Update internal links

docs/getting-started.md

@@ -26,4 +26,4 @@ With the help of the [How-to guides](how-to-guides/overview.md) you can learn ho
 
 ### 3. Check the reference guide
 
-Don't forget to check the [Reference guide](/gqlalchemy/reference) if you want to find out which methods GQLAlchemy has and how to use it. If the reference guide is not clear enough, head over to the [GQLAlchemy repository](https://github.com/memgraph/gqlalchemy) and inspect the source code. While you're there, feel free to give us a star or contribute to this open-source Python library.
+Don't forget to check the [Reference guide](reference/gqlalchemy/overview.md) if you want to find out which methods GQLAlchemy has and how to use it. If the reference guide is not clear enough, head over to the [GQLAlchemy repository](https://github.com/memgraph/gqlalchemy) and inspect the source code. While you're there, feel free to give us a star or contribute to this open-source Python library.

docs/how-to-guides/loaders/import-table-data-to-graph-database.md

@@ -23,7 +23,7 @@ data is located, here are two guides on how to import it to Memgraph:
     ```
 
 !!! info
-    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](/gqlalchemy/installation) with the relevant optional dependencies.
+    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](../../installation.md) with the relevant optional dependencies.
 
 ## Loading a CSV file from the local file system
 

docs/how-to-guides/loaders/make-a-custom-file-system-importer.md

@@ -2,7 +2,7 @@
 
 > To learn how to import table data from a file to the Memgraph database, head
 > over to the [How to import table
-> data](/how-to-guides/loaders/import-table-data-to-graph-database.md) guide.
+> data](import-table-data-to-graph-database.md) guide.
 
 If you want to read from a file system not currently supported by
 **GQLAlchemy**, or use a file type currently not readable, you can implement
@@ -17,7 +17,7 @@ respectively.
     ```
 
 !!! info
-    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](/gqlalchemy/installation) with the relevant optional dependencies.
+    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](../../installation.md) with the relevant optional dependencies.
 
 ## Implementing a new `FileSystemHandler`
 

docs/how-to-guides/ogm.md

@@ -21,7 +21,7 @@ Through this guide, you will learn how to use GQLAlchemy object graph mapper to:
 >have any more questions, join our community and ping us on [Discord](https://discord.gg/memgraph).
 
 !!! info 
-    To test the above features, you must [install GQLAlchemy](/gqlalchemy/installation) and have a running Memgraph instance. If you're unsure how to run Memgraph, check out the Memgraph [Quick start](https://memgraph.com/docs/getting-started)).
+    To test the above features, you must [install GQLAlchemy](../installation.md) and have a running Memgraph instance. If you're unsure how to run Memgraph, check out the Memgraph [Quick start](https://memgraph.com/docs/getting-started)).
 
 ## Map nodes and relationships
 

docs/how-to-guides/overview.md

@@ -30,7 +30,7 @@ the following guides:
 ## Import data from different sources
 
 !!! info
-    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](/gqlalchemy/installation) with the relevant optional dependencies.
+    The features below aren’t included in the default GQLAlchemy installation. To use them, make sure to [install GQLAlchemy](../installation.md) with the relevant optional dependencies.
 
 
 You can translate table data from a file to graph data and import it to
@@ -73,7 +73,7 @@ As subgraphs are mainly used with Memgraph's query modules (graph algorithms),
 QueryBuilder's `call()` method enables specifying the subgraph to use with a
 certain algorithm.
 
-- [**Create a graph projection**](/gqlalchemy/how-to-guides/query-builder/graph-projection)
+- [**Create a graph projection**](query-builder/graph-projection.md)
 
 ## Transform Python graphs into Memgraph graphs
 

docs/how-to-guides/query-builder.md

@@ -38,12 +38,12 @@ Through this guide, you will learn how to use GQLAlchemy query builder to:
 >have any more questions, join our community and ping us on [Discord](https://discord.gg/memgraph).
 
 !!! info 
-    To test the above features, you must install [GQLAlchemy](/gqlalchemy/installation) and have a running Memgraph instance. If you're unsure how to run Memgraph, check out the Memgraph [Quick start](https://memgraph.com/docs/getting-started)).
+    To test the above features, you must install [GQLAlchemy](../installation.md) and have a running Memgraph instance. If you're unsure how to run Memgraph, check out the Memgraph [Quick start](https://memgraph.com/docs/getting-started)).
 
 
 ## Create nodes and relationships
 
-Methods [`create()`](/gqlalchemy/reference/query_builders/declarative_base#create), [`merge()`](/gqlalchemy/reference/query_builders/declarative_base#merge), [`match()`](/gqlalchemy/reference/query_builders/declarative_base#match), [`node()`](/gqlalchemy/reference/query_builders/declarative_base#node), [`to()`](/gqlalchemy/reference/query_builders/declarative_base#to) and [`from_()`](/gqlalchemy/reference/query_builders/declarative_base#from_) are most often used when building a query to create or merge nodes and relationships.
+Methods [`create()`](../reference/gqlalchemy/query_builders/declarative_base.md#create), [`merge()`](../reference/gqlalchemy/query_builders/declarative_base.md#merge), [`match()`](../reference/gqlalchemy/query_builders/declarative_base.md#match), [`node()`](../reference/gqlalchemy/query_builders/declarative_base.md#node), [`to()`](../reference/gqlalchemy/query_builders/declarative_base.md#to) and [`from_()`](../reference/gqlalchemy/query_builders/declarative_base.md#from_) are most often used when building a query to create or merge nodes and relationships.
 
 ### Create a node
 
@@ -254,7 +254,7 @@ Read more about `MERGE` clause in the [Cypher manual](/docs/cypher-manual/clause
 
 ## Set or update properties and labels
 
-The [`set_()`](/gqlalchemy/reference/query_builders/declarative_base#set_) method is used to set labels on nodes, and properties on nodes and relationships. When being set, labels and properties can be updated or created, depending on the operator used as the argument of `set_()` method.
+The [`set_()`](../reference/gqlalchemy/query_builders/declarative_base.md#set_) method is used to set labels on nodes, and properties on nodes and relationships. When being set, labels and properties can be updated or created, depending on the operator used as the argument of `set_()` method.
 
 ### Set a property
 
@@ -483,9 +483,9 @@ All the properties in the map (value of the `literal` argument) that are on a gr
 
 ## Filter data
 
-You can use the methods [`where()`](/gqlalchemy/reference/query_builders/declarative_base#where), [`where_not()`](/gqlalchemy/reference/query_builders/declarative_base#where_not), [`or_where()`](/gqlalchemy/reference/query_builders/declarative_base#or_where),
-[`or_where_not()`](/gqlalchemy/reference/query_builders/declarative_base#or_where_node), [`and_where()`](/gqlalchemy/reference/query_builders/declarative_base#and_where), [`and_where_not()`](/gqlalchemy/reference/query_builders/declarative_base#and_where_not), [`xor_where()`](/gqlalchemy/reference/query_builders/declarative_base#xor_where) and
-[`xor_where_not()`](/gqlalchemy/reference/query_builders/declarative_base#xor_where_not) to construct queries that will filter data.
+You can use the methods [`where()`](../reference/gqlalchemy/query_builders/declarative_base.md#where), [`where_not()`](../reference/gqlalchemy/query_builders/declarative_base.md#where_not), [`or_where()`](../reference/gqlalchemy/query_builders/declarative_base.md#or_where),
+[`or_where_not()`](../reference/gqlalchemy/query_builders/declarative_base.md#or_where_node), [`and_where()`](../reference/gqlalchemy/query_builders/declarative_base.md#and_where), [`and_where_not()`](../reference/gqlalchemy/query_builders/declarative_base.md#and_where_not), [`xor_where()`](../reference/gqlalchemy/query_builders/declarative_base.md#xor_where) and
+[`xor_where_not()`](../reference/gqlalchemy/query_builders/declarative_base.md#xor_where_not) to construct queries that will filter data.
 
 
 
@@ -531,7 +531,7 @@ MATCH (p1:Person)-[:FRIENDS_WITH]->(p2:Person) WHERE p1.name < p2.name RETURN *;
 Keyword arguments that can be used in filtering methods are `literal` and `expression`. Usually we use `literal` for property values and `expression` for property names and labels. That is because property names and labels shouldn't be quoted in Cypher statements. 
 
 !!! info 
-    You will probably see the `GQLAlchemySubclassNotFoundWarning` warning. This happens if you did not define a Python class which maps to a graph object in the database. To do that, check the [object graph mapper how-to guide](/gqlalchemy/how-to-guides/ogm). To ignore such warnings, you can do the following before query execution:
+    You will probably see the `GQLAlchemySubclassNotFoundWarning` warning. This happens if you did not define a Python class which maps to a graph object in the database. To do that, check the [object graph mapper how-to guide](ogm.md). To ignore such warnings, you can do the following before query execution:
 
     ```python
     from gqlalchemy import models
@@ -750,7 +750,7 @@ Just like in [property comparison](#filter-data-by-property-comparison), it is p
 
 ## Return results
 
-You can use the methods [`return_()`](/gqlalchemy/reference/query_builders/declarative_base#return_), [`limit()`](/gqlalchemy/reference/query_builders/declarative_base#limit), [`skip()`](/gqlalchemy/reference/query_builders/declarative_base#skip) and [`order_by()`](/gqlalchemy/reference/query_builders/declarative_base#order_by) to
+You can use the methods [`return_()`](../reference/gqlalchemy/query_builders/declarative_base.md#return_), [`limit()`](../reference/gqlalchemy/query_builders/declarative_base.md#limit), [`skip()`](../reference/gqlalchemy/query_builders/declarative_base.md#skip) and [`order_by()`](../reference/gqlalchemy/query_builders/declarative_base.md#order_by) to
 construct queries that will return data from the database.
 
 ### Return all variables from a query
@@ -1066,7 +1066,7 @@ ORDER BY n.id ASC, n.name, n.last_name DESC, n.age ASCENDING, n.middle_name DESC
 
 ## Delete and remove objects
 
-You can use the methods [`delete()`](/gqlalchemy/reference/query_builders/declarative_base#delete) and [`remove()`](/gqlalchemy/reference/query_builders/declarative_base#remove) to construct queries that will
+You can use the methods [`delete()`](../reference/gqlalchemy/query_builders/declarative_base.md#delete) and [`remove()`](../reference/gqlalchemy/query_builders/declarative_base.md#remove) to construct queries that will
 remove nodes and relationships or properties and labels.
 
 ### Delete a node
@@ -1162,7 +1162,7 @@ MATCH (p:Person {name: 'Jane'}) REMOVE p.name, p.last_name;
 
 ## Call procedures
 
-You can use the methods [`call()`](/gqlalchemy/reference/query_builders/declarative_base#call) and [`yield_()`](/gqlalchemy/reference/query_builders/declarative_base#yield_) to construct queries that will
+You can use the methods [`call()`](../reference/gqlalchemy/query_builders/declarative_base.md#call) and [`yield_()`](../reference/gqlalchemy/query_builders/declarative_base.md#yield_) to construct queries that will
 call procedure and return results from them.
 
 ### Call procedure with no arguments

docs/how-to-guides/translators/export-python-graphs.md

@@ -5,7 +5,7 @@ GQLAlchemy holds translators that can export Memgraph graphs into Python graphs
 [![docs-source](https://img.shields.io/badge/source-examples-FB6E00?logo=github&style=for-the-badge)](https://github.com/memgraph/gqlalchemy/tree/main/tests/transformations/translators)
 [![docs-source](https://img.shields.io/badge/source-translators-FB6E00?logo=github&style=for-the-badge)](https://github.com/memgraph/gqlalchemy/tree/main/gqlalchemy/transformations/translators)
 [![Related - Under the
-hood](https://img.shields.io/static/v1?label=Related&message=Under%20the%20hood&color=orange&style=for-the-badge)](/under-the-hood/python-graph-translators.md)
+hood](https://img.shields.io/static/v1?label=Related&message=Under%20the%20hood&color=orange&style=for-the-badge)](../../under-the-hood/python-graph-translators.md)
 
 In this guide you will learn how to:
 - [**Export data from Memgraph into NetworkX graph**](#export-data-from-memgraph-into-networkx-graph)
@@ -189,4 +189,4 @@ This means that the DGL graph has the correct number of node and edge types, tot
 
 ## Learn more
 
-Head over to the [**Under the hood**](/gqlalchemy/under-the-hood/python-graph-translators) section to read about implementation details. If you want to learn more about using NetworkX with Memgraph with interesting resources and courses, head over to the [**Memgraph for NetworkX developers**](https://memgraph.com/memgraph-for-networkx?utm_source=docs&utm_medium=referral&utm_campaign=networkx_ppp&utm_term=docsgqla%2Bhowto&utm_content=textlink) website. If you have any questions or want to connect with the Memgraph community, [**join our Discord server**](https://www.discord.gg/memgraph).
+Head over to the [**Under the hood**](../../under-the-hood/python-graph-translators.md) section to read about implementation details. If you want to learn more about using NetworkX with Memgraph with interesting resources and courses, head over to the [**Memgraph for NetworkX developers**](https://memgraph.com/memgraph-for-networkx?utm_source=docs&utm_medium=referral&utm_campaign=networkx_ppp&utm_term=docsgqla%2Bhowto&utm_content=textlink) website. If you have any questions or want to connect with the Memgraph community, [**join our Discord server**](https://www.discord.gg/memgraph).

docs/how-to-guides/translators/import-python-graphs.md

@@ -5,7 +5,7 @@ GQLAlchemy holds translators that can import Python graphs ([NetworkX](https://n
 [![docs-source](https://img.shields.io/badge/source-examples-FB6E00?logo=github&style=for-the-badge)](https://github.com/memgraph/gqlalchemy/tree/main/tests/transformations/translators)
 [![docs-source](https://img.shields.io/badge/source-translators-FB6E00?logo=github&style=for-the-badge)](https://github.com/memgraph/gqlalchemy/tree/main/gqlalchemy/transformations/translators)
 [![Related - Under the
-hood](https://img.shields.io/static/v1?label=Related&message=Under%20the%20hood&color=orange&style=for-the-badge)](/under-the-hood/python-graph-translators.md)
+hood](https://img.shields.io/static/v1?label=Related&message=Under%20the%20hood&color=orange&style=for-the-badge)](../../under-the-hood/python-graph-translators.md)
 
 In this guide you will learn how to:
 - [**Import NetworkX graph into Memgraph**](#import-networkx-graph-into-memgraph)
@@ -208,4 +208,4 @@ You can notice that we have nodes labeled with `user` and `movie` and relationsh
 
 ## Learn more
 
-Head over to the [**Under the hood**](/gqlalchemy/under-the-hood/python-graph-translators) section to read about implementation details. If you want to learn more about using NetworkX with Memgraph with interesting resources and courses, head over to the [**Memgraph for NetworkX developers**](https://memgraph.com/memgraph-for-networkx?utm_source=docs&utm_medium=referral&utm_campaign=networkx_ppp&utm_term=docsgqla%2Bhowto&utm_content=textlink) website. If you have any questions or want to connect with the Memgraph community, [**join our Discord server**](https://www.discord.gg/memgraph).
+Head over to the [**Under the hood**](../../under-the-hood/python-graph-translators.md) section to read about implementation details. If you want to learn more about using NetworkX with Memgraph with interesting resources and courses, head over to the [**Memgraph for NetworkX developers**](https://memgraph.com/memgraph-for-networkx?utm_source=docs&utm_medium=referral&utm_campaign=networkx_ppp&utm_term=docsgqla%2Bhowto&utm_content=textlink) website. If you have any questions or want to connect with the Memgraph community, [**join our Discord server**](https://www.discord.gg/memgraph).

docs/import-data.md

@@ -15,7 +15,7 @@ Besides that, you can create data directly from code using the [**object graph m
 
 ## CSV
 
-To import CSV file into Memgraph via GQLAlchemy, you can use the [`LOAD CSV` clause](/memgraph/import-data/load-csv-clause). That clause can be used by [executing the Cypher query](/memgraph/connect-to-memgraph/drivers/python) or by [building the query with the query builder](how-to-guides/query-builder.md#load-csv-file). Another way of importing CSV data into Memgraph is by [translating it into a graph](/gqlalchemy/how-to-guides/table-to-graph-importer).
+To import CSV file into Memgraph via GQLAlchemy, you can use the [`LOAD CSV` clause](/memgraph/import-data/load-csv-clause). That clause can be used by [executing the Cypher query](/memgraph/connect-to-memgraph/drivers/python) or by [building the query with the query builder](how-to-guides/query-builder.md#load-csv-file). Another way of importing CSV data into Memgraph is by [translating it into a graph](how-to-guides/loaders/import-table-data-to-graph-database.md).
 
 ## JSON
 
@@ -24,22 +24,22 @@ To import JSON files into Memgraph via GQLAlchemy, you can call procedures from
 
 ## Parquet, ORC or IPC/Feather/Arrow 
 
-To import Parquet, ORC or IPC/Feather/Arrow file into Memgraph via GQLAlchemy, [transform table data from a file into a graph](/gqlalchemy/how-to-guides/table-to-graph-importer). 
+To import Parquet, ORC or IPC/Feather/Arrow file into Memgraph via GQLAlchemy, [transform table data from a file into a graph](how-to-guides/loaders/import-table-data-to-graph-database.md). 
 
 !!! note 
-    If you want to read from a file system not currently supported by GQLAlchemy, or use a file type currently not readable, you can implement your own by [making a custom file system importer](/gqlalchemy/how-to-guides/custom-file-system-importer).
+    If you want to read from a file system not currently supported by GQLAlchemy, or use a file type currently not readable, you can implement your own by [making a custom file system importer](how-to-guides/loaders/make-a-custom-file-system-importer.md).
 
 ## Python graphs - NetworkX, PyG or DGL graph
 
-To import NetworkX, PyG or DGL graph into Memgraph via GQLAlchemy, [transform the source graph into Memgraph graph](/gqlalchemy/how-to-guides/import-python-graphs).
+To import NetworkX, PyG or DGL graph into Memgraph via GQLAlchemy, [transform the source graph into Memgraph graph](how-to-guides/translators/import-python-graphs.md).
 
 ## Kafka, RedPanda or Pulsar data stream
 
-To consume Kafka, RedPanda or Pulsar data stream, you can write a [appropriate Cypher queries](/memgraph/import-data/data-streams/manage-streams) and [execute](/memgraph/connect-to-memgraph/drivers/python) them, or use GQLAlchemy stream manager for [Kafka, RedPanda](/gqlalchemy/how-to-guides/streams/manage-kafka-streams) or [Pulsar](/gqlalchemy/how-to-guides/streams/manage-pulsar-streams) streams.
+To consume Kafka, RedPanda or Pulsar data stream, you can write a [appropriate Cypher queries](/memgraph/import-data/data-streams/manage-streams) and [execute](/memgraph/connect-to-memgraph/drivers/python) them, or use GQLAlchemy stream manager for [Kafka, RedPanda](how-to-guides/streams/kafka-streams.md) or [Pulsar](how-to-guides/streams/pulsar-streams.md) streams.
 
 
 ## Learn more
 
-To learn how to utilize the GQLAlchemy library with Memgraph, check out the [how-to guides](/gqlalchemy/how-to-guides) or sign up for the [Getting started with Memgraph and Python course](https://app.livestorm.co/memgraph/getting-started-with-memgraph-and-python-on-demand).
+To learn how to utilize the GQLAlchemy library with Memgraph, check out the [how-to guides](how-to-guides/overview.md) or sign up for the [Getting started with Memgraph and Python course](https://app.livestorm.co/memgraph/getting-started-with-memgraph-and-python-on-demand).
 
 

docs/reference/gqlalchemy/overview.md

@@ -0,0 +1,3 @@
+# GQLAlchemy Reference
+
+Take a look at methods GQLAlchemy has and how to use it. Choose the content from the menu.