Tg 4.1.0 dev

.github/auto_request_review.yml

@@ -4,27 +4,28 @@
 reviewers:
   # The default reviewers if not assigned specifically 
   defaults:
+    - primary
     - secondary
     - tertiary
   # Reviewer groups each of which has a list of GitHub usernames
   groups:
-    group1:
+    primary:
       - RobRossmiller-TG
       - wyattjoynertg
       - parkererickson-tg
-      - GabrielTigerGraph
-    secondary:
-      - RobRossmiller-TG
-      - wyattjoynertg
-    tertiary:
-      - xinyuchtg
       - victorleeTG
+    # secondary:
+    #   - RobRossmiller-TG
+    #   - wyattjoynertg
+    # tertiary:
+    #   - victorleeTG
 
 files:
   # All review request will be sent to the following groups/people.
   '**':
-    - secondary
-    - tertiary
+    - primary
+    # - secondary
+    # - tertiary
 
 options:
   # ignore draft PRs

CODE_OF_CONDUCT.md

@@ -0,0 +1,132 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, caste, color, religion, or sexual
+identity and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the overall
+  community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or advances of
+  any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email address,
+  without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official email address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement by reaching out to one of the contributors
+of this repository. All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series of
+actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
+interaction with the people involved, including unsolicited interaction with
+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or permanent
+ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior, harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within the
+community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.1, available at
+[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1].
+
+Community Impact Guidelines were inspired by
+[Mozilla's code of conduct enforcement ladder][Mozilla CoC].
+
+For answers to common questions about this code of conduct, see the FAQ at
+[https://www.contributor-covenant.org/faq][FAQ]. Translations are available at
+[https://www.contributor-covenant.org/translations][translations].
+
+[homepage]: https://www.contributor-covenant.org
+[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html
+[Mozilla CoC]: https://github.com/mozilla/diversity
+[FAQ]: https://www.contributor-covenant.org/faq
+[translations]: https://www.contributor-covenant.org/translations
+

CONTRIBUTING.md

@@ -0,0 +1,52 @@
+# Contribution Guidelines
+
+## Issues
+If you discover an issue with an algorithm, or test, open an issue to point out areas for improvement. 
+If you are comfortable with it, implement the fix and open a PR.
+
+
+## Adding tests
+See the [testing contributors guide](tests/CONTRIBUTING.md)
+
+## Coding Standards
+
+### Languages
+
+*GSQL*
+- Follow the [GSQL Style Guide](https://docs.tigergraph.com/gsql-ref/current/appendix/gsql-style-guide)
+
+*Python*
+- Use the [ruff formatter](https://docs.astral.sh/ruff/formatter/#the-ruff-formatter) to format your code
+- tests: pytest and networkx wherever applicable
+
+*C/CPP*
+
+
+## Pull Requests
+- Make sure git knows your name and email address:
+   ```
+   $ git config user.name "J. Random User"
+   $ git config user.email "[email protected]"
+   ```
+- The name and email address must be valid as we cannot accept anonymous contributions.
+- Write good commit messages.
+   - Concise commit messages that describe your changes help us better understand your contributions.
+
+## General Guidelines
+
+Ensure your pull request (PR) adheres to the following guidelines:
+
+- Try to make the name concise and descriptive.
+- Give a good description of the change being made. Since this is very subjective, see the [Updating Your Pull Request (PR)](#updating-your-pull-request-pr) section below for further details.
+- Every pull request should be associated with one or more issues. If no issue exists yet, please create your own.
+- Make sure that all applicable issues are mentioned somewhere in the PR description. This can be done by typing # to bring up a list of issues.
+
+### Updating Your Pull Request (PR)
+
+A lot of times, making a PR adhere to the standards above can be difficult. If the maintainers notice anything that we'd like changed, we'll ask you to edit your PR before we merge it. 
+This applies to both the content documented in the PR and the changed contained within the branch being merged. There's no need to open a new PR. Just edit the existing one.
+
+---
+
+Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms.
+

GDBMS_ALGO/centrality/degree_cent.gsql

@@ -1,70 +1,72 @@
 CREATE TEMPLATE QUERY GDBMS_ALGO.centrality.degree_cent(SET<STRING> v_type_set, SET<STRING> e_type_set, SET<STRING> reverse_e_type_set, BOOL in_degree = TRUE, BOOL out_degree = TRUE,
-  INT top_k=100, BOOL print_results = TRUE, STRING result_attribute = "",STRING file_path = "") SYNTAX V1 {
-
+  INT top_k=100, BOOL print_results = TRUE, STRING result_attribute = "",STRING file_path = "", BOOL normalize = TRUE) SYNTAX V1 {
     /*
-    First Author: <First Author Name>
-    First Commit Date:  <First Commit Date>
-
-    Recent Author: <Recent Commit Author Name>
-    Recent Commit Date: <Recent Commit Date>
+        First Author: <First Author Name>
+        First Commit Date:  <First Commit Date>
 
+        Recent Author: Rob Rossmiller
+        Recent Commit Date: 05/2024
 
-    Repository:
-        https://github.com/tigergraph/gsql-graph-algorithms/tree/master/algorithms/Centrality
 
-    Maturity:
-        Production
+        Repository:
+            https://github.com/tigergraph/gsql-graph-algorithms/tree/master/algorithms/Centrality
 
-    Description: 
-        Compute degree Centrality for each VERTEX.
-        for undirected graph, you only need to set e_type_set and indegree
+        Maturity:
+            Production
 
-    Publications:
-        NA
+        Description: 
+            Compute degree Centrality for each VERTEX.
+            for undirected graph, you only need to set e_type_set and indegree
 
-    TigerGraph Documentation:
-        https://docs.tigergraph.com/graph-ml/current/centrality-algorithms/degree-centrality
+        Publications:
+            NA
 
-    Parameters:
-        v_type_set:
-            vertex types to traverse
-        e_type_set:
-            edge types to traverse
-        reverse_e_type_set:
-            for indegree use
-        in_degree:
-            If True, count incoming relationships
-        out_degree:
-            If True, count outcoming relationships
-        top_k:
-            report only this many top scores
-        print_results:
-            If True, print the result
-        result_attribute:
-            attribute to write result to
-        file_path:
-            file to write CSV output to
+        TigerGraph Documentation:
+            https://docs.tigergraph.com/graph-ml/current/centrality-algorithms/degree-centrality
 
+        Parameters:
+            v_type_set:
+                vertex types to traverse
+            e_type_set:
+                edge types to traverse
+            reverse_e_type_set:
+                for indegree use
+            in_degree:
+                If True, count incoming relationships
+            out_degree:
+                If True, count outcoming relationships
+            top_k:
+                report only this many top scores
+            print_results:
+                If True, print the result
+            result_attribute:
+                attribute to write result to
+            file_path:
+                file to write CSV output to
+            normailize:
+                If True, return the normalized centrality. Default: True 
   */
 
   TYPEDEF TUPLE<VERTEX Vertex_ID, FLOAT score> Vertex_Score;
   HeapAccum<Vertex_Score>(top_k, score DESC) @@top_scores_heap;
-  SumAccum<INT> @sum_degree_score;
+  SumAccum<DOUBLE> @sum_degree_score;
   FILE f (file_path);
 
   all = {v_type_set};
   sll = SELECT s 
         FROM all:s
-        ACCUM IF in_degree THEN
-                 FOREACH edge_type in reverse_e_type_set DO
-                     s.@sum_degree_score+=s.outdegree(edge_type)
-                 END
-              END,
-              IF out_degree THEN
-                  FOREACH edge_type in e_type_set DO
-                      s.@sum_degree_score+=s.outdegree(edge_type)
-                  END
-              END;
+        ACCUM 
+            IF in_degree THEN
+                s.@sum_degree_score += s.outdegree(reverse_e_type_set)
+            END,
+            IF out_degree THEN
+                s.@sum_degree_score += s.outdegree(e_type_set)
+            END
+        POST-ACCUM 
+            IF normalize THEN
+                s.@sum_degree_score = s.@sum_degree_score / (all.size() - 1)
+            END;
+
   #Output
   IF file_path != "" THEN
       f.println("Vertex_ID", "Degree");