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+# Distributed Atomspace - Overview
+
+Atomspace is the hypergraph OpenCog Hyperon uses to represent and store
+knowledge, being the source of knowledge for AI agents and the container of any
+computational result that might be created or achieved during their execution.
+
+The __Distributed Atomspace (DAS)__ is an extension of OpenCog Hyperon's
+Atomspace into a more independent component designed to support multiple
+simultaneous connections with different AI algorithms, providing a flexible
+query interface to distributed knowledge bases. It can be used as a component
+(e.g. a Python library) or as a stand-alone server to store essentially
+arbitrarily large knowledge bases and provide means for the agents to traverse
+regions of the hypergraphs and perform global queries involving properties,
+connectivity, subgraph topology, etc.
+
+DAS can be understood as a persistence layer for knowledge bases used in
+OpenCog Hyperon.
+
+
+
+
+
+
+The data manipulation API provides a defined set of operations without exposing
+database details such as data modeling and the DBMS (Database Management
+System) being used. This is important because it allows us to evolve the data
+model inside DAS and even change the DBMS without affecting the integration
+with the AI agents.
+
+But being an abstraction for the data model is not the only purpose of DAS.
+While performing this connection between AI agents and the knowledge bases, DAS
+provides a lot of other functionalities:
+
+* Higher level indexes stored in the DBMS
+* Query engine with pattern matching capabilities
+* Traverse engine to keep track of hypergraph traversal
+* Cache for query results
+* Scalable connection manager to connect the DAS with multiple other DASs
+
+This is why DAS is not just a Data Access Object or a database interface layer
+but rather a more complex OpenCog Hyperon's component that abstracts not only
+data modeling/access itself but also several other algorithms that are closely
+related to the way AI agents manipulate information.
+
+## Table of contents
+
+- [DAS Components](#das-components)
+- [Higher Level Indexing](#higher-level-indexing)
+- [Pattern Matcher](#pattern-matcher)
+- [Mapping knowledge bases to nodes and links](#mapping-knowledge-bases-to-nodes-and-links)
+- [DAS Server Deployment and Architecture](#das-server-deployment-and-architecture)
+
+## DAS Components
+
+DAS is delivered as a Python library
+[hyperon-das](https://pypi.org/project/hyperon-das/) which can be used in two
+different ways:
+
+1. To create a DAS server which is supposed to contain a knowledge base and
+provide it to many remote clients (somehow like a DBMS).
+2. To instantiate a DAS in a Python program which can store a smaller local
+knowledge base and can, optionally, connect to one or more remote DAS servers,
+exposing their contents to the local program. In this case, the local knowledge
+base can store its contents in RAM or can use a DB backend to persist it.
+
+
+
+
+
+Components in the DAS architecture are designed to provide the same
+[data manipulation API](https://singnet.github.io/das-query-engine/api/das/)
+regardless of whether it's being used locally or remotely or, in the case of
+a local DAS, whether DB persistence is being used or not.
+
+Part of this API is delegated to __Traverse Engine__, which interacts with the
+Query Engine and the Cache to provide means to the user to traverse the
+Atomspace hypergraph. Operations like finding the links pointing from/to a
+given atom or finding atoms in the surrounding neighborhood are performed by
+this engine, which controls the pre-fetching of the surrounding atoms when a
+remote DAS is being used, in such a way that following links can be done
+quickly.
+
+The __Query Engine__ is where global queries are processed. These are queries
+for specific atoms or sets of atoms that satisfies some criteria, including
+pattern matching. When making a query, the user can specify whether only local
+atoms should be considered or whether atoms in remote DASs should be searched
+as well. If that's the case, the Query Engine connects to the remote OpenFaaS
+servers to make the queries in the remote DASs and return a answer which is a
+proper combination of local and remote information. For instance, if there're
+different versions of the same atom in local and one of the remote DASs, the
+local version is returned.
+
+Both engines use the __Cache__ in order to make queries involving a remote DAS
+faster. The DAS' cache is not exactly like a traditional cache, where data is
+stored basically in the same way in both, the cache and the primary data
+repository, and queries are answered by searching the data in the former and
+then in the latter. The DAS's cache implements this functionality but it also
+sorts and partitions queries' results in such a way that the caller sees the
+most relevant results first.
+
+All the queries that return more than one atom, return an iterator to the
+results instead of the results themselves. This way only a subset of the
+results are returned in a remote query. When the caller iterates through this
+iterator, other chunks of results are fetched on demand from the remote DAS
+until all the results have been visited. Before splitting the results in
+chunks, the resulting atoms are sorted by "relevance", which can be a measure
+based in atoms' Short and Long Term Importance (STI and LTI), in a way that the
+most relevant results are iterated first. This is important because most AI
+agents make several queries and visit the results in a combinatorial fashion so
+visiting every single possible combination of results are not practical. Having
+results sorted by relevance allow the agents to constraint the search and
+eventually avoid fetching too many chunks of results from the remote server.
+
+The __AtomDB__ is somehow like a Data Access Object or a database interface
+layer to abstract the calls to the database where atoms are actually stored.
+Having this abstraction is important because it allows us to change or to
+extend the actual data storage without affecting the query algorithms (such as
+pattern matching) implemented in traverse and query engines. AtomDB can be
+backended by in-RAM data structures or one or more DBMSs.
+
+## Higher Level Indexing
+
+DAS uses a DBMS to store atoms. By doing so it uses the indexing capabilities
+of this DBMS to retrieve atoms faster. But in addition to this, DAS also
+creates other custom indexes and stores these indexes in another DBMS. The most
+relevant of such indexes is the Pattern Inverted Index.
+
+An inverted index is a data structure which stores a map from contents (words,
+sentences, numbers, etc) to where they can be found in a given data container
+(database, file system etc).
+
+This type of data structure is largely used in document retrieval systems to
+implement efficient search engines. The idea is spending computational time
+when documents are inserted in the document base to index and record the words
+that appear in each document (and possibly the position they happen inside the
+documents). Afterwards this index can be used by the search engine to
+efficiently locate documents that contain a given set of keywords.
+
+The entities in the Opencog Hyperon's context are different from the ones in
+typical document retrieval systems but their roles and the general idea of the
+algorithms are very similar. In OpenCog Hyperon's context, a knowledge base is
+a set of toplevel links (which may point to nodes or to other links). When
+the knowledge base is loaded, we can create an inverted index of patterns
+present in each toplevel link and use such index later to perform pattern
+matching.
+
+For instance, given as toplevel link like this one:
+
+```
+Inherits
+
+
+```
+
+We could add entries like these ones in the Pattern Inverted Index (where `H1`
+is the handle of the toplevel link above):
+
+```
+Inherits * ==> H1
+Inherits * ==> H1
+Inherits * * ==> H1
+```
+
+## Pattern Matcher
+
+DAS' query engine can answer pattern matching queries. These are queries where
+the caller specifies a _pattern_ i.e. a boolean expression of subgraphs with
+nodes, links and wildcards and the engine finds every subgraph in the knowledge
+base that satisfies the passed expression.
+
+For instance, suppose we have the following knowledge base in DAS.
+
+
+
+
+
+We could search for a pattern like:
+
+```
+AND
+ Similar(V1, V2)
+ NOT
+ AND
+ IS_A(V1, V3)
+ IS_A(V2, V3)
+```
+
+`V1`, `V2` and `V3` are wildcards or variables. In any candidate subgraph
+answer, the atom replacing `V1`, for instance, should be the same in all the
+links where `V1` appears. In other words, with this pattern we are searching
+for two nodes `V1` and `V2` such that there exist a similarity link between
+them but there's no pair of inheritance links pointing `V1` and `V2` to the
+same node `V3`, no matter the value of `V3`.
+
+In this example, `Chimp` and `Human` are not a suitable answer to replace `V1`
+and `V2` because there's a possible value for `V3` that satisfies the `AND`
+clause in the pattern, as shown below.
+
+
+
+
+
+On the other hand, there are other pair of nodes which could be used to match
+`V1` and `V2` whitout matching the `AND` clause, as shown below.
+
+
+
+
+
+The answer for the query is all the subgraphs that satisfy the pattern. In our
+example, the answer would be as follows.
+
+
+
+
+
+## Mapping knowledge bases to nodes and links
+
+Before loading a knowledge base into DAS, you need to define a proper mapping
+to Atomspace nodes and links. DAS doesn't make any assumptions regarding nodes
+or link types, arity etc. When adding nodes and links using DAS' API, one may
+specify atom types freely and the semantic meaning of such atom types are
+totally concerned with the application. DAS don't make any kind of processing
+based in pre-defined types (actually, there are no internally pre-defined atom
+types).
+
+DAS also doesn't provide a way to read a text or SQL or whatever type of file in
+order to load a knowledge base. There's no DAS-defined file syntax for this.
+If one needs to import a knowledge base, it needs to provide a proper loader
+application to parse the input file(s) and make the proper calls to DAS' API in
+order to add nodes and links.
+
+Surely one of the interesting topics for future/on-going work on DAS is to
+provide loaders (and respective nodes/links mapping) for different types of
+knowledge base formats like SQL, Atomese, etc. We already have such a
+[loader for MeTTa files](https://github.com/singnet/das-metta-parser).
+
+## DAS Server Deployment and Architecture
+
+DAS server is deployed in a [Lambda Architecture](https://en.wikipedia.org/wiki/Lambda_architecture)
+based either in [OpenFaaS](https://www.openfaas.com/) or [AWS Lambda](https://aws.amazon.com/pm/lambda/).
+We made a comparative study of these two architectures (results are presented in
+this [report](https://docs.google.com/document/d/1kQhM62T3TIb3ECoqBxmqPulMciJq7Vev3-f_Gnhes_s/))
+and decided to prioritize OpenFaaS.
+Although deployment in AWS Lambda is still possible, currently only OpenFaaS is
+supported by [our automated deployment tool](https://github.com/singnet/das-toolbox).
+This architecture is presented in the diagram below.
+
+
+
+
+
+
+When deploying in AWS Lambda, [Redis](https://redis.io/) and
+[MongoDB](https://www.mongodb.com/) can be replaced by AWS'
+[DocumentDB](https://aws.amazon.com/pt/documentdb/) and
+[ElastiCache](https://aws.amazon.com/elasticache/redis/) but the overall
+structure is basically the same.
+
+Functions are deployed in servers in the cloud as
+[Docker](https://www.docker.com/) containers, built in [our CI/CD pipeline](Deployment-Process.md)
+by automated [GitHub Actions](https://docs.github.com/en/actions) scripts and
+stored in a private Docker hub registry.
+
+Clients can connect using HTTP, gRPC or an external lambda functions (OpenFaaS
+functions can only connect to OpenFaaS and the same is true for AWS functions).
+
+DAS is versioned and released as a [library in PyPI](https://pypi.org/project/hyperon-das/).
diff --git a/docs/Deployment-Process.md b/docs/Deployment-Process.md
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+## New Version of DAS AtomDB
+
+1. Go to the repository at AtomDB repository.
+
+To publish a new version of DAS AtomDB, the first step is to access the
+[AtomDB repository](https://github.com/singnet/das-atom-db).
+
+
+
+2. Update the version parameter in **_pyproject.toml_**
+
+Before starting to publish the version, it is crucial to ensure that the
+**pyproject.toml** file is updated with the number of the desired new
+version, locating and changing the version parameter in the
+**\[tool.poetry\]** section.
+
+
+
+3. Commit the changes
+
+After this change, it is necessary to commit to the master branch to
+record the change.
+
+
+
+4. Verify latest created tag before versioning
+
+It is important to note what the last version created was at [https://github.com/singnet/das-atom-db/tags](https://github.com/singnet/das-atom-db/tags) before creating a new version.
+
+5. Execute PyPI Publishing Workflow
+ Navigate to Actions, select the "Publish to PyPI" workflow, and click on "Run workflow." Choose the master branch, enter the version number in the form that appears (format: 1.0.0) ensure that the inserted version matches the one previously added in the **pyproject.toml** file, and click the "Run workflow" button.
+
+
+
+6. Monitor the workflow execution. Ensure all jobs complete successfully.
+
+After the workflow execution, refresh the page and check if a new
+workflow is running. By clicking on it, you can track all jobs. At the
+end of the process, all jobs should have a green check mark. If there is
+an error in any job, it is possible to click on it to view the logs and
+identify the cause of the problem.
+
+
+
+7. Verify the new tag at DAS AtomDB repository tags and pypi project history.
+
+If everything goes as expected, the new version tag should be available
+at
+[https://github.com/singnet/das-atom-db/tags](https://github.com/singnet/das-atom-db/tags)
+and
+[https://pypi.org/project/hyperon-das-atomdb/#history](https://pypi.org/project/hyperon-das-atomdb/#history).
+
+## New Version of DAS Query Engine
+
+1. Go to the repository at the [Query Engine repository](https://github.com/singnet/das-query-engine).
+
+To publish a new version of DAS Query Engine, follow a process similarto the one described above for Das AtomDB. Access the repository at[https://github.com/singnet/das-query-engine](https://github.com/singnet/das-query-engine)
+
+
+
+2. Update the version parameter in **_pyproject.toml_**
+
+Make sure to update the version number in the **pyproject.toml** file. Additionally, it is necessary to update the version of **hyperon-das-atomdb** in the dependencies, as specified in the **\[tool.poetry.dependencies\]** section.
+
+
+
+3. Commit this change to the master branch.
+
+After this change, it is necessary to commit to the master branch to record the change.
+
+
+
+4. Verify latest created tag before versioning
+
+It is important to note what the last version created was at [https://github.com/singnet/das-query-engine/tags](https://github.com/singnet/das-query-engine/tags) before creating a new version.
+
+5. Execute PyPI Publishing Workflow
+
+Initiate the 'Publish to PyPI' Workflow Manually via the 'Actions' Tab in the Repository. Click 'Run workflow' and proceed with the provided instructions, ensuring the master branch is selected. Enter the desired version number in the format 1.0.0, then click 'Run workflow' to proceed.
+
+
+
+6. Monitor the workflow execution. Ensure all jobs complete successfully.
+
+Just like in the case of DAS AtomDB, refresh the page and check if a new workflow is running. By clicking on it, you can track all jobs. At the end of the process, all jobs should have a green check mark. If there is an error in any job, it is possible to click on it to view the logs and identify the cause of the problem.
+
+7. Verify the new tag at DAS Query Engine repository tags and pypi project history.
+
+If everything goes as expected, the new version tag should be available at [https://github.com/singnet/das-query-engine/tags](https://github.com/singnet/das-query-engine/tags)
+and [https://pypi.org/project/hyperon-das/#history](https://pypi.org/project/hyperon-das/#history).
+
+## New Version of DAS Serverless Functions
+
+1. Navigate to the [DAS Serverless Functions repository](https://github.com/singnet/das-serverless-functions/).
+
+
+
+2. Update the **hyperon-das** version in the requirements file
+
+Update the version of the **hyperon-das** in the **das-query-engine/requirements.txt** file. This ensures that the correct version is used during the workflow build.
+
+
+
+3. Commit the change to the master branch.
+
+After this change, it is necessary to commit to the master branch to record the change.
+
+
+
+4. Verify latest created tag before versioning
+
+It is important to note what the last version created was at [https://github.com/singnet/das-serverless-functions/tags](https://github.com/singnet/das-serverless-functions/tags) before creating a new version.
+
+5. Select the "Vultr Build" workflow in Actions and run it manually.
+
+Manually trigger the 'Vultr Build' workflow via the 'Actions' tab in the repository. Ensure the master branch is selected, then input the desired version number following the format 1.0.0. Next, choose 'das-query-engine' from the dropdown menu, and finally, click 'Run workflow' to proceed.
+
+
+
+6. Monitor the workflow execution. Ensure all jobs complete successfully.
+
+After the workflow execution, refresh the page and check if a new workflow is running. By clicking on it, you can track all jobs. At the end of the process, all jobs should have a green check mark. If there is an error in any job, it is possible to click on it to view the logs and identify the cause of the problem.
+
+
+
+7. Verify the new tag at DAS Serverless Functions repository tags and Docker Hub.
+
+It is important to note that this pipeline should generate an img on Docker Hub, following the format **1.0.0-queryengine**. Make sure that the img is generated correctly and available at [https://hub.docker.com/r/trueagi/das/tags](https://hub.docker.com/r/trueagi/das/tags). After the workflow execution, verify if all jobs were successfully completed. The new version tag should be available at [https://github.com/singnet/das-serverless-functions/tags](https://github.com/singnet/das-serverless-functions/tags).
+
+## Deploying the Built Image to Production and Development Environments
+
+1. For deployment, navigate to DAS Infra Stack Vultr repository.
+
+The publication process of the img generated in the production and development environments is carried out in the [das-infra-stack-vultr repository](https://github.com/singnet/das-infra-stack-vultr/).
+
+
+
+2. Update **requirements.txt** and **das-function.yml**.
+
+Before starting the deployment, it is necessary to update the version of **hyperon-das** in the **requirements.txt** file, ensuring that the correct version is used during integration tests. Before committing the changes to a branch, make the necessary changes in the **das-function.yml** file, updating the image version to the one generated earlier.
+
+
+
+
+
+3. Commit/Merge the changes to the develop branch.
+
+Commit your changes to the 'develop' branch or merge them into the 'develop' branch for deployment to the development environment. Following the merge, the 'Vultr Deployment' pipeline will initiate automatically. Verify the successful completion of all jobs with the 'develop' suffix to ensure the development environment is accurately updated.
+
+
+
+4. Merge develop branch into master.
+
+After verification, make a PR from develop to master. After the merge
+to master, check if all jobs were successfully completed, ensuring
+that the production environment is correctly updated. If errors occur
+during tests, they are likely related to the response format, which
+may have been changed due to previously published libraries. In case
+of problems, it is possible to rollback the version by reverting the
+commit to return to the previous version.
+
+
+
+## New Version of DAS Metta Parser
+
+1. Go to the repository at the [DAS Metta Parser repository](https://github.com/singnet/das-metta-parser).
+
+To publish a new version of DAS Metta Parser, access the repository at[https://github.com/singnet/das-metta-parser](https://github.com/singnet/das-metta-parser)
+
+
+
+2. Verify latest created tag before versioning
+
+It is important to note what the last version created was at [https://github.com/singnet/das-metta-parser/tags](https://github.com/singnet/das-metta-parser/tags) before creating a new version.
+
+3. Execute DAS Metta Parser Build Workflow
+
+Initiate the 'DAS Metta Parser Build' Workflow Manually via the 'Actions' Tab in the Repository. Click 'Run workflow' and proceed with the provided instructions, ensuring the master branch is selected. Enter the desired version number in the format 1.0.0, then click 'Run workflow' to proceed.
+
+
+
+4. Monitor the workflow execution. Ensure all jobs complete successfully.
+
+Refresh the page and check if a new workflow is running. By clicking on it, you can track all jobs. At the end of the process, all jobs should have a green check mark. If there is an error in any job, it is possible to click on it to view the logs and identify the cause of the problem.
+
+
+
+5. Verify the new tag at DAS Metta Parser repository tags and Docker Hub.
+
+It is important to note that this pipeline should generate an image on Docker Hub, following the format **1.0.0-toolbox**. Make sure that the image is generated correctly and available at [https://hub.docker.com/r/trueagi/das/tags](https://hub.docker.com/r/trueagi/das/tags). After the workflow execution, verify if all jobs were successfully completed. The new version tag should be available at [https://github.com/singnet/das-metta-parser/tags](https://github.com/singnet/das-metta-parser/tags).
+
+## New version of DAS Toolbox
+
+1. Go to the DAS Toolbox repository.
+
+To publish a new version of DAS Toolbox, access the repository at [https://github.com/singnet/das-toolbox/](https://github.com/singnet/das-toolbox/).
+
+
+
+2. Update the toolbox image version in **_src/config/config.py_**
+
+Ensure to update the toolbox image version number in the **src/config/config.py** file. This is important because syntax check and loader are executed from this toolbox image.
+
+
+
+3. Commit this change to the master branch.
+
+After this change, it is necessary to commit to the master branch to record the change.
+
+2. Verify latest created tag before versioning
+
+It is important to note what the last version created was at [https://github.com/singnet/das-toolbox/tags](https://github.com/singnet/das-toolbox/tags) before creating a new version.
+
+3. Run the "DAS CLI Build" workflow from Actions.
+
+Manually execute the โDAS CLI Buildโ workflow through the โActionsโ tab in the repository. Click 'Run workflow' and proceed with the provided instructions, ensuring the master branch is selected. Enter the desired version number in the format 1.0.0, then click 'Run workflow' to proceed.
+
+
+
+4. Monitor the workflow execution. Ensure all jobs complete successfully.
+
+After the workflow execution, refresh the page and check if a new workflow is running. By clicking on it, you can track all jobs. At the end of the process, all jobs should have a green check mark. If there is an error in any job, it is possible to click on it to view the logs and identify the cause of the problem.
+
+
+
+5. Verify the new tag at DAS Toolbox repository tags
+
+After the workflow execution, verify if all jobs were successfully completed. The new version tag should be available at [https://github.com/singnet/das-toolbox/tags](https://github.com/singnet/das-toolbox/tags). Additionally, the CLI file generated by the pipeline will be available for download in the workflow artifacts, allowing its use locally.
+
+
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