From 39c210681a483e042208b9b840c8066bd982b24c Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:17:35 +0100
Subject: [PATCH 01/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 70 ++++++++++++++++++++++++++++++++
 1 file changed, 70 insertions(+)
 create mode 100644 .github/workflows/profiling.yaml

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
new file mode 100644
index 000000000..543306aac
--- /dev/null
+++ b/.github/workflows/profiling.yaml
@@ -0,0 +1,70 @@
+name: Profiling Comparison for Specific File
+
+on:
+  push
+jobs:
+  profiler:
+    runs-on: ubuntu-latest
+
+    steps:
+    # Checkout the code from the repository
+    - name: Checkout code
+      uses: actions/checkout@v3
+
+    # Set up Python environment
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.9'
+
+    # Install necessary dependencies
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install scalene # Replace with your preferred profiler
+        pip install requests # For posting PR comments if needed
+
+    # Run profiler on the base branch
+    - name: Run profiler on base branch
+      run: |
+        echo "Profiling the base branch for code_graph_pipeline.py"
+        git checkout ${{ github.event.pull_request.base.sha }}
+        scalene --profile-only cognee/api/v1/cognify/code_graph_pipeline.py --json-output base_results.json
+
+    # Run profiler on the head branch
+    - name: Run profiler on head branch
+      run: |
+        echo "Profiling the head branch for code_graph_pipeline.py"
+        git checkout ${{ github.event.pull_request.head.sha }}
+        scalene --profile-only cognee/api/v1/cognify/code_graph_pipeline.py --json-output head_results.json
+
+    # Compare profiling results
+    - name: Compare profiling results
+      id: compare
+      run: |
+        python -c "
+import json
+with open('base_results.json') as f:
+    base = json.load(f)
+with open('head_results.json') as f:
+    head = json.load(f)
+cpu_diff = head['total_cpu_samples'] - base['total_cpu_samples']
+memory_diff = head['total_memory_mb'] - base['total_memory_mb']
+with open('profiling_diff.txt', 'w') as f:
+    f.write(f'CPU Usage Difference: {cpu_diff}\\n')
+    f.write(f'Memory Usage Difference: {memory_diff:.2f} MB\\n')
+        "
+
+    # Post results to the pull request
+    - name: Post profiling results to PR
+      uses: actions/github-script@v6
+      with:
+        script: |
+          const fs = require('fs');
+          const diff = fs.readFileSync('profiling_diff.txt', 'utf-8');
+          github.rest.issues.createComment({
+            issue_number: context.issue.number,
+            owner: context.repo.owner,
+            repo: context.repo.repo,
+            body: `### Profiling Results for code_graph_pipeline.py\n\`\`\`\n${diff}\n\`\`\``
+          });

From a935940d35c6a12be9b0b3996bb35b514408f783 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:18:26 +0100
Subject: [PATCH 02/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 50 ++++++++++++++++----------------
 1 file changed, 25 insertions(+), 25 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 543306aac..976a61f53 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -43,28 +43,28 @@ jobs:
       id: compare
       run: |
         python -c "
-import json
-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['total_cpu_samples'] - base['total_cpu_samples']
-memory_diff = head['total_memory_mb'] - base['total_memory_mb']
-with open('profiling_diff.txt', 'w') as f:
-    f.write(f'CPU Usage Difference: {cpu_diff}\\n')
-    f.write(f'Memory Usage Difference: {memory_diff:.2f} MB\\n')
-        "
-
-    # 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${diff}\n\`\`\``
-          });
+        import json
+        with open('base_results.json') as f:
+            base = json.load(f)
+        with open('head_results.json') as f:
+            head = json.load(f)
+        cpu_diff = head['total_cpu_samples'] - base['total_cpu_samples']
+        memory_diff = head['total_memory_mb'] - base['total_memory_mb']
+        with open('profiling_diff.txt', 'w') as f:
+            f.write(f'CPU Usage Difference: {cpu_diff}\\n')
+            f.write(f'Memory Usage Difference: {memory_diff:.2f} MB\\n')
+                "
+        
+            # Post results to the pull request
+            - name: Post profiling results to PR
+              uses: actions/github-script@v6
+              with:
+                script: |
+                  const fs = require('fs');
+                  const diff = fs.readFileSync('profiling_diff.txt', 'utf-8');
+                  github.rest.issues.createComment({
+                    issue_number: context.issue.number,
+                    owner: context.repo.owner,
+                    repo: context.repo.repo,
+                    body: `### Profiling Results for code_graph_pipeline.py\n\`\`\`\n${diff}\n\`\`\``
+                  });

From 7e66d5038e3573491f3b5f1faad196c0a9bf8019 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:20:02 +0100
Subject: [PATCH 03/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 976a61f53..c49f6ef87 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,14 +29,14 @@ jobs:
       run: |
         echo "Profiling the base branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.base.sha }}
-        scalene --profile-only cognee/api/v1/cognify/code_graph_pipeline.py --json-output base_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output base_results.json
 
     # Run profiler on the head branch
     - name: Run profiler on head branch
       run: |
         echo "Profiling the head branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.head.sha }}
-        scalene --profile-only cognee/api/v1/cognify/code_graph_pipeline.py --json-output head_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output head_results.json
 
     # Compare profiling results
     - name: Compare profiling results

From df7bbfe3b9b82af4420505b6c2e16b3f4de51dcc Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:22:05 +0100
Subject: [PATCH 04/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index c49f6ef87..94af6e442 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,14 +29,14 @@ jobs:
       run: |
         echo "Profiling the base branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.base.sha }}
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output base_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output=base_results.json
 
     # Run profiler on the head branch
     - name: Run profiler on head branch
       run: |
         echo "Profiling the head branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.head.sha }}
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output head_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output=head_results.json
 
     # Compare profiling results
     - name: Compare profiling results

From d589255b255e697906b9965892cac41478ea7695 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:24:14 +0100
Subject: [PATCH 05/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 94af6e442..5ad4b5664 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,14 +29,14 @@ jobs:
       run: |
         echo "Profiling the base branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.base.sha }}
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output=base_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Run profiler on the head branch
     - name: Run profiler on head branch
       run: |
         echo "Profiling the head branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.head.sha }}
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py --json-output=head_results.json
+        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Compare profiling results
     - name: Compare profiling results

From 94688ed340eb9be5331ac2f080bb9b8952010fea Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:27:46 +0100
Subject: [PATCH 06/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 5ad4b5664..77215075a 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,6 +29,7 @@ jobs:
       run: |
         echo "Profiling the base branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.base.sha }}
+        echo "This is the working directory: $PWD"
         scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Run profiler on the head branch
@@ -36,6 +37,7 @@ jobs:
       run: |
         echo "Profiling the head branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.head.sha }}
+        echo "This is the working directory: $PWD"
         scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Compare profiling results

From 6171cd71caa160901d3048eb4b92c43e98f5ab5e Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:28:37 +0100
Subject: [PATCH 07/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 77215075a..332c29ef1 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -30,7 +30,7 @@ jobs:
         echo "Profiling the base branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.base.sha }}
         echo "This is the working directory: $PWD"
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
+        scalene --profile-only /home/runner/work/cognee/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Run profiler on the head branch
     - name: Run profiler on head branch
@@ -38,7 +38,7 @@ jobs:
         echo "Profiling the head branch for code_graph_pipeline.py"
         git checkout ${{ github.event.pull_request.head.sha }}
         echo "This is the working directory: $PWD"
-        scalene --profile-only $GITHUB_WORKSPACE/cognee/api/v1/cognify/code_graph_pipeline.py 
+        scalene --profile-only /home/runner/work/cognee/cognee/api/v1/cognify/code_graph_pipeline.py 
 
     # Compare profiling results
     - name: Compare profiling results

From bba32aac51ad9b5252ac1156406a46276d328334 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:30:58 +0100
Subject: [PATCH 08/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 97 ++++++++++++++++++++------------
 1 file changed, 62 insertions(+), 35 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 332c29ef1..cdbaeacc7 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,15 +1,20 @@
 name: Profiling Comparison for Specific File
 
 on:
-  push
+  pull_request:
+    paths:
+      - 'cognee/api/v1/cognify/code_graph_pipeline.py' # Trigger only if this specific file changes
+
 jobs:
   profiler:
     runs-on: ubuntu-latest
 
     steps:
-    # Checkout the code from the repository
+    # Checkout the code from the repository with full history
     - name: Checkout code
       uses: actions/checkout@v3
+      with:
+        fetch-depth: 0  # Fetch all history so we can checkout any commit
 
     # Set up Python environment
     - name: Set up Python
@@ -21,52 +26,74 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install scalene # Replace with your preferred profiler
-        pip install requests # For posting PR comments if needed
+        pip install scalene requests
+        # Install your project's dependencies if needed
+        pip install -r requirements.txt  # If you have a requirements file
+
+    # 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"
-        git checkout ${{ github.event.pull_request.base.sha }}
+        echo "Checking out base SHA: $BASE_SHA"
+        git checkout $BASE_SHA
         echo "This is the working directory: $PWD"
-        scalene --profile-only /home/runner/work/cognee/cognee/api/v1/cognify/code_graph_pipeline.py 
+        # Ensure the script is executable
+        chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
+        # Run Scalene
+        scalene --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
-    # Run profiler on the head branch
+    # 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"
-        git checkout ${{ github.event.pull_request.head.sha }}
+        echo "Checking out head SHA: $HEAD_SHA"
+        git checkout $HEAD_SHA
         echo "This is the working directory: $PWD"
-        scalene --profile-only /home/runner/work/cognee/cognee/api/v1/cognify/code_graph_pipeline.py 
+        # Ensure the script is executable
+        chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
+        # Run Scalene
+        scalene --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Compare profiling results
     - name: Compare profiling results
-      id: compare
       run: |
         python -c "
-        import json
-        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['total_cpu_samples'] - base['total_cpu_samples']
-        memory_diff = head['total_memory_mb'] - base['total_memory_mb']
-        with open('profiling_diff.txt', 'w') as f:
-            f.write(f'CPU Usage Difference: {cpu_diff}\\n')
-            f.write(f'Memory Usage Difference: {memory_diff:.2f} MB\\n')
-                "
-        
-            # 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${diff}\n\`\`\``
-                  });
+import json
+try:
+    with open('base_results.json') as f:
+        base = json.load(f)
+    with open('head_results.json') as f:
+        head = json.load(f)
+    cpu_diff = head.get('total_cpu_samples_python', 0) - base.get('total_cpu_samples_python', 0)
+    memory_diff = head.get('malloc_samples', 0) - base.get('malloc_samples', 0)
+    with open('profiling_diff.txt', 'w') as f:
+        f.write(f'CPU Usage Difference: {cpu_diff}\\n')
+        f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
+except Exception as e:
+    with open('profiling_diff.txt', 'w') as f:
+        f.write(f'Error comparing profiling results: {e}\\n')
+"
+
+    # Post results to the pull request
+    - name: Post profiling results to PR
+      uses: actions/github-script@v6
+      with:
+        script: |
+          const fs = require('fs');
+          const diff = fs.readFileSync('profiling_diff.txt', 'utf-8');
+          github.rest.issues.createComment({
+            issue_number: context.issue.number,
+            owner: context.repo.owner,
+            repo: context.repo.repo,
+            body: `### Profiling Results for code_graph_pipeline.py\n\`\`\`\n${diff || 'No differences found.'}\n\`\`\``
+          });

From a904b8d1fc4529d1dc74090f049c261c8dd25a01 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:31:49 +0100
Subject: [PATCH 09/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 30 +++++++++++++++---------------
 1 file changed, 15 insertions(+), 15 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index cdbaeacc7..267755461 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -68,21 +68,21 @@ jobs:
     - 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)
-    with open('profiling_diff.txt', 'w') as f:
-        f.write(f'CPU Usage Difference: {cpu_diff}\\n')
-        f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
-except Exception as e:
-    with open('profiling_diff.txt', 'w') as f:
-        f.write(f'Error comparing profiling results: {e}\\n')
-"
+        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)
+            with open('profiling_diff.txt', 'w') as f:
+                f.write(f'CPU Usage Difference: {cpu_diff}\\n')
+                f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
+        except Exception as e:
+            with open('profiling_diff.txt', 'w') as f:
+                f.write(f'Error comparing profiling results: {e}\\n')
+        "
 
     # Post results to the pull request
     - name: Post profiling results to PR

From bdef152dac231f07f7fe4434adb33f141c8814e2 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:33:05 +0100
Subject: [PATCH 10/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 267755461..1031d7bc0 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,4 +1,4 @@
-name: Profiling Comparison for Specific File
+name: Profiling Comparison for Specific File 2
 
 on:
   pull_request:

From e2539cd396df8a5311dff7e1f66896ff9ccb1be7 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:35:06 +0100
Subject: [PATCH 11/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 1031d7bc0..7355dc74f 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -66,23 +66,23 @@ jobs:
 
     # Compare profiling results
     - name: Compare profiling results
-      run: |
+      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)
-            with open('profiling_diff.txt', 'w') as f:
-                f.write(f'CPU Usage Difference: {cpu_diff}\\n')
-                f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
-        except Exception as e:
-            with open('profiling_diff.txt', 'w') as f:
-                f.write(f'Error comparing profiling results: {e}\\n')
-        "
+          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)
+              with open('profiling_diff.txt', 'w') as f:
+                  f.write(f'CPU Usage Difference: {cpu_diff}\\n')
+                  f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
+          except Exception as e:
+              with open('profiling_diff.txt', 'w') as f:
+                  f.write(f'Error comparing profiling results: {e}\\n')
+          "
 
     # Post results to the pull request
     - name: Post profiling results to PR

From 6ab427e0ad7cbece2705a23bc4042ef772faaad4 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:38:07 +0100
Subject: [PATCH 12/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 34 ++++++++++++++++----------------
 1 file changed, 17 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 7355dc74f..a5bb0ee0b 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -66,23 +66,23 @@ jobs:
 
     # 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)
-              with open('profiling_diff.txt', 'w') as f:
-                  f.write(f'CPU Usage Difference: {cpu_diff}\\n')
-                  f.write(f'Memory Usage Difference: {memory_diff} bytes\\n')
-          except Exception as e:
-              with open('profiling_diff.txt', 'w') as f:
-                  f.write(f'Error comparing profiling results: {e}\\n')
-          "
+      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)
+            with open("profiling_diff.txt", "w") as f:
+                f.write(f"CPU Usage Difference: {cpu_diff}\\n")
+                f.write(f"Memory Usage Difference: {memory_diff} bytes\\n")
+        except Exception as e:
+            with open("profiling_diff.txt", "w") as f:
+                f.write(f"Error comparing profiling results: {e}\\n")
+        '
 
     # Post results to the pull request
     - name: Post profiling results to PR

From fa608270bb6952b0ae23a87dcb7aba8cb3763084 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:40:07 +0100
Subject: [PATCH 13/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index a5bb0ee0b..3e1054cf6 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,10 +1,7 @@
 name: Profiling Comparison for Specific File 2
 
 on:
-  pull_request:
-    paths:
-      - 'cognee/api/v1/cognify/code_graph_pipeline.py' # Trigger only if this specific file changes
-
+  push
 jobs:
   profiler:
     runs-on: ubuntu-latest

From 32ca751abecdad7dd40321d0c6a24938a563619f Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:40:56 +0100
Subject: [PATCH 14/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 3e1054cf6..0a9bfa97a 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -24,8 +24,7 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install scalene requests
-        # Install your project's dependencies if needed
-        pip install -r requirements.txt  # If you have a requirements file
+
 
     # Set environment variables for SHAs
     - name: Set environment variables

From d523f71b79d5d60882b0381e557be4933036cb90 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:42:26 +0100
Subject: [PATCH 15/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 0a9bfa97a..15ad96303 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -17,7 +17,18 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v4
       with:
-        python-version: '3.9'
+        python-version: '3.11'
+
+    - 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
 
     # Install necessary dependencies
     - name: Install dependencies

From c2896f3b5b29295ae25c9ad3323e154757edf84e Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:45:54 +0100
Subject: [PATCH 16/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 11 +++--------
 1 file changed, 3 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 15ad96303..a6214ebff 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,12 +29,7 @@ jobs:
     - name: Install dependencies
       run: |
         poetry install --no-interaction --all-extras
-
-    # Install necessary dependencies
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install scalene requests
+        poetry add scalene requests
 
 
     # Set environment variables for SHAs
@@ -55,7 +50,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        scalene --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        poetry run scalene --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Run profiler on head branch
     - name: Run profiler on head branch
@@ -69,7 +64,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        scalene --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        poetry run scalene --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Compare profiling results
     - name: Compare profiling results

From e178d38ec6b8c8cd131a83d4ab88b4e4f4dcb892 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 18:48:34 +0100
Subject: [PATCH 17/32] Added basic profiling

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index a6214ebff..dfba89270 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -17,7 +17,7 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v4
       with:
-        python-version: '3.11'
+        python-version: '3.10'
 
     - name: Install Poetry
       uses: snok/install-poetry@v1.3.2

From 21c7b8eee9d89f5091a4fc2c02ec0b298399dc11 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:20:48 +0100
Subject: [PATCH 18/32] Bump release version

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index dfba89270..e1ac05a9d 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,7 +29,7 @@ jobs:
     - name: Install dependencies
       run: |
         poetry install --no-interaction --all-extras
-        poetry add scalene requests
+        poetry add scalene 
 
 
     # Set environment variables for SHAs

From 54b88448c52bcd941d6965c3ff340b7c6bdc8b96 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:24:20 +0100
Subject: [PATCH 19/32] Bump release version

---
 .github/workflows/profiling.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index e1ac05a9d..175d824a7 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,7 +29,7 @@ jobs:
     - name: Install dependencies
       run: |
         poetry install --no-interaction --all-extras
-        poetry add scalene 
+        poetry add pyinstrument 
 
 
     # Set environment variables for SHAs
@@ -50,7 +50,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        poetry run scalene --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        poetry run pyinstrument --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Run profiler on head branch
     - name: Run profiler on head branch
@@ -64,7 +64,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        poetry run scalene --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        poetry run pyinstrument --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Compare profiling results
     - name: Compare profiling results

From 692770c197030e4ad2dfb934e77b2f28595d3825 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:28:21 +0100
Subject: [PATCH 20/32] Bump release version

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 175d824a7..aa4595a57 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -29,7 +29,7 @@ jobs:
     - name: Install dependencies
       run: |
         poetry install --no-interaction --all-extras
-        poetry add pyinstrument 
+        poetry run pip install pyinstrument
 
 
     # Set environment variables for SHAs

From 2df1eb6098b5b979507a829f2544a4b11b569f05 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:31:14 +0100
Subject: [PATCH 21/32] Bump release version

---
 .github/workflows/profiling.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index aa4595a57..3f2cb6283 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -50,7 +50,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        poetry run pyinstrument --json --outfile base_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        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
@@ -64,7 +64,7 @@ jobs:
         # Ensure the script is executable
         chmod +x cognee/api/v1/cognify/code_graph_pipeline.py
         # Run Scalene
-        poetry run pyinstrument --json --outfile head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
+        poetry run pyinstrument --renderer json -o head_results.json cognee/api/v1/cognify/code_graph_pipeline.py
 
     # Compare profiling results
     - name: Compare profiling results

From 8d1936f022675ea8fe9d041e63b8fe4de543ed10 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:35:06 +0100
Subject: [PATCH 22/32] Bump release version

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 3f2cb6283..d77305f1d 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,7 +1,7 @@
 name: Profiling Comparison for Specific File 2
 
 on:
-  push
+  pull_request
 jobs:
   profiler:
     runs-on: ubuntu-latest

From f37d96df6eed585fc3f3c7c1a870b242a40d618f Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:44:34 +0100
Subject: [PATCH 23/32] Bump release version

---
 .github/workflows/profiling.yaml | 26 +++++++++++++++++++++++++-
 1 file changed, 25 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index d77305f1d..c64c32aaf 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,7 +1,7 @@
 name: Profiling Comparison for Specific File 2
 
 on:
-  pull_request
+  pull_request_target
 jobs:
   profiler:
     runs-on: ubuntu-latest
@@ -13,6 +13,30 @@ jobs:
       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

From cc43a8c86598fe9f26082a3e9845ce8ca93dc21c Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:48:01 +0100
Subject: [PATCH 24/32] Bump release version

---
 .github/workflows/profiling.yaml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index c64c32aaf..c3c4d460b 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,7 +1,11 @@
 name: Profiling Comparison for Specific File 2
 
 on:
-  pull_request_target
+  pull_request_target:
+    types:
+      - opened
+      - reopened
+      - synchronize
 jobs:
   profiler:
     runs-on: ubuntu-latest

From cf515559439fc65714e90992f7dbafc68297ec26 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:50:25 +0100
Subject: [PATCH 25/32] Bump release version

---
 .github/workflows/profiling.yaml | 45 +++++++++++++++++---------------
 1 file changed, 24 insertions(+), 21 deletions(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index c3c4d460b..ea73159d0 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,11 +1,7 @@
 name: Profiling Comparison for Specific File 2
 
 on:
-  pull_request_target:
-    types:
-      - opened
-      - reopened
-      - synchronize
+  push
 jobs:
   profiler:
     runs-on: ubuntu-latest
@@ -97,6 +93,7 @@ jobs:
     # Compare profiling results
     - name: Compare profiling results
       run: |
+        |
         python -c '
         import json
         try:
@@ -106,24 +103,30 @@ jobs:
                 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(f"CPU Usage Difference: {cpu_diff}\\n")
-                f.write(f"Memory Usage Difference: {memory_diff} bytes\\n")
+                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(f"Error comparing profiling results: {e}\\n")
-        '
+                f.write(error_message + "\\n")
+            print(error_message)  # Print error to terminal
+            '
 
     # 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${diff || 'No differences found.'}\n\`\`\``
-          });
+#    - name: Post profiling results to PR
+#      uses: actions/github-script@v6
+#      with:
+#        script: |
+#          const fs = require('fs');
+#          const diff = fs.readFileSync('profiling_diff.txt', 'utf-8');
+#          github.rest.issues.createComment({
+#            issue_number: context.issue.number,
+#            owner: context.repo.owner,
+#            repo: context.repo.repo,
+#            body: `### Profiling Results for code_graph_pipeline.py\n\`\`\`\n${diff || 'No differences found.'}\n\`\`\``
+#          });

From d2fccc1315b5b6f62bc47fee11c644a4588fc297 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:53:33 +0100
Subject: [PATCH 26/32] Bump release version

---
 .github/workflows/profiling.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index ea73159d0..8058e9dca 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -93,7 +93,6 @@ jobs:
     # Compare profiling results
     - name: Compare profiling results
       run: |
-        |
         python -c '
         import json
         try:

From a96daef46928a3106115045ebd36d9e1af709467 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 4 Dec 2024 19:56:09 +0100
Subject: [PATCH 27/32] Bump release version

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 8058e9dca..2c14e4a93 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -1,4 +1,4 @@
-name: Profiling Comparison for Specific File 2
+name: test | profiling
 
 on:
   push

From c431e7cc61df7855c6d7576f00e48a8172a93e3c Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Tue, 10 Dec 2024 13:44:08 +0100
Subject: [PATCH 28/32] Update profiling.yaml

---
 .github/workflows/profiling.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 2c14e4a93..0ae7dfb0d 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -9,7 +9,7 @@ jobs:
     steps:
     # Checkout the code from the repository with full history
     - name: Checkout code
-      uses: actions/checkout@v3
+      uses: actions/checkout@v4
       with:
         fetch-depth: 0  # Fetch all history so we can checkout any commit
 

From 5609bbccc8b2088d0389a7edeec7df75835c04d5 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 11 Dec 2024 13:12:59 +0100
Subject: [PATCH 29/32] removed issues

---
 .github/workflows/get_docs_changes.yml        | 5 -----
 .github/workflows/mkdocs.yml                  | 6 ------
 .github/workflows/py_lint.yml                 | 6 ------
 .github/workflows/reusable_notebook.yml       | 5 -----
 .github/workflows/reusable_python_example.yml | 5 -----
 .github/workflows/test_milvus.yml             | 5 -----
 .github/workflows/test_neo4j.yml              | 2 --
 .github/workflows/test_pgvector.yml           | 5 -----
 .github/workflows/test_python_3_10.yml        | 5 -----
 .github/workflows/test_python_3_11.yml        | 5 -----
 .github/workflows/test_python_3_9.yml         | 5 -----
 .github/workflows/test_qdrant.yml             | 5 -----
 .github/workflows/test_weaviate.yml           | 5 -----
 13 files changed, 64 deletions(-)

diff --git a/.github/workflows/get_docs_changes.yml b/.github/workflows/get_docs_changes.yml
index 5ac194d9e..4059f588d 100644
--- a/.github/workflows/get_docs_changes.yml
+++ b/.github/workflows/get_docs_changes.yml
@@ -12,11 +12,6 @@ env:
 
 
 jobs:
-  get_docs_changes:
-    name: docs changes
-    runs-on: ubuntu-latest
-    outputs:
-      changes_outside_docs: ${{ steps.check_changes.outputs.changes_outside_docs }}
 
     steps:
       - name: Checkout code
diff --git a/.github/workflows/mkdocs.yml b/.github/workflows/mkdocs.yml
index 08a123c6b..bb3551e03 100644
--- a/.github/workflows/mkdocs.yml
+++ b/.github/workflows/mkdocs.yml
@@ -17,14 +17,8 @@ permissions:
   contents: write
 
 jobs:
-  get_docs_changes:
-    name: run docs changes
-    uses: ./.github/workflows/get_docs_changes.yml
   deploy:
     runs-on: ubuntu-latest
-    needs: get_docs_changes
-    if: needs.get_docs_changes.outputs.changes_outside_docs == 'false'
-
     steps:
       - name: Checkout code
         uses: actions/checkout@master
diff --git a/.github/workflows/py_lint.yml b/.github/workflows/py_lint.yml
index 761e0ff5d..2ed49c054 100644
--- a/.github/workflows/py_lint.yml
+++ b/.github/workflows/py_lint.yml
@@ -13,14 +13,8 @@ concurrency:
   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_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..e96528134 100644
--- a/.github/workflows/test_neo4j.yml
+++ b/.github/workflows/test_neo4j.yml
@@ -19,8 +19,6 @@ jobs:
 
   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:

From 0e680197162a8183a6833964813f13a7aea506bd Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 11 Dec 2024 13:16:32 +0100
Subject: [PATCH 30/32] fix

---
 .github/workflows/get_docs_changes.yml | 44 -----------------------
 .github/workflows/mkdocs.yml           | 50 --------------------------
 2 files changed, 94 deletions(-)
 delete mode 100644 .github/workflows/get_docs_changes.yml
 delete mode 100644 .github/workflows/mkdocs.yml

diff --git a/.github/workflows/get_docs_changes.yml b/.github/workflows/get_docs_changes.yml
deleted file mode 100644
index 4059f588d..000000000
--- a/.github/workflows/get_docs_changes.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-name: util | get docs changes
-
-on:
-  workflow_call:
-    outputs:
-      changes_outside_docs:
-        description: "Changes outside docs"
-        value: ${{ jobs.get_docs_changes.outputs.changes_outside_docs }}
-
-env:
-  EXCLUDED_FILE_PATTERNS: '^docs/|^README.md|^CONTRIBUTING.md|^LICENSE\.txt|\.editorconfig|\.gitignore|get_docs_changes.yml'
-
-
-jobs:
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@master
-        with:
-          fetch-depth: 0
-
-      - name: Check changes outside docs
-        id: check_changes
-        run: |
-          echo "base.sha: ${{ github.event.pull_request.base.sha }}"
-          echo "head.sha: ${{ github.event.pull_request.head.sha }}"
-
-          merge_base_sha=$(git merge-base ${{ github.event.pull_request.base.sha }} ${{ github.event.pull_request.head.sha }})
-
-          echo "merge_base_sha: $merge_base_sha"
-
-          changes_outside_docs=$(
-            git diff --name-only $merge_base_sha ${{ github.event.pull_request.head.sha }} \
-              | grep -vE "${{ env.EXCLUDED_FILE_PATTERNS }}" || true
-          )
-
-          echo $changes_outside_docs
-          if [ -z "$changes_outside_docs" ]; then
-            echo "No changes outside docs. Skipping tests."
-            echo "changes_outside_docs=false" >> $GITHUB_OUTPUT
-          else
-            echo "Changes detected outside docs."
-            echo "changes_outside_docs=true" >> $GITHUB_OUTPUT
-          fi
\ No newline at end of file
diff --git a/.github/workflows/mkdocs.yml b/.github/workflows/mkdocs.yml
deleted file mode 100644
index bb3551e03..000000000
--- a/.github/workflows/mkdocs.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-name: util docs |  build and deploy
-
-on:
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-env:
-  RUNTIME__LOG_LEVEL: ERROR
-
-permissions:
-  contents: write
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@master
-
-      - name: Install Poetry
-        uses: snok/install-poetry@v1.3.1
-
-      - name: Use output
-        run: echo "The stage is finished"
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11.x'
-
-      - name: Install APT packages
-        run: |
-          sudo apt-get update &&
-          sudo apt-get install pngquant
-
-      - name: Install via Poetry
-        run: poetry install --with dev,docs
-        env:
-          GH_TOKEN: ${{ secrets.PAT_FOR_CROSS_REPOS_CICD_TRIGGERING }}
-
-      - name: Build and deploy MkDocs
-        run: poetry run mkdocs gh-deploy --force
-        env:
-          DOCS_SEGMENT_KEY: ${{ secrets.DOCS_SEGMENT_KEY }}

From 7cc5607740e4a442c8f9e3c6952b25ae1a1671c6 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 11 Dec 2024 13:30:09 +0100
Subject: [PATCH 31/32] fix

---
 .github/workflows/profiling.yaml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/profiling.yaml b/.github/workflows/profiling.yaml
index 0ae7dfb0d..6ca09f9dc 100644
--- a/.github/workflows/profiling.yaml
+++ b/.github/workflows/profiling.yaml
@@ -116,6 +116,12 @@ jobs:
             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

From 9a9ea751bff4fd5fdcf6d83a0c2353ed28d89b3c Mon Sep 17 00:00:00 2001
From: vasilije <vas.markovic@gmail.com>
Date: Wed, 11 Dec 2024 13:37:48 +0100
Subject: [PATCH 32/32] Fix neo4j

---
 .github/workflows/test_neo4j.yml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.github/workflows/test_neo4j.yml b/.github/workflows/test_neo4j.yml
index e96528134..3f3a35e4f 100644
--- a/.github/workflows/test_neo4j.yml
+++ b/.github/workflows/test_neo4j.yml
@@ -13,10 +13,6 @@ 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
     runs-on: ubuntu-latest