diff --git a/.github/workflows/cd-syft.yml b/.github/workflows/cd-syft.yml
index 5cd61193455..59064cbda95 100644
--- a/.github/workflows/cd-syft.yml
+++ b/.github/workflows/cd-syft.yml
@@ -173,7 +173,24 @@ jobs:
           digest="${{ steps.grid-frontend-build.outputs.digest }}"
           touch "/tmp/digests/grid-frontend/${digest#sha256:}"
 
-      - name: Upload digest for grid-backend and grid-frontend
+      - name: Build and push `grid-seaweedfs` image to DockerHub
+        id: grid-seaweedfs-build
+        uses: docker/build-push-action@v5
+        with:
+          context: ./packages/grid/seaweedfs
+          file: ./packages/grid/seaweedfs/seaweedfs.dockerfile
+          platforms: ${{ steps.release_metadata.outputs.release_platform }}
+          outputs: type=image,name=openmined/grid-seaweedfs,push-by-digest=true,name-canonical=true,push=true
+          cache-from: type=registry,ref=openmined/grid-seaweedfs:cache-${{ steps.release_metadata.outputs.short_release_platform }}
+          cache-to: type=registry,ref=openmined/grid-seaweedfs:cache-${{ steps.release_metadata.outputs.short_release_platform}},mode=max
+
+      - name: Export digest for grid-seaweedfs
+        run: |
+          mkdir -p /tmp/digests/grid-seaweedfs
+          digest="${{ steps.grid-seaweedfs-build.outputs.digest }}"
+          touch "/tmp/digests/grid-seaweedfs/${digest#sha256:}"
+
+      - name: Upload digest for grid-backend, grid-frontend and grid-seaweedfs
         uses: actions/upload-artifact@v3
         with:
           name: digests-${{ steps.release_metadata.outputs.grid_version }}
@@ -221,6 +238,14 @@ jobs:
             -t openmined/grid-frontend:${{ needs.build-and-push-docker-images.outputs.release_tag }} \
             $(printf 'openmined/grid-frontend@sha256:%s ' *)
 
+      - name: Create manifest list and push for grid-seaweedfs
+        working-directory: /tmp/digests/grid-seaweedfs
+        run: |
+          docker buildx imagetools create  \
+            -t openmined/grid-seaweedfs:${{ needs.build-and-push-docker-images.outputs.grid_version }} \
+            -t openmined/grid-seaweedfs:${{ needs.build-and-push-docker-images.outputs.release_tag }} \
+            $(printf 'openmined/grid-seaweedfs@sha256:%s ' *)
+
   deploy-syft:
     needs: [merge-docker-images]
     if: always() &&  needs.merge-docker-images.result == 'success'
diff --git a/notebooks/helm/docker-helm-syft.ipynb b/notebooks/helm/docker-helm-syft.ipynb
index e6d32b32774..3ce0d4b6365 100644
--- a/notebooks/helm/docker-helm-syft.ipynb
+++ b/notebooks/helm/docker-helm-syft.ipynb
@@ -5,15 +5,7 @@
    "execution_count": 1,
    "id": "3333ab14",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "kj/filesystem-disk-unix.c++:1703: warning: PWD environment variable doesn't match current directory; pwd = /Users/koen/workspace/pysyft\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import syft as sy\n",
     "import os\n",
@@ -41,10 +33,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "7cda8c72",
+   "execution_count": 2,
+   "id": "3fc952d5",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Logged into <determined_altman: High side Domain> as <info@openmined.org>\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"alert-warning\" style=\"padding:5px;\"><strong>SyftWarning</strong>: You are using a default password. Please change the password using `[your_client].me.set_password([new_password])`.</div><br />"
+      ],
+      "text/plain": [
+       "SyftWarning: You are using a default password. Please change the password using `[your_client].me.set_password([new_password])`."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "client = sy.login(url=\"http://localhost:8080\", email=\"info@openmined.org\", password=\"changethis\")"
    ]
@@ -59,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "id": "8b93a69d",
    "metadata": {},
    "outputs": [
@@ -72,7 +84,7 @@
        "SyftSuccess: Mounting Azure Successful!"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -88,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "fd89b14e",
    "metadata": {},
    "outputs": [],
@@ -98,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "93f1f918",
    "metadata": {},
    "outputs": [
@@ -308,7 +320,7 @@
        "        flex-grow: 0;\n",
        "    }\n",
        "\n",
-       "    .grid-tablebdbd8cdb41c949e380f610cfe408efd3 {\n",
+       "    .grid-table67d3c3655c244210ac6987f00cc4b290 {\n",
        "        display:grid;\n",
        "        grid-template-columns: 1fr repeat(8, 1fr);\n",
        "        grid-template-rows: repeat(2, 1fr);\n",
@@ -480,25 +492,25 @@
        "            <div style=\"padding-top: 16px; display:flex;justify-content: space-between; align-items: center;\">\n",
        "                <div class='pt-25 gap-10' style=\"display:flex;\">\n",
        "                    <div class=\"search-field\">\n",
-       "                        <div id='search-menubdbd8cdb41c949e380f610cfe408efd3' class=\"syft-dropdown\" onclick=\"{\n",
-       "                            let doc = document.getElementById('search-dropdown-contentbdbd8cdb41c949e380f610cfe408efd3')\n",
+       "                        <div id='search-menu67d3c3655c244210ac6987f00cc4b290' class=\"syft-dropdown\" onclick=\"{\n",
+       "                            let doc = document.getElementById('search-dropdown-content67d3c3655c244210ac6987f00cc4b290')\n",
        "                            if (doc.style.display === 'block'){\n",
        "                                doc.style.display = 'none'\n",
        "                            } else {\n",
        "                                doc.style.display = 'block'\n",
        "                            }\n",
        "                            }\">\n",
-       "                            <div id='search-dropdown-contentbdbd8cdb41c949e380f610cfe408efd3' class='syft-dropdown-content'></div>\n",
+       "                            <div id='search-dropdown-content67d3c3655c244210ac6987f00cc4b290' class='syft-dropdown-content'></div>\n",
        "                            <script>\n",
-       "                                var elementbdbd8cdb41c949e380f610cfe408efd3 = [{\"id\": {\"value\": \"8a8d8e92a8ce41ee8112c58b5f007dea\", \"type\": \"clipboard\"}, \"file_name\": \"train-26.jsonl\"}, {\"id\": {\"value\": \"4e59ef53e0e54748a078934d8575cb22\", \"type\": \"clipboard\"}, \"file_name\": \"train-01.jsonl\"}, {\"id\": {\"value\": \"7c74a54019514c99909c817ff4c5d247\", \"type\": \"clipboard\"}, \"file_name\": \"train-05.jsonl\"}, {\"id\": {\"value\": \"b0968f8cc3fd43c28a5be7677cafde65\", \"type\": \"clipboard\"}, \"file_name\": \"train-03.jsonl\"}, {\"id\": {\"value\": \"43a0f8fea4b348fa846fb730989f8feb\", \"type\": \"clipboard\"}, \"file_name\": \"train-16.jsonl\"}, {\"id\": {\"value\": \"5694a19ee6764c94a647f2d43521ec6a\", \"type\": \"clipboard\"}, \"file_name\": \"train-23.jsonl\"}, {\"id\": {\"value\": \"7cfd2123d50942598b45da9f2c7023f4\", \"type\": \"clipboard\"}, \"file_name\": \"test.json\"}, {\"id\": {\"value\": \"03152697ff7e4432b0e214f534c9d586\", \"type\": \"clipboard\"}, \"file_name\": \"train-15.jsonl\"}, {\"id\": {\"value\": \"c134bde7fff04f45af508d3916e6b321\", \"type\": \"clipboard\"}, \"file_name\": \"train-20.jsonl\"}, {\"id\": {\"value\": \"d00b59cda7524605acc33b946995e60a\", \"type\": \"clipboard\"}, \"file_name\": \"train-22.jsonl\"}, {\"id\": {\"value\": \"be30e6215e9e4588ad132b194c60ab10\", \"type\": \"clipboard\"}, \"file_name\": \"train-19.jsonl\"}, {\"id\": {\"value\": \"494937af5fd8413894cc39f3689456ec\", \"type\": \"clipboard\"}, \"file_name\": \"train-13.jsonl\"}, {\"id\": {\"value\": \"1483876180104982b15224d2c1357c1e\", \"type\": \"clipboard\"}, \"file_name\": \"train-25.jsonl\"}, {\"id\": {\"value\": \"40aca8f105414a7995d18aee6c5b67e9\", \"type\": \"clipboard\"}, \"file_name\": \"train-02.jsonl\"}, {\"id\": {\"value\": \"3457c19d0a0f4cc7bcb6bb93121ba847\", \"type\": \"clipboard\"}, \"file_name\": \"train-17.jsonl\"}, {\"id\": {\"value\": \"12173bf1c0134a5abc8901bd678f551d\", \"type\": \"clipboard\"}, \"file_name\": \"train-12.jsonl\"}, {\"id\": {\"value\": \"3e66058fd51f4cc4a6ad10abcb5a2a4f\", \"type\": \"clipboard\"}, \"file_name\": \"train-10.jsonl\"}, {\"id\": {\"value\": \"e809bdd2ed6e42cdb8e629e6ecddff55\", \"type\": \"clipboard\"}, \"file_name\": \"train-04.jsonl\"}, {\"id\": {\"value\": \"aacba97c2a8641949b50ea25e04b6436\", \"type\": \"clipboard\"}, \"file_name\": \"train-11.jsonl\"}, {\"id\": {\"value\": \"d8398859d3c349d4bda625135d000280\", \"type\": \"clipboard\"}, \"file_name\": \"train-08.jsonl\"}, {\"id\": {\"value\": \"9f1c52182ea6426c97247b1341df3abd\", \"type\": \"clipboard\"}, \"file_name\": \"train-18.jsonl\"}, {\"id\": {\"value\": \"5941918135b04e01965f84d00834f636\", \"type\": \"clipboard\"}, \"file_name\": \"train-29.jsonl\"}, {\"id\": {\"value\": \"932cec3f265244a3a4187298554fb560\", \"type\": \"clipboard\"}, \"file_name\": \"train-28.jsonl\"}, {\"id\": {\"value\": \"8ea342dfde414756a0ebaf5ed0999334\", \"type\": \"clipboard\"}, \"file_name\": \"train-27.jsonl\"}, {\"id\": {\"value\": \"c7cf5059f8cd414ab06830771bf199c0\", \"type\": \"clipboard\"}, \"file_name\": \"train-00.jsonl\"}, {\"id\": {\"value\": \"af90271030b34b1f9ad9526fd86dc0e3\", \"type\": \"clipboard\"}, \"file_name\": \"train-09.jsonl\"}, {\"id\": {\"value\": \"e35fa2ce7602468ba1876caefd6cfc49\", \"type\": \"clipboard\"}, \"file_name\": \"train-24.jsonl\"}, {\"id\": {\"value\": \"918ca022246b4d209639038afae94e8f\", \"type\": \"clipboard\"}, \"file_name\": \"train-06.jsonl\"}, {\"id\": {\"value\": \"0517895070d24a0d8072d626c977fa02\", \"type\": \"clipboard\"}, \"file_name\": \"pile-uncopyrighted@3be90335b66f24456a5d6659d9c8d208c0357119-val.jsonl\"}, {\"id\": {\"value\": \"62ca816addcb486b971759fa23cce614\", \"type\": \"clipboard\"}, \"file_name\": \"train-21.jsonl\"}, {\"id\": {\"value\": \"5415fedd3ff9467cb3cc2dee509bcf0b\", \"type\": \"clipboard\"}, \"file_name\": \"train-14.jsonl\"}, {\"id\": {\"value\": \"356530dd6f094bdaacb8b0da965875bd\", \"type\": \"clipboard\"}, \"file_name\": \"train-07.jsonl\"}, {\"id\": {\"value\": \"6d59c1a8cbdc4cc2a9d9385df5de8e6e\", \"type\": \"clipboard\"}, \"file_name\": \"pile-uncopyrighted@3be90335b66f24456a5d6659d9c8d208c0357119-test.jsonl\"}, {\"id\": {\"value\": \"3fb1ac57f8214ad39623720155a8ea57\", \"type\": \"clipboard\"}, \"file_name\": \"filtered_scenario_data_new.jsonl\"}]\n",
-       "                                var page_sizebdbd8cdb41c949e380f610cfe408efd3 = 5\n",
-       "                                var pageIndexbdbd8cdb41c949e380f610cfe408efd3 = 1\n",
-       "                                var paginatedElementsbdbd8cdb41c949e380f610cfe408efd3 = []\n",
-       "                                var activeFilterbdbd8cdb41c949e380f610cfe408efd3;\n",
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\"clipboard\"}, \"file_name\": \"train-19.jsonl\"}, {\"id\": {\"value\": \"5403446994d74954aad04dd2bdeb1699\", \"type\": \"clipboard\"}, \"file_name\": \"train-27.jsonl\"}, {\"id\": {\"value\": \"00b014a59875404b8223e3d412000b44\", \"type\": \"clipboard\"}, \"file_name\": \"train-08.jsonl\"}, {\"id\": {\"value\": \"1158eec4d6cc494389df5ebf8c6d42f6\", \"type\": \"clipboard\"}, \"file_name\": \"pile-uncopyrighted@3be90335b66f24456a5d6659d9c8d208c0357119-test.jsonl\"}, {\"id\": {\"value\": \"46bdd4001d5a462ead9c89e384d5f193\", \"type\": \"clipboard\"}, \"file_name\": \"train-24.jsonl\"}, {\"id\": {\"value\": \"3ee6bbce97bb4fbea17595050bed70a1\", \"type\": \"clipboard\"}, \"file_name\": \"train-04.jsonl\"}, {\"id\": {\"value\": \"eae06bd4aa0844048b913a02216531c8\", \"type\": \"clipboard\"}, \"file_name\": \"train-09.jsonl\"}, {\"id\": {\"value\": \"056cfc87990f4857946183c2ac798617\", \"type\": \"clipboard\"}, \"file_name\": \"train-06.jsonl\"}, {\"id\": {\"value\": \"1cf3a5f4405d4cba8d609cafc8080cad\", \"type\": \"clipboard\"}, \"file_name\": \"train-03.jsonl\"}, {\"id\": {\"value\": \"c233c71ceb1340ad973c6f8b198a323e\", \"type\": \"clipboard\"}, \"file_name\": \"train-22.jsonl\"}, {\"id\": {\"value\": \"5a337ef45b944fac8820153a77fc00bc\", \"type\": \"clipboard\"}, \"file_name\": \"train-11.jsonl\"}, {\"id\": {\"value\": \"d8e981f202ff4c0c9b0b34322199a955\", \"type\": \"clipboard\"}, \"file_name\": \"train-07.jsonl\"}, {\"id\": {\"value\": \"3571807227ce44a59c43820de10a6a3f\", \"type\": \"clipboard\"}, \"file_name\": \"train-09.jsonl\"}, {\"id\": {\"value\": \"25414ff64d9d42d69442a7b5320b5f15\", \"type\": \"clipboard\"}, \"file_name\": \"train-19.jsonl\"}]\n",
+       "                                var page_size67d3c3655c244210ac6987f00cc4b290 = 5\n",
+       "                                var pageIndex67d3c3655c244210ac6987f00cc4b290 = 1\n",
+       "                                var paginatedElements67d3c3655c244210ac6987f00cc4b290 = []\n",
+       "                                var activeFilter67d3c3655c244210ac6987f00cc4b290;\n",
        "\n",
        "                                function buildDropDownMenu(elements){\n",
        "                                    let init_filter;\n",
-       "                                    let menu = document.getElementById('search-dropdown-contentbdbd8cdb41c949e380f610cfe408efd3')\n",
+       "                                    let menu = document.getElementById('search-dropdown-content67d3c3655c244210ac6987f00cc4b290')\n",
        "                                    if (elements.length > 0) {\n",
        "                                        let sample = elements[0]\n",
        "                                        for (const attr in sample) {\n",
@@ -508,10 +520,10 @@
        "                                            let content = document.createElement('div');\n",
        "                                            content.onclick = function(event) {\n",
        "                                                event.stopPropagation()\n",
-       "                                                document.getElementById('menu-active-filterbdbd8cdb41c949e380f610cfe408efd3').innerText = attr;\n",
-       "                                                activeFilterbdbd8cdb41c949e380f610cfe408efd3 = attr;\n",
+       "                                                document.getElementById('menu-active-filter67d3c3655c244210ac6987f00cc4b290').innerText = attr;\n",
+       "                                                activeFilter67d3c3655c244210ac6987f00cc4b290 = attr;\n",
        "                                                document.getElementById(\n",
-       "                                                    'search-dropdown-contentbdbd8cdb41c949e380f610cfe408efd3'\n",
+       "                                                    'search-dropdown-content67d3c3655c244210ac6987f00cc4b290'\n",
        "                                                ).style.display= 'none';\n",
        "                                            }\n",
        "                                            content.classList.add(\"dd-options\");\n",
@@ -521,30 +533,30 @@
        "                                    } else {\n",
        "                                        let init_filter = '---'\n",
        "                                    }\n",
-       "                                    let dropdown_field = document.getElementById('search-menubdbd8cdb41c949e380f610cfe408efd3')\n",
+       "                                    let dropdown_field = document.getElementById('search-menu67d3c3655c244210ac6987f00cc4b290')\n",
        "                                    let span = document.createElement('span')\n",
-       "                                    span.setAttribute('id', 'menu-active-filterbdbd8cdb41c949e380f610cfe408efd3')\n",
+       "                                    span.setAttribute('id', 'menu-active-filter67d3c3655c244210ac6987f00cc4b290')\n",
        "                                    span.innerText = init_filter\n",
-       "                                    activeFilterbdbd8cdb41c949e380f610cfe408efd3 = init_filter;\n",
+       "                                    activeFilter67d3c3655c244210ac6987f00cc4b290 = init_filter;\n",
        "                                    dropdown_field.appendChild(span)\n",
        "                                }\n",
        "\n",
-       "                                buildDropDownMenu(elementbdbd8cdb41c949e380f610cfe408efd3)\n",
+       "                                buildDropDownMenu(element67d3c3655c244210ac6987f00cc4b290)\n",
        "                            </script>\n",
        "                        </div>\n",
-       "                        <input id='searchKeybdbd8cdb41c949e380f610cfe408efd3' class='search-input' placeholder='Enter search here ...'  />\n",
+       "                        <input id='searchKey67d3c3655c244210ac6987f00cc4b290' class='search-input' placeholder='Enter search here ...'  />\n",
        "                    </div>\n",
-       "                    <button class='search-button' type=\"button\" onclick=\"searchGridbdbd8cdb41c949e380f610cfe408efd3(elementbdbd8cdb41c949e380f610cfe408efd3)\">\n",
+       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid67d3c3655c244210ac6987f00cc4b290(element67d3c3655c244210ac6987f00cc4b290)\">\n",
        "                        <svg width=\"11\" height=\"10\" viewBox=\"0 0 11 10\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M10.5652 9.23467L8.21819 6.88811C8.89846 6.07141 9.23767 5.02389 9.16527 3.96345C9.09287 2.90302 8.61443 1.91132 7.82948 1.19466C7.04453 0.477995 6.01349 0.0915414 4.95087 0.115691C3.88824 0.139841 2.87583 0.572735 2.12425 1.32432C1.37266 2.0759 0.939768 3.08831 0.915618 4.15094C0.891468 5.21357 1.27792 6.2446 1.99459 7.02955C2.71125 7.8145 3.70295 8.29294 4.76338 8.36535C5.82381 8.43775 6.87134 8.09853 7.68804 7.41827L10.0346 9.7653C10.0694 9.80014 10.1108 9.82778 10.1563 9.84663C10.2018 9.86549 10.2506 9.87519 10.2999 9.87519C10.3492 9.87519 10.398 9.86549 10.4435 9.84663C10.489 9.82778 10.5304 9.80014 10.5652 9.7653C10.6001 9.73046 10.6277 9.68909 10.6466 9.64357C10.6654 9.59805 10.6751 9.54926 10.6751 9.49998C10.6751 9.45071 10.6654 9.40192 10.6466 9.3564C10.6277 9.31088 10.6001 9.26951 10.5652 9.23467ZM1.67491 4.24998C1.67491 3.58247 1.87285 2.92995 2.2437 2.37493C2.61455 1.81992 3.14165 1.38734 3.75835 1.13189C4.37506 0.876446 5.05366 0.809609 5.70834 0.939835C6.36303 1.07006 6.96439 1.3915 7.4364 1.8635C7.9084 2.3355 8.22984 2.93687 8.36006 3.59155C8.49029 4.24624 8.42345 4.92484 8.168 5.54154C7.91256 6.15824 7.47998 6.68535 6.92496 7.05619C6.36995 7.42704 5.71742 7.62498 5.04991 7.62498C4.15511 7.62399 3.29724 7.26809 2.66452 6.63537C2.0318 6.00265 1.6759 5.14479 1.67491 4.24998Z\" fill=\"currentColor\"/></svg>\n",
        "                        <span class='pl-8'>Search</span>\n",
        "                    </button>\n",
        "                </div>\n",
        "\n",
-       "                <div><h4 id='totalbdbd8cdb41c949e380f610cfe408efd3'>0</h4></div>\n",
+       "                <div><h4 id='total67d3c3655c244210ac6987f00cc4b290'>0</h4></div>\n",
        "            </div>\n",
-       "            <div id='tablebdbd8cdb41c949e380f610cfe408efd3' class='grid-tablebdbd8cdb41c949e380f610cfe408efd3' style='margin-top: 25px;'>\n",
+       "            <div id='table67d3c3655c244210ac6987f00cc4b290' class='grid-table67d3c3655c244210ac6987f00cc4b290' style='margin-top: 25px;'>\n",
        "                <script>\n",
-       "                    function paginatebdbd8cdb41c949e380f610cfe408efd3(arr, size) {\n",
+       "                    function paginate67d3c3655c244210ac6987f00cc4b290(arr, size) {\n",
        "                        const res = [];\n",
        "                        for (let i = 0; i < arr.length; i += size) {\n",
        "                            const chunk = arr.slice(i, i + size);\n",
@@ -554,44 +566,44 @@
        "                        return res;\n",
        "                    }\n",
        "\n",
-       "                    function searchGridbdbd8cdb41c949e380f610cfe408efd3(elements){\n",
-       "                        let searchKey = document.getElementById('searchKeybdbd8cdb41c949e380f610cfe408efd3').value;\n",
+       "                    function searchGrid67d3c3655c244210ac6987f00cc4b290(elements){\n",
+       "                        let searchKey = document.getElementById('searchKey67d3c3655c244210ac6987f00cc4b290').value;\n",
        "                        let result;\n",
        "                        if (searchKey === ''){\n",
        "                            result = elements;\n",
        "                        } else {\n",
        "                            result = elements.filter((element) => {\n",
-       "                                let property = element[activeFilterbdbd8cdb41c949e380f610cfe408efd3]\n",
+       "                                let property = element[activeFilter67d3c3655c244210ac6987f00cc4b290]\n",
        "                                if (typeof property === 'object' && property !== null){\n",
        "                                    return property.value.toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (typeof property === 'string' ) {\n",
-       "                                    return element[activeFilterbdbd8cdb41c949e380f610cfe408efd3].toLowerCase().includes(searchKey.toLowerCase());\n",
+       "                                    return element[activeFilter67d3c3655c244210ac6987f00cc4b290].toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (property !== null ) {\n",
-       "                                    return element[activeFilterbdbd8cdb41c949e380f610cfe408efd3].toString() === searchKey;\n",
+       "                                    return element[activeFilter67d3c3655c244210ac6987f00cc4b290].toString() === searchKey;\n",
        "                                } else {\n",
-       "                                    return element[activeFilterbdbd8cdb41c949e380f610cfe408efd3] === searchKey;\n",
+       "                                    return element[activeFilter67d3c3655c244210ac6987f00cc4b290] === searchKey;\n",
        "                                }\n",
        "                            } );\n",
        "                        }\n",
-       "                        resetByIdbdbd8cdb41c949e380f610cfe408efd3('tablebdbd8cdb41c949e380f610cfe408efd3');\n",
-       "                        resetByIdbdbd8cdb41c949e380f610cfe408efd3('pagbdbd8cdb41c949e380f610cfe408efd3');\n",
-       "                        result = paginatebdbd8cdb41c949e380f610cfe408efd3(result, page_sizebdbd8cdb41c949e380f610cfe408efd3)\n",
-       "                        paginatedElementsbdbd8cdb41c949e380f610cfe408efd3 = result\n",
-       "                        buildGridbdbd8cdb41c949e380f610cfe408efd3(result,pageIndexbdbd8cdb41c949e380f610cfe408efd3);\n",
-       "                        buildPaginationContainerbdbd8cdb41c949e380f610cfe408efd3(result);\n",
+       "                        resetById67d3c3655c244210ac6987f00cc4b290('table67d3c3655c244210ac6987f00cc4b290');\n",
+       "                        resetById67d3c3655c244210ac6987f00cc4b290('pag67d3c3655c244210ac6987f00cc4b290');\n",
+       "                        result = paginate67d3c3655c244210ac6987f00cc4b290(result, page_size67d3c3655c244210ac6987f00cc4b290)\n",
+       "                        paginatedElements67d3c3655c244210ac6987f00cc4b290 = result\n",
+       "                        buildGrid67d3c3655c244210ac6987f00cc4b290(result,pageIndex67d3c3655c244210ac6987f00cc4b290);\n",
+       "                        buildPaginationContainer67d3c3655c244210ac6987f00cc4b290(result);\n",
        "                    }\n",
        "\n",
-       "                    function resetByIdbdbd8cdb41c949e380f610cfe408efd3(id){\n",
+       "                    function resetById67d3c3655c244210ac6987f00cc4b290(id){\n",
        "                        let element = document.getElementById(id);\n",
        "                        while (element.firstChild) {\n",
        "                          element.removeChild(element.firstChild);\n",
        "                        }\n",
        "                    }\n",
        "\n",
-       "                    function buildGridbdbd8cdb41c949e380f610cfe408efd3(items, pageIndex){\n",
-       "                                let headers = Object.keys(elementbdbd8cdb41c949e380f610cfe408efd3[0]);\n",
+       "                    function buildGrid67d3c3655c244210ac6987f00cc4b290(items, pageIndex){\n",
+       "                                let headers = Object.keys(element67d3c3655c244210ac6987f00cc4b290[0]);\n",
        "\n",
-       "                                let grid = document.getElementById(\"tablebdbd8cdb41c949e380f610cfe408efd3\");\n",
+       "                                let grid = document.getElementById(\"table67d3c3655c244210ac6987f00cc4b290\");\n",
        "                                let div = document.createElement(\"div\");\n",
        "                                div.classList.add('grid-header', 'grid-index-cells');\n",
        "                                grid.appendChild(div);\n",
@@ -605,13 +617,13 @@
        "\n",
        "                                let page = items[pageIndex -1]\n",
        "                                if (page !== 'undefine'){\n",
-       "                                    let table_indexbdbd8cdb41c949e380f610cfe408efd3 = ((pageIndex - 1) * page_sizebdbd8cdb41c949e380f610cfe408efd3)\n",
+       "                                    let table_index67d3c3655c244210ac6987f00cc4b290 = ((pageIndex - 1) * page_size67d3c3655c244210ac6987f00cc4b290)\n",
        "                                    page.forEach((item) => {\n",
-       "                                        let grid = document.getElementById(\"tablebdbd8cdb41c949e380f610cfe408efd3\");\n",
+       "                                        let grid = document.getElementById(\"table67d3c3655c244210ac6987f00cc4b290\");\n",
        "                                        // Add new index value in index cells\n",
        "                                        let divIndex = document.createElement(\"div\");\n",
        "                                        divIndex.classList.add('grid-row', 'grid-index-cells');\n",
-       "                                        divIndex.innerText = table_indexbdbd8cdb41c949e380f610cfe408efd3;\n",
+       "                                        divIndex.innerText = table_index67d3c3655c244210ac6987f00cc4b290;\n",
        "                                        grid.appendChild(divIndex);\n",
        "\n",
        "                                        // Iterate over the actual obj\n",
@@ -669,19 +681,19 @@
        "                                            }\n",
        "                                            grid.appendChild(div);\n",
        "                                        }\n",
-       "                                    table_indexbdbd8cdb41c949e380f610cfe408efd3 = table_indexbdbd8cdb41c949e380f610cfe408efd3 + 1;\n",
+       "                                    table_index67d3c3655c244210ac6987f00cc4b290 = table_index67d3c3655c244210ac6987f00cc4b290 + 1;\n",
        "                                    })\n",
        "                                }\n",
        "                    }\n",
-       "                    paginatedElementsbdbd8cdb41c949e380f610cfe408efd3 = paginatebdbd8cdb41c949e380f610cfe408efd3(elementbdbd8cdb41c949e380f610cfe408efd3, page_sizebdbd8cdb41c949e380f610cfe408efd3)\n",
-       "                    buildGridbdbd8cdb41c949e380f610cfe408efd3(paginatedElementsbdbd8cdb41c949e380f610cfe408efd3, 1)\n",
-       "                    document.getElementById('totalbdbd8cdb41c949e380f610cfe408efd3').innerText = \"Total: \" + elementbdbd8cdb41c949e380f610cfe408efd3.length\n",
+       "                    paginatedElements67d3c3655c244210ac6987f00cc4b290 = paginate67d3c3655c244210ac6987f00cc4b290(element67d3c3655c244210ac6987f00cc4b290, page_size67d3c3655c244210ac6987f00cc4b290)\n",
+       "                    buildGrid67d3c3655c244210ac6987f00cc4b290(paginatedElements67d3c3655c244210ac6987f00cc4b290, 1)\n",
+       "                    document.getElementById('total67d3c3655c244210ac6987f00cc4b290').innerText = \"Total: \" + element67d3c3655c244210ac6987f00cc4b290.length\n",
        "                </script>\n",
        "            </div>\n",
-       "            <div id='pagbdbd8cdb41c949e380f610cfe408efd3' class='paginationContainer'>\n",
+       "            <div id='pag67d3c3655c244210ac6987f00cc4b290' class='paginationContainer'>\n",
        "                <script>\n",
-       "                    function buildPaginationContainerbdbd8cdb41c949e380f610cfe408efd3(paginatedElements){\n",
-       "                            let pageContainer = document.getElementById(\"pagbdbd8cdb41c949e380f610cfe408efd3\");\n",
+       "                    function buildPaginationContainer67d3c3655c244210ac6987f00cc4b290(paginatedElements){\n",
+       "                            let pageContainer = document.getElementById(\"pag67d3c3655c244210ac6987f00cc4b290\");\n",
        "                            for (let i = 0; i < paginatedElements.length; i++) {\n",
        "                                  let div = document.createElement(\"div\");\n",
        "                                  div.classList.add('page');\n",
@@ -691,20 +703,20 @@
        "                                      let indexes = document.getElementsByClassName('page');\n",
        "                                      for (let index of indexes) { index.style.color = 'var(--tertiary-color, \"gray\")' }\n",
        "                                      event.target.style.color = \"gray\";\n",
-       "                                      setPagebdbd8cdb41c949e380f610cfe408efd3(i + 1);\n",
+       "                                      setPage67d3c3655c244210ac6987f00cc4b290(i + 1);\n",
        "                                  };\n",
        "                                  div.innerText = i + 1;\n",
        "                                  pageContainer.appendChild(div);\n",
        "                            }\n",
        "                    }\n",
        "\n",
-       "                    function setPagebdbd8cdb41c949e380f610cfe408efd3(newPage){\n",
+       "                    function setPage67d3c3655c244210ac6987f00cc4b290(newPage){\n",
        "                        pageIndex = newPage\n",
-       "                        resetByIdbdbd8cdb41c949e380f610cfe408efd3('tablebdbd8cdb41c949e380f610cfe408efd3')\n",
-       "                        buildGridbdbd8cdb41c949e380f610cfe408efd3(paginatedElementsbdbd8cdb41c949e380f610cfe408efd3, pageIndex)\n",
+       "                        resetById67d3c3655c244210ac6987f00cc4b290('table67d3c3655c244210ac6987f00cc4b290')\n",
+       "                        buildGrid67d3c3655c244210ac6987f00cc4b290(paginatedElements67d3c3655c244210ac6987f00cc4b290, pageIndex)\n",
        "                    }\n",
        "\n",
-       "                    buildPaginationContainerbdbd8cdb41c949e380f610cfe408efd3(paginatedElementsbdbd8cdb41c949e380f610cfe408efd3)\n",
+       "                    buildPaginationContainer67d3c3655c244210ac6987f00cc4b290(paginatedElements67d3c3655c244210ac6987f00cc4b290)\n",
        "                </script>\n",
        "            </div>\n",
        "        </div>\n",
@@ -745,10 +757,44 @@
        " syft.types.blob_storage.BlobFile,\n",
        " syft.types.blob_storage.BlobFile,\n",
        " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
+       " syft.types.blob_storage.BlobFile,\n",
        " syft.types.blob_storage.BlobFile]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -767,7 +813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "d84a897e",
    "metadata": {},
    "outputs": [
@@ -780,7 +826,7 @@
        "SyftSuccess: 3 workers added"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -791,7 +837,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "4cea5229",
    "metadata": {},
    "outputs": [
@@ -1001,7 +1047,7 @@
        "        flex-grow: 0;\n",
        "    }\n",
        "\n",
-       "    .grid-table273757d5911c4388b8615af3100e40b1 {\n",
+       "    .grid-table161debd8746d4ca98e6a94ee5b196795 {\n",
        "        display:grid;\n",
        "        grid-template-columns: 1fr repeat(12, 1fr);\n",
        "        grid-template-rows: repeat(2, 1fr);\n",
@@ -1173,25 +1219,25 @@
        "            <div style=\"padding-top: 16px; display:flex;justify-content: space-between; align-items: center;\">\n",
        "                <div class='pt-25 gap-10' style=\"display:flex;\">\n",
        "                    <div class=\"search-field\">\n",
-       "                        <div id='search-menu273757d5911c4388b8615af3100e40b1' class=\"syft-dropdown\" onclick=\"{\n",
-       "                            let doc = document.getElementById('search-dropdown-content273757d5911c4388b8615af3100e40b1')\n",
+       "                        <div id='search-menu161debd8746d4ca98e6a94ee5b196795' class=\"syft-dropdown\" onclick=\"{\n",
+       "                            let doc = document.getElementById('search-dropdown-content161debd8746d4ca98e6a94ee5b196795')\n",
        "                            if (doc.style.display === 'block'){\n",
        "                                doc.style.display = 'none'\n",
        "                            } else {\n",
        "                                doc.style.display = 'block'\n",
        "                            }\n",
        "                            }\">\n",
-       "                            <div id='search-dropdown-content273757d5911c4388b8615af3100e40b1' class='syft-dropdown-content'></div>\n",
+       "                            <div id='search-dropdown-content161debd8746d4ca98e6a94ee5b196795' class='syft-dropdown-content'></div>\n",
        "                            <script>\n",
-       "                                var element273757d5911c4388b8615af3100e40b1 = [{\"id\": {\"value\": \"0d9d0654082246ec86c93db77365e38c\", \"type\": \"clipboard\"}, \"container_id\": \"51a222d6fea17f808fbbae1c54dd13b56d6e82e9d3a528a18d26d81eaccfa58f\", \"created_at\": \"2023-11-10 16:15:00\"}, {\"id\": {\"value\": \"f9a0c48672244704b8df5827e8f0e98e\", \"type\": \"clipboard\"}, \"container_id\": \"5ceff6ca90de2157a00f70c14e06e520e370430c75156819ac66c13ca610c90f\", \"created_at\": \"2023-11-10 16:14:59\"}, {\"id\": {\"value\": \"94f1129e5f704a5da55bc9ae7c8e5d4b\", \"type\": \"clipboard\"}, \"container_id\": \"81a54a7a1cb9199d00ef2de0f7c8b0efe73449ca70e8f59cf78c6f3ad8d6c994\", \"created_at\": \"2023-11-10 16:14:58\"}]\n",
-       "                                var page_size273757d5911c4388b8615af3100e40b1 = 3\n",
-       "                                var pageIndex273757d5911c4388b8615af3100e40b1 = 1\n",
-       "                                var paginatedElements273757d5911c4388b8615af3100e40b1 = []\n",
-       "                                var activeFilter273757d5911c4388b8615af3100e40b1;\n",
+       "                                var element161debd8746d4ca98e6a94ee5b196795 = [{\"id\": {\"value\": \"8ffec5c01bde42cab96676c0404aa7bf\", \"type\": \"clipboard\"}, \"container_id\": \"3aaf83acef9b979ee7afb69759687f6735f51c6762e8645b993ea0ebd3be9e07\", \"created_at\": \"2023-12-05 09:34:51\"}, {\"id\": {\"value\": \"bc02483d2a09421a889213250952b533\", \"type\": \"clipboard\"}, \"container_id\": \"a9e64d3a5d30a99f3790bf2c4b979a4742bd4aaa5df790f157de7b2fd660e0f8\", \"created_at\": \"2023-12-05 09:34:51\"}, {\"id\": {\"value\": \"5a78e1eceafe4b5394f152b7f9005485\", \"type\": \"clipboard\"}, \"container_id\": \"ff17799d6d9e8551b603e30d6437ae51dc7d6a44c295975f64daad3f48d4a7e9\", \"created_at\": \"2023-12-05 09:34:50\"}]\n",
+       "                                var page_size161debd8746d4ca98e6a94ee5b196795 = 3\n",
+       "                                var pageIndex161debd8746d4ca98e6a94ee5b196795 = 1\n",
+       "                                var paginatedElements161debd8746d4ca98e6a94ee5b196795 = []\n",
+       "                                var activeFilter161debd8746d4ca98e6a94ee5b196795;\n",
        "\n",
        "                                function buildDropDownMenu(elements){\n",
        "                                    let init_filter;\n",
-       "                                    let menu = document.getElementById('search-dropdown-content273757d5911c4388b8615af3100e40b1')\n",
+       "                                    let menu = document.getElementById('search-dropdown-content161debd8746d4ca98e6a94ee5b196795')\n",
        "                                    if (elements.length > 0) {\n",
        "                                        let sample = elements[0]\n",
        "                                        for (const attr in sample) {\n",
@@ -1201,10 +1247,10 @@
        "                                            let content = document.createElement('div');\n",
        "                                            content.onclick = function(event) {\n",
        "                                                event.stopPropagation()\n",
-       "                                                document.getElementById('menu-active-filter273757d5911c4388b8615af3100e40b1').innerText = attr;\n",
-       "                                                activeFilter273757d5911c4388b8615af3100e40b1 = attr;\n",
+       "                                                document.getElementById('menu-active-filter161debd8746d4ca98e6a94ee5b196795').innerText = attr;\n",
+       "                                                activeFilter161debd8746d4ca98e6a94ee5b196795 = attr;\n",
        "                                                document.getElementById(\n",
-       "                                                    'search-dropdown-content273757d5911c4388b8615af3100e40b1'\n",
+       "                                                    'search-dropdown-content161debd8746d4ca98e6a94ee5b196795'\n",
        "                                                ).style.display= 'none';\n",
        "                                            }\n",
        "                                            content.classList.add(\"dd-options\");\n",
@@ -1214,30 +1260,30 @@
        "                                    } else {\n",
        "                                        let init_filter = '---'\n",
        "                                    }\n",
-       "                                    let dropdown_field = document.getElementById('search-menu273757d5911c4388b8615af3100e40b1')\n",
+       "                                    let dropdown_field = document.getElementById('search-menu161debd8746d4ca98e6a94ee5b196795')\n",
        "                                    let span = document.createElement('span')\n",
-       "                                    span.setAttribute('id', 'menu-active-filter273757d5911c4388b8615af3100e40b1')\n",
+       "                                    span.setAttribute('id', 'menu-active-filter161debd8746d4ca98e6a94ee5b196795')\n",
        "                                    span.innerText = init_filter\n",
-       "                                    activeFilter273757d5911c4388b8615af3100e40b1 = init_filter;\n",
+       "                                    activeFilter161debd8746d4ca98e6a94ee5b196795 = init_filter;\n",
        "                                    dropdown_field.appendChild(span)\n",
        "                                }\n",
        "\n",
-       "                                buildDropDownMenu(element273757d5911c4388b8615af3100e40b1)\n",
+       "                                buildDropDownMenu(element161debd8746d4ca98e6a94ee5b196795)\n",
        "                            </script>\n",
        "                        </div>\n",
-       "                        <input id='searchKey273757d5911c4388b8615af3100e40b1' class='search-input' placeholder='Enter search here ...'  />\n",
+       "                        <input id='searchKey161debd8746d4ca98e6a94ee5b196795' class='search-input' placeholder='Enter search here ...'  />\n",
        "                    </div>\n",
-       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid273757d5911c4388b8615af3100e40b1(element273757d5911c4388b8615af3100e40b1)\">\n",
+       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid161debd8746d4ca98e6a94ee5b196795(element161debd8746d4ca98e6a94ee5b196795)\">\n",
        "                        <svg width=\"11\" height=\"10\" viewBox=\"0 0 11 10\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M10.5652 9.23467L8.21819 6.88811C8.89846 6.07141 9.23767 5.02389 9.16527 3.96345C9.09287 2.90302 8.61443 1.91132 7.82948 1.19466C7.04453 0.477995 6.01349 0.0915414 4.95087 0.115691C3.88824 0.139841 2.87583 0.572735 2.12425 1.32432C1.37266 2.0759 0.939768 3.08831 0.915618 4.15094C0.891468 5.21357 1.27792 6.2446 1.99459 7.02955C2.71125 7.8145 3.70295 8.29294 4.76338 8.36535C5.82381 8.43775 6.87134 8.09853 7.68804 7.41827L10.0346 9.7653C10.0694 9.80014 10.1108 9.82778 10.1563 9.84663C10.2018 9.86549 10.2506 9.87519 10.2999 9.87519C10.3492 9.87519 10.398 9.86549 10.4435 9.84663C10.489 9.82778 10.5304 9.80014 10.5652 9.7653C10.6001 9.73046 10.6277 9.68909 10.6466 9.64357C10.6654 9.59805 10.6751 9.54926 10.6751 9.49998C10.6751 9.45071 10.6654 9.40192 10.6466 9.3564C10.6277 9.31088 10.6001 9.26951 10.5652 9.23467ZM1.67491 4.24998C1.67491 3.58247 1.87285 2.92995 2.2437 2.37493C2.61455 1.81992 3.14165 1.38734 3.75835 1.13189C4.37506 0.876446 5.05366 0.809609 5.70834 0.939835C6.36303 1.07006 6.96439 1.3915 7.4364 1.8635C7.9084 2.3355 8.22984 2.93687 8.36006 3.59155C8.49029 4.24624 8.42345 4.92484 8.168 5.54154C7.91256 6.15824 7.47998 6.68535 6.92496 7.05619C6.36995 7.42704 5.71742 7.62498 5.04991 7.62498C4.15511 7.62399 3.29724 7.26809 2.66452 6.63537C2.0318 6.00265 1.6759 5.14479 1.67491 4.24998Z\" fill=\"currentColor\"/></svg>\n",
        "                        <span class='pl-8'>Search</span>\n",
        "                    </button>\n",
        "                </div>\n",
        "\n",
-       "                <div><h4 id='total273757d5911c4388b8615af3100e40b1'>0</h4></div>\n",
+       "                <div><h4 id='total161debd8746d4ca98e6a94ee5b196795'>0</h4></div>\n",
        "            </div>\n",
-       "            <div id='table273757d5911c4388b8615af3100e40b1' class='grid-table273757d5911c4388b8615af3100e40b1' style='margin-top: 25px;'>\n",
+       "            <div id='table161debd8746d4ca98e6a94ee5b196795' class='grid-table161debd8746d4ca98e6a94ee5b196795' style='margin-top: 25px;'>\n",
        "                <script>\n",
-       "                    function paginate273757d5911c4388b8615af3100e40b1(arr, size) {\n",
+       "                    function paginate161debd8746d4ca98e6a94ee5b196795(arr, size) {\n",
        "                        const res = [];\n",
        "                        for (let i = 0; i < arr.length; i += size) {\n",
        "                            const chunk = arr.slice(i, i + size);\n",
@@ -1247,44 +1293,44 @@
        "                        return res;\n",
        "                    }\n",
        "\n",
-       "                    function searchGrid273757d5911c4388b8615af3100e40b1(elements){\n",
-       "                        let searchKey = document.getElementById('searchKey273757d5911c4388b8615af3100e40b1').value;\n",
+       "                    function searchGrid161debd8746d4ca98e6a94ee5b196795(elements){\n",
+       "                        let searchKey = document.getElementById('searchKey161debd8746d4ca98e6a94ee5b196795').value;\n",
        "                        let result;\n",
        "                        if (searchKey === ''){\n",
        "                            result = elements;\n",
        "                        } else {\n",
        "                            result = elements.filter((element) => {\n",
-       "                                let property = element[activeFilter273757d5911c4388b8615af3100e40b1]\n",
+       "                                let property = element[activeFilter161debd8746d4ca98e6a94ee5b196795]\n",
        "                                if (typeof property === 'object' && property !== null){\n",
        "                                    return property.value.toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (typeof property === 'string' ) {\n",
-       "                                    return element[activeFilter273757d5911c4388b8615af3100e40b1].toLowerCase().includes(searchKey.toLowerCase());\n",
+       "                                    return element[activeFilter161debd8746d4ca98e6a94ee5b196795].toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (property !== null ) {\n",
-       "                                    return element[activeFilter273757d5911c4388b8615af3100e40b1].toString() === searchKey;\n",
+       "                                    return element[activeFilter161debd8746d4ca98e6a94ee5b196795].toString() === searchKey;\n",
        "                                } else {\n",
-       "                                    return element[activeFilter273757d5911c4388b8615af3100e40b1] === searchKey;\n",
+       "                                    return element[activeFilter161debd8746d4ca98e6a94ee5b196795] === searchKey;\n",
        "                                }\n",
        "                            } );\n",
        "                        }\n",
-       "                        resetById273757d5911c4388b8615af3100e40b1('table273757d5911c4388b8615af3100e40b1');\n",
-       "                        resetById273757d5911c4388b8615af3100e40b1('pag273757d5911c4388b8615af3100e40b1');\n",
-       "                        result = paginate273757d5911c4388b8615af3100e40b1(result, page_size273757d5911c4388b8615af3100e40b1)\n",
-       "                        paginatedElements273757d5911c4388b8615af3100e40b1 = result\n",
-       "                        buildGrid273757d5911c4388b8615af3100e40b1(result,pageIndex273757d5911c4388b8615af3100e40b1);\n",
-       "                        buildPaginationContainer273757d5911c4388b8615af3100e40b1(result);\n",
+       "                        resetById161debd8746d4ca98e6a94ee5b196795('table161debd8746d4ca98e6a94ee5b196795');\n",
+       "                        resetById161debd8746d4ca98e6a94ee5b196795('pag161debd8746d4ca98e6a94ee5b196795');\n",
+       "                        result = paginate161debd8746d4ca98e6a94ee5b196795(result, page_size161debd8746d4ca98e6a94ee5b196795)\n",
+       "                        paginatedElements161debd8746d4ca98e6a94ee5b196795 = result\n",
+       "                        buildGrid161debd8746d4ca98e6a94ee5b196795(result,pageIndex161debd8746d4ca98e6a94ee5b196795);\n",
+       "                        buildPaginationContainer161debd8746d4ca98e6a94ee5b196795(result);\n",
        "                    }\n",
        "\n",
-       "                    function resetById273757d5911c4388b8615af3100e40b1(id){\n",
+       "                    function resetById161debd8746d4ca98e6a94ee5b196795(id){\n",
        "                        let element = document.getElementById(id);\n",
        "                        while (element.firstChild) {\n",
        "                          element.removeChild(element.firstChild);\n",
        "                        }\n",
        "                    }\n",
        "\n",
-       "                    function buildGrid273757d5911c4388b8615af3100e40b1(items, pageIndex){\n",
-       "                                let headers = Object.keys(element273757d5911c4388b8615af3100e40b1[0]);\n",
+       "                    function buildGrid161debd8746d4ca98e6a94ee5b196795(items, pageIndex){\n",
+       "                                let headers = Object.keys(element161debd8746d4ca98e6a94ee5b196795[0]);\n",
        "\n",
-       "                                let grid = document.getElementById(\"table273757d5911c4388b8615af3100e40b1\");\n",
+       "                                let grid = document.getElementById(\"table161debd8746d4ca98e6a94ee5b196795\");\n",
        "                                let div = document.createElement(\"div\");\n",
        "                                div.classList.add('grid-header', 'grid-index-cells');\n",
        "                                grid.appendChild(div);\n",
@@ -1298,13 +1344,13 @@
        "\n",
        "                                let page = items[pageIndex -1]\n",
        "                                if (page !== 'undefine'){\n",
-       "                                    let table_index273757d5911c4388b8615af3100e40b1 = ((pageIndex - 1) * page_size273757d5911c4388b8615af3100e40b1)\n",
+       "                                    let table_index161debd8746d4ca98e6a94ee5b196795 = ((pageIndex - 1) * page_size161debd8746d4ca98e6a94ee5b196795)\n",
        "                                    page.forEach((item) => {\n",
-       "                                        let grid = document.getElementById(\"table273757d5911c4388b8615af3100e40b1\");\n",
+       "                                        let grid = document.getElementById(\"table161debd8746d4ca98e6a94ee5b196795\");\n",
        "                                        // Add new index value in index cells\n",
        "                                        let divIndex = document.createElement(\"div\");\n",
        "                                        divIndex.classList.add('grid-row', 'grid-index-cells');\n",
-       "                                        divIndex.innerText = table_index273757d5911c4388b8615af3100e40b1;\n",
+       "                                        divIndex.innerText = table_index161debd8746d4ca98e6a94ee5b196795;\n",
        "                                        grid.appendChild(divIndex);\n",
        "\n",
        "                                        // Iterate over the actual obj\n",
@@ -1362,19 +1408,19 @@
        "                                            }\n",
        "                                            grid.appendChild(div);\n",
        "                                        }\n",
-       "                                    table_index273757d5911c4388b8615af3100e40b1 = table_index273757d5911c4388b8615af3100e40b1 + 1;\n",
+       "                                    table_index161debd8746d4ca98e6a94ee5b196795 = table_index161debd8746d4ca98e6a94ee5b196795 + 1;\n",
        "                                    })\n",
        "                                }\n",
        "                    }\n",
-       "                    paginatedElements273757d5911c4388b8615af3100e40b1 = paginate273757d5911c4388b8615af3100e40b1(element273757d5911c4388b8615af3100e40b1, page_size273757d5911c4388b8615af3100e40b1)\n",
-       "                    buildGrid273757d5911c4388b8615af3100e40b1(paginatedElements273757d5911c4388b8615af3100e40b1, 1)\n",
-       "                    document.getElementById('total273757d5911c4388b8615af3100e40b1').innerText = \"Total: \" + element273757d5911c4388b8615af3100e40b1.length\n",
+       "                    paginatedElements161debd8746d4ca98e6a94ee5b196795 = paginate161debd8746d4ca98e6a94ee5b196795(element161debd8746d4ca98e6a94ee5b196795, page_size161debd8746d4ca98e6a94ee5b196795)\n",
+       "                    buildGrid161debd8746d4ca98e6a94ee5b196795(paginatedElements161debd8746d4ca98e6a94ee5b196795, 1)\n",
+       "                    document.getElementById('total161debd8746d4ca98e6a94ee5b196795').innerText = \"Total: \" + element161debd8746d4ca98e6a94ee5b196795.length\n",
        "                </script>\n",
        "            </div>\n",
-       "            <div id='pag273757d5911c4388b8615af3100e40b1' class='paginationContainer'>\n",
+       "            <div id='pag161debd8746d4ca98e6a94ee5b196795' class='paginationContainer'>\n",
        "                <script>\n",
-       "                    function buildPaginationContainer273757d5911c4388b8615af3100e40b1(paginatedElements){\n",
-       "                            let pageContainer = document.getElementById(\"pag273757d5911c4388b8615af3100e40b1\");\n",
+       "                    function buildPaginationContainer161debd8746d4ca98e6a94ee5b196795(paginatedElements){\n",
+       "                            let pageContainer = document.getElementById(\"pag161debd8746d4ca98e6a94ee5b196795\");\n",
        "                            for (let i = 0; i < paginatedElements.length; i++) {\n",
        "                                  let div = document.createElement(\"div\");\n",
        "                                  div.classList.add('page');\n",
@@ -1384,20 +1430,20 @@
        "                                      let indexes = document.getElementsByClassName('page');\n",
        "                                      for (let index of indexes) { index.style.color = 'var(--tertiary-color, \"gray\")' }\n",
        "                                      event.target.style.color = \"gray\";\n",
-       "                                      setPage273757d5911c4388b8615af3100e40b1(i + 1);\n",
+       "                                      setPage161debd8746d4ca98e6a94ee5b196795(i + 1);\n",
        "                                  };\n",
        "                                  div.innerText = i + 1;\n",
        "                                  pageContainer.appendChild(div);\n",
        "                            }\n",
        "                    }\n",
        "\n",
-       "                    function setPage273757d5911c4388b8615af3100e40b1(newPage){\n",
+       "                    function setPage161debd8746d4ca98e6a94ee5b196795(newPage){\n",
        "                        pageIndex = newPage\n",
-       "                        resetById273757d5911c4388b8615af3100e40b1('table273757d5911c4388b8615af3100e40b1')\n",
-       "                        buildGrid273757d5911c4388b8615af3100e40b1(paginatedElements273757d5911c4388b8615af3100e40b1, pageIndex)\n",
+       "                        resetById161debd8746d4ca98e6a94ee5b196795('table161debd8746d4ca98e6a94ee5b196795')\n",
+       "                        buildGrid161debd8746d4ca98e6a94ee5b196795(paginatedElements161debd8746d4ca98e6a94ee5b196795, pageIndex)\n",
        "                    }\n",
        "\n",
-       "                    buildPaginationContainer273757d5911c4388b8615af3100e40b1(paginatedElements273757d5911c4388b8615af3100e40b1)\n",
+       "                    buildPaginationContainer161debd8746d4ca98e6a94ee5b196795(paginatedElements161debd8746d4ca98e6a94ee5b196795)\n",
        "                </script>\n",
        "            </div>\n",
        "        </div>\n",
@@ -1410,7 +1456,7 @@
        " syft.service.worker.worker_service.DockerWorker]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1429,29 +1475,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "id": "c7d90857",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# train_file = sy.ActionObject.from_path(\"short_input.jsonl\").send(client).syft_action_data\n",
-    "# scenario_file = scenario_obj = sy.ActionObject.from_path(path=\"scenario_data.jsonl\").send(client).syft_action_data"
+    "train_file = sy.ActionObject.from_path(\"short_input.jsonl\").send(client).syft_action_data\n",
+    "scenario_file = scenario_obj = sy.ActionObject.from_path(path=\"scenario_data.jsonl\").send(client).syft_action_data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "740b3cf1",
    "metadata": {},
    "outputs": [],
    "source": [
-    "train_file = [f for f in blob_files if \"train-00\" in f.file_name][0]\n",
-    "scenario_file = [f for f in blob_files if \"scenario_data\" in f.file_name][0]"
+    "# train_file = [f for f in blob_files if \"train-00\" in f.file_name][0]\n",
+    "# scenario_file = [f for f in blob_files if \"scenario_data\" in f.file_name][0]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "id": "f0da9c8a",
    "metadata": {},
    "outputs": [],
@@ -1475,7 +1521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "4400f06f",
    "metadata": {},
    "outputs": [
@@ -1502,8 +1548,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r\n",
-      "  0%|                                                                                                                | 0/2 [00:00<?, ?it/s]"
+      "\r",
+      "  0%|                                                                                                                 | 0/2 [00:00<?, ?it/s]"
      ]
     },
     {
@@ -1517,7 +1563,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00,  4.54it/s]"
+      "\r",
+      " 50%|████████████████████████████████████████████████████▌                                                    | 1/2 [00:00<00:00,  1.25it/s]"
      ]
     },
     {
@@ -1531,19 +1578,19 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\n"
+      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:01<00:00,  1.31it/s]\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Dataset uploaded to 'quizzical_pearl'. To see the datasets uploaded by a client on this node, use command `[your_client].datasets`</div><br />"
+       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Dataset uploaded to 'determined_norvig'. To see the datasets uploaded by a client on this node, use command `[your_client].datasets`</div><br />"
       ],
       "text/plain": [
-       "SyftSuccess: Dataset uploaded to 'quizzical_pearl'. To see the datasets uploaded by a client on this node, use command `[your_client].datasets`"
+       "SyftSuccess: Dataset uploaded to 'determined_norvig'. To see the datasets uploaded by a client on this node, use command `[your_client].datasets`"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1554,7 +1601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "842988d1",
    "metadata": {},
    "outputs": [
@@ -1587,7 +1634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "aa3a5c31",
    "metadata": {},
    "outputs": [
@@ -1711,7 +1758,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "id": "2f23c7ae",
    "metadata": {},
    "outputs": [
@@ -1724,7 +1771,7 @@
        "SyftSuccess: User Code Submitted"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1735,7 +1782,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "id": "27be4dc4",
    "metadata": {},
    "outputs": [
@@ -1772,7 +1819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "id": "82d92df1",
    "metadata": {},
    "outputs": [
@@ -1785,14 +1832,14 @@
        "            </style>\n",
        "            <div class='syft-request'>\n",
        "                <h3>Request</h3>\n",
-       "                <p><strong>Id: </strong>a64e3e9d68984e8f93f24e55a5f1d195</p>\n",
-       "                <p><strong>Request time: </strong>2023-11-10 16:17:59</p>\n",
+       "                <p><strong>Id: </strong>e7f73ae2ab8e4f1eb0efb02d676e51c1</p>\n",
+       "                <p><strong>Request time: </strong>2023-12-05 09:35:19</p>\n",
        "                \n",
        "                \n",
-       "                <p><strong>Changes: </strong> Request to change <b>main_function</b> to permission <b>RequestStatus.APPROVED</b>. </p>\n",
        "                <p><strong>Status: </strong>RequestStatus.PENDING</p>\n",
-       "                <p><strong>Requested on: </strong> Quizzical_pearl of type <strong>                     Domain</strong> owned by info@openmined.org</p>\n",
+       "                <p><strong>Requested on: </strong> Determined_norvig of type <strong>                     Domain</strong></p>\n",
        "                <p><strong>Requested by:</strong> Jane Doe (info@openmined.org) </p>\n",
+       "                <p><strong>Changes: </strong> Request to change <b>main_function</b> to permission <b>RequestStatus.APPROVED</b>. Nested Requests not resolved. </p>\n",
        "            </div>\n",
        "\n",
        "            "
@@ -1800,12 +1847,12 @@
       "text/markdown": [
        "```python\n",
        "class Request:\n",
-       "  id: str = a64e3e9d68984e8f93f24e55a5f1d195\n",
-       "  request_time: str = 2023-11-10 16:17:59\n",
+       "  id: str = e7f73ae2ab8e4f1eb0efb02d676e51c1\n",
+       "  request_time: str = 2023-12-05 09:35:19\n",
        "  updated_at: str = None\n",
        "  status: str = RequestStatus.PENDING\n",
-       "  changes: str = ['Request to change <b>main_function</b> to permission <b>RequestStatus.APPROVED</b>']\n",
-       "  requesting_user_verify_key: str = ea951c201322d4ff6002807caf7b6506d84ff54faa269130363c51eac35556a3\n",
+       "  changes: str = ['Request to change <b>main_function</b> to permission <b>RequestStatus.APPROVED</b>. Nested Requests not resolved']\n",
+       "  requesting_user_verify_key: str = 810847da4475205f7540b1823a72af4c85c327665bfdb463351fbbab2715a675\n",
        "\n",
        "```"
       ],
@@ -1813,7 +1860,7 @@
        "syft.service.request.request.Request"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1824,7 +1871,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "id": "29ee2790",
    "metadata": {},
    "outputs": [
@@ -1845,30 +1892,30 @@
      "output_type": "stream",
      "text": [
       "Would you like to proceed? [y/n]: y\n",
-      "Request approved for domain quizzical_pearl\n"
+      "Request approved for domain determined_norvig\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Request a64e3e9d68984e8f93f24e55a5f1d195 changes applied</div><br />"
+       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Request e7f73ae2ab8e4f1eb0efb02d676e51c1 changes applied</div><br />"
       ],
       "text/plain": [
-       "SyftSuccess: Request a64e3e9d68984e8f93f24e55a5f1d195 changes applied"
+       "SyftSuccess: Request e7f73ae2ab8e4f1eb0efb02d676e51c1 changes applied"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "client.requests[-1].approve()"
+    "client.requests[-1].approve(approve_nested=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 19,
    "id": "78b084c0",
    "metadata": {},
    "outputs": [],
@@ -1888,7 +1935,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 21,
    "id": "55c3bee6",
    "metadata": {},
    "outputs": [
@@ -1897,14 +1944,13 @@
       "text/markdown": [
        "```python\n",
        "class Job:\n",
-       "    id: UID = 9ede1ee9194d476aac425ffa0c2caae7\n",
-       "    status: completed\n",
+       "    id: UID = 4d68a345f6f34892bc7d4d42ee1f004b\n",
+       "    status: created\n",
        "    has_parent: False\n",
-       "    result: ActionDataEmpty UID: fb3b7674904448b6bb1d954a4ec255b6 <None>\n",
+       "    result: ActionDataEmpty <None>\n",
        "    logs:\n",
        "\n",
        "0 \n",
-       "JOB COMPLETED\n",
        "    \n",
        "```"
       ],
@@ -1912,7 +1958,7 @@
        "syft.service.job.job_stash.Job"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1923,7 +1969,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 22,
    "id": "cf89cf33",
    "metadata": {},
    "outputs": [],
@@ -1931,192 +1977,776 @@
     "# job.subjobs"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "4d567f04",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "```python\n",
-       "class Job:\n",
-       "    id: UID = 81676edda69d420990dc8c2851e671a1\n",
-       "    status: completed\n",
-       "    has_parent: True\n",
-       "    result: ActionDataEmpty UID: 64215c70129a4be78afb980b23aff68c <None>\n",
-       "    logs:\n",
-       "\n",
-       "0 starting overlap computation\n",
-       "1 preparing scenarios and creating indexes\n",
-       "2 scenario creation progress: 0.90%\n",
-       "3 Finished creating scenarios (0.34194445610046387s)\n",
-       "4 Creating indexes\n",
-       "5 n_gram indexing progress: 0.00%\n",
-       "6 Finished creating indexes (0.05307936668395996s)\n",
-       "7 computing overlap\n",
-       "8 computing overlap progress: 3.83%\n",
-       "9 Finished computing overlap (0.06248641014099121s)\n",
-       "10 done\n",
-       "JOB COMPLETED\n",
-       "    \n",
-       "```"
-      ],
-      "text/plain": [
-       "syft.service.job.job_stash.Job"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "job.subjobs[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "f63089d2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# job.wait().get()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "852360ec",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "starting overlap computation\n",
-      "preparing scenarios and creating indexes\n",
-      "scenario creation progress: 0.90%\n",
-      "Finished creating scenarios (0.34194445610046387s)\n",
-      "Creating indexes\n",
-      "n_gram indexing progress: 0.00%\n",
-      "Finished creating indexes (0.05307936668395996s)\n",
-      "computing overlap\n",
-      "computing overlap progress: 3.83%\n",
-      "Finished computing overlap (0.06248641014099121s)\n",
-      "done\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "job.subjobs[0].logs()"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "c5de7233",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "results = [j.wait().get() for j in job.subjobs]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "4a079df7",
+   "id": "4d567f04",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "[(defaultdict(&lt;class &#x27;set&#x27;&gt;, {&quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_test_5&quot;: {&#x27;id328&#x27;}, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_valid_5&quot;: {&#x27;id12&#x27;}}), defaultdict(&lt;class &#x27;set&#x27;&gt;, {}), defaultdict(&lt;class &#x27;int&#x27;&gt;, {&quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_train_5&quot;: 5, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_valid_5&quot;: 34, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_test_5&quot;: 311, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_train_5&quot;: 5, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_valid_5&quot;: 14, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_test_5&quot;: 135}))]"
-      ],
-      "text/plain": [
-       "[(defaultdict(set,\n",
-       "              {\"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_test_5\": {'id328'},\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_valid_5\": {'id12'}}),\n",
-       "  defaultdict(set, {}),\n",
-       "  defaultdict(int,\n",
-       "              {\"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_train_5\": 5,\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_valid_5\": 34,\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_test_5\": 311,\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_train_5\": 5,\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_valid_5\": 14,\n",
-       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_test_5\": 135}))]"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#stats_key_to_input_ids, stats_key_to_reference_ids, stats_key_counts\n",
-    "results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "0dcd8d03",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# results[0]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6fe4daea",
-   "metadata": {},
-   "source": [
-    "# Aggregate"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "d5053b78",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stats_key_to_input_ids, stats_key_to_reference_ids, stats_key_counts = zip(*results)\n",
-    "\n",
-    "total_input_ids = defaultdict(set)\n",
-    "total_reference_ids = defaultdict(set)\n",
-    "total_stats_key_counts = defaultdict(int)\n",
-    "\n",
-    "for d in stats_key_counts:\n",
-    "    for key, val in d.items():\n",
-    "        total_stats_key_counts[key] += val\n",
-    "\n",
-    "\n",
-    "for d in stats_key_to_input_ids:\n",
-    "    for key in d:\n",
-    "        new_set = set()\n",
-    "        if key in total_input_ids:\n",
-    "            new_set = total_input_ids[key]\n",
-    "        new_set = new_set.union(d[key])\n",
-    "        total_input_ids[key] = new_set\n",
-    "\n",
-    "for d in stats_key_to_reference_ids:\n",
-    "    for key in d:\n",
-    "        new_set = set()\n",
-    "        if key in total_reference_ids:\n",
-    "            new_set = total_reference_ids[key]\n",
-    "        new_set = total_reference_ids[key].union(d[key])\n",
-    "        total_reference_ids[key] = new_set\n",
-    "\n",
-    "all_data_overlap_stats = []\n",
-    "for stats_key, count in total_stats_key_counts.items():\n",
-    "    data_overlap_stats = {\n",
-    "        'data_overlap_stats_key': None,\n",
-    "        'num_instances': count,\n",
+       "\n",
+       "<style>\n",
+       "  body[data-jp-theme-light='false'] {\n",
+       "        --primary-color: #111111;\n",
+       "        --secondary-color: #212121;\n",
+       "        --tertiary-color: #CFCDD6;\n",
+       "        --button-color: #111111;\n",
+       "  }\n",
+       "\n",
+       "  body {\n",
+       "        --primary-color: #ffffff;\n",
+       "        --secondary-color: #f5f5f5;\n",
+       "        --tertiary-color: #000000de;\n",
+       "        --button-color: #d1d5db;\n",
+       "  }\n",
+       "\n",
+       "  .header-1 {\n",
+       "        font-style: normal;\n",
+       "        font-weight: 600;\n",
+       "        font-size: 2.0736em;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #17161D;\n",
+       "    }\n",
+       "\n",
+       "  .header-2 {\n",
+       "        font-style: normal;\n",
+       "        font-weight: 600;\n",
+       "        font-size: 1.728em;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #17161D;\n",
+       "    }\n",
+       "\n",
+       "  .header-3 {\n",
+       "        font-style: normal;\n",
+       "        font-weight: 600;\n",
+       "        font-size:  1.44em;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "  .header-4 {\n",
+       "        font-style: normal;\n",
+       "        font-weight: 600;\n",
+       "        font-size: 1.2em;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #17161D;\n",
+       "    }\n",
+       "\n",
+       "    .paragraph {\n",
+       "        font-style: normal;\n",
+       "        font-weight: 400;\n",
+       "        font-size: 14px;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #2E2B3B;\n",
+       "    }\n",
+       "\n",
+       "    .paragraph-sm {\n",
+       "        font-family: 'Roboto';\n",
+       "        font-style: normal;\n",
+       "        font-weight: 400;\n",
+       "        font-size: 11.62px;\n",
+       "        line-height: 100%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #2E2B3B;\n",
+       "    }\n",
+       "    .code-text {\n",
+       "        font-family: 'Consolas';\n",
+       "        font-style: normal;\n",
+       "        font-weight: 400;\n",
+       "        font-size: 13px;\n",
+       "        line-height: 130%;\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        color: #2E2B3B;\n",
+       "    }\n",
+       "\n",
+       "    .numbering-entry { display: none }\n",
+       "\n",
+       "    /* Tooltip container */\n",
+       "    .tooltip {\n",
+       "        position: relative;\n",
+       "        display: inline-block;\n",
+       "        border-bottom: 1px dotted black; /* If you want dots under the hoverable text */\n",
+       "    }\n",
+       "\n",
+       "    /* Tooltip text */\n",
+       "    .tooltip .tooltiptext {\n",
+       "        visibility: hidden;\n",
+       "        width: 120px;\n",
+       "        background-color: black;\n",
+       "        color: #fff;\n",
+       "        text-align: center;\n",
+       "        padding: 5px 0;\n",
+       "        border-radius: 6px;\n",
+       "\n",
+       "        /* Position the tooltip text - see examples below! */\n",
+       "        position: absolute;\n",
+       "        z-index: 1;\n",
+       "    }\n",
+       "\n",
+       "    .repr-cell {\n",
+       "      padding-top: 20px;\n",
+       "    }\n",
+       "\n",
+       "    .text-bold {\n",
+       "        font-weight: bold;\n",
+       "    }\n",
+       "\n",
+       "    .pr-8 {\n",
+       "        padding-right: 8px;\n",
+       "    }\n",
+       "    .pt-8 {\n",
+       "        padding-top: 8px;\n",
+       "    }\n",
+       "    .pl-8 {\n",
+       "        padding-left: 8px;\n",
+       "    }\n",
+       "    .pb-8 {\n",
+       "        padding-bottom: 8px;\n",
+       "    }\n",
+       "\n",
+       "    .py-25{\n",
+       "        padding-top: 25px;\n",
+       "        padding-bottom: 25px;\n",
+       "    }\n",
+       "\n",
+       "    .flex {\n",
+       "        display: flex;\n",
+       "    }\n",
+       "\n",
+       "    .gap-10 {\n",
+       "        gap: 10px;\n",
+       "    }\n",
+       "    .items-center{\n",
+       "        align-items: center;\n",
+       "    }\n",
+       "\n",
+       "    .folder-icon {\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .search-input{\n",
+       "        display: flex;\n",
+       "        flex-direction: row;\n",
+       "        align-items: center;\n",
+       "        padding: 8px 12px;\n",
+       "        width: 343px;\n",
+       "        height: 24px;\n",
+       "        /* Lt On Surface/Low */\n",
+       "        background-color: var(--secondary-color);\n",
+       "        border-radius: 30px;\n",
+       "\n",
+       "        /* Lt On Surface/Highest */\n",
+       "        color: var(--tertiary-color);\n",
+       "        border:none;\n",
+       "        /* Inside auto layout */\n",
+       "        flex: none;\n",
+       "        order: 0;\n",
+       "        flex-grow: 0;\n",
+       "    }\n",
+       "    .search-input:focus {\n",
+       "        outline: none;\n",
+       "    }\n",
+       "        .search-input:focus::placeholder,\n",
+       "    .search-input::placeholder { /* Chrome, Firefox, Opera, Safari 10.1+ */\n",
+       "        color: var(--tertiary-color);\n",
+       "        opacity: 1; /* Firefox */\n",
+       "    }\n",
+       "\n",
+       "    .search-button{\n",
+       "        /* Search */\n",
+       "        leading-trim: both;\n",
+       "        text-edge: cap;\n",
+       "        display: flex;\n",
+       "        align-items: center;\n",
+       "        text-align: center;\n",
+       "\n",
+       "        /* Primary/On Light */\n",
+       "        background-color: var(--button-color);\n",
+       "        color: var(--tertiary-color);\n",
+       "\n",
+       "        border-radius: 30px;\n",
+       "        border-color: var(--secondary-color);\n",
+       "        border-style: solid;\n",
+       "        box-shadow: rgba(60, 64, 67, 0.3) 0px 1px 2px 0px, rgba(60, 64, 67, 0.15) 0px 1px 3px 1px;\n",
+       "        cursor: pointer;\n",
+       "        /* Inside auto layout */\n",
+       "        flex: none;\n",
+       "        order: 1;\n",
+       "        flex-grow: 0;\n",
+       "    }\n",
+       "\n",
+       "    .grid-table2becc9f73ad4415eab2f9c5e69d7fe16 {\n",
+       "        display:grid;\n",
+       "        grid-template-columns: 1fr repeat(28, 1fr);\n",
+       "        grid-template-rows: repeat(2, 1fr);\n",
+       "        overflow-x: auto;\n",
+       "    }\n",
+       "\n",
+       "    .grid-std-cells {\n",
+       "        grid-column: span 4;\n",
+       "\n",
+       "    }\n",
+       "    .grid-index-cells {\n",
+       "        grid-column: span 1;\n",
+       "        /* tmp fix to make left col stand out (fix with font-family) */\n",
+       "        font-weight: 600;\n",
+       "        background-color: var(--secondary-color) !important;\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .grid-header {\n",
+       "        /* Auto layout */\n",
+       "        display: flex;\n",
+       "        flex-direction: column;\n",
+       "        align-items: center;\n",
+       "        padding: 6px 4px;\n",
+       "\n",
+       "        /* Lt On Surface/Surface */\n",
+       "        /* Lt On Surface/High */\n",
+       "        border: 1px solid #CFCDD6;\n",
+       "        /* tmp fix to make header stand out (fix with font-family) */\n",
+       "        font-weight: 600;\n",
+       "        background-color: var(--secondary-color);\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .grid-row {\n",
+       "        display: flex;\n",
+       "        flex-direction: column;\n",
+       "        align-items: flex-start;\n",
+       "        padding: 6px 4px;\n",
+       "        overflow: hidden;\n",
+       "        border: 1px solid #CFCDD6;\n",
+       "        background-color: var(--primary-color);\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .badge {\n",
+       "        code-text;\n",
+       "        border-radius: 30px;\n",
+       "    }\n",
+       "\n",
+       "    .badge-blue {\n",
+       "        badge;\n",
+       "        background-color: #C2DEF0;\n",
+       "        color: #1F567A;\n",
+       "    }\n",
+       "\n",
+       "    .badge-purple {\n",
+       "        badge;\n",
+       "        background-color: #C9CFE8;\n",
+       "        color: #373B7B;\n",
+       "    }\n",
+       "\n",
+       "    .badge-green {\n",
+       "        badge;\n",
+       "\n",
+       "        /* Success/Container */\n",
+       "        background-color: #D5F1D5;\n",
+       "        color: #256B24;\n",
+       "    }\n",
+       "\n",
+       "    .badge-red {\n",
+       "        badge;\n",
+       "        background-color: #F2D9DE;\n",
+       "        color: #9B2737;\n",
+       "    }\n",
+       "\n",
+       "    .badge-gray {\n",
+       "        badge;\n",
+       "        background-color: #ECEBEF;\n",
+       "        color: #2E2B3B;\n",
+       "    }\n",
+       "    .paginationContainer{\n",
+       "        width: 100%;\n",
+       "        height: 30px;\n",
+       "        display: flex;\n",
+       "        justify-content: center;\n",
+       "        gap: 8px;\n",
+       "        padding: 5px;\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .page{\n",
+       "        color: black;\n",
+       "        font-weight: bold;\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "    .page:hover {\n",
+       "      color: #38bdf8;\n",
+       "      cursor: pointer;\n",
+       "    }\n",
+       "    .clipboard:hover{\n",
+       "        cursor: pointer;\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "\n",
+       "    .search-field {\n",
+       "        display: flex;\n",
+       "        align-items: center;\n",
+       "        border-radius: 30px;\n",
+       "        background-color: var(--secondary-color);\n",
+       "    }\n",
+       "\n",
+       "    .syft-dropdown {\n",
+       "        margin: 5px;\n",
+       "        margin-left: 5px;\n",
+       "        position: relative;\n",
+       "        display: inline-block;\n",
+       "        text-align: center;\n",
+       "        background-color: var(--button-color);\n",
+       "        min-width: 100px;\n",
+       "        padding: 2px;\n",
+       "        border-radius: 30px;\n",
+       "    }\n",
+       "\n",
+       "    .syft-dropdown:hover {\n",
+       "        cursor: pointer;\n",
+       "    }\n",
+       "    .syft-dropdown-content {\n",
+       "        margin-top:26px;\n",
+       "        display: none;\n",
+       "        position: absolute;\n",
+       "        min-width: 100px;\n",
+       "        box-shadow: 0px 8px 16px 0px rgba(0,0,0,0.2);\n",
+       "        padding: 12px 6px;\n",
+       "        z-index: 1;\n",
+       "        background-color: var(--primary-color);\n",
+       "        color: var(--tertiary-color);\n",
+       "    }\n",
+       "    .dd-options {\n",
+       "        padding-top: 4px;\n",
+       "    }\n",
+       "    .dd-options:first-of-type {\n",
+       "        padding-top: 0px;\n",
+       "    }\n",
+       "\n",
+       "    .dd-options:hover {\n",
+       "        cursor: pointer;\n",
+       "        background: #d1d5db;\n",
+       "    }\n",
+       "    .arrow {\n",
+       "        border: solid black;\n",
+       "        border-width: 0 3px 3px 0;\n",
+       "        display: inline-block;\n",
+       "        padding: 3px;\n",
+       "    }\n",
+       "    .down {\n",
+       "        transform: rotate(45deg);\n",
+       "        -webkit-transform: rotate(45deg);\n",
+       "    }\n",
+       "</style>\n",
+       "\n",
+       "\n",
+       "    <div style='margin-top:15px;'>\n",
+       "        <div class='flex gap-10' style='align-items: center;'>\n",
+       "            <div class='folder-icon'><svg width=\"32\" height=\"32\" viewBox=\"0 0 32 32\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M28 6H4C3.73478 6 3.48043 6.10536 3.29289 6.29289C3.10536 6.48043 3 6.73478 3 7V24C3 24.5304 3.21071 25.0391 3.58579 25.4142C3.96086 25.7893 4.46957 26 5 26H27C27.5304 26 28.0391 25.7893 28.4142 25.4142C28.7893 25.0391 29 24.5304 29 24V7C29 6.73478 28.8946 6.48043 28.7071 6.29289C28.5196 6.10536 28.2652 6 28 6ZM5 14H10V18H5V14ZM12 14H27V18H12V14ZM27 8V12H5V8H27ZM5 20H10V24H5V20ZM27 24H12V20H27V24Z\" fill=\"#343330\"/></svg></div>\n",
+       "            <div><p class='header-3'>Job List</p></div>\n",
+       "        </div>\n",
+       "\n",
+       "            <div style=\"padding-top: 16px; display:flex;justify-content: space-between; align-items: center;\">\n",
+       "                <div class='pt-25 gap-10' style=\"display:flex;\">\n",
+       "                    <div class=\"search-field\">\n",
+       "                        <div id='search-menu2becc9f73ad4415eab2f9c5e69d7fe16' class=\"syft-dropdown\" onclick=\"{\n",
+       "                            let doc = document.getElementById('search-dropdown-content2becc9f73ad4415eab2f9c5e69d7fe16')\n",
+       "                            if (doc.style.display === 'block'){\n",
+       "                                doc.style.display = 'none'\n",
+       "                            } else {\n",
+       "                                doc.style.display = 'block'\n",
+       "                            }\n",
+       "                            }\">\n",
+       "                            <div id='search-dropdown-content2becc9f73ad4415eab2f9c5e69d7fe16' class='syft-dropdown-content'></div>\n",
+       "                            <script>\n",
+       "                                var element2becc9f73ad4415eab2f9c5e69d7fe16 = [{\"id\": {\"value\": \"d64ce6453c824705a2467cfbaec30b04\", \"type\": \"clipboard\"}, \"status\": \"compute_document_data_overlap: completed\", \"progress\": \"4% |&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;|\\n2924/76253\\n\", \"eta\": \"[05:07<2:08:30]\\n00:00s/it\", \"created\": \"2023-12-05 09:36:49 by info@openmined.org\", \"logs\": \"... (12 lines)\\ndone\\n\", \"subjobs\": 0}]\n",
+       "                                var page_size2becc9f73ad4415eab2f9c5e69d7fe16 = 1\n",
+       "                                var pageIndex2becc9f73ad4415eab2f9c5e69d7fe16 = 1\n",
+       "                                var paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16 = []\n",
+       "                                var activeFilter2becc9f73ad4415eab2f9c5e69d7fe16;\n",
+       "\n",
+       "                                function buildDropDownMenu(elements){\n",
+       "                                    let init_filter;\n",
+       "                                    let menu = document.getElementById('search-dropdown-content2becc9f73ad4415eab2f9c5e69d7fe16')\n",
+       "                                    if (elements.length > 0) {\n",
+       "                                        let sample = elements[0]\n",
+       "                                        for (const attr in sample) {\n",
+       "                                            if (typeof init_filter === 'undefined'){\n",
+       "                                                init_filter = attr;\n",
+       "                                            }\n",
+       "                                            let content = document.createElement('div');\n",
+       "                                            content.onclick = function(event) {\n",
+       "                                                event.stopPropagation()\n",
+       "                                                document.getElementById('menu-active-filter2becc9f73ad4415eab2f9c5e69d7fe16').innerText = attr;\n",
+       "                                                activeFilter2becc9f73ad4415eab2f9c5e69d7fe16 = attr;\n",
+       "                                                document.getElementById(\n",
+       "                                                    'search-dropdown-content2becc9f73ad4415eab2f9c5e69d7fe16'\n",
+       "                                                ).style.display= 'none';\n",
+       "                                            }\n",
+       "                                            content.classList.add(\"dd-options\");\n",
+       "                                            content.innerText = attr;\n",
+       "                                            menu.appendChild(content);\n",
+       "                                        }\n",
+       "                                    } else {\n",
+       "                                        let init_filter = '---'\n",
+       "                                    }\n",
+       "                                    let dropdown_field = document.getElementById('search-menu2becc9f73ad4415eab2f9c5e69d7fe16')\n",
+       "                                    let span = document.createElement('span')\n",
+       "                                    span.setAttribute('id', 'menu-active-filter2becc9f73ad4415eab2f9c5e69d7fe16')\n",
+       "                                    span.innerText = init_filter\n",
+       "                                    activeFilter2becc9f73ad4415eab2f9c5e69d7fe16 = init_filter;\n",
+       "                                    dropdown_field.appendChild(span)\n",
+       "                                }\n",
+       "\n",
+       "                                buildDropDownMenu(element2becc9f73ad4415eab2f9c5e69d7fe16)\n",
+       "                            </script>\n",
+       "                        </div>\n",
+       "                        <input id='searchKey2becc9f73ad4415eab2f9c5e69d7fe16' class='search-input' placeholder='Enter search here ...'  />\n",
+       "                    </div>\n",
+       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid2becc9f73ad4415eab2f9c5e69d7fe16(element2becc9f73ad4415eab2f9c5e69d7fe16)\">\n",
+       "                        <svg width=\"11\" height=\"10\" viewBox=\"0 0 11 10\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M10.5652 9.23467L8.21819 6.88811C8.89846 6.07141 9.23767 5.02389 9.16527 3.96345C9.09287 2.90302 8.61443 1.91132 7.82948 1.19466C7.04453 0.477995 6.01349 0.0915414 4.95087 0.115691C3.88824 0.139841 2.87583 0.572735 2.12425 1.32432C1.37266 2.0759 0.939768 3.08831 0.915618 4.15094C0.891468 5.21357 1.27792 6.2446 1.99459 7.02955C2.71125 7.8145 3.70295 8.29294 4.76338 8.36535C5.82381 8.43775 6.87134 8.09853 7.68804 7.41827L10.0346 9.7653C10.0694 9.80014 10.1108 9.82778 10.1563 9.84663C10.2018 9.86549 10.2506 9.87519 10.2999 9.87519C10.3492 9.87519 10.398 9.86549 10.4435 9.84663C10.489 9.82778 10.5304 9.80014 10.5652 9.7653C10.6001 9.73046 10.6277 9.68909 10.6466 9.64357C10.6654 9.59805 10.6751 9.54926 10.6751 9.49998C10.6751 9.45071 10.6654 9.40192 10.6466 9.3564C10.6277 9.31088 10.6001 9.26951 10.5652 9.23467ZM1.67491 4.24998C1.67491 3.58247 1.87285 2.92995 2.2437 2.37493C2.61455 1.81992 3.14165 1.38734 3.75835 1.13189C4.37506 0.876446 5.05366 0.809609 5.70834 0.939835C6.36303 1.07006 6.96439 1.3915 7.4364 1.8635C7.9084 2.3355 8.22984 2.93687 8.36006 3.59155C8.49029 4.24624 8.42345 4.92484 8.168 5.54154C7.91256 6.15824 7.47998 6.68535 6.92496 7.05619C6.36995 7.42704 5.71742 7.62498 5.04991 7.62498C4.15511 7.62399 3.29724 7.26809 2.66452 6.63537C2.0318 6.00265 1.6759 5.14479 1.67491 4.24998Z\" fill=\"currentColor\"/></svg>\n",
+       "                        <span class='pl-8'>Search</span>\n",
+       "                    </button>\n",
+       "                </div>\n",
+       "\n",
+       "                <div><h4 id='total2becc9f73ad4415eab2f9c5e69d7fe16'>0</h4></div>\n",
+       "            </div>\n",
+       "            <div id='table2becc9f73ad4415eab2f9c5e69d7fe16' class='grid-table2becc9f73ad4415eab2f9c5e69d7fe16' style='margin-top: 25px;'>\n",
+       "                <script>\n",
+       "                    function paginate2becc9f73ad4415eab2f9c5e69d7fe16(arr, size) {\n",
+       "                        const res = [];\n",
+       "                        for (let i = 0; i < arr.length; i += size) {\n",
+       "                            const chunk = arr.slice(i, i + size);\n",
+       "                            res.push(chunk);\n",
+       "                        }\n",
+       "\n",
+       "                        return res;\n",
+       "                    }\n",
+       "\n",
+       "                    function searchGrid2becc9f73ad4415eab2f9c5e69d7fe16(elements){\n",
+       "                        let searchKey = document.getElementById('searchKey2becc9f73ad4415eab2f9c5e69d7fe16').value;\n",
+       "                        let result;\n",
+       "                        if (searchKey === ''){\n",
+       "                            result = elements;\n",
+       "                        } else {\n",
+       "                            result = elements.filter((element) => {\n",
+       "                                let property = element[activeFilter2becc9f73ad4415eab2f9c5e69d7fe16]\n",
+       "                                if (typeof property === 'object' && property !== null){\n",
+       "                                    return property.value.toLowerCase().includes(searchKey.toLowerCase());\n",
+       "                                } else if (typeof property === 'string' ) {\n",
+       "                                    return element[activeFilter2becc9f73ad4415eab2f9c5e69d7fe16].toLowerCase().includes(searchKey.toLowerCase());\n",
+       "                                } else if (property !== null ) {\n",
+       "                                    return element[activeFilter2becc9f73ad4415eab2f9c5e69d7fe16].toString() === searchKey;\n",
+       "                                } else {\n",
+       "                                    return element[activeFilter2becc9f73ad4415eab2f9c5e69d7fe16] === searchKey;\n",
+       "                                }\n",
+       "                            } );\n",
+       "                        }\n",
+       "                        resetById2becc9f73ad4415eab2f9c5e69d7fe16('table2becc9f73ad4415eab2f9c5e69d7fe16');\n",
+       "                        resetById2becc9f73ad4415eab2f9c5e69d7fe16('pag2becc9f73ad4415eab2f9c5e69d7fe16');\n",
+       "                        result = paginate2becc9f73ad4415eab2f9c5e69d7fe16(result, page_size2becc9f73ad4415eab2f9c5e69d7fe16)\n",
+       "                        paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16 = result\n",
+       "                        buildGrid2becc9f73ad4415eab2f9c5e69d7fe16(result,pageIndex2becc9f73ad4415eab2f9c5e69d7fe16);\n",
+       "                        buildPaginationContainer2becc9f73ad4415eab2f9c5e69d7fe16(result);\n",
+       "                    }\n",
+       "\n",
+       "                    function resetById2becc9f73ad4415eab2f9c5e69d7fe16(id){\n",
+       "                        let element = document.getElementById(id);\n",
+       "                        while (element.firstChild) {\n",
+       "                          element.removeChild(element.firstChild);\n",
+       "                        }\n",
+       "                    }\n",
+       "\n",
+       "                    function buildGrid2becc9f73ad4415eab2f9c5e69d7fe16(items, pageIndex){\n",
+       "                                let headers = Object.keys(element2becc9f73ad4415eab2f9c5e69d7fe16[0]);\n",
+       "\n",
+       "                                let grid = document.getElementById(\"table2becc9f73ad4415eab2f9c5e69d7fe16\");\n",
+       "                                let div = document.createElement(\"div\");\n",
+       "                                div.classList.add('grid-header', 'grid-index-cells');\n",
+       "                                grid.appendChild(div);\n",
+       "                                headers.forEach((title) =>{\n",
+       "                                    let div = document.createElement(\"div\");\n",
+       "                                    div.classList.add('grid-header', 'grid-std-cells');\n",
+       "                                    div.innerText = title;\n",
+       "\n",
+       "                                    grid.appendChild(div);\n",
+       "                                });\n",
+       "\n",
+       "                                let page = items[pageIndex -1]\n",
+       "                                if (page !== 'undefine'){\n",
+       "                                    let table_index2becc9f73ad4415eab2f9c5e69d7fe16 = ((pageIndex - 1) * page_size2becc9f73ad4415eab2f9c5e69d7fe16)\n",
+       "                                    page.forEach((item) => {\n",
+       "                                        let grid = document.getElementById(\"table2becc9f73ad4415eab2f9c5e69d7fe16\");\n",
+       "                                        // Add new index value in index cells\n",
+       "                                        let divIndex = document.createElement(\"div\");\n",
+       "                                        divIndex.classList.add('grid-row', 'grid-index-cells');\n",
+       "                                        divIndex.innerText = table_index2becc9f73ad4415eab2f9c5e69d7fe16;\n",
+       "                                        grid.appendChild(divIndex);\n",
+       "\n",
+       "                                        // Iterate over the actual obj\n",
+       "                                        for (const attr in item) {\n",
+       "                                            let div = document.createElement(\"div\");\n",
+       "                                            if (typeof item[attr] === 'object'\n",
+       "                                                && item[attr] !== null\n",
+       "                                                && item[attr].hasOwnProperty('type')) {\n",
+       "                                                if (item[attr].type.includes('badge')){\n",
+       "                                                    let badge_div = document.createElement(\"div\");\n",
+       "                                                    badge_div.classList.add('badge',item[attr].type)\n",
+       "                                                    badge_div.innerText = String(item[attr].value).toUpperCase();\n",
+       "                                                    div.appendChild(badge_div);\n",
+       "                                                    div.classList.add('grid-row','grid-std-cells');\n",
+       "                                                } else if (item[attr].type === \"clipboard\") {\n",
+       "                                                    div.classList.add('grid-row','grid-std-cells');\n",
+       "\n",
+       "                                                    // Create clipboard div\n",
+       "                                                    let clipboard_div = document.createElement('div');\n",
+       "                                                    clipboard_div.style.display= 'flex';\n",
+       "                                                    clipboard_div.classList.add(\"gap-10\")\n",
+       "                                                    clipboard_div.style.justifyContent = \"space-between\";\n",
+       "\n",
+       "                                                    let id_text = document.createElement('div');\n",
+       "                                                    if (item[attr].value == \"None\"){\n",
+       "                                                        id_text.innerText = \"None\";\n",
+       "                                                    }\n",
+       "                                                    else{\n",
+       "                                                        id_text.innerText = item[attr].value.slice(0,5) + \"...\";\n",
+       "                                                    }\n",
+       "\n",
+       "                                                    clipboard_div.appendChild(id_text);\n",
+       "                                                    let clipboard_img = document.createElement('div');\n",
+       "                                                    clipboard_img.classList.add(\"clipboard\")\n",
+       "                                                    div.onclick = function() {\n",
+       "                                                        navigator.clipboard.writeText(item[attr].value);\n",
+       "                                                    };\n",
+       "                                                    clipboard_img.innerHTML = \"<svg width='8' height='8' viewBox='0 0 8 8' fill='none' xmlns='http://www.w3.org/2000/svg'><path d='M7.4375 0.25H2.4375C2.35462 0.25 2.27513 0.282924 2.21653 0.341529C2.15792 0.400134 2.125 0.47962 2.125 0.5625V2.125H0.5625C0.47962 2.125 0.400134 2.15792 0.341529 2.21653C0.282924 2.27513 0.25 2.35462 0.25 2.4375V7.4375C0.25 7.52038 0.282924 7.59987 0.341529 7.65847C0.400134 7.71708 0.47962 7.75 0.5625 7.75H5.5625C5.64538 7.75 5.72487 7.71708 5.78347 7.65847C5.84208 7.59987 5.875 7.52038 5.875 7.4375V5.875H7.4375C7.52038 5.875 7.59987 5.84208 7.65847 5.78347C7.71708 5.72487 7.75 5.64538 7.75 5.5625V0.5625C7.75 0.47962 7.71708 0.400134 7.65847 0.341529C7.59987 0.282924 7.52038 0.25 7.4375 0.25ZM5.25 7.125H0.875V2.75H5.25V7.125ZM7.125 5.25H5.875V2.4375C5.875 2.35462 5.84208 2.27513 5.78347 2.21653C5.72487 2.15792 5.64538 2.125 5.5625 2.125H2.75V0.875H7.125V5.25Z' fill='#464158'/></svg>\";\n",
+       "\n",
+       "                                                    clipboard_div.appendChild(clipboard_img);\n",
+       "                                                    div.appendChild(clipboard_div);\n",
+       "                                                }\n",
+       "                                            } else{\n",
+       "                                                div.classList.add('grid-row','grid-std-cells');\n",
+       "                                                if (item[attr] == null) {\n",
+       "                                                    text = ' '\n",
+       "                                                } else {\n",
+       "                                                    text = String(item[attr])\n",
+       "                                                }\n",
+       "                                                if (text.length > 150){\n",
+       "                                                    text = text.slice(0,150) + \"...\";\n",
+       "                                                }\n",
+       "                                                text = text.replaceAll(\"\\n\", \"</br>\");\n",
+       "                                                div.innerHTML = text;\n",
+       "                                            }\n",
+       "                                            grid.appendChild(div);\n",
+       "                                        }\n",
+       "                                    table_index2becc9f73ad4415eab2f9c5e69d7fe16 = table_index2becc9f73ad4415eab2f9c5e69d7fe16 + 1;\n",
+       "                                    })\n",
+       "                                }\n",
+       "                    }\n",
+       "                    paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16 = paginate2becc9f73ad4415eab2f9c5e69d7fe16(element2becc9f73ad4415eab2f9c5e69d7fe16, page_size2becc9f73ad4415eab2f9c5e69d7fe16)\n",
+       "                    buildGrid2becc9f73ad4415eab2f9c5e69d7fe16(paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16, 1)\n",
+       "                    document.getElementById('total2becc9f73ad4415eab2f9c5e69d7fe16').innerText = \"Total: \" + element2becc9f73ad4415eab2f9c5e69d7fe16.length\n",
+       "                </script>\n",
+       "            </div>\n",
+       "            <div id='pag2becc9f73ad4415eab2f9c5e69d7fe16' class='paginationContainer'>\n",
+       "                <script>\n",
+       "                    function buildPaginationContainer2becc9f73ad4415eab2f9c5e69d7fe16(paginatedElements){\n",
+       "                            let pageContainer = document.getElementById(\"pag2becc9f73ad4415eab2f9c5e69d7fe16\");\n",
+       "                            for (let i = 0; i < paginatedElements.length; i++) {\n",
+       "                                  let div = document.createElement(\"div\");\n",
+       "                                  div.classList.add('page');\n",
+       "                                  if(i===0) div.style.color = \"gray\";\n",
+       "                                  else div.style.color = 'var(--tertiary-color, \"gray\")';\n",
+       "                                  div.onclick = function(event) {\n",
+       "                                      let indexes = document.getElementsByClassName('page');\n",
+       "                                      for (let index of indexes) { index.style.color = 'var(--tertiary-color, \"gray\")' }\n",
+       "                                      event.target.style.color = \"gray\";\n",
+       "                                      setPage2becc9f73ad4415eab2f9c5e69d7fe16(i + 1);\n",
+       "                                  };\n",
+       "                                  div.innerText = i + 1;\n",
+       "                                  pageContainer.appendChild(div);\n",
+       "                            }\n",
+       "                    }\n",
+       "\n",
+       "                    function setPage2becc9f73ad4415eab2f9c5e69d7fe16(newPage){\n",
+       "                        pageIndex = newPage\n",
+       "                        resetById2becc9f73ad4415eab2f9c5e69d7fe16('table2becc9f73ad4415eab2f9c5e69d7fe16')\n",
+       "                        buildGrid2becc9f73ad4415eab2f9c5e69d7fe16(paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16, pageIndex)\n",
+       "                    }\n",
+       "\n",
+       "                    buildPaginationContainer2becc9f73ad4415eab2f9c5e69d7fe16(paginatedElements2becc9f73ad4415eab2f9c5e69d7fe16)\n",
+       "                </script>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "    </div>\n"
+      ],
+      "text/plain": [
+       "[syft.service.job.job_stash.Job]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "job.subjobs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f63089d2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# job.wait().get()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "852360ec",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "starting overlap computation\n",
+      "preparing scenarios and creating indexes\n",
+      "scenario creation progress: 0.90%\n",
+      "Finished creating scenarios (0.2474043369293213s)\n",
+      "Creating indexes\n",
+      "n_gram indexing progress: 0.00%\n",
+      "Finished creating indexes (0.033365488052368164s)\n",
+      "computing overlap\n",
+      "computing overlap progress: 3.83%\n",
+      "Finished computing overlap (0.07294917106628418s)\n",
+      "done\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "job.subjobs[0].logs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "c5de7233",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results = [j.wait().get() for j in job.subjobs]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "4a079df7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "[(defaultdict(&lt;class &#x27;set&#x27;&gt;, {&quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_test_5&quot;: {&#x27;id328&#x27;}, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_valid_5&quot;: {&#x27;id12&#x27;}}), defaultdict(&lt;class &#x27;set&#x27;&gt;, {}), defaultdict(&lt;class &#x27;int&#x27;&gt;, {&quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_train_5&quot;: 5, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_valid_5&quot;: 34, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;philosophy&#x27;}}_test_5&quot;: 311, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_train_5&quot;: 5, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_valid_5&quot;: 14, &quot;{&#x27;class_name&#x27;: &#x27;helm.benchmark.scenarios.mmlu_scenario.MMLUScenario&#x27;, &#x27;args&#x27;: {&#x27;subject&#x27;: &#x27;anatomy&#x27;}}_test_5&quot;: 135}))]"
+      ],
+      "text/plain": [
+       "[(defaultdict(set,\n",
+       "              {\"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_test_5\": {'id328'},\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_valid_5\": {'id12'}}),\n",
+       "  defaultdict(set, {}),\n",
+       "  defaultdict(int,\n",
+       "              {\"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_train_5\": 5,\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_valid_5\": 34,\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'philosophy'}}_test_5\": 311,\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_train_5\": 5,\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_valid_5\": 14,\n",
+       "               \"{'class_name': 'helm.benchmark.scenarios.mmlu_scenario.MMLUScenario', 'args': {'subject': 'anatomy'}}_test_5\": 135}))]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#stats_key_to_input_ids, stats_key_to_reference_ids, stats_key_counts\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "0dcd8d03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# results[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6fe4daea",
+   "metadata": {},
+   "source": [
+    "# Aggregate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d5053b78",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats_key_to_input_ids, stats_key_to_reference_ids, stats_key_counts = zip(*results)\n",
+    "\n",
+    "total_input_ids = defaultdict(set)\n",
+    "total_reference_ids = defaultdict(set)\n",
+    "total_stats_key_counts = defaultdict(int)\n",
+    "\n",
+    "for d in stats_key_counts:\n",
+    "    for key, val in d.items():\n",
+    "        total_stats_key_counts[key] += val\n",
+    "\n",
+    "\n",
+    "for d in stats_key_to_input_ids:\n",
+    "    for key in d:\n",
+    "        new_set = set()\n",
+    "        if key in total_input_ids:\n",
+    "            new_set = total_input_ids[key]\n",
+    "        new_set = new_set.union(d[key])\n",
+    "        total_input_ids[key] = new_set\n",
+    "\n",
+    "for d in stats_key_to_reference_ids:\n",
+    "    for key in d:\n",
+    "        new_set = set()\n",
+    "        if key in total_reference_ids:\n",
+    "            new_set = total_reference_ids[key]\n",
+    "        new_set = total_reference_ids[key].union(d[key])\n",
+    "        total_reference_ids[key] = new_set\n",
+    "\n",
+    "all_data_overlap_stats = []\n",
+    "for stats_key, count in total_stats_key_counts.items():\n",
+    "    data_overlap_stats = {\n",
+    "        'data_overlap_stats_key': None,\n",
+    "        'num_instances': count,\n",
     "        'instance_ids_with_overlapping_input': sorted(total_input_ids[stats_key]),\n",
     "        'instance_ids_with_overlapping_reference': sorted(total_reference_ids[stats_key]),\n",
     "    }\n",
@@ -2130,7 +2760,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 33,
    "id": "9c53c3aa",
    "metadata": {},
    "outputs": [
diff --git a/packages/grid/default.env b/packages/grid/default.env
index 42a7092be24..28d881f8115 100644
--- a/packages/grid/default.env
+++ b/packages/grid/default.env
@@ -27,7 +27,7 @@ TRAEFIK_VERSION=v2.10
 REDIS_VERSION=6.2
 RABBITMQ_VERSION=3
 SEAWEEDFS_VERSION="3.59"
-DOCKER_IMAGE_SEAWEEDFS=chrislusf/seaweedfs
+DOCKER_IMAGE_SEAWEEDFS=openmined/grid-seaweedfs
 VERSION=latest
 VERSION_HASH=unknown
 STACK_API_KEY=""
diff --git a/packages/grid/devspace.yaml b/packages/grid/devspace.yaml
index 92562771d8c..ca55dd09081 100644
--- a/packages/grid/devspace.yaml
+++ b/packages/grid/devspace.yaml
@@ -44,6 +44,16 @@ images:
     tags:
       - dev-latest
       - "${VERSION}"
+  seaweedfs:
+    image: "${CONTAINER_REGISTRY}/${DOCKER_IMAGE_SEAWEEDFS}"
+    buildKit: {}
+    buildArgs:
+      SEAWEEDFS_VERSION: ${SEAWEEDFS_VERSION}
+    dockerfile: ./seaweedfs/seaweedfs.dockerfile
+    context: ./seaweedfs
+    tags:
+      - dev-latest
+      - "${VERSION}"
 
 # This is a list of `deployments` that DevSpace can create for this project
 deployments:
@@ -211,10 +221,7 @@ deployments:
         repo: https://charts.devspace.sh
       values:
         containers:
-          - image: "${DOCKER_IMAGE_SEAWEEDFS}:${SEAWEEDFS_VERSION}"
-            command:
-              - sh
-              - /etc/seaweedfs/start.sh
+          - image: "${CONTAINER_REGISTRY}/${DOCKER_IMAGE_SEAWEEDFS}:${VERSION}"
             env:
               - name: S3_VOLUME_SIZE_MB
                 value: "${S3_VOLUME_SIZE_MB}"
@@ -224,6 +231,8 @@ deployments:
                 value: "${S3_ROOT_PWD}"
               - name: S3_PORT
                 value: "${S3_PORT}"
+              - name: SEAWEED_MOUNT_PORT
+                value: "${SEAWEED_MOUNT_PORT}"
             volumeMounts:
               - containerPath: /etc/seaweedfs/filer.toml
                 volume:
@@ -251,6 +260,7 @@ deployments:
           ports:
             - port: "8888" # filer
             - port: "8333" # S3
+            - port: "4001" # mount azure
 
   frontend:
     helm:
diff --git a/packages/grid/docker-compose.build.yml b/packages/grid/docker-compose.build.yml
index cc967abc40b..2bc853212ab 100644
--- a/packages/grid/docker-compose.build.yml
+++ b/packages/grid/docker-compose.build.yml
@@ -15,10 +15,16 @@ services:
       target: "backend"
     profiles:
       - backend
+
   seaweedfs:
     build:
       context: ${RELATIVE_PATH}./seaweedfs
       dockerfile: seaweedfs.dockerfile
+      args:
+        - SEAWEEDFS_VERSION=${SEAWEEDFS_VERSION}
+    profiles:
+      - blob-storage
+
   worker:
     build:
       context: ${RELATIVE_PATH}../
diff --git a/packages/grid/docker-compose.pull.yml b/packages/grid/docker-compose.pull.yml
index 40812975460..c556030d85d 100644
--- a/packages/grid/docker-compose.pull.yml
+++ b/packages/grid/docker-compose.pull.yml
@@ -7,7 +7,7 @@ services:
   #   image: rabbitmq:${RABBITMQ_VERSION?Variable not Set}${RABBITMQ_MANAGEMENT:-}
 
   seaweedfs:
-    image: "${DOCKER_IMAGE_SEAWEEDFS?Variable not set}:${SEAWEEDFS_VERSION}"
+    image: "${DOCKER_IMAGE_SEAWEEDFS?Variable not set}:${VERSION-latest}"
     profiles:
       - blob-storage
 
diff --git a/packages/grid/docker-compose.yml b/packages/grid/docker-compose.yml
index 12f5ff56300..eee2c05ad19 100644
--- a/packages/grid/docker-compose.yml
+++ b/packages/grid/docker-compose.yml
@@ -236,6 +236,8 @@ services:
       - blob-storage
     depends_on:
       - proxy
+    env_file:
+      - .env
     image: "${DOCKER_IMAGE_SEAWEEDFS?Variable not set}:${VERSION-latest}"
     environment:
       - S3_VOLUME_SIZE_MB=${S3_VOLUME_SIZE_MB:-1024}
@@ -243,10 +245,6 @@ services:
       - S3_ROOT_PWD=${S3_ROOT_PWD:-admin}
       - S3_PORT=${S3_PORT:-8888}
       - SEAWEED_MOUNT_PORT=${SEAWEED_MOUNT_PORT:-4001}
-      - STACK_API_KEY=$STACK_API_KEY
-    entrypoint: ["/bin/sh"]
-    command:
-      - "/start.sh"
     volumes:
       - seaweedfs-data:/data
       - ./seaweedfs/filer.toml:/etc/seaweedfs/filer.toml
diff --git a/packages/grid/helm/manifests.yaml b/packages/grid/helm/manifests.yaml
index 39e9c570a8b..a762b398d48 100644
--- a/packages/grid/helm/manifests.yaml
+++ b/packages/grid/helm/manifests.yaml
@@ -73,7 +73,7 @@ spec:
         - name: NODE_NAME
           value: default_node_name
         - name: NODE_SIDE_TYPE
-          value: ${NODE_SIDE_TYPE}
+          value: high
         - name: STACK_API_KEY
           value: changeme
         - name: PORT
@@ -533,6 +533,10 @@ spec:
     port: 8333
     protocol: TCP
     targetPort: 8333
+  - name: port-2
+    port: 4001
+    protocol: TCP
+    targetPort: 4001
   selector:
     app.kubernetes.io/component: seaweedfs
     app.kubernetes.io/name: devspace-app
@@ -569,9 +573,7 @@ spec:
       affinity: null
       containers:
       - args: null
-        command:
-        - sh
-        - /etc/seaweedfs/start.sh
+        command: null
         env:
         - name: S3_VOLUME_SIZE_MB
           value: '1024'
@@ -581,8 +583,10 @@ spec:
           value: admin
         - name: S3_PORT
           value: '8333'
+        - name: SEAWEED_MOUNT_PORT
+          value: '4001'
         envFrom: null
-        image: chrislusf/seaweedfs:3.59
+        image: docker.io/openmined/grid-seaweedfs:0.8.3-beta.3
         lifecycle: null
         livenessProbe: null
         name: container-0
diff --git a/packages/grid/helm/syft/templates/NOTES.txt b/packages/grid/helm/syft/templates/NOTES.txt
new file mode 100644
index 00000000000..97025355b1d
--- /dev/null
+++ b/packages/grid/helm/syft/templates/NOTES.txt
@@ -0,0 +1,908 @@
+
+    Thank you for installing {{ .Chart.Name }}.
+    Your release is named {{ .Release.Name }}.
+    To learn more about the release, try:
+
+        $ helm status {{ .Release.Name }} -n {{ .Release.Namespace }}
+        $ helm get all {{ .Release.Name }}
+
+
+    Following class versions are either added/removed.
+
+    {
+    "PartialSyftObject": {
+        "1": {
+            "version": 1,
+            "hash": "008917584d8e1c09015cdbef02f59c0622f48e0618877c1b44425c8846befc13",
+            "action": "add"
+        }
+    },
+    "NodeMetadataUpdate": {
+        "1": {
+            "version": 1,
+            "hash": "569d124c23590360bda240c19b53314ccc6204c5d1ab0d2898976a028e002191",
+            "action": "add"
+        }
+    },
+    "NodeMetadata": {
+        "1": {
+            "version": 1,
+            "hash": "6bee018894dfdf697ea624740d0bf051750e0b0d8470ced59646f6d8812068ac",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "f856169fea72486cd436875ce4411ef935da11eb7c5af48121adfa00d4c0cdb6",
+            "action": "add"
+        },
+        "3": {
+            "version": 3,
+            "hash": "3cc67abf394a805066a88aef0bea15bde609b9ecbe7ec15172eac5e7a0b7ef7c",
+            "action": "add"
+        }
+    },
+    "StoreConfig": {
+        "1": {
+            "version": 1,
+            "hash": "17de8875cf590311ddb042140347ffc79d4a85028e504dad178ca4e1237ec861",
+            "action": "add"
+        }
+    },
+    "MongoDict": {
+        "1": {
+            "version": 1,
+            "hash": "640734396edae801e1601fe7777710e67685e552acb0244ad8b4f689599baca9",
+            "action": "add"
+        }
+    },
+    "MongoStoreConfig": {
+        "1": {
+            "version": 1,
+            "hash": "e52aa382e300b0b69aaa2d80aadb4e3a9a3c02b3c741b71d56f959c4d3891ce5",
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+            "hash": "dcc7b44fa5ad22ae0bc576948f856c172dac1e9de2bc8e2a302e428f3309a278",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "2c631121d9211006edab5620b214dea83e2398bee92244d822227ee316647e22",
+            "action": "add"
+        }
+    },
+    "NumpyScalarObject": {
+        "1": {
+            "version": 1,
+            "hash": "5c1b6b6e8ba88bc79e76646d621489b889fe8f9b9fd59f117d594be18a409633",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "0d5d81b9d45c140f6e07b43ed68d31e0ef060d6b4d0431c9b4795997bb35c69d",
+            "action": "add"
+        }
+    },
+    "NumpyBoolObject": {
+        "1": {
+            "version": 1,
+            "hash": "a5c822a6a3ca9eefd6a2b68f7fd0bc614fba7995f6bcc30bdc9dc882296b9b16",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "24839ba1c88ed833a134124750d5f299abcdf318670315028ed87b254f4578b3",
+            "action": "add"
+        }
+    },
+    "PandasDataframeObject": {
+        "1": {
+            "version": 1,
+            "hash": "35058924b3de2e0a604a92f91f4dd2e3cc0dac80c219d34f360e7cedd52f5f4c",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "66729d4ba7a92210d45c5a5c24fbdb4c8e58138a515a7bdb71ac8f6e8b868544",
+            "action": "add"
+        }
+    },
+    "PandasSeriesObject": {
+        "1": {
+            "version": 1,
+            "hash": "2a0d8a55f1c27bd8fccd276cbe01bf272c40cab10417d7027273983fed423caa",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "cb05a714f75b1140a943f56a3622fcc0477b3a1f504cd545a98510959ffe1528",
+            "action": "add"
+        }
+    },
+    "ReplyNotification": {
+        "1": {
+            "version": 1,
+            "hash": "34b2ad522f7406c2486573467d9c7acef5c1063a0d9f2177c3bda2d8c4f87572",
+            "action": "add"
+        }
+    },
+    "Notification": {
+        "1": {
+            "version": 1,
+            "hash": "d13981f721fe2b3e2717640ee07dc716c596e4ecd442461665c3fdab0b85bf0e",
+            "action": "add"
+        }
+    },
+    "CreateNotification": {
+        "1": {
+            "version": 1,
+            "hash": "b1f459de374fe674f873a4a5f3fb8a8aabe0d83faad84a933f0a77dd1141159a",
+            "action": "add"
+        }
+    },
+    "Change": {
+        "1": {
+            "version": 1,
+            "hash": "aefebd1601cf5bfd4817b0db75300a78299cc4949ead735a90873cbd22c8d4bc",
+            "action": "add"
+        }
+    },
+    "ChangeStatus": {
+        "1": {
+            "version": 1,
+            "hash": "627f6f8e42cc285336aa6fd4916285d796140f4ff901487b7cb3907ef0f116a6",
+            "action": "add"
+        }
+    },
+    "ActionStoreChange": {
+        "1": {
+            "version": 1,
+            "hash": "17b865e75eb3fb2693924fb00ba87a25260be45d55a4eb2184c4ead22d787cbe",
+            "action": "add"
+        }
+    },
+    "Request": {
+        "1": {
+            "version": 1,
+            "hash": "e054307eeb7f13683cde9ce7613d5ca2925a13fff7c345b1c9f729a12c955f90",
+            "action": "add"
+        }
+    },
+    "RequestInfo": {
+        "1": {
+            "version": 1,
+            "hash": "b76075c138afc0563ce9ac7f6b1131f048951f7486cd516c02736dc1a2a23639",
+            "action": "add"
+        }
+    },
+    "RequestInfoFilter": {
+        "1": {
+            "version": 1,
+            "hash": "7103abdc464ae71bb746410f5730f55dd8ed82268aa32bbb0a69e0070488a669",
+            "action": "add"
+        }
+    },
+    "SubmitRequest": {
+        "1": {
+            "version": 1,
+            "hash": "96b4ec12beafd9d8a7c97399cb8a23dade4db16d8f521be3fe7b8fec99db5161",
+            "action": "add"
+        }
+    },
+    "ObjectMutation": {
+        "1": {
+            "version": 1,
+            "hash": "0ee3dd38d6df0fe9a19d848e8f3aaaf13a6ba86afe3406c239caed6da185651a",
+            "action": "add"
+        }
+    },
+    "EnumMutation": {
+        "1": {
+            "version": 1,
+            "hash": "4c02f956ec9b973064972cc57fc8dd9c525e683f93f804642b4e1bfee1b62e57",
+            "action": "add"
+        }
+    },
+    "UserCodeStatusChange": {
+        "1": {
+            "version": 1,
+            "hash": "4f5b405cc2b3976ed8f7018df82e873435d9187dff15fa5a23bc85a738969f3f",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "d83e0905ae882c824ba8fbbf455cd3881906bf8b2ebbfff07bcf471ef869cedc",
+            "action": "add"
+        }
+    },
+    "SyftLog": {
+        "1": {
+            "version": 1,
+            "hash": "bd3f62b8fe4b2718a6380c8f05a93c5c40169fc4ab174db291929298e588429e",
+            "action": "add"
+        },
+        "2": {
+            "version": 2,
+            "hash": "d3ce45794da2e6c4b0cef63b98a553525af50c5d9db42d3d64caef3e7d22b4a9",
+            "action": "add"
+        }
+    },
+    "SyftObjectMigrationState": {
+        "1": {
+            "version": 1,
+            "hash": "d3c8126bc15dae4dd243bb035530e3f56cd9e433d403dd6b5f3b45face6d281f",
+            "action": "add"
+        }
+    },
+    "ProjectThreadMessage": {
+        "1": {
+            "version": 1,
+            "hash": "1118e935792e8e54103dbf91fa33edbf192a7767d2b1d4526dfa7d4a643cde2e",
+            "action": "add"
+        }
+    },
+    "ProjectMessage": {
+        "1": {
+            "version": 1,
+            "hash": "55a3a5171b6949372b4125cc461bf39bc998565e07703804fca6c7ef99695ae4",
+            "action": "add"
+        }
+    },
+    "ProjectRequestResponse": {
+        "1": {
+            "version": 1,
+            "hash": "d4c360e845697a0b24695143d0781626cd344cfde43162c90ae90fe67e00ae21",
+            "action": "add"
+        }
+    },
+    "ProjectRequest": {
+        "1": {
+            "version": 1,
+            "hash": "514d189df335c68869eea36befcdcafec74bdc682eaf18871fe879e26da4dbb6",
+            "action": "add"
+        }
+    },
+    "AnswerProjectPoll": {
+        "1": {
+            "version": 1,
+            "hash": "ff2e1ac7bb764c99d646b96eb3ebfbf9311599b7e3be07aa4a4eb4810bb6dd12",
+            "action": "add"
+        }
+    },
+    "ProjectPoll": {
+        "1": {
+            "version": 1,
+            "hash": "b0ac8f1d9c06997374ddbc33fdf1d0af0da15fdb6899f52d91a8574106558964",
+            "action": "add"
+        }
+    },
+    "Project": {
+        "1": {
+            "version": 1,
+            "hash": "ec5b7ac1c92808e266f06b175c6ebcd50be81777ad120c02ce8c6074d0004788",
+            "action": "add"
+        }
+    },
+    "ProjectSubmit": {
+        "1": {
+            "version": 1,
+            "hash": "0374b37779497d7e0b2ffeabc38d35bfbae2ee762a7674a5a8af75e7c5545e61",
+            "action": "add"
+        }
+    },
+    "ContainerImage": {
+        "1": {
+            "version": 1,
+            "hash": "776fc7cf7498b93e656a00fff03b86160d1b63e508e2143ac7932e7e38021b0c",
+            "action": "add"
+        }
+    },
+    "SQLiteStoreConfig": {
+        "1": {
+            "version": 1,
+            "hash": "b656b26c14cf4e97aba702dd62a0927aec7f860c12eed512c2c688e1b7109aa5",
+            "action": "add"
+        }
+    },
+    "Plan": {
+        "1": {
+            "version": 1,
+            "hash": "a0bba2b7792c9e08c453e9e256f0ac6e6185610726566bcd50b057ae83b42d9a",
+            "action": "add"
+        }
+    }
+}
+
+    This means the existing data will be automatically be migrated to
+    their latest class versions during the upgrade.
diff --git a/packages/grid/helm/syft/templates/seaweedfs-service.yaml b/packages/grid/helm/syft/templates/seaweedfs-service.yaml
index a425eccda00..78bccff1967 100644
--- a/packages/grid/helm/syft/templates/seaweedfs-service.yaml
+++ b/packages/grid/helm/syft/templates/seaweedfs-service.yaml
@@ -19,6 +19,10 @@ spec:
     port: 8333
     protocol: TCP
     targetPort: 8333
+  - name: port-2
+    port: 4001
+    protocol: TCP
+    targetPort: 4001
   selector:
     app.kubernetes.io/component: seaweedfs
     app.kubernetes.io/name: devspace-app
diff --git a/packages/grid/helm/syft/templates/seaweedfs-statefulset.yaml b/packages/grid/helm/syft/templates/seaweedfs-statefulset.yaml
index ce32340ac8b..6afc4af8800 100644
--- a/packages/grid/helm/syft/templates/seaweedfs-statefulset.yaml
+++ b/packages/grid/helm/syft/templates/seaweedfs-statefulset.yaml
@@ -30,9 +30,7 @@ spec:
       affinity: null
       containers:
       - args: null
-        command:
-        - sh
-        - /etc/seaweedfs/start.sh
+        command: null
         env:
         - name: S3_VOLUME_SIZE_MB
           value: '1024'
@@ -42,8 +40,10 @@ spec:
           value: admin
         - name: S3_PORT
           value: '8333'
+        - name: SEAWEED_MOUNT_PORT
+          value: '4001'
         envFrom: null
-        image: chrislusf/seaweedfs:3.59
+        image: docker.io/openmined/grid-seaweedfs:0.8.3-beta.3
         lifecycle: null
         livenessProbe: null
         name: container-0
diff --git a/packages/grid/seaweedfs/mount_command.sh b/packages/grid/seaweedfs/mount_command.sh
index 9b4683cc3e5..f9c813ef8d5 100644
--- a/packages/grid/seaweedfs/mount_command.sh
+++ b/packages/grid/seaweedfs/mount_command.sh
@@ -1,9 +1,4 @@
-echo "remote.configure -name=$1 -type=azure -azure.account_name=$2 \
-        -azure.account_key=$5" \
-        | weed shell
-
-echo "s3.bucket.create -name $3" | weed shell
-
-echo "remote.mount -dir=/buckets/$3 -remote=$1/$4" | weed shell
-
+echo "remote.configure -name=$1 -type=azure -azure.account_name=$2 -azure.account_key=$5" | weed shell && \
+echo "s3.bucket.create -name=$3" | weed shell && \
+echo "remote.mount -dir=/buckets/$3 -remote=$1/$4" | weed shell && \
 weed filer.remote.sync
diff --git a/packages/grid/seaweedfs/seaweedfs.dockerfile b/packages/grid/seaweedfs/seaweedfs.dockerfile
index 224041522ca..3982e621c3b 100644
--- a/packages/grid/seaweedfs/seaweedfs.dockerfile
+++ b/packages/grid/seaweedfs/seaweedfs.dockerfile
@@ -1,18 +1,15 @@
-FROM chrislusf/seaweedfs:3.57
+ARG SEAWEEDFS_VERSION
+
+FROM chrislusf/seaweedfs:${SEAWEEDFS_VERSION}
 
 WORKDIR /
 
-RUN apk update && apk upgrade --available
-RUN apk add --no-cache python3 py3-pip ca-certificates bash
+RUN apk update && \
+    apk add --no-cache python3 py3-pip ca-certificates bash
 
-COPY ./requirements.txt /requirements.txt
+COPY requirements.txt app.py /
 RUN pip install --no-cache-dir -r requirements.txt
 
-COPY ./start.sh /start.sh
-COPY ./mount_command.sh /mount_command.sh
-COPY ./app.py /app.py
-
-RUN chmod +x /start.sh
-RUN chmod +x /mount_command.sh
+COPY --chmod=755 start.sh mount_command.sh /
 
-ENTRYPOINT ["bash", "./start.sh"]
+ENTRYPOINT ["/start.sh"]
diff --git a/packages/grid/seaweedfs/start.sh b/packages/grid/seaweedfs/start.sh
index f084ec521d7..7972664b44e 100644
--- a/packages/grid/seaweedfs/start.sh
+++ b/packages/grid/seaweedfs/start.sh
@@ -1,10 +1,7 @@
 #!/usr/bin/env bash
 
-echo "got api key"
-echo ${STACK_API_KEY}
-export STACK_API_KEY=${STACK_API_KEY}
-
+weed server -s3 -s3.port="$S3_PORT" -volume.max=500 -master.volumeSizeLimitMB="$S3_VOLUME_SIZE_MB" &
 echo "s3.configure -access_key $S3_ROOT_USER -secret_key $S3_ROOT_PWD \
--user iam -actions Read,Write,List,Tagging,Admin -apply" | weed shell > /dev/null 2>&1 &
-weed server -s3 -s3.port=$S3_PORT -volume.max=500 -master.volumeSizeLimitMB=$S3_VOLUME_SIZE_MB &
-flask run -p $SEAWEED_MOUNT_PORT --host=0.0.0.0
+-user iam -actions Read,Write,List,Tagging,Admin -apply" | weed shell > /dev/null 2>&1
+
+flask run -p "$SEAWEED_MOUNT_PORT" --host=0.0.0.0
diff --git a/packages/grid/traefik/docker/dynamic.yml b/packages/grid/traefik/docker/dynamic.yml
index 9b8923e386f..cc6a7bb7ee4 100644
--- a/packages/grid/traefik/docker/dynamic.yml
+++ b/packages/grid/traefik/docker/dynamic.yml
@@ -48,14 +48,6 @@ http:
       middlewares:
         - "blob-storage-url"
         - "blob-storage-host"
-    blob-storage-mount:
-      rule: "PathPrefix(`/mount`)"
-      entryPoints:
-        - web
-        - vpn
-      service: "seaweedfsmount"
-      middlewares:
-        - "blob-storage-mount-url"
     vpn:
       rule: "PathPrefix(`/vpn`)"
       entryPoints:
@@ -81,10 +73,6 @@ http:
       stripprefix:
         prefixes: /blob
         forceslash: true
-    blob-storage-mount-url:
-      stripprefix:
-        prefixes: /mount
-        forceslash: true
     vpn-url:
       stripprefix:
         prefixes: /vpn