocalStorage.copy_file(file_path, dataset_file_path) processed_file_paths.append(dataset_file_path) else: processed_file_paths.append(file_path) - db = duckdb.connect(db_location) + db = duckdb.connect(infra_config["database_path"]) destination = dlt.destinations.duckdb( credentials = db, @@ -84,29 +104,8 @@ async def add_files(file_paths: List[str], dataset_name: str): return run_info -def extract_datasets_from_data(root_dir_path: str, parent_dir: str = "root"): - datasets = {} - - root_dir_path = root_dir_path.replace("file://", "") - - for file_or_dir in listdir(root_dir_path): - if path.isdir(path.join(root_dir_path, file_or_dir)): - dataset_name = file_or_dir if parent_dir == "root" else parent_dir + "." + file_or_dir - - nested_datasets = extract_datasets_from_data("file://" + path.join(root_dir_path, file_or_dir), dataset_name) - - for dataset in nested_datasets.keys(): - datasets[dataset] = nested_datasets[dataset] - else: - if parent_dir not in datasets: - datasets[parent_dir] = [] - - datasets[parent_dir].append(path.join(root_dir_path, file_or_dir)) - - return datasets - async def add_data_directory(data_path: str, dataset_name: str = None): - datasets = extract_datasets_from_data(data_path) + datasets = discover_directory_datasets(data_path) results = [] @@ -117,7 +116,7 @@ async def add_data_directory(data_path: str, dataset_name: str = None): return await asyncio.gather(*results) async def add_text(text: str, dataset_name: str): - data_directory_path = infrastructure_config.get_config()["data_path"] + data_directory_path = infrastructure_config.get_config()["data_root_directory"] classified_data = ingestion.classify(text) data_id = ingestion.identify(classified_data) diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py index c4d5786cd..ae2a11361 100644 --- a/cognee/api/v1/cognify/cognify.py +++ b/cognee/api/v1/cognify/cognify.py @@ -22,7 +22,6 @@ from cognee.shared.data_models import DefaultContentPrediction, KnowledgeGraph, SummarizedContent, LabeledContent from cognee.infrastructure.databases.graph.get_graph_client import get_graph_client from cognee.shared.data_models import GraphDBType -from cognee.infrastructure.databases.relational import DuckDBAdapter from cognee.modules.cognify.graph.add_document_node import add_document_node from cognee.modules.cognify.graph.initialize_graph import initialize_graph from cognee.infrastructure.files.utils.guess_file_type import guess_file_type @@ -39,10 +38,10 @@ USER_ID = "default_user" async def cognify(datasets: Union[str, List[str]] = None, graph_data_model: object = None): """This function is responsible for the cognitive processing of the content.""" - db = DuckDBAdapter() + db_engine = infrastructure_config.get_config()["database_engine"] if datasets is None or len(datasets) == 0: - datasets = db.get_datasets() + datasets = db_engine.get_datasets() awaitables = [] @@ -55,14 +54,14 @@ async def cognify(datasets: Union[str, List[str]] = None, graph_data_model: obje return graphs[0] # datasets is a dataset name string - added_datasets = db.get_datasets() + added_datasets = db_engine.get_datasets() files_metadata = [] dataset_name = datasets.replace(".", "_").replace(" ", "_") for added_dataset in added_datasets: if dataset_name in added_dataset: - files_metadata.extend(db.get_files_metadata(added_dataset)) + files_metadata.extend(db_engine.get_files_metadata(added_dataset)) awaitables = [] @@ -168,10 +167,10 @@ async def process_text(input_text: str, file_metadata: dict): unique_layers = nodes_by_layer.keys() try: - db_engine = infrastructure_config.get_config()["vector_engine"] + vector_engine = infrastructure_config.get_config()["vector_engine"] for layer in unique_layers: - await db_engine.create_collection(layer) + await vector_engine.create_collection(layer) except Exception as e: print(e) @@ -198,7 +197,7 @@ if __name__ == "__main__": async def main(): graph = await cognify(datasets=['izmene']) from cognee.utils import render_graph - graph_url = await render_graph(graph, graph_type="networkx") + graph_url = await render_graph(graph) print(graph_url) diff --git a/cognee/api/v1/config/config.py b/cognee/api/v1/config/config.py index 333257687..527321c6f 100644 --- a/cognee/api/v1/config/config.py +++ b/cognee/api/v1/config/config.py @@ -1,9 +1,14 @@ -from typing import Optional from cognee.infrastructure import infrastructure_config class config(): @staticmethod - def data_path(data_path: Optional[str] = None) -> str: + def system_root_directory(system_root_directory: str): infrastructure_config.set_config({ - "data_path": data_path + "system_root_directory": system_root_directory + }) + + @staticmethod + def data_root_directory(data_root_directory: str): + infrastructure_config.set_config({ + "data_root_directory": data_root_directory }) diff --git a/cognee/api/v1/datasets/datasets.py b/cognee/api/v1/datasets/datasets.py new file mode 100644 index 000000000..392b87ca1 --- /dev/null +++ b/cognee/api/v1/datasets/datasets.py @@ -0,0 +1,17 @@ +from cognee.modules.discovery import discover_directory_datasets +from cognee.infrastructure import infrastructure_config + +class datasets(): + @staticmethod + def list_datasets(): + db = infrastructure_config.get_config()["database_engine"] + return db.get_datasets() + + @staticmethod + def discover_datasets(directory_path: str): + return list(discover_directory_datasets(directory_path).keys()) + + @staticmethod + def query_data(dataset_name: str): + db = infrastructure_config.get_config()["database_engine"] + return db.get_files_metadata(dataset_name) diff --git a/cognee/api/v1/list_datasets/list_datasets.py b/cognee/api/v1/list_datasets/list_datasets.py deleted file mode 100644 index fedbd468d..000000000 --- a/cognee/api/v1/list_datasets/list_datasets.py +++ /dev/null @@ -1,6 +0,0 @@ - -from cognee.infrastructure.databases.relational import DuckDBAdapter - -def list_datasets(): - db = DuckDBAdapter() - return db.get_datasets() diff --git a/cognee/api/v1/prune/__init__.py b/cognee/api/v1/prune/__init__.py new file mode 100644 index 000000000..83a71f2b4 --- /dev/null +++ b/cognee/api/v1/prune/__init__.py @@ -0,0 +1 @@ +from .prune import prune diff --git a/cognee/api/v1/prune/prune.py b/cognee/api/v1/prune/prune.py new file mode 100644 index 000000000..ddae98dba --- /dev/null +++ b/cognee/api/v1/prune/prune.py @@ -0,0 +1,17 @@ +from cognee.infrastructure.files.storage import LocalStorage +from cognee.infrastructure import infrastructure_config + +class prune(): + @staticmethod + async def prune_data(): + data_root_directory = infrastructure_config.get_config()["data_root_directory"] + LocalStorage.remove_all(data_root_directory) + + @staticmethod + async def prune_system(): + infra_config = infrastructure_config.get_config() + system_root_directory = infra_config["system_root_directory"] + LocalStorage.remove_all(system_root_directory) + + vector_engine = infra_config["vector_engine"] + await vector_engine.prune() diff --git a/cognee/config.py b/cognee/config.py index e23b60dcf..b18fb1637 100644 --- a/cognee/config.py +++ b/cognee/config.py @@ -7,6 +7,7 @@ from typing import Optional, Dict, Any from dataclasses import dataclass, field from pathlib import Path from dotenv import load_dotenv +from cognee.root_dir import get_absolute_path base_dir = Path(__file__).resolve().parent.parent @@ -27,21 +28,25 @@ class Config: ) ) - data_path = os.getenv("DATA_PATH", str(Path(__file__).resolve().parent.parent / ".data")) - db_path = str(Path(__file__).resolve().parent / "data/system") + system_root_directory = get_absolute_path(".cognee_system") + data_root_directory = os.getenv("DATA_PATH", get_absolute_path(".data")) vectordb: str = os.getenv("VECTORDB", "weaviate") + qdrant_path: str = os.getenv("QDRANT_PATH") qdrant_url: str = os.getenv("QDRANT_URL") qdrant_api_key: str = os.getenv("QDRANT_API_KEY") - db_type: str = os.getenv("DB_TYPE", "sqlite") - db_name: str = os.getenv("DB_NAME", "cognee.sqlite") + + db_path = str = os.getenv("COGNEE_DB_PATH", "cognee") + db_name: str = os.getenv("DB_NAME", "cognee.db") db_host: str = os.getenv("DB_HOST", "localhost") db_port: str = os.getenv("DB_PORT", "5432") db_user: str = os.getenv("DB_USER", "cognee") db_password: str = os.getenv("DB_PASSWORD", "cognee") + sqlalchemy_logging: bool = os.getenv("SQLALCHEMY_LOGGING", True) + graph_filename = os.getenv("GRAPH_NAME", "cognee_graph.pkl") # Model parameters @@ -52,7 +57,7 @@ class Config: ollama_endpoint: str = "http://localhost:11434/v1" ollama_key: Optional[str] = "ollama" ollama_model: str = "mistral:instruct" - model: str = "gpt-4-0125-preview" + model: str = "gpt-4-1106-preview" # model: str = "gpt-3.5-turbo" model_endpoint: str = "openai" openai_key: Optional[str] = os.getenv("OPENAI_API_KEY") @@ -63,8 +68,7 @@ class Config: # Embedding parameters embedding_model: str = "BAAI/bge-large-en-v1.5" - embedding_dim: int = 1536 - embedding_chunk_size: int = 300 + embedding_dimensions: int = 1024 # Database parameters if ( @@ -93,7 +97,6 @@ class Config: or os.getenv("AWS_ENV") == "prd" ): load_dotenv() - db_type = 'postgresql' db_host: str = os.getenv("POSTGRES_HOST") logging.info("db_host: %s", db_host) diff --git a/cognee/infrastructure/InfrastructureConfig.py b/cognee/infrastructure/InfrastructureConfig.py index abd7f02a1..d66044218 100644 --- a/cognee/infrastructure/InfrastructureConfig.py +++ b/cognee/infrastructure/InfrastructureConfig.py @@ -1,45 +1,75 @@ from cognee.config import Config -from .databases.relational import SqliteEngine, DatabaseEngine -from .databases.vector.weaviate_db import WeaviateAdapter +from .databases.relational import DuckDBAdapter, DatabaseEngine from .databases.vector.vector_db_interface import VectorDBInterface +from .databases.vector.qdrant.QDrantAdapter import QDrantAdapter from .databases.vector.embeddings.DefaultEmbeddingEngine import DefaultEmbeddingEngine from .llm.llm_interface import LLMInterface from .llm.openai.adapter import OpenAIAdapter +from .files.storage import LocalStorage config = Config() config.load() class InfrastructureConfig(): - data_path: str = config.data_path + system_root_directory: str = config.system_root_directory + data_root_directory: str = config.data_root_directory database_engine: DatabaseEngine = None vector_engine: VectorDBInterface = None llm_engine: LLMInterface = None def get_config(self) -> dict: if self.database_engine is None: - self.database_engine = SqliteEngine(config.db_path, config.db_name) + db_path = self.system_root_directory + "/" + config.db_path + + LocalStorage.ensure_directory_exists(db_path) + + self.database_engine = DuckDBAdapter( + db_name = config.db_name, + db_path = db_path + ) if self.llm_engine is None: self.llm_engine = OpenAIAdapter(config.openai_key, config.model) if self.vector_engine is None: - self.vector_engine = WeaviateAdapter( - config.weaviate_url, - config.weaviate_api_key, - embedding_engine = DefaultEmbeddingEngine() - ) + try: + from .databases.vector.weaviate_db import WeaviateAdapter + + if config.weaviate_url is None and config.weaviate_api_key is None: + raise EnvironmentError("Weaviate is not configured!") + + self.vector_engine = WeaviateAdapter( + config.weaviate_url, + config.weaviate_api_key, + embedding_engine = DefaultEmbeddingEngine() + ) + except ImportError: + if config.qdrant_url is None and config.qdrant_api_key is None: + raise EnvironmentError("Qdrant is not configured!") + + self.vector_engine = QDrantAdapter( + qdrant_url = config.qdrant_url, + qdrant_api_key = config.qdrant_api_key, + embedding_engine = DefaultEmbeddingEngine() + ) return { - "data_path": self.data_path, "llm_engine": self.llm_engine, "vector_engine": self.vector_engine, "database_engine": self.database_engine, + "system_root_directory": self.system_root_directory, + "data_root_directory": self.data_root_directory, + "database_directory_path": self.system_root_directory + "/" + config.db_path, + "database_path": self.system_root_directory + "/" + config.db_path + "/" + config.db_name, } def set_config(self, new_config: dict): - if "data_path" in new_config: - self.data_path = new_config["data_path"] - + if "system_root_directory" in new_config: + self.system_root_directory = new_config["system_root_directory"] + + if "data_root_directory" in new_config: + self.data_root_directory = new_config["data_root_directory"] + if "database_engine" in new_config: self.database_engine = new_config["database_engine"] diff --git a/cognee/infrastructure/databases/graph/get_graph_client.py b/cognee/infrastructure/databases/graph/get_graph_client.py index 7c1484bf0..88f058cdb 100644 --- a/cognee/infrastructure/databases/graph/get_graph_client.py +++ b/cognee/infrastructure/databases/graph/get_graph_client.py @@ -1,7 +1,7 @@ """Factory function to get the appropriate graph client based on the graph type.""" from cognee.config import Config -from cognee.root_dir import get_absolute_path from cognee.shared.data_models import GraphDBType +from cognee.infrastructure import infrastructure_config from .graph_db_interface import GraphDBInterface from .networkx.adapter import NetworXAdapter # from .neo4j.adapter import Neo4jAdapter @@ -13,7 +13,7 @@ config.load() def get_graph_client(graph_type: GraphDBType, graph_filename: str=None) -> GraphDBInterface : """Factory function to get the appropriate graph client based on the graph type.""" if graph_filename is None: - graph_filename = get_absolute_path(f"./data/cognee/{config.graph_filename}") + graph_filename = f"{infrastructure_config.get_config()['database_directory_path']}/{config.graph_filename}" if graph_type == GraphDBType.NETWORKX: return NetworXAdapter(filename = graph_filename) elif graph_type == GraphDBType.NEO4J: diff --git a/cognee/infrastructure/databases/relational/duckdb/DuckDBAdapter.py b/cognee/infrastructure/databases/relational/duckdb/DuckDBAdapter.py index 717b253ae..c0f82c01a 100644 --- a/cognee/infrastructure/databases/relational/duckdb/DuckDBAdapter.py +++ b/cognee/infrastructure/databases/relational/duckdb/DuckDBAdapter.py @@ -1,10 +1,8 @@ import duckdb -from cognee.root_dir import get_absolute_path class DuckDBAdapter(): - def __init__(self): - db_path = get_absolute_path("./data/cognee") - db_location = db_path + "/cognee.duckdb" + def __init__(self, db_path: str, db_name: str): + db_location = db_path + "/" + db_name self.db_client = duckdb.connect(db_location) @@ -19,4 +17,4 @@ class DuckDBAdapter(): ) def get_files_metadata(self, dataset_name: str): - return self.db_client.sql(f"SELECT * FROM {dataset_name}.file_metadata;").to_df().to_dict("records") + return self.db_client.sql(f"SELECT id, name, file_path, extension, mime_type, keywords FROM {dataset_name}.file_metadata;").to_df().to_dict("records") diff --git a/cognee/infrastructure/databases/relational/general/__init__.py b/cognee/infrastructure/databases/relational/general/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/cognee/infrastructure/databases/relational/general/adapter.py b/cognee/infrastructure/databases/relational/general/adapter.py deleted file mode 100644 index 656728d38..000000000 --- a/cognee/infrastructure/databases/relational/general/adapter.py +++ /dev/null @@ -1,74 +0,0 @@ -import uuid -from pathlib import Path -from sqlalchemy import select -from sqlalchemy.ext.asyncio import create_async_engine, async_sessionmaker, AsyncSession -from cognee.config import Config -# from ..relational_db_interface import RelationalDBInterface -from cognee.database.relationaldb.models.memory import MemoryModel - -config = Config() -config.load() - -class RelationalDBAdapter(): - session_maker: async_sessionmaker[AsyncSession] - - def __init__(self): - engine = create_async_engine( - self.get_database_url(), - pool_recycle = 3600, - echo = config.sqlalchemy_logging, - ) - self.create_session = async_sessionmaker[AsyncSession]( - bind = engine, - class_ = AsyncSession, - expire_on_commit = False, - ) - - def get_database_url( - self, - db_type = config.db_type, - db_name = config.db_name, - db_path = config.db_path, - user = config.db_user, - password = config.db_password, - host = config.db_host, - port = config.db_port, - ): - if db_type == "sqlite": - db_path = (Path(db_path) / db_name).absolute() - return f"sqlite+aiosqlite:///{db_path}" # SQLite uses file path - elif db_type == "duckdb": - db_path = (Path(db_path) / db_name).absolute() - return f"duckdb+aiosqlite:///{db_path}" - elif db_type == "postgresql": - # Ensure optional parameters are handled gracefully - port_str = f":{port}" if port else "" - password_str = f":{password}" if password else "" - if not all([user, host]): - raise ValueError("User and host are required for PostgreSQL connections.") - return f"postgresql+asyncpg://{user}{password_str}@{host}{port_str}/{db_name}" - else: - raise ValueError(f"Unsupported database type: {db_type}") - - async def add_memory(self, user_id: str, memory_name: str): - memory_id = uuid.uuid4() - - async with self.create_session() as session: - async with session.begin(): - return session.add(MemoryModel( - id = memory_id, - user_id = user_id, - memory_name = memory_name, - )) - - async def get_memory_by_name(self, memory_name: int): - async with self.create_session() as session: - async with session.begin(): - result = await session.execute( - select(MemoryModel.id) - .where(MemoryModel.memory_name == memory_name) - ) - - memory = result.scalars().one_or_none() - - return memory diff --git a/cognee/infrastructure/databases/relational/general/models/__init__.py b/cognee/infrastructure/databases/relational/general/models/__init__.py deleted file mode 100644 index e69de29bb..000000000 diff --git a/cognee/infrastructure/databases/relational/general/models/memory_model.py b/cognee/infrastructure/databases/relational/general/models/memory_model.py deleted file mode 100644 index fc3fb75f8..000000000 --- a/cognee/infrastructure/databases/relational/general/models/memory_model.py +++ /dev/null @@ -1,26 +0,0 @@ -# from datetime import datetime, timezone -# from sqlalchemy.orm import relationship -# # from sqlalchemy.orm import DeclarativeBase -# from sqlalchemy import Column, String, DateTime, ForeignKey -# from cognee.database.relationaldb.database import Base - - -# class MemoryModel(Base): -# __tablename__ = "memories_v1" - -# id = Column(String, primary_key = True) -# user_id = Column(String, ForeignKey("users.id"), index = True) -# memory_name = Column(String, nullable = True) -# memory_category = Column(String, nullable = True) -# created_at = Column(DateTime, default = datetime.now(timezone.utc)) -# updated_at = Column(DateTime, onupdate = datetime.now(timezone.utc)) -# methods_list = Column(String, nullable = True) -# attributes_list = Column(String, nullable = True) - -# user = relationship("User", back_populates="memories") -# metadatas = relationship( -# "MetaDatas", back_populates="memory", cascade="all, delete-orphan" -# ) - -# def __repr__(self): -# return f"" diff --git a/cognee/infrastructure/databases/vector/__init__.py b/cognee/infrastructure/databases/vector/__init__.py index 68dc309b7..3172cf8c8 100644 --- a/cognee/infrastructure/databases/vector/__init__.py +++ b/cognee/infrastructure/databases/vector/__init__.py @@ -1,8 +1,4 @@ -from .get_vector_database import get_vector_database -from .qdrant import QDrantAdapter from .models.DataPoint import DataPoint from .models.VectorConfig import VectorConfig from .models.CollectionConfig import CollectionConfig -from .weaviate_db import WeaviateAdapter from .vector_db_interface import VectorDBInterface -from .embeddings.DefaultEmbeddingEngine import DefaultEmbeddingEngine diff --git a/cognee/infrastructure/databases/vector/embeddings/DefaultEmbeddingEngine.py b/cognee/infrastructure/databases/vector/embeddings/DefaultEmbeddingEngine.py index d22345919..9f74516f3 100644 --- a/cognee/infrastructure/databases/vector/embeddings/DefaultEmbeddingEngine.py +++ b/cognee/infrastructure/databases/vector/embeddings/DefaultEmbeddingEngine.py @@ -15,4 +15,4 @@ class DefaultEmbeddingEngine(EmbeddingEngine): return embeddings_list def get_vector_size(self) -> int: - return 1024 + return config.embedding_dimensions diff --git a/cognee/infrastructure/databases/vector/get_vector_database.py b/cognee/infrastructure/databases/vector/get_vector_database.py deleted file mode 100644 index 45284f4d5..000000000 --- a/cognee/infrastructure/databases/vector/get_vector_database.py +++ /dev/null @@ -1,10 +0,0 @@ -from cognee.config import Config -# from .qdrant import QDrantAdapter -from .weaviate_db import WeaviateAdapter - -config = Config() -config.load() - -def get_vector_database(): - # return QDrantAdapter(config.qdrant_path, config.qdrant_url, config.qdrant_api_key) - return WeaviateAdapter(config.weaviate_url, config.weaviate_api_key, config.openai_key) diff --git a/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py b/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py index 718ff23fe..e9a10e5d2 100644 --- a/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py +++ b/cognee/infrastructure/databases/vector/qdrant/QDrantAdapter.py @@ -32,7 +32,7 @@ class QDrantAdapter(VectorDBInterface): qdrant_path: str = None qdrant_api_key: str = None - def __init__(self, qdrant_path, qdrant_url, qdrant_api_key, embedding_engine: EmbeddingEngine): + def __init__(self, qdrant_url, qdrant_api_key, embedding_engine: EmbeddingEngine, qdrant_path = None): self.embedding_engine = embedding_engine if qdrant_path is not None: diff --git a/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py b/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py index 4119c4361..5b571d903 100644 --- a/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py +++ b/cognee/infrastructure/databases/vector/weaviate_db/WeaviateAdapter.py @@ -91,4 +91,4 @@ class WeaviateAdapter(VectorDBInterface): return [await query_search(query_vector) for query_vector in await self.embed_data(query_texts)] async def prune(self): - self.client.collections.delete_all() \ No newline at end of file + self.client.collections.delete_all() diff --git a/cognee/infrastructure/files/storage/LocalStorage.py b/cognee/infrastructure/files/storage/LocalStorage.py index 766e82e77..c22f59231 100644 --- a/cognee/infrastructure/files/storage/LocalStorage.py +++ b/cognee/infrastructure/files/storage/LocalStorage.py @@ -38,3 +38,10 @@ class LocalStorage(Storage): @staticmethod def copy_file(source_file_path: str, destination_file_path: str): return shutil.copy2(source_file_path, destination_file_path) + + @staticmethod + def remove_all(tree_path: str): + try: + shutil.rmtree(tree_path) + except FileNotFoundError: + pass diff --git a/cognee/infrastructure/llm/get_llm_client.py b/cognee/infrastructure/llm/get_llm_client.py index 37c685571..d876842fa 100644 --- a/cognee/infrastructure/llm/get_llm_client.py +++ b/cognee/infrastructure/llm/get_llm_client.py @@ -22,16 +22,12 @@ def get_llm_client(): provider = LLMProvider(config.llm_provider) if provider == LLMProvider.OPENAI: - print("Using OpenAI API") return OpenAIAdapter(config.openai_key, config.model) elif provider == LLMProvider.OLLAMA: - print("Using Ollama API") return GenericAPIAdapter(config.ollama_endpoint, config.ollama_key, config.ollama_model) elif provider == LLMProvider.ANTHROPIC: - print("Using Anthropic API") return AnthropicAdapter(config.custom_endpoint, config.custom_endpoint, config.custom_model) elif provider == LLMProvider.CUSTOM: - print("Using Custom API") return GenericAPIAdapter(config.custom_endpoint, config.custom_key, config.custom_model) # Add your custom LLM provider here else: diff --git a/cognee/modules/cognify/graph/add_node_connections.py b/cognee/modules/cognify/graph/add_node_connections.py index ae6a0e23b..f124a687e 100644 --- a/cognee/modules/cognify/graph/add_node_connections.py +++ b/cognee/modules/cognify/graph/add_node_connections.py @@ -126,7 +126,7 @@ if __name__ == "__main__": from cognee.utils import render_graph - graph_url = await render_graph(graph, graph_type="networkx") + graph_url = await render_graph(graph) print(graph_url) diff --git a/cognee/modules/discovery/__init__.py b/cognee/modules/discovery/__init__.py new file mode 100644 index 000000000..cd98490cb --- /dev/null +++ b/cognee/modules/discovery/__init__.py @@ -0,0 +1 @@ +from .discover_directory_datasets import discover_directory_datasets diff --git a/cognee/modules/discovery/discover_directory_datasets.py b/cognee/modules/discovery/discover_directory_datasets.py new file mode 100644 index 000000000..1fdb573f0 --- /dev/null +++ b/cognee/modules/discovery/discover_directory_datasets.py @@ -0,0 +1,20 @@ +from os import path, listdir + +def discover_directory_datasets(root_dir_path: str, parent_dir: str = None): + datasets = {} + + for file_or_dir in listdir(root_dir_path): + if path.isdir(path.join(root_dir_path, file_or_dir)): + dataset_name = file_or_dir if parent_dir is None else f"{parent_dir}.{file_or_dir}" + + nested_datasets = discover_directory_datasets(path.join(root_dir_path, file_or_dir), dataset_name) + + for dataset in nested_datasets.keys(): + datasets[dataset] = nested_datasets[dataset] + else: + if parent_dir not in datasets: + datasets[parent_dir] = [] + + datasets[parent_dir].append(path.join(root_dir_path, file_or_dir)) + + return datasets diff --git a/cognee/modules/memory/memory-legacy.py b/cognee/modules/memory/memory-legacy.py deleted file mode 100644 index 5d11b8371..000000000 --- a/cognee/modules/memory/memory-legacy.py +++ /dev/null @@ -1,311 +0,0 @@ -class Memory: - def __init__( - self, - user_id: str = "676", - session=None, - index_name: str = None, - db_type: str = globalConfig.vectordb, - namespace: str = None, - memory_id: str = None, - memory_class=None, - job_id: str = None, - ) -> None: - self.load_environment_variables() - self.memory_id = memory_id - self.user_id = user_id - self.session = session - self.index_name = index_name - self.db_type = db_type - self.namespace = namespace - self.memory_instances = [] - self.memory_class = memory_class - self.job_id = job_id - # self.memory_class = DynamicBaseMemory( - # "Memory", user_id, str(self.memory_id), index_name, db_type, namespace - # ) - - def load_environment_variables(self) -> None: - self.OPENAI_TEMPERATURE = globalConfig.openai_temperature - self.OPENAI_API_KEY = globalConfig.openai_key - - @classmethod - async def create_memory( - cls, - user_id: str, - session, - job_id: str = None, - memory_label: str = None, - **kwargs, - ): - """ - Class method that acts as a factory method for creating Memory instances. - It performs necessary DB checks or updates before instance creation. - """ - existing_user = await cls.check_existing_user(user_id, session) - logging.info(f"Existing user: {existing_user}") - - if existing_user: - # Handle existing user scenario... - memory_id = await cls.check_existing_memory(user_id, memory_label, session) - if memory_id is None: - memory_id = await cls.handle_new_memory( - user_id=user_id, - session=session, - job_id=job_id, - memory_name=memory_label, - ) - logging.info( - f"Existing user {user_id} found in the DB. Memory ID: {memory_id}" - ) - else: - # Handle new user scenario... - await cls.handle_new_user(user_id, session) - - memory_id = await cls.handle_new_memory( - user_id=user_id, - session=session, - job_id=job_id, - memory_name=memory_label, - ) - logging.info( - f"New user {user_id} created in the DB. Memory ID: {memory_id}" - ) - - memory_class = DynamicBaseMemory( - memory_label, - user_id, - str(memory_id), - index_name=memory_label, - db_type=globalConfig.vectordb, - **kwargs, - ) - - return cls( - user_id=user_id, - session=session, - memory_id=memory_id, - job_id=job_id, - memory_class=memory_class, - **kwargs, - ) - - async def list_memory_classes(self): - """ - Lists all available memory classes in the memory instance. - """ - # Use a list comprehension to filter attributes that end with '_class' - return [attr for attr in dir(self) if attr.endswith("_class")] - - @staticmethod - async def check_existing_user(user_id: str, session): - """Check if a user exists in the DB and return it.""" - result = await session.execute(select(User).where(User.id == user_id)) - return result.scalar_one_or_none() - - @staticmethod - async def check_existing_memory(user_id: str, memory_label: str, session): - """Check if a user memory exists in the DB and return it. Filters by user and label""" - try: - result = await session.execute( - select(MemoryModel.id) - .where(MemoryModel.user_id == user_id) - .filter_by(memory_name=memory_label) - .order_by(MemoryModel.created_at) - ) - return result.scalar_one_or_none() - except Exception as e: - logging.error(f"An error occurred: {str(e)}") - return None - - @staticmethod - async def handle_new_user(user_id: str, session): - """ - Handle new user creation in the database. - - Args: - user_id (str): The unique identifier for the new user. - session: The database session for the operation. - - Returns: - str: A success message or an error message. - - Raises: - Exception: If any error occurs during the user creation process. - """ - try: - new_user = User(id=user_id) - await add_entity(session, new_user) - return "User creation successful." - except Exception as e: - return f"Error creating user: {str(e)}" - - @staticmethod - async def handle_new_memory( - user_id: str, - session, - job_id: str = None, - memory_name: str = None, - memory_category: str = "PUBLIC", - ): - """ - Handle new memory creation associated with a user. - - Args: - user_id (str): The user's unique identifier. - session: The database session for the operation. - job_id (str, optional): The identifier of the associated job, if any. - memory_name (str, optional): The name of the memory. - - Returns: - str: The unique memory ID if successful, or an error message. - - Raises: - Exception: If any error occurs during memory creation. - """ - try: - memory_id = str(uuid.uuid4()) - logging.info("Job id %s", job_id) - memory = MemoryModel( - id=memory_id, - user_id=user_id, - operation_id=job_id, - memory_name=memory_name, - memory_category=memory_category, - methods_list=str(["Memory", "SemanticMemory", "EpisodicMemory"]), - attributes_list=str( - [ - "user_id", - "index_name", - "db_type", - "knowledge_source", - "knowledge_type", - "memory_id", - "long_term_memory", - "short_term_memory", - "namespace", - ] - ), - ) - await add_entity(session, memory) - return memory_id - except Exception as e: - return f"Error creating memory: {str(e)}" - - async def add_memory_instance(self, memory_class_name: str): - """Add a new memory instance to the memory_instances list.""" - instance = DynamicBaseMemory( - memory_class_name, - self.user_id, - self.memory_id, - self.index_name, - self.db_type, - self.namespace, - ) - print("The following instance was defined", instance) - self.memory_instances.append(instance) - - async def query_method(self): - methods_list = await self.session.execute( - select(MemoryModel.methods_list).where(MemoryModel.id == self.memory_id) - ) - methods_list = methods_list.scalar_one_or_none() - return methods_list - - async def manage_memory_attributes(self, existing_user): - """Manage memory attributes based on the user existence.""" - if existing_user: - print(f"ID before query: {self.memory_id}, type: {type(self.memory_id)}") - - # attributes_list = await self.session.query(MemoryModel.attributes_list).filter_by(id=self.memory_id[0]).scalar() - attributes_list = await self.query_method() - logging.info(f"Attributes list: {attributes_list}") - if attributes_list is not None: - attributes_list = ast.literal_eval(attributes_list) - await self.handle_attributes(attributes_list) - else: - logging.warning("attributes_list is None!") - else: - attributes_list = [ - "user_id", - "index_name", - "db_type", - "knowledge_source", - "knowledge_type", - "memory_id", - "long_term_memory", - "short_term_memory", - "namespace", - ] - await self.handle_attributes(attributes_list) - - async def handle_attributes(self, attributes_list): - """Handle attributes for existing memory instances.""" - for attr in attributes_list: - await self.memory_class.add_attribute(attr) - - async def manage_memory_methods(self, existing_user): - """ - Manage memory methods based on the user existence. - """ - if existing_user: - # Fetch existing methods from the database - # methods_list = await self.session.query(MemoryModel.methods_list).filter_by(id=self.memory_id).scalar() - - methods_list = await self.session.execute( - select(MemoryModel.methods_list).where( - MemoryModel.id == self.memory_id[0] - ) - ) - methods_list = methods_list.scalar_one_or_none() - methods_list = ast.literal_eval(methods_list) - else: - # Define default methods for a new user - methods_list = [ - "async_create_long_term_memory", - "async_init", - "add_memories", - "fetch_memories", - "delete_memories", - "async_create_short_term_memory", - "_create_buffer_context", - "_get_task_list", - "_run_main_buffer", - "_available_operations", - "_provide_feedback", - ] - # Apply methods to memory instances - for class_instance in self.memory_instances: - for method in methods_list: - class_instance.add_method(method) - - async def dynamic_method_call( - self, dynamic_base_memory_instance, method_name: str, *args, **kwargs - ): - if method_name in dynamic_base_memory_instance.methods: - method = getattr(dynamic_base_memory_instance, method_name, None) - if method: - return await method(*args, **kwargs) - raise AttributeError( - f"{dynamic_base_memory_instance.name} object has no attribute {method_name}" - ) - - async def add_dynamic_memory_class(self, class_name: str, namespace: str): - logging.info("Here is the memory id %s", self.memory_id[0]) - new_memory_class = DynamicBaseMemory( - class_name, - self.user_id, - self.memory_id[0], - self.index_name, - self.db_type, - namespace, - ) - setattr(self, f"{class_name.lower()}_class", new_memory_class) - return new_memory_class - - async def add_attribute_to_class(self, class_instance, attribute_name: str): - # add this to database for a particular user and load under memory id - await class_instance.add_attribute(attribute_name) - - async def add_method_to_class(self, class_instance, method_name: str): - # add this to database for a particular user and load under memory id - await class_instance.add_method(method_name) diff --git a/cognee/shared/data_models.py b/cognee/shared/data_models.py index 1fed0de63..917b3cf8f 100644 --- a/cognee/shared/data_models.py +++ b/cognee/shared/data_models.py @@ -5,7 +5,7 @@ from pydantic import BaseModel, Field class Node(BaseModel): """Node in a knowledge graph.""" - id: int + id: str description: str category: str color: str = "blue" @@ -15,8 +15,8 @@ class Node(BaseModel): class Edge(BaseModel): """Edge in a knowledge graph.""" - source: int - target: int + source: str + target: str description: str color: str = "blue" created_at: Optional[float] = None @@ -81,6 +81,8 @@ class TextSubclass(str, Enum): ANNOTATIONS = "Annotations and metadata for various media" VOCAB_LISTS = "Vocabulary lists and grammar rules" LANGUAGE_EXERCISES = "Language exercises and quizzes" + LEGAL_AND_REGULATORY_DOCUMENTS = "Legal and Regulatory Documents" + OTHER_TEXT = "Other types of text data" class AudioSubclass(str, Enum): MUSIC_TRACKS = "Music tracks and albums" @@ -88,6 +90,7 @@ class AudioSubclass(str, Enum): AUDIOBOOKS = "Audiobooks and audio guides" INTERVIEWS = "Recorded interviews and speeches" SOUND_EFFECTS = "Sound effects and ambient sounds" + OTHER_AUDIO = "Other types of audio recordings" class ImageSubclass(str, Enum): PHOTOGRAPHS = "Photographs and digital images" @@ -95,6 +98,7 @@ class ImageSubclass(str, Enum): INFOGRAPHICS = "Infographics and visual data representations" ARTWORK = "Artwork and paintings" SCREENSHOTS = "Screenshots and graphical user interfaces" + OTHER_IMAGES = "Other types of images" class VideoSubclass(str, Enum): MOVIES = "Movies and short films" @@ -102,6 +106,7 @@ class VideoSubclass(str, Enum): TUTORIALS = "Video tutorials and how-to guides" ANIMATED_FEATURES = "Animated features and cartoons" LIVE_EVENTS = "Live event recordings and sports broadcasts" + OTHER_VIDEOS = "Other types of video content" class MultimediaSubclass(str, Enum): WEB_CONTENT = "Interactive web content and games" @@ -109,6 +114,7 @@ class MultimediaSubclass(str, Enum): MIXED_MEDIA = "Mixed media presentations and slide decks" E_LEARNING_MODULES = "E-learning modules with integrated multimedia" DIGITAL_EXHIBITIONS = "Digital exhibitions and virtual tours" + OTHER_MULTIMEDIA = "Other types of multimedia content" class Model3DSubclass(str, Enum): ARCHITECTURAL_RENDERINGS = "Architectural renderings and building plans" @@ -116,12 +122,14 @@ class Model3DSubclass(str, Enum): ANIMATIONS = "3D animations and character models" SCIENTIFIC_VISUALIZATIONS = "Scientific simulations and visualizations" VR_OBJECTS = "Virtual objects for AR/VR applications" + OTHER_3D_MODELS = "Other types of 3D models" class ProceduralSubclass(str, Enum): TUTORIALS_GUIDES = "Tutorials and step-by-step guides" WORKFLOW_DESCRIPTIONS = "Workflow and process descriptions" SIMULATIONS = "Simulation and training exercises" RECIPES = "Recipes and crafting instructions" + OTHER_PROCEDURAL = "Other types of procedural content" class ContentType(BaseModel): """Base class for different types of content.""" diff --git a/cognee/utils.py b/cognee/utils.py index 24977442d..fcf21451f 100644 --- a/cognee/utils.py +++ b/cognee/utils.py @@ -2,7 +2,8 @@ import os import graphistry -from cognee.root_dir import get_absolute_path +import pandas as pd +import matplotlib.pyplot as plt def get_document_names(doc_input): """ @@ -73,25 +74,23 @@ def format_dict(d): # # import networkx as nx # -# Create a simple NetworkX graph +# # Create a simple NetworkX graph # G = nx.Graph() # # # Add nodes # G.add_node(1) # G.add_node(2) # -# Add an edge between nodes +# # Add an edge between nodes # G.add_edge(1, 2) # +# # Render the graph # import asyncio # -# Define the graph type (for this example, it's just a placeholder as the function doesn't use it yet) -# graph_type = "networkx" +# # Call the render_graph function +# asyncio.run(render_graph(G)) # -# Call the render_graph function -# asyncio.run(render_graph(G, graph_type)) -# -async def render_graph(graph, graph_type): +async def render_graph(graph): # Authenticate with your Graphistry API key import networkx as nx @@ -109,9 +108,32 @@ async def render_graph(graph, graph_type): # Convert the NetworkX graph to a Pandas DataFrame representing the edge list edges = nx.to_pandas_edgelist(graph) + # Prepare nodes DataFrame with "id" and "layer_description" + nodes_data = [{"id": node, "layer_description": graph.nodes[node]["layer_description"]} + for node in graph.nodes if "layer_description" in graph.nodes[node]] + nodes = pd.DataFrame(nodes_data) + # Visualize the graph using Graphistry - plotter = graphistry.edges(edges, "source", "target") + plotter = graphistry.edges(edges, "source", "target").nodes(nodes, "id") + + # Generate a dynamic color palette based on unique "layer_description" values + unique_layers = nodes["layer_description"].unique() + color_palette = generate_color_palette(unique_layers) + + plotter = plotter.encode_point_color( + "layer_description", + categorical_mapping = color_palette, + default_mapping = "silver" # Default color if any "layer_description" is not in the mapping + ) # Visualize the graph (this will open a URL in your default web browser) url = plotter.plot(render = False, as_files = True) print(f"Graph is visualized at: {url}") + + +def generate_color_palette(unique_layers): + colormap = plt.cm.get_cmap("viridis", len(unique_layers)) + colors = [colormap(i) for i in range(len(unique_layers))] + hex_colors = ["#%02x%02x%02x" % (int(rgb[0]*255), int(rgb[1]*255), int(rgb[2]*255)) for rgb in colors] + + return dict(zip(unique_layers, hex_colors)) diff --git a/docs/index.md b/docs/index.md index 34ad1da04..9b472204b 100644 --- a/docs/index.md +++ b/docs/index.md @@ -16,12 +16,8 @@ _Open-source framework for creating knowledge graphs and data models for LLMs._ - - - cognee makes it easy to reliably enrich data for Large Language Models (LLMs) like GPT-3.5, GPT-4, GPT-4-Vision, including in the future the open source models like Mistral/Mixtral from Together, Anyscale, Ollama, and llama-cpp-python. - By leveraging various tools like graph databases, function calling, tool calling and Pydantic; cognee stands out for its aim to emulate human memory for LLM apps and frameworks. We leverage Neo4j to do the heavy lifting and dlt to load the data, and we've built a simple, easy-to-use API on top of it by helping you manage your context @@ -30,88 +26,126 @@ We leverage Neo4j to do the heavy lifting and dlt to load the data, and we've bu ## Getting Started +### Setup +Create `.env` file in your project in order to store environment variables such as API keys. + +Note: Don't push `.env` file to git repo as it will expose those keys to others. + +If cognee is installed with Weaviate as a vector database provider, add Weaviate environment variables. +``` +WEAVIATE_URL = {YOUR_WEAVIATE_URL} +WEAVIATE_API_KEY = {YOUR_WEAVIATE_API_KEY} ``` -pip install -U cognee["weaviate"] - +Otherwise if cognee is installed with a default (Qdrant) vector database provider, add Qdrant environment variables. ``` -Set OpenAI API Key as an environment variable - - -``` -import os - -# Setting an environment variable -os.environ['OPENAI_API_KEY'] = '' - - +QDRANT_URL = {YOUR_QDRANT_URL} +QDRANT_API_KEY = {YOUR_QDRANT_API_KEY} ``` -Import cognee and start using it - +Add OpenAI API Key environment variable +``` +OPENAI_API_KEY = {YOUR_OPENAI_API_KEY} +``` +Cognee stores data and system files inside the library directory, which is lost if the library folder is removed. +You can change the directories where cognee will store data and system files by calling config functions. ``` import cognee -from os import listdir, path -from cognee import add -data_path = path.abspath(".data") +cognee.config.system_root_directory(absolute_path_to_directory) -results = await add(data_path, "izmene") -for result in results: - print(result) - +cognee.config.data_root_directory(absolute_path_to_directory) ``` -Run the following command to see the graph. -Make sure to add your Graphistry credentials to .env beforehand +### Run + +Add a new piece of information to storage +``` +import cognee + +cognee.add("some_text", dataset_name) + +cognee.add([ + "some_text_1", + "some_text_2", + "some_text_3", + ... +]) +``` +Or +``` +cognee.add("file://{absolute_path_to_file}", dataset_name) + +cognee.add( + [ + "file://{absolute_path_to_file_1}", + "file://{absolute_path_to_file_2}", + "file://{absolute_path_to_file_3}", + ... + ], + dataset_name +) +``` +Or +``` +cognee.add("data://{absolute_path_to_directory}", dataset_name) + +# This is useful if you have a directory with files organized in subdirectories. +# You can target which directory to add by providing dataset_name. +# Example: +# root +# / \ +# reports bills +# / \ +# 2024 2023 +# +# cognee.add("data://{absolute_path_to_root}", "reports.2024") +# This will add just directory 2024 under reports. +``` + +Use LLMs and cognee to create graphs +``` +cognee.cognify(dataset_name) + ``` + +Render the graph with our util function ``` from cognee.utils import render_graph -graph = await cognee.cognify("izmene") -graph_url = await render_graph(graph, graph_type = "networkx") +graph_url = await render_graph(graph) + print(graph_url) ``` - -Search the graph for a piece of information - +Query the graph for a piece of information ``` -from cognee import search -from cognee.api.v1.search.search import SearchType query_params = { SearchType.SIMILARITY: {'query': 'your search query here'} } -out = await search(graph, query_params) + +search_results = cognee.search(graph, query_params) + +print(search_results) ``` - -[//]: # (You can also check out our [cookbook](./examples/index.md) to learn more about how to use cognee.) - - - ## Why use cognee? - The question of using cognee is fundamentally a question of why to structure data inputs and outputs for your llm workflows. - 1. **Cost effective** — cognee extends the capabilities of your LLMs without the need for expensive data processing tools. - 2. **Self contained** — cognee runs as a library and is simple to use - 3. **Interpretable** — Navigate graphs instead of embeddings to understand your data. - 4. **User Guided** cognee lets you control your input and provide your own Pydantic data models + ## License - -This project is licensed under the terms of the MIT License. \ No newline at end of file +This project is licensed under the terms of the Apache License 2.0. diff --git a/notebooks/cognee - Get Started.ipynb b/notebooks/cognee - Get Started.ipynb index b6907447e..ffdc4f3de 100644 --- a/notebooks/cognee - Get Started.ipynb +++ b/notebooks/cognee - Get Started.ipynb @@ -46,7 +46,7 @@ "source": [ "## The next solution was RAGs \n", "\n", - "RAGs(Retrieval Augmented Generation) are systems that connect to a vector store and search for similar data so they can enrich LLM response" + "RAGs (Retrieval Augmented Generation) are systems that connect to a vector store and search for similar data so they can enrich LLM response." ] }, { @@ -78,9 +78,9 @@ "id": "b6a98710-a14b-4a14-bb56-d3ae055e94d9", "metadata": {}, "source": [ - "## Semantic similarity search is not magic \n", - "### If you search for an apple, the closest thing you get is that you don't like apples\n", - "### Would it not be nice to have a semantic model LLMs could use\n" + "## Semantic similarity search is not magic\n", + "### If you search for an apple, the closest thing you get is that you don't like apples.\n", + "### Would it be nice to have a semantic model LLMs could use?\n" ] }, { @@ -140,7 +140,7 @@ "id": "3540ce30-2b22-4ece-8516-8d5ff2a405fe", "metadata": {}, "source": [ - "- Multilayer network is cognitive multilayer networks as a quantitative and interpretative framework for investigating the mental lexicon. \n", + "- Multilayer network is cognitive multilayer networks as a quantitative and interpretative framework for investigating the mental lexicon. \n", "- The mental lexicon is a complex cognitive system representing information about the words/concepts that one knows\n", "Article 2" ] @@ -195,6 +195,20 @@ "# Demo time" ] }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2a41de33", + "metadata": {}, + "outputs": [], + "source": [ + "# If you want to reset the cognee system, you can use the following command:\n", + "\n", + "import cognee\n", + "\n", + "await cognee.prune.prune_system()" + ] + }, { "cell_type": "markdown", "id": "d0c89b0e-2455-48a3-bdfe-2009a3811f22", @@ -205,449 +219,76 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "35ede28d-3f0d-490c-ac16-5fbc82bd28f9", + "execution_count": null, + "id": "7417ae9b-9322-4eba-b9ea-13721cdd1574", "metadata": {}, "outputs": [], - "source": [ - "# Get the current directory's path\n", - "from os import listdir, path\n", - "current_dir = path.abspath(\".\")\n", - "\n", - "# Get the parent directory (one level above)\n", - "parent_dir = path.dirname(current_dir)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "7417ae9b-9322-4eba-b9ea-13721cdd1574", - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'cognee'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[5], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m listdir, path\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01muuid\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m uuid5, UUID\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcognee\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m add\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# Get the current directory's path\u001b[39;00m\n\u001b[1;32m 6\u001b[0m current_dir \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mabspath(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cognee'" - ] - } - ], "source": [ "from os import listdir, path\n", "from uuid import uuid5, UUID\n", - "from cognee import add\n", + "import cognee\n", "\n", - "# Get the current directory's path\n", - "current_dir = path.abspath(\".\")\n", + "# Absolute path to the data directory\n", + "data_dir = path.abspath(\"../.data\")\n", "\n", - "# Get the parent directory (one level above)\n", - "parent_dir = path.dirname(current_dir)\n", + "cognee.config.data_root_directory(data_dir)\n", "\n", - "# Now, set the data_path to the \".data\" directory inside the parent directory\n", - "data_path = path.join(parent_dir, \".data\")\n", + "datasets = cognee.datasets.discover_datasets(data_dir)\n", + "print(datasets)\n", "\n", - "results = await add(data_path, \"izmene\")\n", - "for result in results:\n", - " print(result)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "5b3954c1-f537-4be7-a578-1d5037c21374", - "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'cognee'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m listdir, path\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01muuid\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m uuid5, UUID\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcognee\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m add\n\u001b[1;32m 5\u001b[0m data_path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mabspath(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.data\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 7\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m add(data_path, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mizmene\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'cognee'" - ] - } - ], - "source": [ - "from os import listdir, path\n", - "from uuid import uuid5, UUID\n", - "from cognee import add\n", + "results = await cognee.add(f\"data://{data_dir}\", datasets[0])\n", "\n", - "data_path = path.abspath(\".data\")\n", - "\n", - "results = await add(data_path, \"izmene\")\n", "for result in results:\n", " print(result)\n" ] }, { - "cell_type": "code", - "execution_count": 6, - "id": "39df49ca-06f0-4b86-ae27-93c68ddceac3", + "cell_type": "markdown", + "id": "5e39296d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/vasa/Projects/cognee/cognee/data/cognee/cognee.duckdb\n", - "['izmene']\n", - "┌──────────────────────────────────────┐\n", - "│ id │\n", - "│ varchar │\n", - "├──────────────────────────────────────┤\n", - "│ 881ecb36-2819-54c3-8147-ed80293084d6 │\n", - "└──────────────────────────────────────┘\n", - "\n" - ] - } - ], "source": [ - "import duckdb\n", - "from cognee.root_dir import get_absolute_path\n", - "\n", - "dataset_name = \"pdf_files\"\n", - "\n", - "db_path = get_absolute_path(\"./data/cognee\")\n", - "db_location = db_path + \"/cognee.duckdb\"\n", - "print(db_location)\n", - "\n", - "db = duckdb.connect(db_location)\n", - "\n", - "tables = db.sql(\"SELECT DISTINCT schema_name FROM duckdb_tables();\").df()\n", - "print(list(filter(lambda table_name: table_name.endswith('staging') is False, tables.to_dict()[\"schema_name\"].values())))\n", - "\n", - "izmene = db.sql(f\"SELECT id FROM izmene.file_metadata;\")\n", - "print(izmene)\n", - "\n", - "# pravilnik = db.sql(f\"SELECT * FROM pravilnik.file_metadata;\")\n", - "\n", - "# print(pravilnik)\n", - "\n", - "\n" + "After the data has been added, we can check the results:" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, + "id": "39df49ca-06f0-4b86-ae27-93c68ddceac3", + "metadata": {}, + "outputs": [], + "source": [ + "import cognee\n", + "\n", + "datasets = cognee.datasets.list_datasets()\n", + "\n", + "for dataset in datasets:\n", + " print(dataset)\n", + " data_from_dataset = cognee.datasets.query_data(dataset)\n", + " for file_info in data_from_dataset:\n", + " print(file_info) \n" + ] + }, + { + "cell_type": "markdown", + "id": "fb617b76", + "metadata": {}, + "source": [ + "All good, let's cognify it." + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "97e8647a-052c-4689-b1de-8d81765462e0", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['izmene']\n", - "Processing document (881ecb36-2819-54c3-8147-ed80293084d6)\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/vasa/Projects/cognee/.venv/lib/python3.10/site-packages/pydantic/main.py:1024: PydanticDeprecatedSince20: The `dict` method is deprecated; use `model_dump` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.6/migration/\n", - " warnings.warn('The `dict` method is deprecated; use `model_dump` instead.', category=PydanticDeprecatedSince20)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Document (881ecb36-2819-54c3-8147-ed80293084d6) categorized: ['Laws, regulations, and legal case documents']\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/vasa/.pyenv/versions/3.10.13/lib/python3.10/asyncio/selector_events.py:710: ResourceWarning: unclosed transport <_SelectorSocketTransport fd=90 read=idle write=>\n", - " _warn(f\"unclosed transport {self!r}\", ResourceWarning, source=self)\n", - "ResourceWarning: Enable tracemalloc to get the object allocation traceback\n", - "/Users/vasa/.pyenv/versions/3.10.13/lib/python3.10/asyncio/selector_events.py:710: ResourceWarning: unclosed transport <_SelectorSocketTransport fd=91 read=idle write=>\n", - " _warn(f\"unclosed transport {self!r}\", ResourceWarning, source=self)\n", - "ResourceWarning: Enable tracemalloc to get the object allocation traceback\n", - "/Users/vasa/.pyenv/versions/3.10.13/lib/python3.10/asyncio/selector_events.py:710: ResourceWarning: unclosed transport <_SelectorSocketTransport fd=92 read=idle write=>\n", - " _warn(f\"unclosed transport {self!r}\", ResourceWarning, source=self)\n", - "ResourceWarning: Enable tracemalloc to get the object allocation traceback\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Document (881ecb36-2819-54c3-8147-ed80293084d6) layer graphs created\n", - "Document (881ecb36-2819-54c3-8147-ed80293084d6) layers connected\n", - "Document categories, summaries and metadata are: [{'data_type': 'text', 'layer_name': 'Laws, regulations, and legal case documents'}]\n", - "Document metadata is: {'id': '881ecb36-2819-54c3-8147-ed80293084d6', 'name': 'Izmenjen-clan-17-Pravilnika-o-sadrzini-nacinu-i-postupku-izrade-i-nacin-vrsenja-kontrole-tehnicke-dokumentacije-prema-klasi-i-nameni-objekata', 'file_path': '/Users/vasa/Projects/cognee/.data/izmene/Izmenjen-clan-17-Pravilnika-o-sadrzini-nacinu-i-postupku-izrade-i-nacin-vrsenja-kontrole-tehnicke-dokumentacije-prema-klasi-i-nameni-objekata.pdf', 'extension': 'pdf', 'mime_type': 'application/pdf', 'keywords': 'građevinarstva|saobraćaja|infrastrukture|donosi|izmenama|sadržini|načinu|izrade|kontrole|tehničke|dokumentacije|prema|klasi|objekata|objavljen', '_dlt_load_id': '1711035888.138656', '_dlt_id': 'b3z19aS2vbx66A', 'categories': ['Laws, regulations, and legal case documents'], 'summary': 'The Minister of Construction, Transport, and Infrastructure issues amendments to the regulation concerning the content, method, and procedure for the preparation and method of technical documentation control based on the class and purpose of structures. Published in the Official Gazette of Serbia No. 77/2015 on September 9, 2015, the regulation outlines that until June 30, 2017, the main project made in accordance with the Law on Planning and Construction can be used for various purposes such as for obtaining construction permits, as a conceptual project for certain articles of the Law, and for execution purposes, specifying the requirement for the preparation of the main volume of the project and extracts from the project for obtaining construction permits. Changes during construction are governed by articles 72 to 74 of the regulation. The regulation took effect the day after its publication in the Official Gazette of Serbia on September 4, 2015, sanctioned by Minister Prof. Dr. Zorana Mihajlović.', 'content_labels': 'legal_document'}\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7\n", - "Connecting The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18 to Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc\n", - "Connecting An ideational project required for buildings mentioned in articles 145 and 147, following specific regulations for construction licensing and control. - 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7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c to Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919\n", - "Connecting Main Design Project - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - f800f41c-a731-45a5-a6f1-c736b45d7348 to Main project prepared in accordance with the provisions of the Law on Planning and Construction - 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aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f to Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 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aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting 2015-09-09 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 04512ac1-6b59-4c59-bc24-798fa3eb76ce to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting June 30, 2017 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ab57a4eb-4ca0-4382-8cac-07407428d983 to Korišćenje glavnog projekta za različite svrhe do 30. juna 2017. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 6e1cfd90-bc7c-4675-bc95-aed039f1f402\n", - "Connecting \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281 to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27 to Korišćenje glavnog projekta za različite svrhe do 30. juna 2017. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 6e1cfd90-bc7c-4675-bc95-aed039f1f402\n", - "Connecting Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - d31edd51-3e8c-4278-a18d-0dbb2d3df879 to Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 51078441-9cf3-4575-8f86-c4da9e0c7684\n", - "Connecting Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652 to Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0\n", - "Connecting Ministar građevinarstva, saobraćaja i infrastrukture - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 313bce3d-399e-4271-844a-59743ac52fcc to Ministar građevinarstva, saobraćaja i infrastrukture - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 916ad0f4-ab31-4e32-8d76-44505e386177\n", - "Connecting projekat za izvođenje - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - b1e1ee6a-ab5b-49c3-b9f2-9e312427155d to Korišćenje glavnog projekta za različite svrhe do 30. juna 2017. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 6e1cfd90-bc7c-4675-bc95-aed039f1f402\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f to Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281\n", - "Connecting Main project prepared in accordance with the provisions of the Law on Planning and Construction - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 5dab760e-691c-43d0-85a9-b34e623ab19a to Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0 to \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0\n", - "Connecting Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6 to Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac\n", - "Connecting Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27 to Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac\n", - "Connecting Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652 to \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281\n", - "Connecting prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e to Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting A permit required for the construction of a building, ensuring compliance with regulations and standards. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 5290fdac-4fc4-4a6d-8e9a-30b50c9e9a0b to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6 to Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c\n", - "Connecting prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting A permit required for the construction of a building, ensuring compliance with regulations and standards. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 5290fdac-4fc4-4a6d-8e9a-30b50c9e9a0b to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting An ideational project required for buildings mentioned in articles 145 and 147, following specific regulations for construction licensing and control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 9a245d54-8ff4-4c2d-be69-4a0059ca96d4 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Main project prepared in accordance with the provisions of the Law on Planning and Construction - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 5dab760e-691c-43d0-85a9-b34e623ab19a to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6 to Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f\n", - "Connecting Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27 to Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8\n", - "Connecting prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e to Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting A permit required for the construction of a building, ensuring compliance with regulations and standards. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 5290fdac-4fc4-4a6d-8e9a-30b50c9e9a0b to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting An ideational project required for buildings mentioned in articles 145 and 147, following specific regulations for construction licensing and control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 9a245d54-8ff4-4c2d-be69-4a0059ca96d4 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting 2015-09-09 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 04512ac1-6b59-4c59-bc24-798fa3eb76ce to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Main project prepared in accordance with the provisions of the Law on Planning and Construction - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 5dab760e-691c-43d0-85a9-b34e623ab19a to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6 to Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27 to Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993\n", - "Connecting Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652 to The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b\n", - "Connecting prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e to Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5\n", - "Connecting Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18 to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting A permit required for the construction of a building, ensuring compliance with regulations and standards. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 5290fdac-4fc4-4a6d-8e9a-30b50c9e9a0b to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting An ideational project required for buildings mentioned in articles 145 and 147, following specific regulations for construction licensing and control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 9a245d54-8ff4-4c2d-be69-4a0059ca96d4 to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting Main project prepared in accordance with the provisions of the Law on Planning and Construction - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 5dab760e-691c-43d0-85a9-b34e623ab19a to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting June 30, 2017 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ab57a4eb-4ca0-4382-8cac-07407428d983 to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0 to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting Korišćenje glavnog projekta za različite svrhe do 30. juna 2017. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 6e1cfd90-bc7c-4675-bc95-aed039f1f402 to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281 to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac to Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting Main Design Project - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - f800f41c-a731-45a5-a6f1-c736b45d7348 to Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06\n", - "Connecting Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2 to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting Ministar građevinarstva, saobraćaja i infrastrukture - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 916ad0f4-ab31-4e32-8d76-44505e386177 to Ministar građevinarstva, saobraćaja i infrastrukture - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 313bce3d-399e-4271-844a-59743ac52fcc\n", - "Connecting Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 51078441-9cf3-4575-8f86-c4da9e0c7684 to Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - d31edd51-3e8c-4278-a18d-0dbb2d3df879\n", - "Connecting Objava Pravilnika u Službeni glasnik RS, br. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - dec56bcd-a5b8-4512-ae1a-4c69a7bb93d0 to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Korišćenje glavnog projekta za različite svrhe do 30. juna 2017. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - 6e1cfd90-bc7c-4675-bc95-aed039f1f402 to projekat za izvođenje - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - b1e1ee6a-ab5b-49c3-b9f2-9e312427155d\n", - "Connecting Stupanje na snagu Pravilnika - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqSyiKiKKCiiySGqGmmaOWSCyWWyuqGGWmmF - e7361b0e-fa47-4d0d-8119-9494dccbd0eb to Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - d31edd51-3e8c-4278-a18d-0dbb2d3df879\n", - "Connecting \"Službeni glasnik RS\", No. 77/2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - eb8e29f0-dded-44bd-a9ad-faa64410b281 to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US) - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - cb1227d7-1875-4a9d-a296-e83b57292fac to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to Objavljeno u Službenom glasniku RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 41177f5a-4ab6-41d7-95db-0c5bb3c18652\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - ea5993e5-2ae9-4154-890b-06fbaabb7bc2 to Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4\n", - "Connecting Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 6cdf3866-2b5c-4bc0-b1b5-c42bcf5770d7 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Official Gazette of RS - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 08afaf92-34b5-4a39-bb15-3f4fc24c3919 to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Main project prepared in accordance with the provisions of the Law on Planning and Construction - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 5dab760e-691c-43d0-85a9-b34e623ab19a to A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f\n", - "Connecting Zorana Mihajlovic, Professor and Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - WqCqGeWOGCSeeeGSmqyWWuuiKqOGOOqCGGKo - 61e6b4aa-909b-45ba-941f-539f70e76ebc to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 74183547-7318-4d53-b34f-694b8cd0f8b0 to Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4\n", - "Connecting Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 31d1c045-cd2d-49dc-9448-35ee324e9b8f to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Prof. Dr. Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - CimyKyKimmuuCOKuOyOGeyiuGamiKOqGSWuy - 35d8cdf4-19a3-4876-ad18-27e8a9b4d774 to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 03db1d4b-c0ca-4a31-8db3-3b17bdf415f6 to Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4\n", - "Connecting Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - cae9aa81-2e04-4be0-b474-51c11dfd19f1 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - c781378a-a4aa-4dae-b777-4838895c164c to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Main Design Project - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - f800f41c-a731-45a5-a6f1-c736b45d7348 to A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - bd99781c-6841-46f1-ab1b-b9c751d47128\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aGKGqieOimCmKuOeyqumeayGaCOGmeWSemSw - 58fec71e-a836-4e99-87a2-318e42b97a0b to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Connecting Ministry of Construction, Transport and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 624a61df-ce9a-4633-b1b7-9a59350000a8 to Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4\n", - "Connecting Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 5bfb3b71-fd2c-4971-80fb-3ba1b4269284 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Official Gazette of the Republic of Serbia - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - ef04679a-a13b-4117-bb05-add159ba8e4f to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - aqyGqSqOWeGOaauSuOmaGuGOeGmKOmSKKuOA - 2b214e29-af09-4c44-adca-c8626ff872f4 to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Connecting Ministry of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 6bcef636-801e-4f00-9b16-d371d4ab0993 to Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4\n", - "Connecting Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 81a53d9e-95a0-4883-8383-096082e356e3 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 0cc52644-7cc6-435d-a79a-30c7b2630f3b to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Prof. Dr. Zorana Mihajlovic, Minister - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - ummaaKSGuaOOmyuGWGOqOaCGyuCyiaiWiWuJ - 2d25dca6-821d-4b22-a784-8a15f15180f5 to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Connecting Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7749aa83-70b1-42a0-9bc9-746494ab7ed7 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 55046d59-524b-45ed-ae46-2925e80e42a6 to Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - 4c85a68a-3865-41c0-992c-40aed51ac1f4\n", - "Connecting Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - d9af6945-adfd-4635-b29d-6140c70bce06 to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 7f5e0bab-3139-420d-8326-458514696add to The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - cd3cbaa5-aaaf-40d1-8757-16a3a005ff18\n", - "Connecting Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - qOSOyequKCiyaiGOmOuOyyuSKCWammqSmeGI - 67bb1466-0d40-4ff5-b626-42385370ef27 to A completed project, complying with construction and planning laws, that is used for obtaining an operational permit. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b57c946d-af6f-49f5-be12-72a0b524832f\n", - "Connecting prof. dr Zorana Mihajlovic - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - aa643a55-2b85-4864-b3a2-234642e4c86e to Zorana Mihajlovic, the minister responsible for enacting the regulation. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - fc999a15-fa1d-467b-8a7a-b4f7bf0cf2c2\n", - "Document (881ecb36-2819-54c3-8147-ed80293084d6) processed\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:graphistry.PlotterBase:Failed memoization speedup attempt due to Pandas internal hash function failing. Continuing without memoization speedups.This is fine, but for speedups around skipping re-uploads of previously seen tables, try identifying which columns have types that Pandas cannot hash, and convert them to hashable types like strings." - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Graph is visualized at: https://hub.graphistry.com/graph/graph.html?dataset=a3aaddf5751741299b6b23dfabd47f81&type=arrow&viztoken=6fe569ba-3d91-46d8-9d82-9f612b8c7e9c&usertag=1daaf574-pygraphistry-0.33.5&splashAfter=1711036280&info=true\n", - "None\n" - ] - } - ], + "outputs": [], "source": [ - "from os import path, listdir\n", - "from cognee import cognify, list_datasets\n", + "import cognee\n", "from cognee.utils import render_graph\n", - "from cognee.infrastructure import infrastructure_config\n", "\n", - "vector_engine = infrastructure_config.get_config()[\"vector_engine\"] \n", + "graph = await cognee.cognify()\n", "\n", - "await vector_engine.prune()\n", - "\n", - "print(list_datasets())\n", - "\n", - "graph = await cognify()\n", - "\n", - "graph_url = await render_graph(graph, graph_type = \"networkx\")\n", + "graph_url = await render_graph(graph)\n", "print(graph_url)\n" ] }, @@ -657,737 +298,22 @@ "id": "fe9e9217-35bc-4c59-9a13-750f8a8ae970", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "We get the url to the graph on graphistry, showing nodes and connections made by the cognify process.\n", + "\n", + "We can also use the cognee.search module to explore the knowledge." + ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "4ee34d29-f75d-4766-8906-b851b57bd5ef", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DefaultGraphModel:default_user {'user_properties': {'custom_properties': {'age': '30'}, 'location': {'location_id': 'ny', 'description': 'New York', 'default_relationship': {'type': 'located_in', 'properties': None}}}, 'documents': [], 'default_fields': {'created_at': '2024-03-21 16:44:53', 'updated_at': '2024-03-21 16:44:53'}}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "UserProperties:default {'custom_properties': {'age': '30'}, 'location': {'location_id': 'ny', 'description': 'New York', 'default_relationship': {'type': 'located_in', 'properties': None}}}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "UserLocation:ny {'location_id': 'ny', 'description': 'New York'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "Relationship:default {'type': 'located_in', 'properties': None}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'doc_id': 'DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6', 'title': 'Izmenjen-clan-17-Pravilnika-o-sadrzini-nacinu-i-postupku-izrade-i-nacin-vrsenja-kontrole-tehnicke-dokumentacije-prema-klasi-i-nameni-objekata', 'summary': None, 'content_id': None, 'doc_type': {'type_id': 'PDF', 'description': 'Portable Document Format', 'default_relationship': {'type': 'is_type', 'properties': None}}, 'categories': [{'category_id': 'laws, regulations, and legal case documents', 'name': 'Laws, regulations, and legal case documents', 'default_relationship': {'type': 'belongs_to', 'properties': None}}], 'default_relationship': {'type': 'has_document', 'properties': None}}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_LAYER_CLASSIFICATION:text:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'data_type': 'text', 'layer_name': 'Laws, regulations, and legal case documents'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_CLASSIFICATION:LAYER:Laws, regulations, and legal case documents:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'data_type': 'text', 'layer_name': 'Laws, regulations, and legal case documents'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_LAYER_SUMMARY:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'summary': 'The Minister of Construction, Transport, and Infrastructure issues amendments to the regulation concerning the content, method, and procedure for the preparation and method of technical documentation control based on the class and purpose of structures. Published in the Official Gazette of Serbia No. 77/2015 on September 9, 2015, the regulation outlines that until June 30, 2017, the main project made in accordance with the Law on Planning and Construction can be used for various purposes such as for obtaining construction permits, as a conceptual project for certain articles of the Law, and for execution purposes, specifying the requirement for the preparation of the main volume of the project and extracts from the project for obtaining construction permits. Changes during construction are governed by articles 72 to 74 of the regulation. The regulation took effect the day after its publication in the Official Gazette of Serbia on September 4, 2015, sanctioned by Minister Prof. Dr. Zorana Mihajlović.'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_SUMMARY:LAYER:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'summary': 'The Minister of Construction, Transport, and Infrastructure issues amendments to the regulation concerning the content, method, and procedure for the preparation and method of technical documentation control based on the class and purpose of structures. Published in the Official Gazette of Serbia No. 77/2015 on September 9, 2015, the regulation outlines that until June 30, 2017, the main project made in accordance with the Law on Planning and Construction can be used for various purposes such as for obtaining construction permits, as a conceptual project for certain articles of the Law, and for execution purposes, specifying the requirement for the preparation of the main volume of the project and extracts from the project for obtaining construction permits. Changes during construction are governed by articles 72 to 74 of the regulation. The regulation took effect the day after its publication in the Official Gazette of Serbia on September 4, 2015, sanctioned by Minister Prof. Dr. Zorana Mihajlović.'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_LAYER_LABEL:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'content_labels': 'legal_document'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "LLM_SUMMARY:LABEL:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6 {'content_labels': 'legal_document'}\n", - "c781378a-a4aa-4dae-b777-4838895c164c\n", - "Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction. - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid - b0df97b4-c1be-441a-96b1-7b1c584244b4 {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction.', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Framework Layer'}\", 'layer_decomposition_uuid': 'iGuaqOiyGmGiaCaOSySSySyWGqCuueCOyiid', 'unique_id': 'b0df97b4-c1be-441a-96b1-7b1c584244b4', 'type': 'detail'}\n", - 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"f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "Član 19 - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 8149b77f-5d74-4d97-a4bd-296afca26660 {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'Član 19', 'category': 'article', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': '8149b77f-5d74-4d97-a4bd-296afca26660', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "građevinska dozvola - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 336a9a2e-278d-40b9-8382-d55c2c1f6d6d {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'građevinska dozvola', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': '336a9a2e-278d-40b9-8382-d55c2c1f6d6d', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "upotrebna dozvola - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 5263f1b4-de1a-4c8f-a6f7-30cf6ca68097 {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'upotrebna dozvola', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': '5263f1b4-de1a-4c8f-a6f7-30cf6ca68097', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "Glavni projekat - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 2a045423-1e68-4d8b-a970-635289dd6e1f {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'Glavni projekat', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': '2a045423-1e68-4d8b-a970-635289dd6e1f', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "projekat za izvođenje - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - b1e1ee6a-ab5b-49c3-b9f2-9e312427155d {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'projekat za izvođenje', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': 'b1e1ee6a-ab5b-49c3-b9f2-9e312427155d', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "idejni projekat - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - e96294fa-0eaa-4b0c-a06a-f5fd997c95ce {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'idejni projekat', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': 'e96294fa-0eaa-4b0c-a06a-f5fd997c95ce', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "projekat izvedenog objekta - 7cd9f97e-f88c-4437-86ab-16fc266fac93 - KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu - 3091c59c-3b54-49f6-b699-2a9df1d7c72b {'created_at': '2024-03-21 16:47:48', 'updated_at': '2024-03-21 16:47:48', 'description': 'projekat izvedenog objekta', 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '7cd9f97e-f88c-4437-86ab-16fc266fac93', 'layer_description': \"{'layer': 'Legal Linguistic Layer'}\", 'layer_decomposition_uuid': 'KeWeOaKKimySyiGSeSeumySmyeKyyWWWiGeu', 'unique_id': '3091c59c-3b54-49f6-b699-2a9df1d7c72b', 'type': 'detail'}\n", - "f800f41c-a731-45a5-a6f1-c736b45d7348\n", - "Ministry of Construction, Transport and Infrastructure is responsible for the regulation and administration of construction, transport, and infrastructure in a jurisdiction.\n", - "Amendments and supplements made to the regulation concerning the content, manner, and procedure of preparation and the method of technical documentation control according to the class and purpose of the buildings.\n", - "The Official Gazette of the Republic of Serbia, where laws, regulations, and official notifications are published.\n", - "Zorana Mihajlovic, the minister responsible for enacting the regulation.\n", - "A permit required for the construction of a building, ensuring compliance with regulations and standards.\n", - "An ideational project required for buildings mentioned in articles 145 and 147, following specific regulations for construction licensing and control.\n", - "A detailed construction project used for the actual building process, adhering to the regulations for technical documentation control.\n", - "A completed project, complying with construction and planning laws, that is used for obtaining an operational permit.\n", - "Ministry of Construction, Transport and Infrastructure\n", - "Rule on Amendments and Supplements to the Rulebook on the Content, Method, and Procedure of Preparation and the Method of Performing Technical Documentation Control According to the Class and Purpose of the Objects\n", - "Official Gazette of RS\n", - "2015-09-09\n", - "Main project prepared in accordance with the provisions of the Law on Planning and Construction\n", - "June 30, 2017\n", - "Zorana Mihajlovic, Professor and Minister\n", - "Ministar građevinarstva, saobraćaja i infrastrukture\n", - "Pravilnik o izmenama i dopunama Pravilnika o sadržini, načinu i postupku izrade i način vršenja kontrole tehničke dokumentacije prema klasi i nameni objekata\n", - "Objava Pravilnika u Službeni glasnik RS, br. 77/2015\n", - "Korišćenje glavnog projekta za različite svrhe do 30. juna 2017.\n", - "Stupanje na snagu Pravilnika\n", - "Rulebook on Amendments and Additions to the Rulebook on the content, method, and procedure of drafting and the method of control of technical documentation according to the class and purpose of objects\n", - "\"Službeni glasnik RS\", No. 77/2015\n", - "Law on Planning and Construction (\"Službeni glasnik RS\", Nos. 72/09, 81/09 - correction, 64/10 - US, 24/11, 121/12, 42/13 - US, 50/13, 98/13 - US)\n", - "Prof. Dr. Zorana Mihajlovic\n", - "Ministry of Construction, Transport, and Infrastructure\n", - "Regulation on Amendments and Additions to the Regulation on the Content, Method, and Procedure of Preparation and Control Mode of Technical Documentation According to Class and Purpose of Objects\n", - "Official Gazette of the Republic of Serbia\n", - "Main Design Project\n", - "Zorana Mihajlovic\n", - "Regulation on Amendments to the Regulation on the content, method and procedure of preparation and method of technical documentation control according to class and purpose of objects\n", - "Regulation on amendments and additions to the regulation on the content, manner, and procedure of preparation and way of performing technical documentation control according to the class and purpose of objects\n", - "The regulation was published in the Official Gazette of RS, no. 77/2015, on 9.9.2015\n", - "Prof. Dr. Zorana Mihajlovic, Minister\n", - "Minister of Construction, Transport, and Infrastructure who issued amendments to the regulation on technical documentation according to class and purpose of objects\n", - "Regulation on the content, manner, and procedure of preparing and how to conduct control of technical documentation according to the class and purpose of objects, amended by the Minister of Construction, Transport, and Infrastructure\n", - "Official Gazette of the Republic of Serbia, No. 77/2015, published on 9.9.2015\n", - "Law on Planning and Construction referenced in Official Gazette RS numbers: 72/09, 81/09 - correction, 64/10 - Constitutional Court, 24/11, 121/12, 42/13 - Constitutional Court, 50/13, 98/13 - Constitutional Court\n", - "Clause allowing the use of the main project prepared according to the Law on Planning and Construction until June 30, 2017, for construction permit application, conceptual project, and implementation project purposes\n", - "Objavljeno u Službenom glasniku RS\n", - "prof. dr Zorana Mihajlovic\n", - "Član 17\n", - "Član 19\n", - "građevinska dozvola\n", - "upotrebna dozvola\n", - "Glavni projekat\n", - "projekat za izvođenje\n", - "idejni projekat\n", - "projekat izvedenog objekta\n" - ] - } - ], + "outputs": [], "source": [ "from cognee import search\n", "from cognee.api.v1.search.search import SearchType\n", "\n", - "# query_params = {\n", - "# SearchType.SIMILARITY: {'query': 'Ministarstvo'}\n", - "# }\n", - "\n", "search_type = 'SIMILARITY'\n", "params = {'query': 'Ministarstvo', 'other_param': {\"node_id\": \"LLM_LAYER_SUMMARY:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6\"}}\n", "\n", @@ -1497,7 +423,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/notebooks/full_run.ipynb b/notebooks/full_run.ipynb index 4b783f2f0..b754f83e7 100644 --- a/notebooks/full_run.ipynb +++ b/notebooks/full_run.ipynb @@ -1,5 +1,24 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "aa4e881d", + "metadata": {}, + "outputs": [], + "source": [ + "from os import path\n", + "from cognee import config, prune\n", + "\n", + "data_directory_path = path.abspath(\"../.data\")\n", + "config.data_root_directory(data_directory_path)\n", + "\n", + "cognee_directory_path = path.abspath(\"../.cognee_system\")\n", + "config.system_root_directory(cognee_directory_path)\n", + "\n", + "await prune.prune_system()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -7,38 +26,42 @@ "metadata": {}, "outputs": [], "source": [ - "from cognee import config, add, cognify, search\n", - "from cognee.utils import render_graph\n", - "from os import listdir, path\n", - "\n", - "data_directory_path = path.abspath(\"../.data\")\n", - "\n", - "print(data_directory_path)\n", - "\n", - "config.data_path(data_directory_path)\n", - "\n", - "# dataset_name = \"pravilnik.energetska efikasnost.sertifikati\"\n", - "# await add(\"file://\" + path.abspath(\"../.test_data/062c22df-d99b-599f-90cd-2d325c8bcf69.txt\"), dataset_name)\n", + "from os import path\n", + "import cognee\n", "\n", "\n", - "dataset_name = \"izmene\"\n", - "await add(\"data://\" + path.abspath(\"../.data\"), dataset_name)\n", - "\n", - "# test_text = \"\"\"A quantum computer is a computer that takes advantage of quantum mechanical phenomena.\n", - "# At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states.\n", - "# Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling)[2] than any modern \"classical\" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible.\n", - "# The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two \"basis\" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly.\n", - "# Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate.\n", - "# In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited.\n", - "# \"\"\"\n", - "\n", - "# dataset_name = \"pravilnik.energetska efikasnost\"\n", - "# await add(test_text, dataset_name)\n", + "dataset_name = \"explanations\"\n", + "await cognee.add([path.abspath(\"../.test_data/Natural language processing.txt\")], dataset_name)\n", "\n", "\n", - "graph = await cognify(dataset_name)\n", + "dataset_name = \"short_stories\"\n", + "# data_directory_path is defined above\n", + "await cognee.add(\"data://\" + data_directory_path, dataset_name)\n", "\n", - "await render_graph(graph, graph_type = \"networkx\")\n" + "text_1 = \"\"\"A quantum computer is a computer that takes advantage of quantum mechanical phenomena.\n", + "At small scales, physical matter exhibits properties of both particles and waves, and quantum computing leverages this behavior, specifically quantum superposition and entanglement, using specialized hardware that supports the preparation and manipulation of quantum states.\n", + "Classical physics cannot explain the operation of these quantum devices, and a scalable quantum computer could perform some calculations exponentially faster (with respect to input size scaling) than any modern \"classical\" computer. In particular, a large-scale quantum computer could break widely used encryption schemes and aid physicists in performing physical simulations; however, the current state of the technology is largely experimental and impractical, with several obstacles to useful applications. Moreover, scalable quantum computers do not hold promise for many practical tasks, and for many important tasks quantum speedups are proven impossible.\n", + "The basic unit of information in quantum computing is the qubit, similar to the bit in traditional digital electronics. Unlike a classical bit, a qubit can exist in a superposition of its two \"basis\" states. When measuring a qubit, the result is a probabilistic output of a classical bit, therefore making quantum computers nondeterministic in general. If a quantum computer manipulates the qubit in a particular way, wave interference effects can amplify the desired measurement results. The design of quantum algorithms involves creating procedures that allow a quantum computer to perform calculations efficiently and quickly.\n", + "Physically engineering high-quality qubits has proven challenging. If a physical qubit is not sufficiently isolated from its environment, it suffers from quantum decoherence, introducing noise into calculations. Paradoxically, perfectly isolating qubits is also undesirable because quantum computations typically need to initialize qubits, perform controlled qubit interactions, and measure the resulting quantum states. Each of those operations introduces errors and suffers from noise, and such inaccuracies accumulate.\n", + "In principle, a non-quantum (classical) computer can solve the same computational problems as a quantum computer, given enough time. Quantum advantage comes in the form of time complexity rather than computability, and quantum complexity theory shows that some quantum algorithms for carefully selected tasks require exponentially fewer computational steps than the best known non-quantum algorithms. Such tasks can in theory be solved on a large-scale quantum computer whereas classical computers would not finish computations in any reasonable amount of time. However, quantum speedup is not universal or even typical across computational tasks, since basic tasks such as sorting are proven to not allow any asymptotic quantum speedup. Claims of quantum supremacy have drawn significant attention to the discipline, but are demonstrated on contrived tasks, while near-term practical use cases remain limited.\n", + "\"\"\"\n", + "\n", + "text_2 = \"\"\"A large language model (LLM) is a language model notable for its ability to achieve general-purpose language generation and other natural language processing tasks such as classification. LLMs acquire these abilities by learning statistical relationships from text documents during a computationally intensive self-supervised and semi-supervised training process. LLMs can be used for text generation, a form of generative AI, by taking an input text and repeatedly predicting the next token or word.\n", + "LLMs are artificial neural networks. The largest and most capable, as of March 2024, are built with a decoder-only transformer-based architecture while some recent implementations are based on other architectures, such as recurrent neural network variants and Mamba (a state space model).\n", + "Up to 2020, fine tuning was the only way a model could be adapted to be able to accomplish specific tasks. Larger sized models, such as GPT-3, however, can be prompt-engineered to achieve similar results.[6] They are thought to acquire knowledge about syntax, semantics and \"ontology\" inherent in human language corpora, but also inaccuracies and biases present in the corpora.\n", + "Some notable LLMs are OpenAI's GPT series of models (e.g., GPT-3.5 and GPT-4, used in ChatGPT and Microsoft Copilot), Google's PaLM and Gemini (the latter of which is currently used in the chatbot of the same name), xAI's Grok, Meta's LLaMA family of open-source models, Anthropic's Claude models, Mistral AI's open source models, and Databricks' open source DBRX.\n", + "\"\"\"\n", + "\n", + "dataset_name = \"explanations\"\n", + "await cognee.add(\n", + " [\n", + " text_1,\n", + " text_2\n", + " ],\n", + " dataset_name\n", + ")\n", + "\n", + "graph = await cognee.cognify(dataset_name)\n" ] }, { @@ -48,33 +71,27 @@ "metadata": {}, "outputs": [], "source": [ - "from cognee import list_datasets\n", + "import cognee\n", "\n", - "print(list_datasets())" + "print(cognee.datasets.list_datasets())\n", + "\n", + "explanations = cognee.datasets.query_data('explanations')\n", + "print(len(explanations), explanations)\n", + "\n", + "stories = cognee.datasets.query_data('short_stories')\n", + "print(len(stories), stories)" ] }, { "cell_type": "code", "execution_count": null, - "id": "66ad66ca", + "id": "a81b2bce", "metadata": {}, "outputs": [], "source": [ - "import duckdb\n", - "from cognee.root_dir import get_absolute_path\n", + "from cognee.utils import render_graph\n", "\n", - "db_path = get_absolute_path(\"./data/cognee\")\n", - "db_location = db_path + \"/cognee.duckdb\"\n", - "print(db_location)\n", - "\n", - "db = duckdb.connect(db_location)\n", - "\n", - "izmene = db.sql(f\"SELECT * FROM pravilnik_energetska_efikasnost_sertifikati.file_metadata;\")\n", - "print(izmene)\n", - "\n", - "# pravilnik = db.sql(f\"SELECT * FROM pravilnik.file_metadata;\")\n", - "\n", - "# print(pravilnik)" + "await render_graph(graph)" ] } ], @@ -94,7 +111,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/poetry.lock b/poetry.lock index 6265f94c1..635220ee7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -531,17 +531,17 @@ css = ["tinycss2 (>=1.1.0,<1.3)"] [[package]] name = "boto3" -version = "1.34.73" +version = "1.34.74" description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" files = [ - {file = "boto3-1.34.73-py3-none-any.whl", hash = "sha256:4d68e7c7c1339e251c661fd6e2a34e31d281177106326712417fed839907fa84"}, - {file = "boto3-1.34.73.tar.gz", hash = "sha256:f45503333286c03fb692a3ce497b6fdb4e88c51c98a3b8ff05071d7f56571448"}, + {file = "boto3-1.34.74-py3-none-any.whl", hash = "sha256:71f551491fb12fe07727d371d5561c5919fdf33dbc1d4251c57940d267a53a9e"}, + {file = "boto3-1.34.74.tar.gz", hash = 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"d556cc86b6310e0c6020d900d4f958e067fd235c40a1df9e3139ca80625c923c" +content-hash = "9640f8b1809db36e455d285e3e338d572669154be7a1ed74a501d6c9044ab1ae" diff --git a/pyproject.toml b/pyproject.toml index 74c296f59..22099e29a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -52,6 +52,8 @@ fastembed = "^0.2.5" pypdf = "^4.1.0" anthropic = "^0.21.3" xmltodict = "^0.13.0" +jinja2 = "^3.1.3" +matplotlib = "^3.8.3" [tool.poetry.extras] dbt = ["dbt-core", "dbt-redshift", "dbt-bigquery", "dbt-duckdb", "dbt-snowflake", "dbt-athena-community", "dbt-databricks"]