diff --git a/.github/workflows/actions/create-server-with-retry/action.yml b/.github/workflows/actions/create-server-with-retry/action.yml
index 184e1d426..fb72afc65 100644
--- a/.github/workflows/actions/create-server-with-retry/action.yml
+++ b/.github/workflows/actions/create-server-with-retry/action.yml
@@ -7,6 +7,10 @@ inputs:
   server_type:
     description: 'Type of server to create'
     required: true
+  region:
+    description: 'Region to create the server in'
+    required: false
+    default: 'fsn1'
   max_retries:
     description: 'Maximum number of retry attempts'
     required: false
@@ -25,12 +29,13 @@ runs:
         SERVER_NAME="${{ inputs.server_name }}"
         SERVER_TYPE="${{ inputs.server_type }}"
         MAX_RETRIES="${{ inputs.max_retries }}"
+        SERVER_LOCATION="${{ inputs.region }}"
         RETRY_COUNT=0
 
         while [ $RETRY_COUNT -lt $MAX_RETRIES ]; do
           echo "Creating server $SERVER_NAME (attempt $((RETRY_COUNT + 1))/$MAX_RETRIES)..."
 
-          if SERVER_NAME=$SERVER_NAME SERVER_TYPE=$SERVER_TYPE bash -x "tools/hetzner/create_and_install.sh"; then
+          if SERVER_NAME=$SERVER_NAME SERVER_TYPE=$SERVER_TYPE SERVER_LOCATION=$SERVER_LOCATION bash -x "tools/hetzner/create_and_install.sh"; then
             echo "Successfully created server $SERVER_NAME"
             echo "success=true" >> $GITHUB_OUTPUT
             exit 0
diff --git a/.github/workflows/manual-benchmarks-cascade.yaml b/.github/workflows/manual-benchmarks-cascade.yaml
index a64db446f..e6faf760c 100644
--- a/.github/workflows/manual-benchmarks-cascade.yaml
+++ b/.github/workflows/manual-benchmarks-cascade.yaml
@@ -34,6 +34,15 @@ on:
         machines_info:
             description: "Internal use, JSON array of machine pairs to use when machines_per_bench is false, e.g. '[{\"server_name\":\"server-0\",\"client_name\":\"client-0\"},{\"server_name\":\"server-1\",\"client_name\":\"client-1\"}]'"
             default: "[]"
+        region:
+            description: "Hetzner region to run the benchmarks in"
+            default: "fsn1"
+        server_machine_type:
+            description: "Hetzner server machine type to run the benchmarks in"
+            default: "cpx41"
+        client_machine_type:
+            description: "Hetzner server machine type to run the benchmarks in"
+            default: "cpx31"
 
 env:
   # Common environment variables
@@ -223,7 +232,8 @@ jobs:
         uses: ./.github/workflows/actions/create-server-with-retry
         with:
           server_name: ${{ steps.extract_names.outputs.server_name }}
-          server_type: cpx51
+          server_type: ${{ inputs.server_machine_type }}
+          region: ${{ inputs.region }}
           max_retries: 5
 
       - name: Create Client
@@ -231,7 +241,8 @@ jobs:
         uses: ./.github/workflows/actions/create-server-with-retry
         with:
           server_name: ${{ steps.extract_names.outputs.client_name }}
-          server_type: cpx41
+          server_type: ${{ inputs.client_machine_type }}
+          region: ${{ inputs.region }}
           max_retries: 5
   runBenchmarks:
     name: Run Benchmark ${{ matrix.config.index }}
diff --git a/experiments/configurations/qdrant-quantizations.json b/experiments/configurations/qdrant-quantizations.json
new file mode 100644
index 000000000..14a401f01
--- /dev/null
+++ b/experiments/configurations/qdrant-quantizations.json
@@ -0,0 +1,257 @@
+[
+    {
+        "name": "qdrant-quant-bq-rps-m-16-ef-128",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+          "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+          "hnsw_config": { "m": 16, "ef_construct": 128 },
+          "quantization_config": { "binary": {"always_ram": true} }
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+    "name": "qdrant-quant-bq-rps-m-32-ef-128",
+    "engine": "qdrant",
+    "connection_params": { "timeout": 30 },
+    "collection_params": {
+        "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+        "hnsw_config": { "m": 32, "ef_construct": 128 },
+        "quantization_config": { "binary": {"always_ram": true} }
+    },
+    "search_params": [
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+    ],
+    "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+    "name": "qdrant-quant-bq-rps-m-32-ef-256",
+    "engine": "qdrant",
+    "connection_params": { "timeout": 30 },
+    "collection_params": {
+        "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+        "hnsw_config": { "m": 32, "ef_construct": 256 },
+        "quantization_config": { "binary": {"always_ram": true} }
+    },
+    "search_params": [
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+    ],
+    "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+    "name": "qdrant-quant-bq-rps-m-32-ef-512",
+    "engine": "qdrant",
+    "connection_params": { "timeout": 30 },
+    "collection_params": {
+        "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+        "hnsw_config": { "m": 32, "ef_construct": 512 },
+        "quantization_config": { "binary": {"always_ram": true} }
+    },
+    "search_params": [
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+    ],
+    "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+    "name": "qdrant-quant-bq-rps-m-64-ef-256",
+    "engine": "qdrant",
+    "connection_params": { "timeout": 30 },
+    "collection_params": {
+        "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+        "hnsw_config": { "m": 64, "ef_construct": 256 },
+        "quantization_config": { "binary": {"always_ram": true} }
+    },
+    "search_params": [
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+    ],
+    "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+    "name": "qdrant-quant-bq-rps-m-64-ef-512",
+    "engine": "qdrant",
+    "connection_params": { "timeout": 30 },
+    "collection_params": {
+        "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+        "hnsw_config": { "m": 64, "ef_construct": 512 },
+        "quantization_config": { "binary": {"always_ram": true} }
+    },
+    "search_params": [
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+        { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+    ],
+    "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+
+
+
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-16-ef-128",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+          "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+          "hnsw_config": { "m": 16, "ef_construct": 128 },
+          "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits"} }
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-32-ef-128",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+            "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+            "hnsw_config": { "m": 32, "ef_construct": 128 },
+            "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits"} }
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-32-ef-256",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+            "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+            "hnsw_config": { "m": 32, "ef_construct": 256 },
+            "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits" }}
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-32-ef-512",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+            "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+            "hnsw_config": { "m": 32, "ef_construct": 512 },
+            "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits"}}
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-64-ef-256",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+            "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+            "hnsw_config": { "m": 64, "ef_construct": 256 },
+            "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits"}}
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    },
+    {
+        "name": "qdrant-quant-asym-bq-rps-m-64-ef-512",
+        "engine": "qdrant",
+        "connection_params": { "timeout": 30 },
+        "collection_params": {
+            "optimizers_config": { "max_segment_size": 1000000, "memmap_threshold":10000000, "default_segment_number":2 },
+            "hnsw_config": { "m": 64, "ef_construct": 512 },
+            "quantization_config": { "binary": {"always_ram": true, "query_encoding": "scalar8bits"}}
+        },
+        "search_params": [
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 64, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 128, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 256, "quantization": { "rescore": true, "oversampling": 4.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 2.0 } } },
+            { "parallel": 100, "config": { "hnsw_ef": 512, "quantization": { "rescore": true, "oversampling": 4.0 } } }
+        ],
+        "upload_params": { "parallel": 16, "batch_size": 1024 }
+    }
+]
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 1726ec938..ca791691c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -7,38 +7,12 @@ description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
-
-[[package]]
-name = "anyio"
-version = "4.5.2"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
-    {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
-    {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
-idna = ">=2.8"
-sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
-
-[package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
-trio = ["trio (>=0.26.1)"]
-
 [[package]]
 name = "anyio"
 version = "4.9.0"
@@ -46,7 +20,7 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -60,22 +34,9 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-markers = "python_version == \"3.8\" and sys_platform == \"darwin\""
-files = [
-    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
-    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
-]
-
 [[package]]
 name = "asttokens"
 version = "3.0.0"
@@ -83,6 +44,7 @@ description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -107,89 +69,31 @@ files = [
 
 [[package]]
 name = "authlib"
-version = "1.3.2"
-description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
-    {file = "Authlib-1.3.2-py2.py3-none-any.whl", hash = "sha256:ede026a95e9f5cdc2d4364a52103f5405e75aa156357e831ef2bfd0bc5094dfc"},
-    {file = "authlib-1.3.2.tar.gz", hash = "sha256:4b16130117f9eb82aa6eec97f6dd4673c3f960ac0283ccdae2897ee4bc030ba2"},
-]
-
-[package.dependencies]
-cryptography = "*"
-
-[[package]]
-name = "authlib"
-version = "1.5.2"
+version = "1.6.0"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "authlib-1.5.2-py2.py3-none-any.whl", hash = "sha256:8804dd4402ac5e4a0435ac49e0b6e19e395357cfa632a3f624dcb4f6df13b4b1"},
-    {file = "authlib-1.5.2.tar.gz", hash = "sha256:fe85ec7e50c5f86f1e2603518bb3b4f632985eb4a355e52256530790e326c512"},
+    {file = "authlib-1.6.0-py2.py3-none-any.whl", hash = "sha256:91685589498f79e8655e8a8947431ad6288831d643f11c55c2143ffcc738048d"},
+    {file = "authlib-1.6.0.tar.gz", hash = "sha256:4367d32031b7af175ad3a323d571dc7257b7099d55978087ceae4a0d88cd3210"},
 ]
 
 [package.dependencies]
 cryptography = "*"
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-]
-
-[[package]]
-name = "backports-zoneinfo"
-version = "0.2.1"
-description = "Backport of the standard library zoneinfo module"
-optional = false
-python-versions = ">=3.6"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win_amd64.whl", hash = "sha256:8439c030a11780786a2002261569bdf362264f605dfa4d65090b64b05c9f79a7"},
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-    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:7b0a64cda4145548fed9efc10322770f929b944ce5cee6c0dfe0c87bf4c0c8c9"},
-    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win32.whl", hash = "sha256:1b13e654a55cd45672cb54ed12148cd33628f672548f373963b0bff67b217328"},
-    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:4a0f800587060bf8880f954dbef70de6c11bbe59c673c3d818921f042f9954a6"},
-    {file = "backports.zoneinfo-0.2.1.tar.gz", hash = "sha256:fadbfe37f74051d024037f223b8e001611eac868b5c5b06144ef4d8b799862f2"},
-]
-
-[package.extras]
-tzdata = ["tzdata"]
-
 [[package]]
 name = "certifi"
-version = "2025.4.26"
+version = "2025.7.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"},
-    {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
+    {file = "certifi-2025.7.14-py3-none-any.whl", hash = "sha256:6b31f564a415d79ee77df69d757bb49a5bb53bd9f756cbbe24394ffd6fc1f4b2"},
+    {file = "certifi-2025.7.14.tar.gz", hash = "sha256:8ea99dbdfaaf2ba2f9bac77b9249ef62ec5218e7c2b2e903378ed5fccf765995"},
 ]
 
 [[package]]
@@ -199,7 +103,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation != \"PyPy\""
+markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -280,6 +184,7 @@ description = "Validate configuration and produce human readable error messages.
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -292,6 +197,7 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"},
     {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"},
@@ -394,6 +300,7 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -413,7 +320,7 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", dev = "sys_platform == \"win32\""}
+markers = {main = "(sys_platform == \"win32\" or platform_system == \"Windows\") and (python_version <= \"3.11\" or python_version >= \"3.12\")", dev = "(python_version <= \"3.11\" or python_version >= \"3.12\") and sys_platform == \"win32\""}
 
 [[package]]
 name = "cryptography"
@@ -422,7 +329,7 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version > \"3.8\" and python_version < \"3.10\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "cryptography-43.0.3-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bf7a1932ac4176486eab36a19ed4c0492da5d97123f1406cf15e41b05e787d2e"},
     {file = "cryptography-43.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63efa177ff54aec6e1c0aefaa1a241232dcd37413835a9b674b6e3f0ae2bfd3e"},
@@ -466,67 +373,6 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
-[[package]]
-name = "cryptography"
-version = "44.0.3"
-description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-optional = false
-python-versions = "!=3.9.0,!=3.9.1,>=3.7"
-groups = ["main"]
-markers = "python_version >= \"3.10\" or python_version == \"3.8\""
-files = [
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-
-[package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
-
-[package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
-docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
-pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
-sdist = ["build (>=1.0.0)"]
-ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi (>=2024)", "cryptography-vectors (==44.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
-test-randomorder = ["pytest-randomly"]
-
 [[package]]
 name = "decorator"
 version = "5.2.1"
@@ -534,6 +380,7 @@ description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
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@@ -546,6 +393,7 @@ description = "Distribution utilities"
 optional = false
 python-versions = "*"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
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@@ -558,6 +406,7 @@ description = "Transport classes and utilities shared among Python Elastic clien
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "elastic_transport-8.17.1-py3-none-any.whl", hash = "sha256:192718f498f1d10c5e9aa8b9cf32aed405e469a7f0e9d6a8923431dbb2c59fb8"},
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@@ -577,6 +426,7 @@ description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "elasticsearch-8.18.1-py3-none-any.whl", hash = "sha256:1a8c8b5ec3ce5be88f96d2f898375671648e96272978bce0dee3137d9326aabb"},
     {file = "elasticsearch-8.18.1.tar.gz", hash = "sha256:998035f17a8c1fba7ae26b183dca797dcf95db86da6a7ecba56d31afc40f07c7"},
@@ -603,23 +453,27 @@ description = "Bringing the elegance of C# EventHandler to Python"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version >= \"3.10\" and python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "Events-0.5-py3-none-any.whl", hash = "sha256:a7286af378ba3e46640ac9825156c93bdba7502174dd696090fdfcd4d80a1abd"},
 ]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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-    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
+    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
+    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -630,31 +484,14 @@ description = "Get the currently executing AST node of a frame, and other inform
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
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 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
-
-[[package]]
-name = "filelock"
-version = "3.16.1"
-description = "A platform independent file lock."
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version == \"3.8\""
-files = [
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-]
-
-[package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "filelock"
@@ -663,7 +500,7 @@ description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -672,7 +509,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "grpcio"
@@ -681,6 +518,7 @@ description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "grpcio-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:8b0341d66a57f8a3119b77ab32207072be60c9bf79760fa609c5609f2deb1f3f"},
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@@ -749,6 +587,7 @@ description = "Standard Health Checking Service for gRPC"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "grpcio_health_checking-1.67.1-py3-none-any.whl", hash = "sha256:93753da5062152660aef2286c9b261e07dd87124a65e4dc9fbd47d1ce966b39d"},
     {file = "grpcio_health_checking-1.67.1.tar.gz", hash = "sha256:ca90fa76a6afbb4fda71d734cb9767819bba14928b91e308cffbb0c311eb941e"},
@@ -765,6 +604,7 @@ description = "Protobuf code generator for gRPC"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "grpcio_tools-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:c701aaa51fde1f2644bd94941aa94c337adb86f25cd03cf05e37387aaea25800"},
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@@ -835,28 +675,12 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
 ]
 
-[[package]]
-name = "h2"
-version = "4.1.0"
-description = "HTTP/2 State-Machine based protocol implementation"
-optional = false
-python-versions = ">=3.6.1"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-]
-
-[package.dependencies]
-hpack = ">=4.0,<5"
-hyperframe = ">=6.0,<7"
-
 [[package]]
 name = "h2"
 version = "4.2.0"
@@ -864,7 +688,7 @@ description = "Pure-Python HTTP/2 protocol implementation"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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     {file = "h2-4.2.0.tar.gz", hash = "sha256:c8a52129695e88b1a0578d8d2cc6842bbd79128ac685463b887ee278126ad01f"},
@@ -876,92 +700,44 @@ hyperframe = ">=6.1,<7"
 
 [[package]]
 name = "h5py"
-version = "3.11.0"
-description = "Read and write HDF5 files from Python"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
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-
-[package.dependencies]
-numpy = ">=1.17.3"
-
-[[package]]
-name = "h5py"
-version = "3.13.0"
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 ]
 
 [package.dependencies]
 numpy = ">=1.19.3"
 
-[[package]]
-name = "hpack"
-version = "4.0.0"
-description = "Pure-Python HPACK header compression"
-optional = false
-python-versions = ">=3.6.1"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-
 [[package]]
 name = "hpack"
 version = "4.1.0"
@@ -969,7 +745,7 @@ description = "Pure-Python HPACK header encoding"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "hpack-4.1.0-py3-none-any.whl", hash = "sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496"},
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@@ -982,6 +758,7 @@ description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
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@@ -1004,6 +781,7 @@ description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
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@@ -1018,24 +796,11 @@ idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
-[[package]]
-name = "hyperframe"
-version = "6.0.1"
-description = "HTTP/2 framing layer for Python"
-optional = false
-python-versions = ">=3.6.1"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-]
-
 [[package]]
 name = "hyperframe"
 version = "6.1.0"
@@ -1043,7 +808,7 @@ description = "Pure-Python HTTP/2 framing"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -1051,31 +816,15 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.6.1"
-description = "File identification library for Python"
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version == \"3.8\""
-files = [
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-    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
-]
-
-[package.extras]
-license = ["ukkonen"]
-
-[[package]]
-name = "identify"
-version = "2.6.10"
+version = "2.6.12"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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+    {file = "identify-2.6.12.tar.gz", hash = "sha256:d8de45749f1efb108badef65ee8386f0f7bb19a7f26185f74de6367bffbaf0e6"},
 ]
 
 [package.extras]
@@ -1088,6 +837,7 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
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@@ -1103,6 +853,7 @@ description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
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@@ -1115,6 +866,7 @@ description = "IPython-enabled pdb"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "ipdb-0.13.13-py3-none-any.whl", hash = "sha256:45529994741c4ab6d2388bfa5d7b725c2cf7fe9deffabdb8a6113aa5ed449ed4"},
     {file = "ipdb-0.13.13.tar.gz", hash = "sha256:e3ac6018ef05126d442af680aad863006ec19d02290561ac88b8b1c0b0cfc726"},
@@ -1125,47 +877,6 @@ decorator = {version = "*", markers = "python_version > \"3.6\""}
 ipython = {version = ">=7.31.1", markers = "python_version > \"3.6\""}
 tomli = {version = "*", markers = "python_version > \"3.6\" and python_version < \"3.11\""}
 
-[[package]]
-name = "ipython"
-version = "8.12.3"
-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-]
-
-[package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-jedi = ">=0.16"
-matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
-pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
-
-[package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
-black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
-
 [[package]]
 name = "ipython"
 version = "8.18.1"
@@ -1173,7 +884,7 @@ description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\" and python_version < \"3.10\""
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1205,96 +916,6 @@ qtconsole = ["qtconsole"]
 test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
-[[package]]
-name = "ipython"
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-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
-markers = "python_version == \"3.10\""
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-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
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-
-[package.extras]
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-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
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-
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-name = "ipython"
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-description = "IPython: Productive Interactive Computing"
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-groups = ["main"]
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-
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-
-[[package]]
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-groups = ["main"]
-markers = "python_version >= \"3.11\""
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-pygments = "*"
-
 [[package]]
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 version = "0.19.2"
@@ -1302,6 +923,7 @@ description = "An autocompletion tool for Python that can be used for text edito
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1322,6 +944,7 @@ description = "For serializing Python objects to JSON (dicts) and back"
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -1331,7 +954,7 @@ files = [
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 [package.extras]
-test = ["attrs", "codecov", "coverage", "dataclasses ; python_version == \"3.6\"", "pytest", "scons", "tzdata ; python_version >= \"3.9\""]
+test = ["attrs", "codecov", "coverage", "dataclasses", "pytest", "scons", "tzdata"]
 
 [[package]]
 name = "matplotlib-inline"
@@ -1340,6 +963,7 @@ description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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@@ -1350,17 +974,17 @@ traitlets = "*"
 
 [[package]]
 name = "milvus-lite"
-version = "2.4.12"
+version = "2.5.1"
 description = "A lightweight version of Milvus wrapped with Python."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "sys_platform != \"win32\""
+markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and sys_platform != \"win32\""
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 ]
 
 [package.dependencies]
@@ -1373,50 +997,12 @@ description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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-
 [[package]]
 name = "numpy"
 version = "2.0.2"
@@ -1424,7 +1010,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\" and python_version < \"3.10\""
+markers = "python_version < \"3.10\""
 files = [
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@@ -1475,70 +1061,158 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "2.2.5"
+version = "2.2.6"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.10\""
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+    {file = "pandas-2.3.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:fe37e757f462d31a9cd7580236a82f353f5713a80e059a29753cf938c6775d96"},
+    {file = "pandas-2.3.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:5db9637dbc24b631ff3707269ae4559bce4b7fd75c1c4d7e13f40edc42df4444"},
+    {file = "pandas-2.3.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:4645f770f98d656f11c69e81aeb21c6fca076a44bed3dcbb9396a4311bc7f6d8"},
+    {file = "pandas-2.3.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:342e59589cc454aaff7484d75b816a433350b3d7964d7847327edda4d532a2e3"},
+    {file = "pandas-2.3.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1d12f618d80379fde6af007f65f0c25bd3e40251dbd1636480dfffce2cf1e6da"},
+    {file = "pandas-2.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd71c47a911da120d72ef173aeac0bf5241423f9bfea57320110a978457e069e"},
+    {file = "pandas-2.3.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:09e3b1587f0f3b0913e21e8b32c3119174551deb4a4eba4a89bc7377947977e7"},
+    {file = "pandas-2.3.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2323294c73ed50f612f67e2bf3ae45aea04dce5690778e08a09391897f35ff88"},
+    {file = "pandas-2.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:b4b0de34dc8499c2db34000ef8baad684cfa4cbd836ecee05f323ebfba348c7d"},
+    {file = "pandas-2.3.1.tar.gz", hash = "sha256:0a95b9ac964fe83ce317827f80304d37388ea77616b1425f0ae41c9d2d0d7bb2"},
 ]
 
 [package.dependencies]
@@ -1739,6 +1347,7 @@ description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -1755,7 +1364,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "sys_platform != \"win32\" and (python_version < \"3.10\" or sys_platform != \"win32\" and sys_platform != \"emscripten\")"
+markers = "sys_platform != \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -1771,6 +1380,7 @@ description = "pgvector support for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "pgvector-0.2.5-py2.py3-none-any.whl", hash = "sha256:5e5e93ec4d3c45ab1fa388729d56c602f6966296e19deee8878928c6d567e41b"},
 ]
@@ -1778,48 +1388,17 @@ files = [
 [package.dependencies]
 numpy = "*"
 
-[[package]]
-name = "pickleshare"
-version = "0.7.5"
-description = "Tiny 'shelve'-like database with concurrency support"
-optional = false
-python-versions = "*"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
-    {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
-    {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
-]
-
-[[package]]
-name = "platformdirs"
-version = "4.3.6"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version == \"3.8\""
-files = [
-    {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
-    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
-]
-
-[package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.11.2)"]
-
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
-    {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
+    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
+    {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
 ]
 
 [package.extras]
@@ -1829,19 +1408,20 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
-    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "portalocker"
@@ -1850,6 +1430,7 @@ description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "portalocker-2.10.1-py3-none-any.whl", hash = "sha256:53a5984ebc86a025552264b459b46a2086e269b21823cb572f8f28ee759e45bf"},
     {file = "portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f"},
@@ -1870,6 +1451,7 @@ description = "A framework for managing and maintaining multi-language pre-commi
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "pre_commit-2.21.0-py2.py3-none-any.whl", hash = "sha256:e2f91727039fc39a92f58a588a25b87f936de6567eed4f0e673e0507edc75bad"},
     {file = "pre_commit-2.21.0.tar.gz", hash = "sha256:31ef31af7e474a8d8995027fefdfcf509b5c913ff31f2015b4ec4beb26a6f658"},
@@ -1889,6 +1471,7 @@ description = "Library for building powerful interactive command lines in Python
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
     {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
@@ -1899,46 +1482,47 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "5.29.4"
+version = "5.29.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"},
-    {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"},
-    {file = "protobuf-5.29.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:307ecba1d852ec237e9ba668e087326a67564ef83e45a0189a772ede9e854dd0"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:aec4962f9ea93c431d5714ed1be1c93f13e1a8618e70035ba2b0564d9e633f2e"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:d7d3f7d1d5a66ed4942d4fefb12ac4b14a29028b209d4bfb25c68ae172059922"},
-    {file = "protobuf-5.29.4-cp38-cp38-win32.whl", hash = "sha256:1832f0515b62d12d8e6ffc078d7e9eb06969aa6dc13c13e1036e39d73bebc2de"},
-    {file = "protobuf-5.29.4-cp38-cp38-win_amd64.whl", hash = "sha256:476cb7b14914c780605a8cf62e38c2a85f8caff2e28a6a0bad827ec7d6c85d68"},
-    {file = "protobuf-5.29.4-cp39-cp39-win32.whl", hash = "sha256:fd32223020cb25a2cc100366f1dedc904e2d71d9322403224cdde5fdced0dabe"},
-    {file = "protobuf-5.29.4-cp39-cp39-win_amd64.whl", hash = "sha256:678974e1e3a9b975b8bc2447fca458db5f93a2fb6b0c8db46b6675b5b5346812"},
-    {file = "protobuf-5.29.4-py3-none-any.whl", hash = "sha256:3fde11b505e1597f71b875ef2fc52062b6a9740e5f7c8997ce878b6009145862"},
-    {file = "protobuf-5.29.4.tar.gz", hash = "sha256:4f1dfcd7997b31ef8f53ec82781ff434a28bf71d9102ddde14d076adcfc78c99"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 
 [[package]]
 name = "psycopg"
-version = "3.2.7"
+version = "3.2.9"
 description = "PostgreSQL database adapter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "psycopg-3.2.7-py3-none-any.whl", hash = "sha256:d39747d2d5b9658b69fa462ad21d31f1ba4a5722ad1d0cb952552bc0b4125451"},
-    {file = "psycopg-3.2.7.tar.gz", hash = "sha256:9afa609c7ebf139827a38c0bf61be9c024a3ed743f56443de9d38e1efc260bf3"},
+    {file = "psycopg-3.2.9-py3-none-any.whl", hash = "sha256:01a8dadccdaac2123c916208c96e06631641c0566b22005493f09663c7a8d3b6"},
+    {file = "psycopg-3.2.9.tar.gz", hash = "sha256:2fbb46fcd17bc81f993f28c47f1ebea38d66ae97cc2dbc3cad73b37cefbff700"},
 ]
 
 [package.dependencies]
-"backports.zoneinfo" = {version = ">=0.2.0", markers = "python_version < \"3.9\""}
-psycopg-binary = {version = "3.2.7", optional = true, markers = "implementation_name != \"pypy\" and extra == \"binary\""}
+psycopg-binary = {version = "3.2.9", optional = true, markers = "implementation_name != \"pypy\" and extra == \"binary\""}
 typing-extensions = {version = ">=4.6", markers = "python_version < \"3.13\""}
 tzdata = {version = "*", markers = "sys_platform == \"win32\""}
 
 [package.extras]
-binary = ["psycopg-binary (==3.2.7) ; implementation_name != \"pypy\""]
-c = ["psycopg-c (==3.2.7) ; implementation_name != \"pypy\""]
+binary = ["psycopg-binary (==3.2.9)"]
+c = ["psycopg-c (==3.2.9)"]
 dev = ["ast-comments (>=1.1.2)", "black (>=24.1.0)", "codespell (>=2.2)", "dnspython (>=2.1)", "flake8 (>=4.0)", "isort-psycopg", "isort[colors] (>=6.0)", "mypy (>=1.14)", "pre-commit (>=4.0.1)", "types-setuptools (>=57.4)", "types-shapely (>=2.0)", "wheel (>=0.37)"]
 docs = ["Sphinx (>=5.0)", "furo (==2022.6.21)", "sphinx-autobuild (>=2021.3.14)", "sphinx-autodoc-typehints (>=1.12)"]
 pool = ["psycopg-pool"]
@@ -1946,78 +1530,78 @@ test = ["anyio (>=4.0)", "mypy (>=1.14)", "pproxy (>=2.7)", "pytest (>=6.2.5)",
 
 [[package]]
 name = "psycopg-binary"
-version = "3.2.7"
+version = "3.2.9"
 description = "PostgreSQL database adapter for Python -- C optimisation distribution"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "implementation_name != \"pypy\""
-files = [
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-    {file = "psycopg_binary-3.2.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:70632c9687731c8d0c9c72fbb73893e82ba4a2cdc8ffdd4c5bbcef51cc9c6b16"},
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-    {file = "psycopg_binary-3.2.7-cp310-cp310-win_amd64.whl", hash = "sha256:26b1b7e39fa5139f99cb02a186dfa447c41f7e55c0aebb5f2da6ddf5b6ec5b32"},
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 python-versions = "*"
 groups = ["main"]
-markers = "sys_platform != \"win32\" and (python_version < \"3.10\" or sys_platform != \"win32\" and sys_platform != \"emscripten\")"
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 optional = false
 python-versions = "*"
 groups = ["main"]
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-
-[package.dependencies]
-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
@@ -2227,7 +1676,7 @@ description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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 [[package]]
 name = "pygments"
-version = "2.19.1"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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 ]
 
 [package.extras]
@@ -2355,6 +1805,7 @@ description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -2368,27 +1819,24 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
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 description = "Python Sdk for Milvus"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
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 [package.dependencies]
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-setuptools = [
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-    {version = ">69", markers = "python_version > \"3.8\""},
-]
+setuptools = ">69"
 ujson = ">=2.0.0"
 
 [package.extras]
@@ -2403,6 +1851,7 @@ description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
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 [[package]]
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-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
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-
-[package.extras]
-cli = ["click (>=5.0)"]
-
-[[package]]
-name = "python-dotenv"
-version = "1.1.0"
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 description = "Read key-value pairs from a .env file and set them as environment variables"
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 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
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 [package.extras]
@@ -2473,6 +1907,7 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -2480,29 +1915,33 @@ files = [
 
 [[package]]
 name = "pywin32"
-version = "310"
+version = "311"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "platform_system == \"Windows\""
-files = [
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 ]
 
 [[package]]
@@ -2512,6 +1951,7 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
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@@ -2570,59 +2010,37 @@ files = [
 
 [[package]]
 name = "qdrant-client"
-version = "1.12.1"
-description = "Client library for the Qdrant vector search engine"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-    {file = "qdrant_client-1.12.1.tar.gz", hash = "sha256:35e8e646f75b7b883b3d2d0ee4c69c5301000bba41c82aa546e985db0f1aeb72"},
-]
-
-[package.dependencies]
-grpcio = ">=1.41.0"
-grpcio-tools = ">=1.41.0"
-httpx = {version = ">=0.20.0", extras = ["http2"]}
-numpy = {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""}
-portalocker = ">=2.7.0,<3.0.0"
-pydantic = ">=1.10.8"
-urllib3 = ">=1.26.14,<3"
-
-[package.extras]
-fastembed = ["fastembed (==0.3.6) ; python_version < \"3.13\""]
-fastembed-gpu = ["fastembed-gpu (==0.3.6) ; python_version < \"3.13\""]
-
-[[package]]
-name = "qdrant-client"
-version = "1.14.2"
+version = "1.14.3-dev"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
-files = [
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-]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+files = []
+develop = false
 
 [package.dependencies]
 grpcio = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
 numpy = [
-    {version = ">=1.21", markers = "python_version >= \"3.10\" and python_version < \"3.12\""},
     {version = ">=1.21,<2.1.0", markers = "python_version < \"3.10\""},
-    {version = ">=1.26", markers = "python_version == \"3.12\""},
+    {version = ">=1.21", markers = "python_version >= \"3.10\" and python_version < \"3.12\""},
+    {version = ">=1.26", markers = "python_version >= \"3.12\" and python_version < \"3.13\""},
 ]
-portalocker = ">=2.7.0,<3.0.0"
+portalocker = "^2.7.0"
 protobuf = ">=3.20.0"
-pydantic = ">=1.10.8,<2.0.dev0 || >2.2.0"
+pydantic = ">=1.10.8,!=2.0.*,!=2.1.*,!=2.2.0"
 urllib3 = ">=1.26.14,<3"
 
 [package.extras]
-fastembed = ["fastembed (==0.6.1)"]
-fastembed-gpu = ["fastembed-gpu (==0.6.1)"]
+fastembed = ["fastembed (>=0.7,<0.8)"]
+fastembed-gpu = ["fastembed-gpu (>=0.7,<0.8)"]
+
+[package.source]
+type = "git"
+url = "https://github.com/qdrant/qdrant-client.git"
+reference = "dev"
+resolved_reference = "4da06b08d65dc1b57eadddb0d1536376fab8153a"
 
 [[package]]
 name = "redis"
@@ -2631,6 +2049,7 @@ description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "redis-5.3.0-py3-none-any.whl", hash = "sha256:f1deeca1ea2ef25c1e4e46b07f4ea1275140526b1feea4c6459c0ec27a10ef83"},
     {file = "redis-5.3.0.tar.gz", hash = "sha256:8d69d2dde11a12dc85d0dbf5c45577a5af048e2456f7077d87ad35c1c81c310e"},
@@ -2646,19 +2065,20 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"
 
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.32.4"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
-    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+    {file = "requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c"},
+    {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -2668,42 +2088,25 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "setuptools"
-version = "70.0.0"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version == \"3.8\""
-files = [
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-    {file = "setuptools-70.0.0.tar.gz", hash = "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov ; platform_python_implementation != \"PyPy\"", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-
-[[package]]
-name = "setuptools"
-version = "80.2.0"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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-    {file = "setuptools-80.2.0.tar.gz", hash = "sha256:16a390b41627e1455567193435e7cafa9101803ffaa2fdd9ecd0af098301981d"},
+    {file = "setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922"},
+    {file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
 ]
 
 [package.extras]
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-core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -2712,6 +2115,7 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -2724,6 +2128,7 @@ description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
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@@ -2736,6 +2141,7 @@ description = "Extract data from python stack frames and tracebacks for informat
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -2756,6 +2162,7 @@ description = "Timeout control decorator and context managers, raise any excepti
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "stopit-1.1.2.tar.gz", hash = "sha256:f7f39c583fd92027bd9d06127b259aee7a5b7945c1f1fa56263811e1e766996d"},
 ]
@@ -2767,7 +2174,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -2810,6 +2217,7 @@ description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -2832,6 +2240,7 @@ description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -2848,6 +2257,7 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "typer-0.6.1-py3-none-any.whl", hash = "sha256:54b19e5df18654070a82f8c2aa1da456a4ac16a2a83e6dcd9f170e291c56338e"},
     {file = "typer-0.6.1.tar.gz", hash = "sha256:2d5720a5e63f73eaf31edaa15f6ab87f35f0690f8ca233017d7d23d743a91d73"},
@@ -2864,27 +2274,28 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.1"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
+    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
 ]
+markers = {main = "python_version >= \"3.12\" or python_version <= \"3.11\"", dev = "python_version < \"3.11\""}
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.0"
+version = "0.4.1"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version > \"3.8\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
-    {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
 ]
 
 [package.dependencies]
@@ -2897,6 +2308,7 @@ description = "Functionality for types"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "typish-1.9.3-py3-none-any.whl", hash = "sha256:03cfee5e6eb856dbf90244e18f4e4c41044c8790d5779f4e775f63f982e2f896"},
 ]
@@ -2911,6 +2323,7 @@ description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -2923,6 +2336,7 @@ description = "Ultra fast JSON encoder and decoder for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "ujson-5.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2601aa9ecdbee1118a1c2065323bda35e2c5a2cf0797ef4522d485f9d3ef65bd"},
     {file = "ujson-5.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:348898dd702fc1c4f1051bc3aacbf894caa0927fe2c53e68679c073375f732cf"},
@@ -3006,37 +2420,19 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.20"
-description = "HTTP library with thread-safe connection pooling, file post, and more."
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["main"]
-markers = "python_version < \"3.10\""
-files = [
-    {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
-    {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
-]
-
-[package.extras]
-brotli = ["brotli (==1.0.9) ; os_name != \"nt\" and python_version < \"3\" and platform_python_implementation == \"CPython\"", "brotli (>=1.0.9) ; python_version >= \"3\" and platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; (os_name != \"nt\" or python_version >= \"3\") and platform_python_implementation != \"CPython\"", "brotlipy (>=0.6.0) ; os_name == \"nt\" and python_version < \"3\""]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress ; python_version == \"2.7\"", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-
-[[package]]
-name = "urllib3"
-version = "2.4.0"
+version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.10\""
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
-    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -3048,6 +2444,7 @@ description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "validators-0.33.0-py3-none-any.whl", hash = "sha256:134b586a98894f8139865953899fc2daeb3d0c35569552c5518f089ae43ed075"},
     {file = "validators-0.33.0.tar.gz", hash = "sha256:535867e9617f0100e676a1257ba1e206b9bfd847ddc171e4d44811f07ff0bfbf"},
@@ -3058,14 +2455,15 @@ crypto-eth-addresses = ["eth-hash[pycryptodome] (>=0.7.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.30.0"
+version = "20.31.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
-    {file = "virtualenv-20.30.0-py3-none-any.whl", hash = "sha256:e34302959180fca3af42d1800df014b35019490b119eba981af27f2fa486e5d6"},
-    {file = "virtualenv-20.30.0.tar.gz", hash = "sha256:800863162bcaa5450a6e4d721049730e7f2dae07720e0902b0e4040bd6f9ada8"},
+    {file = "virtualenv-20.31.2-py3-none-any.whl", hash = "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11"},
+    {file = "virtualenv-20.31.2.tar.gz", hash = "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"},
 ]
 
 [package.dependencies]
@@ -3075,7 +2473,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
 name = "wcwidth"
@@ -3084,6 +2482,7 @@ description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -3096,6 +2495,7 @@ description = "A python native Weaviate client"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "weaviate_client-4.6.7-py3-none-any.whl", hash = "sha256:8793de35264cab33a84fe8cb8c422a257fe4d8334657aaddd8ead853da3fb34a"},
     {file = "weaviate_client-4.6.7.tar.gz", hash = "sha256:202b32e160536f5f44e4a635d30c3d3a0790b1a7ff997f5e243919d1ac5b68a1"},
@@ -3113,5 +2513,5 @@ validators = "0.33.0"
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.8,<3.13"
-content-hash = "f78b4738f8fad698bb3b96d1071f844a22b8b43e08517f90bd0370055c88db56"
+python-versions = ">=3.9,<3.13"
+content-hash = "7860e1cd27ea823fa7fd5e564715483119b6e0219ae329bd30257338be1b5b1a"
diff --git a/pyproject.toml b/pyproject.toml
index ee84d34a9..17b0656a1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,14 +6,14 @@ authors = ["Qdrant Team <info@qdrant.tech>"]
 package-mode = false
 
 [tool.poetry.dependencies]
-python = ">=3.8,<3.13"
-qdrant-client = "^1.11.0"
+python = ">=3.9,<3.13"
+qdrant-client = { git = "https://github.com/qdrant/qdrant-client.git", branch = "dev" }
 typer = "^0.6.1"
 jsons = "^1.6.3"
 h5py = "^3.7.0"
 weaviate-client = ">= 4.5, < 4.7"
 elasticsearch = "^8.10.0"
-pymilvus = "^2.4.1"
+pymilvus = "^2.5.0"
 redis = "^5.0.1"
 ipdb = "^0.13.9"
 stopit = "^1.1.2"
diff --git a/scripts/process-benchmarks.ipynb b/scripts/process-benchmarks.ipynb
index 50a9393e6..8727f8f84 100644
--- a/scripts/process-benchmarks.ipynb
+++ b/scripts/process-benchmarks.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2022-08-05T10:03:50.900734Z",
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2022-08-05T10:03:50.982398Z",
@@ -42,7 +42,19 @@
      "name": "#%%\n"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(PosixPath('/home/generall/projects/vector_search/vector-db-benchmark/results'),\n",
+       " 'qdrant-low-m-8-laion-small-clip-search-0-2025-06-15-13-37-22.json')"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "DATA_DIR = Path().resolve().parent / \"results\"\n",
     "DATA_DIR, list(DATA_DIR.glob(\"*.json\"))[0].name"
@@ -50,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2022-08-05T10:03:51.482299Z",
@@ -75,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2022-08-05T10:03:54.150582Z",
@@ -85,7 +97,18 @@
      "name": "#%%\n"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0, 0)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "upload_results, search_results = [], []\n",
     "\n",
@@ -126,9 +149,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "IndexError",
+     "evalue": "list index out of range",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[6], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m upload_results, \u001b[43msearch_results\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n",
+      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
+     ]
+    }
+   ],
    "source": [
     "upload_results, search_results[0]"
    ]
@@ -258,7 +293,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "venv",
    "language": "python",
    "name": "python3"
   },
@@ -272,7 +307,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/tools/hetzner/create_and_install.sh b/tools/hetzner/create_and_install.sh
index e27faa60a..b1efb05f0 100644
--- a/tools/hetzner/create_and_install.sh
+++ b/tools/hetzner/create_and_install.sh
@@ -16,7 +16,7 @@ SERVER_TYPE=${SERVER_TYPE:-cx41}
 
 SERVER_IMAGE=${SERVER_IMAGE:-ubuntu-22.04}
 
-SERVER_LOCATION=${SERVER_LOCATION:-nbg1}
+SERVER_LOCATION=${SERVER_LOCATION:-fsn1}
 
 SERVER_SSH_KEY=${SERVER_SSH_KEY:-'benchmark@qdrant.tech'}