First working raw crewai demo prototype

cognee/complex_demos/crewai_demo/src/crewai_demo/config/tasks.yaml

@@ -4,9 +4,9 @@ soft_skills_assessment_task:
     Evaluate the comments based on the communications clarity, community engagement, and general kindness.
     Please make the output in a way that it expresses the soft skills of the person.
     The people to evaluate are:
-    -Dean P.
+    -lxobr
-    -Thomas M.
+    -hajdul88
-    You can search them by asking comments by 'person', however you are allowed
+    You can search them by asking comments authored by the 'person', however you are allowed
     and encouraged to ask multiple questions.
   expected_output: >
     results strictly containing:
@@ -24,9 +24,9 @@ technical_assessment_task:
     along with narrative comments detailing your findings. Use strictly the technical input
     when you are scoring the candidate, you are not allowed to make any comment about soft skills.
     The people to evaluate are:
-        -Dean P.
+        -lxobr
-        -Thomas M.
+        -hajdul88
-    You can search them by code written by 'person', however you are allowed
+    You can search them by code changed by the 'person', however you are allowed
     and encouraged to ask multiple questions.
   expected_output: >
     results strictly containing:
@@ -42,8 +42,8 @@ hiring_decision_task:
     Review the technical_assessment_task and soft_skills_assessment_task outputs,
     then decide HIRE or NO_HIRE for each candidate with a detailed reasoning.
     The people to evaluate are:
-      -Dean P.
+      -lxobr
-      -Thomas M.
+      -hajdul88
     We have to hire one of them.
   expected_output: >
     A string strictly containing the following for each person:

cognee/complex_demos/crewai_demo/src/crewai_demo/custom_tools/cognee_search.py

@@ -3,6 +3,7 @@ from typing import Type, List, Optional
 from pydantic import BaseModel, Field, PrivateAttr
 from cognee.api.v1.search import SearchType
 from cognee.modules.engine.models import NodeSet
+from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever
 from cognee.modules.search.methods import search
 from cognee.modules.users.methods import get_default_user
 
@@ -28,12 +29,13 @@ class CogneeSearch(BaseTool):
         async def main():
             try:
                 print(kwargs.get("query"))
-                search_results = await cognee.search(
+
-                    query_type=SearchType.GRAPH_COMPLETION,
+                search_results = await GraphCompletionRetriever(
-                    query_text=kwargs.get("query"),
+                    top_k=10,
                     node_type=NodeSet,
                     node_name=self._nodeset_name,
-                )
+                ).get_context(query=kwargs.get("query"))
+
                 return search_results
             except Exception as e:
                 return f"Error: {str(e)}"

cognee/complex_demos/crewai_demo/src/crewai_demo/custom_tools/github_ingestion.py

@@ -1,4 +1,7 @@
 from crewai.tools import BaseTool
+
+from cognee.modules.engine.models import NodeSet
+from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever
 from ..github_ingest_datapoints import cognify_github_data_from_username
 
 
@@ -21,6 +24,7 @@ class GithubIngestion(BaseTool):
 
                 await cognify_github_data_from_username(applicant_1, token)
                 await cognify_github_data_from_username(applicant_2, token)
+
                 return "Github ingestion finished"
             except Exception as e:
                 return f"Error: {str(e)}"

cognee/complex_demos/crewai_demo/src/crewai_demo/github_datapoint_creators.py

@@ -26,8 +26,7 @@ def create_github_user_datapoint(user_data, nodesets: List[NodeSet]):
 
     user = GitHubUser(
         id=user_id,
-        login=user_data.get("login", ""),
+        name=user_data.get("login", ""),
-        name=user_data.get("name"),
         bio=user_data.get("bio"),
         company=user_data.get("company"),
         location=user_data.get("location"),
@@ -74,7 +73,7 @@ def create_commit_datapoint(
     commit = Commit(
         id=commit_id,
         commit_sha=commit_data.get("commit_sha", ""),
-        commit_message=commit_data.get("commit_message", ""),
+        text="Commit message:" + (str)(commit_data.get("commit_message", "")),
         commit_date=commit_data.get("commit_date", ""),
         commit_url=commit_data.get("commit_url", ""),
         author_name=commit_data.get("login", ""),
@@ -102,7 +101,7 @@ def create_file_change_datapoint(
         additions=fc_data.get("additions", 0),
         deletions=fc_data.get("deletions", 0),
         changes=fc_data.get("changes", 0),
-        diff=fc_data.get("diff", ""),
+        text=fc_data.get("diff", ""),
         commit_sha=fc_data.get("commit_sha", ""),
         repo=fc_data.get("repo", ""),
         modifies=file.filename,
@@ -123,7 +122,7 @@ def create_issue_datapoint(
     issue = Issue(
         id=issue_id,
         number=issue_data.get("issue_number", 0),
-        title=issue_data.get("issue_title", ""),
+        text=issue_data.get("issue_title", ""),
         state=issue_data.get("issue_state", ""),
         repository=repo_name,
         is_pr=False,
@@ -144,7 +143,7 @@ def create_comment_datapoint(
     comment = Comment(
         id=comment_id,
         comment_id=str(comment_data.get("comment_id", "")),
-        body=comment_data.get("body", ""),
+        text=comment_data.get("body", ""),
         created_at=comment_data.get("created_at", ""),
         updated_at=comment_data.get("updated_at", ""),
         author_name=comment_data.get("login", ""),

cognee/complex_demos/crewai_demo/src/crewai_demo/github_datapoints.py

@@ -1,7 +1,6 @@
 from uuid import uuid5, NAMESPACE_OID
 from typing import Optional, List
-from cognee.low_level import DataPoint
+from cognee.infrastructure.engine import DataPoint
-from cognee.modules.engine.models.node_set import NodeSet
 
 
 class File(DataPoint):
@@ -13,7 +12,6 @@ class File(DataPoint):
 
 
 class GitHubUser(DataPoint):
-    login: str
     name: Optional[str]
     bio: Optional[str]
     company: Optional[str]
@@ -22,7 +20,7 @@ class GitHubUser(DataPoint):
     followers: int
     following: int
     interacts_with: List["Repository"] = []
-    metadata: dict = {"index_fields": ["login"]}
+    metadata: dict = {"index_fields": ["name"]}
 
 
 class FileChange(DataPoint):
@@ -31,49 +29,46 @@ class FileChange(DataPoint):
     additions: int
     deletions: int
     changes: int
-    diff: str
+    text: str
     commit_sha: str
     repo: str
     modifies: str
     changed_by: GitHubUser
-    metadata: dict = {"index_fields": ["diff"]}
+    metadata: dict = {"index_fields": ["text"]}
 
 
 class Comment(DataPoint):
     comment_id: str
-    body: str
+    text: str
     created_at: str
     updated_at: str
     author_name: str
     issue_number: int
     repo: str
     authored_by: GitHubUser
-    metadata: dict = {"index_fields": ["body"]}
+    metadata: dict = {"index_fields": ["text"]}
 
 
 class Issue(DataPoint):
     number: int
-    title: str
+    text: str
     state: str
     repository: str
     is_pr: bool
     has_comment: List[Comment] = []
-    metadata: dict = {"index_fields": ["title"]}
 
 
 class Commit(DataPoint):
     commit_sha: str
-    commit_message: str
+    text: str
     commit_date: str
     commit_url: str
     author_name: str
     repo: str
     has_change: List[FileChange] = []
-    metadata: dict = {"index_fields": ["commit_message"]}
 
 
 class Repository(DataPoint):
     name: str
     has_issue: List[Issue] = []
     has_commit: List[Commit] = []
-    metadata: dict = {"index_fields": ["name"]}

cognee/complex_demos/crewai_demo/src/crewai_demo/github_ingest_datapoints.py

@@ -3,15 +3,15 @@ import asyncio
 from uuid import uuid5, NAMESPACE_OID
 from typing import Optional, List, Dict, Any
 from pathlib import Path
-
+from cognee.api.v1.search import SearchType
 import cognee
 from cognee.low_level import DataPoint, setup as cognee_setup
+from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever
 from cognee.tasks.storage import add_data_points
 from cognee.modules.pipelines.tasks.task import Task
 from cognee.modules.pipelines import run_tasks
 from cognee.modules.users.methods import get_default_user
 from cognee.modules.engine.models.node_set import NodeSet
-from cognee.complex_demos.crewai_demo.src.crewai_demo.github_dev_profile import GitHubDevProfile
 from cognee.shared.logging_utils import get_logger
 from cognee.complex_demos.crewai_demo.src.crewai_demo.github_ingest import (
     get_github_data_for_cognee,
@@ -22,9 +22,6 @@ from cognee.complex_demos.crewai_demo.src.crewai_demo.github_datapoints import (
     GitHubUser,
     Repository,
     File,
-    FileChange,
-    Comment,
-    Issue,
     Commit,
 )
 
@@ -37,7 +34,6 @@ from cognee.complex_demos.crewai_demo.src.crewai_demo.github_datapoint_creators
     create_file_change_datapoint,
     create_issue_datapoint,
     create_comment_datapoint,
-    create_github_datapoints,
 )
 
 logger = get_logger("github_ingest")
@@ -74,7 +70,6 @@ def get_or_create_file(
     filename: str,
     repo_name: str,
     files: Dict[str, File],
-    repository: Repository,
     technical_nodeset: NodeSet,
 ) -> File:
     file_key = f"{repo_name}:{filename}"
@@ -134,7 +129,7 @@ def process_file_changes_data(
         if not repo_name or not filename or not commit_sha:
             continue
         repository = get_or_create_repository(repo_name, repositories, user, [technical_nodeset])
-        file = get_or_create_file(filename, repo_name, files, repository, technical_nodeset)
+        file = get_or_create_file(filename, repo_name, files, technical_nodeset)
         commit = get_or_create_commit(fc_data, user, commits, repository, technical_nodeset)
         file_change = create_file_change_datapoint(fc_data, user, file, [technical_nodeset])
         file_changes_list.append(file_change)
@@ -246,6 +241,7 @@ async def cognify_github_data_from_username(
     skip_no_diff: bool = True,
 ):
     """Fetches GitHub data for a username and processes it through the DataPoint pipeline."""
+
     logger.info(f"Fetching GitHub data for user: {username}")
 
     github_data = get_github_data_for_cognee(
@@ -265,7 +261,9 @@ async def cognify_github_data_from_username(
 
     github_data = json.loads(json.dumps(github_data, default=str))
 
-    return await cognify_github_data(github_data)
+    await cognify_github_data(github_data)
+
+    return None
 
 
 async def process_github_from_file(json_file_path: str):
@@ -295,5 +293,6 @@ if __name__ == "__main__":
     # asyncio.run(process_github_from_file(json_file_path))
     #
     # Option 2: Process directly from GitHub
+
     username = ""
     asyncio.run(cognify_github_data_from_username(username, token))

cognee/complex_demos/crewai_demo/src/crewai_demo/main.py

@@ -2,6 +2,8 @@
 import os
 import warnings
 import cognee
+from cognee.modules.engine.models import NodeSet
+from cognee.modules.retrieval.graph_completion_retriever import GraphCompletionRetriever
 from hiring_crew import HiringCrew
 
 # from crewai_demo.cognify_crew import CognifyCrew

cognee/infrastructure/databases/vector/pgvector/PGVectorAdapter.py

@@ -250,14 +250,9 @@ class PGVectorAdapter(SQLAlchemyAdapter, VectorDBInterface):
         if len(vector_list) == 0:
             return []
 
-        # Normalize vector distance and add this as score information to vector_list
-        normalized_values = normalize_distances(vector_list)
-        for i in range(0, len(normalized_values)):
-            vector_list[i]["score"] = normalized_values[i]
-
         # Create and return ScoredResult objects
         return [
-            ScoredResult(id=row.get("id"), payload=row.get("payload"), score=row.get("score"))
+            ScoredResult(id=row.get("id"), payload=row.get("payload"), score=row.get("_distance"))
             for row in vector_list
         ]
 

cognee/modules/engine/models/node_set.py

@@ -5,4 +5,3 @@ class NodeSet(DataPoint):
     """NodeSet data point."""
 
     name: str
-    metadata: dict = {"index_fields": ["name"]}