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diff --git a/.data/pravilnik/energetska efikasnost/sertifikati/Pravilnik-o-uslovima-sadrzini-i-nacinu-izdavanja-sertifikata-o-energetskim-svojstvima-zgrada.pdf b/.data/pravilnik/energetska efikasnost/sertifikati/Pravilnik-o-uslovima-sadrzini-i-nacinu-izdavanja-sertifikata-o-energetskim-svojstvima-zgrada.pdf
deleted file mode 100644
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diff --git a/.github/workflows/cd.yaml b/.github/workflows/cd.yaml
index 146ec4ed4..19b3d6cb3 100644
--- a/.github/workflows/cd.yaml
+++ b/.github/workflows/cd.yaml
@@ -3,7 +3,7 @@ name: publish dev | Docker image
 on:
   push:
     branches:
-      - main
+      - dev
       - feature/*
     paths-ignore:
       - '**.md'
@@ -28,13 +28,8 @@ jobs:
       - name: Set environment variable for stage
         id: set-env
         run: |
-          if [[ "${{ github.ref }}" == "refs/heads/main" ]]; then
-            echo "STAGE=prd" >> $GITHUB_ENV
-            echo "::set-output name=stage::prd"
-          else
-            echo "STAGE=dev" >> $GITHUB_ENV
-            echo "::set-output name=stage::dev"
-          fi
+          echo "STAGE=dev" >> $GITHUB_ENV
+          echo "::set-output name=stage::dev"
 
       - name: Use output
         run: echo "The stage is ${{ steps.set-env.outputs.stage }}"
diff --git a/.github/workflows/docker_compose.yml b/.github/workflows/docker_compose.yml
index 93b41e5af..657f0c8c6 100644
--- a/.github/workflows/docker_compose.yml
+++ b/.github/workflows/docker_compose.yml
@@ -4,9 +4,11 @@ on:
   push:
     branches:
       - main
+      - dev
   pull_request:
     branches:
       - main
+      - dev
 
 jobs:
   docker-compose-test:
diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
new file mode 100644
index 000000000..93ed82f82
--- /dev/null
+++ b/.github/workflows/profiling.yaml
@@ -0,0 +1,140 @@
+name: test | profiling
+
+on:
+  workflow_dispatch:
+  pull_request:
+    types: [labeled, synchronize]
+
+jobs:
+  profiler:
+    runs-on: ubuntu-latest
+
+    steps:
+    # Checkout the code from the repository with full history
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0  # Fetch all history so we can checkout any commit
+
+    - name: Check if the sender is a maintainer
+      id: check_permissions
+      uses: actions/github-script@v6
+      with:
+        script: |
+          const sender = context.payload.sender.login;
+          const { data: membership } = await github.rest.orgs.getMembershipForUser({
+            org: context.repo.owner,
+            username: sender,
+          }).catch(() => ({ data: { role: null } }));
+          return membership.role;
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+    - name: Set is_maintainer variable
+      run: |
+        echo "is_maintainer=${{ steps.check_permissions.outputs.result == 'admin' || steps.check_permissions.outputs.result == 'maintainer' }}" >> $GITHUB_ENV
+
+    - name: Stop if not a maintainer
+      if: env.is_maintainer != 'true'
+      run: |
+        echo "User ${{ github.event.sender.login }} is not a maintainer. Exiting."
+        exit 0  # Use exit 0 to mark the job as successful but stop execution
+
+    # Set up Python environment
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.10'
+
+    - name: Install Poetry
+      uses: snok/install-poetry@v1.3.2
+      with:
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+        installer-parallel: true
+
+    - name: Install dependencies
+      run: |
+        poetry install --no-interaction --all-extras
+        poetry run pip install pyinstrument
+
+
+    # Set environment variables for SHAs
+    - name: Set environment variables
+      run: |
+        echo "BASE_SHA=${{ github.event.pull_request.base.sha }}" >> $GITHUB_ENV
+        echo "HEAD_SHA=${{ github.event.pull_request.head.sha }}" >> $GITHUB_ENV
+
+    # Run profiler on the base branch
+    - name: Run profiler on base branch
+      env:
+        BASE_SHA: ${{ env.BASE_SHA }}
+      run: |
+        echo "Profiling the base branch for code_graph_pipeline.py"
+        echo "Checking out base SHA: $BASE_SHA"
+        git checkout $BASE_SHA
+        echo "This is the working directory: $PWD"
+        # Ensure the script is executable
+        chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
+        # Run Scalene
+        poetry run pyinstrument --renderer json -o base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+
+    # Run profiler on head branch
+    - name: Run profiler on head branch
+      env:
+        HEAD_SHA: ${{ env.HEAD_SHA }}
+      run: |
+        echo "Profiling the head branch for code_graph_pipeline.py"
+        echo "Checking out head SHA: $HEAD_SHA"
+        git checkout $HEAD_SHA
+        echo "This is the working directory: $PWD"
+        # Ensure the script is executable
+        chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
+        # Run Scalene
+        poetry run pyinstrument --renderer json -o head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+
+    # Compare profiling results
+    - name: Compare profiling results
+      run: |
+        python -c '
+        import json
+        try:
+            with open("base_results.json") as f:
+                base = json.load(f)
+            with open("head_results.json") as f:
+                head = json.load(f)
+            cpu_diff = head.get("total_cpu_samples_python", 0) - base.get("total_cpu_samples_python", 0)
+            memory_diff = head.get("malloc_samples", 0) - base.get("malloc_samples", 0)
+            results = [
+                f"CPU Usage Difference: {cpu_diff}",
+                f"Memory Usage Difference: {memory_diff} bytes"
+            ]
+            with open("profiling_diff.txt", "w") as f:
+                f.write("\\n".join(results) + "\\n")
+            print("\\n".join(results))  # Print results to terminal
+        except Exception as e:
+            error_message = f"Error comparing profiling results: {e}"
+            with open("profiling_diff.txt", "w") as f:
+                f.write(error_message + "\\n")
+            print(error_message)  # Print error to terminal
+            '
+
+    - name: Upload profiling diff artifact
+      uses: actions/upload-artifact@v3
+      with:
+        name: profiling-diff
+        path: profiling_diff.txt
+
+    # Post results to the pull request
+#    - name: Post profiling results to PR
+#      uses: actions/github-script@v6
+#      with:
+#        script: |
+#          const fs = require('fs');
+#          const diff = fs.readFileSync('profiling_diff.txt', 'utf-8');
+#          github.rest.issues.createComment({
+#            issue_number: context.issue.number,
+#            owner: context.repo.owner,
+#            repo: context.repo.repo,
+#            body: `### Profiling Results for code_graph_pipeline.py\n\`\`\`\n${diff || 'No differences found.'}\n\`\`\``
+#          });
diff --git a/.github/workflows/py_lint.yml b/.github/workflows/py_lint.yml
index 07b6e8803..dfdcdfd8f 100644
--- a/.github/workflows/py_lint.yml
+++ b/.github/workflows/py_lint.yml
@@ -2,25 +2,16 @@
 name: lint | code & tests
 
 on:
-  pull_request:
-    branches:
-      - main
-      - devel
   workflow_dispatch:
+  pull_request:
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
-
   run_lint:
     name: lint
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true'
     strategy:
       fail-fast: true
       matrix:
diff --git a/.github/workflows/reusable_notebook.yml b/.github/workflows/reusable_notebook.yml
index e4bcfc14f..0c0b63ec4 100644
--- a/.github/workflows/reusable_notebook.yml
+++ b/.github/workflows/reusable_notebook.yml
@@ -19,14 +19,9 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_notebook_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     defaults:
       run:
diff --git a/.github/workflows/reusable_python_example.yml b/.github/workflows/reusable_python_example.yml
index 5a8e47e64..03f928656 100644
--- a/.github/workflows/reusable_python_example.yml
+++ b/.github/workflows/reusable_python_example.yml
@@ -19,14 +19,9 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_notebook_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     defaults:
       run:
diff --git a/.github/workflows/test_deduplication.yml b/.github/workflows/test_deduplication.yml
index 924aab130..77a7ddbb7 100644
--- a/.github/workflows/test_deduplication.yml
+++ b/.github/workflows/test_deduplication.yml
@@ -3,8 +3,6 @@ name: test | deduplication
 on:
   workflow_dispatch:
   pull_request:
-    branches:
-      - main
     types: [labeled, synchronize]
 
 
@@ -16,14 +14,8 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
-
   run_deduplication_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     defaults:
       run:
diff --git a/.github/workflows/test_milvus.yml b/.github/workflows/test_milvus.yml
index d7f401632..5cad72378 100644
--- a/.github/workflows/test_milvus.yml
+++ b/.github/workflows/test_milvus.yml
@@ -14,14 +14,9 @@ env:
   ENV: 'dev'
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_milvus:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
diff --git a/.github/workflows/test_neo4j.yml b/.github/workflows/test_neo4j.yml
index 934ac653b..3f3a35e4f 100644
--- a/.github/workflows/test_neo4j.yml
+++ b/.github/workflows/test_neo4j.yml
@@ -13,14 +13,8 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
-
   run_neo4j_integration_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
 
     defaults:
diff --git a/.github/workflows/test_pgvector.yml b/.github/workflows/test_pgvector.yml
index bf4db6f9a..a162d2cb4 100644
--- a/.github/workflows/test_pgvector.yml
+++ b/.github/workflows/test_pgvector.yml
@@ -14,14 +14,9 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_pgvector_integration_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     defaults:
       run:
diff --git a/.github/workflows/test_python_3_10.yml b/.github/workflows/test_python_3_10.yml
index 30d266379..39eb4e57a 100644
--- a/.github/workflows/test_python_3_10.yml
+++ b/.github/workflows/test_python_3_10.yml
@@ -14,14 +14,9 @@ env:
   ENV: 'dev'
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_common:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
diff --git a/.github/workflows/test_python_3_11.yml b/.github/workflows/test_python_3_11.yml
index 1bf8b50f0..2dd704eb9 100644
--- a/.github/workflows/test_python_3_11.yml
+++ b/.github/workflows/test_python_3_11.yml
@@ -14,14 +14,9 @@ env:
   ENV: 'dev'
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_common:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
diff --git a/.github/workflows/test_python_3_9.yml b/.github/workflows/test_python_3_9.yml
index cac4d0cd5..99c2b9a7a 100644
--- a/.github/workflows/test_python_3_9.yml
+++ b/.github/workflows/test_python_3_9.yml
@@ -14,14 +14,9 @@ env:
   ENV: 'dev'
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_common:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
diff --git a/.github/workflows/test_qdrant.yml b/.github/workflows/test_qdrant.yml
index 4eaf03504..f0a2e3d3f 100644
--- a/.github/workflows/test_qdrant.yml
+++ b/.github/workflows/test_qdrant.yml
@@ -14,14 +14,9 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_qdrant_integration_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
 
     defaults:
diff --git a/.github/workflows/test_weaviate.yml b/.github/workflows/test_weaviate.yml
index 711bd392f..b8eb72383 100644
--- a/.github/workflows/test_weaviate.yml
+++ b/.github/workflows/test_weaviate.yml
@@ -14,14 +14,9 @@ env:
   RUNTIME__LOG_LEVEL: ERROR
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
 
   run_weaviate_integration_test:
     name: test
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' && ${{ github.event.label.name == 'run-checks' }}
     runs-on: ubuntu-latest
 
     defaults:
diff --git a/cognee/modules/graph/utils/retrieve_existing_edges.py b/cognee/modules/graph/utils/retrieve_existing_edges.py
index 50b5f3d7c..0959e79d8 100644
--- a/cognee/modules/graph/utils/retrieve_existing_edges.py
+++ b/cognee/modules/graph/utils/retrieve_existing_edges.py
@@ -53,6 +53,6 @@ async def retrieve_existing_edges(
     existing_edges_map = {}
 
     for edge in existing_edges:
-        existing_edges_map[edge[0] + edge[1] + edge[2]] = True
+        existing_edges_map[str(edge[0]) + str(edge[1]) + edge[2]] = True
 
     return existing_edges_map
diff --git a/notebooks/cognee_code_graph_demo.ipynb b/notebooks/cognee_code_graph_demo.ipynb
index f5735dcb8..83c5a1d37 100644
--- a/notebooks/cognee_code_graph_demo.ipynb
+++ b/notebooks/cognee_code_graph_demo.ipynb
@@ -46,7 +46,7 @@
     "import git\n",
     "\n",
     "notebook_path = path.abspath(\"\")\n",
-    "repo_clone_location = path.join(notebook_path, \"data/graphrag\")\n",
+    "repo_clone_location = path.join(notebook_path, \".data/graphrag\")\n",
     "\n",
     "LocalStorage.remove_all(repo_clone_location)\n",
     "\n",
@@ -86,7 +86,7 @@
     "from cognee.modules.pipelines import run_tasks\n",
     "\n",
     "notebook_path = os.path.abspath(\"\")\n",
-    "repo_clone_location = os.path.join(notebook_path, \"data/graphrag\")\n",
+    "repo_clone_location = os.path.join(notebook_path, \".data/graphrag\")\n",
     "\n",
     "pipeline = run_tasks(tasks, repo_clone_location, \"code_graph_pipeline\")\n",
     "\n",
diff --git a/poetry.lock b/poetry.lock
index 87117fa3c..247c3b8e4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3106,13 +3106,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.6"
+version = "4.3.3"
 description = "JupyterLab computational environment"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.6-py3-none-any.whl", hash = "sha256:78dd42cae5b460f377624b03966a8730e3b0692102ddf5933a2a3730c1bc0a20"},
-    {file = "jupyterlab-4.2.6.tar.gz", hash = "sha256:625f3ac19da91f9706baf66df25723b2f1307c1159fc7293035b066786d62a4a"},
+    {file = "jupyterlab-4.3.3-py3-none-any.whl", hash = "sha256:32a8fd30677e734ffcc3916a4758b9dab21b02015b668c60eb36f84357b7d4b1"},
+    {file = "jupyterlab-4.3.3.tar.gz", hash = "sha256:76fa39e548fdac94dc1204af5956c556f54c785f70ee26aa47ea08eda4d5bbcd"},
 ]
 
 [package.dependencies]
@@ -3127,15 +3127,15 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=40.1.0"
+setuptools = ">=40.8.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.3.5)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.3.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.2)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.1.post2)", "matplotlib (==3.8.3)", "nbconvert (>=7.0.0)", "pandas (==2.2.1)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.4.1)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.2.post3)", "matplotlib (==3.9.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.14.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -4532,18 +4532,18 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "7.2.2"
+version = "7.3.1"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "notebook-7.2.2-py3-none-any.whl", hash = "sha256:c89264081f671bc02eec0ed470a627ed791b9156cad9285226b31611d3e9fe1c"},
-    {file = "notebook-7.2.2.tar.gz", hash = "sha256:2ef07d4220421623ad3fe88118d687bc0450055570cdd160814a59cf3a1c516e"},
+    {file = "notebook-7.3.1-py3-none-any.whl", hash = "sha256:212e1486b2230fe22279043f33c7db5cf9a01d29feb063a85cb139747b7c9483"},
+    {file = "notebook-7.3.1.tar.gz", hash = "sha256:84381c2a82d867517fd25b86e986dae1fe113a70b98f03edff9b94e499fec8fa"},
 ]
 
 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.2.0,<4.3"
+jupyterlab = ">=4.3.2,<4.4"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
diff --git a/pyproject.toml b/pyproject.toml
index 60cbca7fd..37ef419f9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "cognee"
-version = "0.1.19"
+version = "0.1.20"
 description = "Cognee - is a library for enriching LLM context with a semantic layer for better understanding and reasoning."
 authors = ["Vasilije Markovic", "Boris Arzentar"]
 readme = "README.md"