From edd25d5e41e69a85fa9cbed23ad8ccb3479448d7 Mon Sep 17 00:00:00 2001
From: Koen van der Veen <koenlennartvanderveen@gmail.com>
Date: Fri, 15 Dec 2023 15:01:35 +0000
Subject: [PATCH] fix read

---
 notebooks/helm/helm-syft.ipynb                | 933 +++---------------
 .../src/syft/store/blob_storage/__init__.py   |   9 +-
 2 files changed, 155 insertions(+), 787 deletions(-)

diff --git a/notebooks/helm/helm-syft.ipynb b/notebooks/helm/helm-syft.ipynb
index 18c3ea9b326..5e20747f873 100644
--- a/notebooks/helm/helm-syft.ipynb
+++ b/notebooks/helm/helm-syft.ipynb
@@ -4,15 +4,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "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",
     "from syft.store.blob_storage import BlobStorageConfig, BlobStorageClientConfig\n",
@@ -97,15 +89,15 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "blob_config = BlobStorageConfig(client_type=SeaweedFSClient,\n",
-    "                                client_config=SeaweedFSClientConfig(host=\"http://0.0.0.0\",\n",
-    "                                                                    port=\"8333\",\n",
-    "                                                                    access_key=\"admin\",\n",
-    "                                                                    secret_key=\"admin\",\n",
-    "                                                                    bucket_name=\"test_bucket\",\n",
-    "                                                                    region=\"us-east-1\"\n",
-    "                                                                   )\n",
-    ")"
+    "# blob_config = BlobStorageConfig(client_type=SeaweedFSClient,\n",
+    "#                                 client_config=SeaweedFSClientConfig(host=\"http://0.0.0.0\",\n",
+    "#                                                                     port=\"8333\",\n",
+    "#                                                                     access_key=\"admin\",\n",
+    "#                                                                     secret_key=\"admin\",\n",
+    "#                                                                     bucket_name=\"test_bucket\",\n",
+    "#                                                                     region=\"us-east-1\"\n",
+    "#                                                                    )\n",
+    "# )"
    ]
   },
   {
@@ -114,7 +106,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "node.python_node.init_blob_storage(blob_config)"
+    "# node.python_node.init_blob_storage(blob_config)"
    ]
   },
   {
@@ -144,7 +136,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# scenario_objs[0]"
+    "input_files = ActionObject.from_obj([\n",
+    "    BlobFile.upload_from_path(\"short_input.jsonl\", client)\n",
+    "])"
    ]
   },
   {
@@ -153,9 +147,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_files = ActionObject.from_obj([\n",
-    "    BlobFile.upload_from_path(\"short_input.jsonl\", client)\n",
-    "])"
+    "input_files_ptr = input_files.send(client)"
    ]
   },
   {
@@ -169,7 +161,12 @@
     "    asset_list=[\n",
     "        sy.Asset(\n",
     "            name=\"helm train data\",\n",
-    "            data=input_files,\n",
+    "            data=input_files_ptr,\n",
+    "            mock=sy.ActionObject.empty()\n",
+    "        ),\n",
+    "        sy.Asset(\n",
+    "            name=\"helm test data\",\n",
+    "            data=scenario_files_ptr,\n",
     "            mock=sy.ActionObject.empty()\n",
     "        )\n",
     "    ]\n",
@@ -185,14 +182,22 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  6.80it/s]\n"
+      " 50%|██████████████████████████▌                          | 1/2 [00:00<00:00,  5.07it/s]"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Uploading: helm train data\n"
+      "Uploading: helm train data\n",
+      "Uploading: helm test data\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████████████████████████| 2/2 [00:00<00:00,  5.12it/s]\n"
      ]
     },
     {
@@ -222,6 +227,15 @@
     "input_files_asset = client.datasets[\"Helm dataset\"].assets[0]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scenario_files_asset = client.datasets[\"Helm dataset\"].assets[1]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -231,7 +245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -337,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -349,7 +363,7 @@
        "SyftSuccess: User Code Submitted"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -360,7 +374,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -377,7 +391,7 @@
     }
    ],
    "source": [
-    "@sy.syft_function_single_use(input_files=input_files_asset, scenario_files=scenario_files_ptr)\n",
+    "@sy.syft_function_single_use(input_files=input_files_asset, scenario_files=scenario_files_asset)\n",
     "def main_function(domain, input_files, scenario_files):\n",
     "    N = [5, 9, 13]\n",
     "    jobs = []\n",
@@ -396,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -409,13 +423,13 @@
     {
      "data": {
       "text/html": [
-       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Request 5569f1e0d1de42748b2962456d3a3609 changes applied</div><br />"
+       "<div class=\"alert-success\" style=\"padding:5px;\"><strong>SyftSuccess</strong>: Request 5bcfb440f8ba41699e7f2275fb2e48aa changes applied</div><br />"
       ],
       "text/plain": [
-       "SyftSuccess: Request 5569f1e0d1de42748b2962456d3a3609 changes applied"
+       "SyftSuccess: Request 5bcfb440f8ba41699e7f2275fb2e48aa changes applied"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -427,20 +441,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "27/11/23 13:16:36 FUNCTION LOG (6758c7aab545457dbb249f9f4c0f7391): starting overlap computation\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "job = client.code.main_function(input_files=input_files_asset,\n",
-    "                                scenario_files=scenario_files_ptr,\n",
+    "                                scenario_files=scenario_files_asset,\n",
     "                                blocking=False)"
    ]
   },
@@ -453,7 +459,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -461,14 +467,13 @@
       "text/markdown": [
        "```python\n",
        "class Job:\n",
-       "    id: UID = a087f43d9b23419aa8c4045337ba1ab9\n",
-       "    status: completed\n",
+       "    id: UID = 5d6d06e16f894361b07eaa4321a1f205\n",
+       "    status: created\n",
        "    has_parent: False\n",
        "    result: ActionDataEmpty <None>\n",
        "    logs:\n",
        "\n",
        "0 \n",
-       "JOB COMPLETED\n",
        "    \n",
        "```"
       ],
@@ -476,7 +481,7 @@
        "syft.service.job.job_stash.Job"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -487,7 +492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -696,7 +701,7 @@
        "        flex-grow: 0;\n",
        "    }\n",
        "\n",
-       "    .grid-table52fd8ebdcfe645b4bda3cdb0f792f451 {\n",
+       "    .grid-tablefd8b10a5b6ae4e37ab40e44e0e672e2a {\n",
        "        display:grid;\n",
        "        grid-template-columns: 1fr repeat(28, 1fr);\n",
        "        grid-template-rows: repeat(2, 1fr);\n",
@@ -868,25 +873,25 @@
        "            <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-menu52fd8ebdcfe645b4bda3cdb0f792f451' class=\"syft-dropdown\" onclick=\"{\n",
-       "                            let doc = document.getElementById('search-dropdown-content52fd8ebdcfe645b4bda3cdb0f792f451')\n",
+       "                        <div id='search-menufd8b10a5b6ae4e37ab40e44e0e672e2a' class=\"syft-dropdown\" onclick=\"{\n",
+       "                            let doc = document.getElementById('search-dropdown-contentfd8b10a5b6ae4e37ab40e44e0e672e2a')\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-content52fd8ebdcfe645b4bda3cdb0f792f451' class='syft-dropdown-content'></div>\n",
+       "                            <div id='search-dropdown-contentfd8b10a5b6ae4e37ab40e44e0e672e2a' class='syft-dropdown-content'></div>\n",
        "                            <script>\n",
-       "                                var element52fd8ebdcfe645b4bda3cdb0f792f451 = [{\"id\": {\"value\": \"6758c7aab545457dbb249f9f4c0f7391\", \"type\": \"clipboard\"}, \"status\": \"compute_document_data_overlap: processing\", \"progress\": \"\", \"eta\": null, \"created\": \"2023-11-27 13:16:36 by info@openmined.org\", \"logs\": \"starting overlap computation\\n\", \"subjobs\": 0}]\n",
-       "                                var page_size52fd8ebdcfe645b4bda3cdb0f792f451 = 1\n",
-       "                                var pageIndex52fd8ebdcfe645b4bda3cdb0f792f451 = 1\n",
-       "                                var paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451 = []\n",
-       "                                var activeFilter52fd8ebdcfe645b4bda3cdb0f792f451;\n",
+       "                                var elementfd8b10a5b6ae4e37ab40e44e0e672e2a = [{\"id\": {\"value\": \"d4989850aca04212a7c0b1ed437387c7\", \"type\": \"clipboard\"}, \"status\": \"compute_document_data_overlap: processing\", \"progress\": \"\", \"eta\": null, \"created\": \"2023-12-15 14:59:39 by info@openmined.org\", \"logs\": \"... (3 lines)\\npreparing scenarios and creating indexes\\n\", \"subjobs\": 0}]\n",
+       "                                var page_sizefd8b10a5b6ae4e37ab40e44e0e672e2a = 1\n",
+       "                                var pageIndexfd8b10a5b6ae4e37ab40e44e0e672e2a = 1\n",
+       "                                var paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a = []\n",
+       "                                var activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a;\n",
        "\n",
        "                                function buildDropDownMenu(elements){\n",
        "                                    let init_filter;\n",
-       "                                    let menu = document.getElementById('search-dropdown-content52fd8ebdcfe645b4bda3cdb0f792f451')\n",
+       "                                    let menu = document.getElementById('search-dropdown-contentfd8b10a5b6ae4e37ab40e44e0e672e2a')\n",
        "                                    if (elements.length > 0) {\n",
        "                                        let sample = elements[0]\n",
        "                                        for (const attr in sample) {\n",
@@ -896,10 +901,10 @@
        "                                            let content = document.createElement('div');\n",
        "                                            content.onclick = function(event) {\n",
        "                                                event.stopPropagation()\n",
-       "                                                document.getElementById('menu-active-filter52fd8ebdcfe645b4bda3cdb0f792f451').innerText = attr;\n",
-       "                                                activeFilter52fd8ebdcfe645b4bda3cdb0f792f451 = attr;\n",
+       "                                                document.getElementById('menu-active-filterfd8b10a5b6ae4e37ab40e44e0e672e2a').innerText = attr;\n",
+       "                                                activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a = attr;\n",
        "                                                document.getElementById(\n",
-       "                                                    'search-dropdown-content52fd8ebdcfe645b4bda3cdb0f792f451'\n",
+       "                                                    'search-dropdown-contentfd8b10a5b6ae4e37ab40e44e0e672e2a'\n",
        "                                                ).style.display= 'none';\n",
        "                                            }\n",
        "                                            content.classList.add(\"dd-options\");\n",
@@ -909,30 +914,30 @@
        "                                    } else {\n",
        "                                        let init_filter = '---'\n",
        "                                    }\n",
-       "                                    let dropdown_field = document.getElementById('search-menu52fd8ebdcfe645b4bda3cdb0f792f451')\n",
+       "                                    let dropdown_field = document.getElementById('search-menufd8b10a5b6ae4e37ab40e44e0e672e2a')\n",
        "                                    let span = document.createElement('span')\n",
-       "                                    span.setAttribute('id', 'menu-active-filter52fd8ebdcfe645b4bda3cdb0f792f451')\n",
+       "                                    span.setAttribute('id', 'menu-active-filterfd8b10a5b6ae4e37ab40e44e0e672e2a')\n",
        "                                    span.innerText = init_filter\n",
-       "                                    activeFilter52fd8ebdcfe645b4bda3cdb0f792f451 = init_filter;\n",
+       "                                    activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a = init_filter;\n",
        "                                    dropdown_field.appendChild(span)\n",
        "                                }\n",
        "\n",
-       "                                buildDropDownMenu(element52fd8ebdcfe645b4bda3cdb0f792f451)\n",
+       "                                buildDropDownMenu(elementfd8b10a5b6ae4e37ab40e44e0e672e2a)\n",
        "                            </script>\n",
        "                        </div>\n",
-       "                        <input id='searchKey52fd8ebdcfe645b4bda3cdb0f792f451' class='search-input' placeholder='Enter search here ...'  />\n",
+       "                        <input id='searchKeyfd8b10a5b6ae4e37ab40e44e0e672e2a' class='search-input' placeholder='Enter search here ...'  />\n",
        "                    </div>\n",
-       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid52fd8ebdcfe645b4bda3cdb0f792f451(element52fd8ebdcfe645b4bda3cdb0f792f451)\">\n",
+       "                    <button class='search-button' type=\"button\" onclick=\"searchGridfd8b10a5b6ae4e37ab40e44e0e672e2a(elementfd8b10a5b6ae4e37ab40e44e0e672e2a)\">\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='total52fd8ebdcfe645b4bda3cdb0f792f451'>0</h4></div>\n",
+       "                <div><h4 id='totalfd8b10a5b6ae4e37ab40e44e0e672e2a'>0</h4></div>\n",
        "            </div>\n",
-       "            <div id='table52fd8ebdcfe645b4bda3cdb0f792f451' class='grid-table52fd8ebdcfe645b4bda3cdb0f792f451' style='margin-top: 25px;'>\n",
+       "            <div id='tablefd8b10a5b6ae4e37ab40e44e0e672e2a' class='grid-tablefd8b10a5b6ae4e37ab40e44e0e672e2a' style='margin-top: 25px;'>\n",
        "                <script>\n",
-       "                    function paginate52fd8ebdcfe645b4bda3cdb0f792f451(arr, size) {\n",
+       "                    function paginatefd8b10a5b6ae4e37ab40e44e0e672e2a(arr, size) {\n",
        "                        const res = [];\n",
        "                        for (let i = 0; i < arr.length; i += size) {\n",
        "                            const chunk = arr.slice(i, i + size);\n",
@@ -942,44 +947,44 @@
        "                        return res;\n",
        "                    }\n",
        "\n",
-       "                    function searchGrid52fd8ebdcfe645b4bda3cdb0f792f451(elements){\n",
-       "                        let searchKey = document.getElementById('searchKey52fd8ebdcfe645b4bda3cdb0f792f451').value;\n",
+       "                    function searchGridfd8b10a5b6ae4e37ab40e44e0e672e2a(elements){\n",
+       "                        let searchKey = document.getElementById('searchKeyfd8b10a5b6ae4e37ab40e44e0e672e2a').value;\n",
        "                        let result;\n",
        "                        if (searchKey === ''){\n",
        "                            result = elements;\n",
        "                        } else {\n",
        "                            result = elements.filter((element) => {\n",
-       "                                let property = element[activeFilter52fd8ebdcfe645b4bda3cdb0f792f451]\n",
+       "                                let property = element[activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a]\n",
        "                                if (typeof property === 'object' && property !== null){\n",
        "                                    return property.value.toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (typeof property === 'string' ) {\n",
-       "                                    return element[activeFilter52fd8ebdcfe645b4bda3cdb0f792f451].toLowerCase().includes(searchKey.toLowerCase());\n",
+       "                                    return element[activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a].toLowerCase().includes(searchKey.toLowerCase());\n",
        "                                } else if (property !== null ) {\n",
-       "                                    return element[activeFilter52fd8ebdcfe645b4bda3cdb0f792f451].toString() === searchKey;\n",
+       "                                    return element[activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a].toString() === searchKey;\n",
        "                                } else {\n",
-       "                                    return element[activeFilter52fd8ebdcfe645b4bda3cdb0f792f451] === searchKey;\n",
+       "                                    return element[activeFilterfd8b10a5b6ae4e37ab40e44e0e672e2a] === searchKey;\n",
        "                                }\n",
        "                            } );\n",
        "                        }\n",
-       "                        resetById52fd8ebdcfe645b4bda3cdb0f792f451('table52fd8ebdcfe645b4bda3cdb0f792f451');\n",
-       "                        resetById52fd8ebdcfe645b4bda3cdb0f792f451('pag52fd8ebdcfe645b4bda3cdb0f792f451');\n",
-       "                        result = paginate52fd8ebdcfe645b4bda3cdb0f792f451(result, page_size52fd8ebdcfe645b4bda3cdb0f792f451)\n",
-       "                        paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451 = result\n",
-       "                        buildGrid52fd8ebdcfe645b4bda3cdb0f792f451(result,pageIndex52fd8ebdcfe645b4bda3cdb0f792f451);\n",
-       "                        buildPaginationContainer52fd8ebdcfe645b4bda3cdb0f792f451(result);\n",
+       "                        resetByIdfd8b10a5b6ae4e37ab40e44e0e672e2a('tablefd8b10a5b6ae4e37ab40e44e0e672e2a');\n",
+       "                        resetByIdfd8b10a5b6ae4e37ab40e44e0e672e2a('pagfd8b10a5b6ae4e37ab40e44e0e672e2a');\n",
+       "                        result = paginatefd8b10a5b6ae4e37ab40e44e0e672e2a(result, page_sizefd8b10a5b6ae4e37ab40e44e0e672e2a)\n",
+       "                        paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a = result\n",
+       "                        buildGridfd8b10a5b6ae4e37ab40e44e0e672e2a(result,pageIndexfd8b10a5b6ae4e37ab40e44e0e672e2a);\n",
+       "                        buildPaginationContainerfd8b10a5b6ae4e37ab40e44e0e672e2a(result);\n",
        "                    }\n",
        "\n",
-       "                    function resetById52fd8ebdcfe645b4bda3cdb0f792f451(id){\n",
+       "                    function resetByIdfd8b10a5b6ae4e37ab40e44e0e672e2a(id){\n",
        "                        let element = document.getElementById(id);\n",
        "                        while (element.firstChild) {\n",
        "                          element.removeChild(element.firstChild);\n",
        "                        }\n",
        "                    }\n",
        "\n",
-       "                    function buildGrid52fd8ebdcfe645b4bda3cdb0f792f451(items, pageIndex){\n",
-       "                                let headers = Object.keys(element52fd8ebdcfe645b4bda3cdb0f792f451[0]);\n",
+       "                    function buildGridfd8b10a5b6ae4e37ab40e44e0e672e2a(items, pageIndex){\n",
+       "                                let headers = Object.keys(elementfd8b10a5b6ae4e37ab40e44e0e672e2a[0]);\n",
        "\n",
-       "                                let grid = document.getElementById(\"table52fd8ebdcfe645b4bda3cdb0f792f451\");\n",
+       "                                let grid = document.getElementById(\"tablefd8b10a5b6ae4e37ab40e44e0e672e2a\");\n",
        "                                let div = document.createElement(\"div\");\n",
        "                                div.classList.add('grid-header', 'grid-index-cells');\n",
        "                                grid.appendChild(div);\n",
@@ -993,13 +998,13 @@
        "\n",
        "                                let page = items[pageIndex -1]\n",
        "                                if (page !== 'undefine'){\n",
-       "                                    let table_index52fd8ebdcfe645b4bda3cdb0f792f451 = ((pageIndex - 1) * page_size52fd8ebdcfe645b4bda3cdb0f792f451)\n",
+       "                                    let table_indexfd8b10a5b6ae4e37ab40e44e0e672e2a = ((pageIndex - 1) * page_sizefd8b10a5b6ae4e37ab40e44e0e672e2a)\n",
        "                                    page.forEach((item) => {\n",
-       "                                        let grid = document.getElementById(\"table52fd8ebdcfe645b4bda3cdb0f792f451\");\n",
+       "                                        let grid = document.getElementById(\"tablefd8b10a5b6ae4e37ab40e44e0e672e2a\");\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_index52fd8ebdcfe645b4bda3cdb0f792f451;\n",
+       "                                        divIndex.innerText = table_indexfd8b10a5b6ae4e37ab40e44e0e672e2a;\n",
        "                                        grid.appendChild(divIndex);\n",
        "\n",
        "                                        // Iterate over the actual obj\n",
@@ -1057,19 +1062,19 @@
        "                                            }\n",
        "                                            grid.appendChild(div);\n",
        "                                        }\n",
-       "                                    table_index52fd8ebdcfe645b4bda3cdb0f792f451 = table_index52fd8ebdcfe645b4bda3cdb0f792f451 + 1;\n",
+       "                                    table_indexfd8b10a5b6ae4e37ab40e44e0e672e2a = table_indexfd8b10a5b6ae4e37ab40e44e0e672e2a + 1;\n",
        "                                    })\n",
        "                                }\n",
        "                    }\n",
-       "                    paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451 = paginate52fd8ebdcfe645b4bda3cdb0f792f451(element52fd8ebdcfe645b4bda3cdb0f792f451, page_size52fd8ebdcfe645b4bda3cdb0f792f451)\n",
-       "                    buildGrid52fd8ebdcfe645b4bda3cdb0f792f451(paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451, 1)\n",
-       "                    document.getElementById('total52fd8ebdcfe645b4bda3cdb0f792f451').innerText = \"Total: \" + element52fd8ebdcfe645b4bda3cdb0f792f451.length\n",
+       "                    paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a = paginatefd8b10a5b6ae4e37ab40e44e0e672e2a(elementfd8b10a5b6ae4e37ab40e44e0e672e2a, page_sizefd8b10a5b6ae4e37ab40e44e0e672e2a)\n",
+       "                    buildGridfd8b10a5b6ae4e37ab40e44e0e672e2a(paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a, 1)\n",
+       "                    document.getElementById('totalfd8b10a5b6ae4e37ab40e44e0e672e2a').innerText = \"Total: \" + elementfd8b10a5b6ae4e37ab40e44e0e672e2a.length\n",
        "                </script>\n",
        "            </div>\n",
-       "            <div id='pag52fd8ebdcfe645b4bda3cdb0f792f451' class='paginationContainer'>\n",
+       "            <div id='pagfd8b10a5b6ae4e37ab40e44e0e672e2a' class='paginationContainer'>\n",
        "                <script>\n",
-       "                    function buildPaginationContainer52fd8ebdcfe645b4bda3cdb0f792f451(paginatedElements){\n",
-       "                            let pageContainer = document.getElementById(\"pag52fd8ebdcfe645b4bda3cdb0f792f451\");\n",
+       "                    function buildPaginationContainerfd8b10a5b6ae4e37ab40e44e0e672e2a(paginatedElements){\n",
+       "                            let pageContainer = document.getElementById(\"pagfd8b10a5b6ae4e37ab40e44e0e672e2a\");\n",
        "                            for (let i = 0; i < paginatedElements.length; i++) {\n",
        "                                  let div = document.createElement(\"div\");\n",
        "                                  div.classList.add('page');\n",
@@ -1079,20 +1084,20 @@
        "                                      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",
-       "                                      setPage52fd8ebdcfe645b4bda3cdb0f792f451(i + 1);\n",
+       "                                      setPagefd8b10a5b6ae4e37ab40e44e0e672e2a(i + 1);\n",
        "                                  };\n",
        "                                  div.innerText = i + 1;\n",
        "                                  pageContainer.appendChild(div);\n",
        "                            }\n",
        "                    }\n",
        "\n",
-       "                    function setPage52fd8ebdcfe645b4bda3cdb0f792f451(newPage){\n",
+       "                    function setPagefd8b10a5b6ae4e37ab40e44e0e672e2a(newPage){\n",
        "                        pageIndex = newPage\n",
-       "                        resetById52fd8ebdcfe645b4bda3cdb0f792f451('table52fd8ebdcfe645b4bda3cdb0f792f451')\n",
-       "                        buildGrid52fd8ebdcfe645b4bda3cdb0f792f451(paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451, pageIndex)\n",
+       "                        resetByIdfd8b10a5b6ae4e37ab40e44e0e672e2a('tablefd8b10a5b6ae4e37ab40e44e0e672e2a')\n",
+       "                        buildGridfd8b10a5b6ae4e37ab40e44e0e672e2a(paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a, pageIndex)\n",
        "                    }\n",
        "\n",
-       "                    buildPaginationContainer52fd8ebdcfe645b4bda3cdb0f792f451(paginatedElements52fd8ebdcfe645b4bda3cdb0f792f451)\n",
+       "                    buildPaginationContainerfd8b10a5b6ae4e37ab40e44e0e672e2a(paginatedElementsfd8b10a5b6ae4e37ab40e44e0e672e2a)\n",
        "                </script>\n",
        "            </div>\n",
        "        </div>\n",
@@ -1103,7 +1108,7 @@
        "[syft.service.job.job_stash.Job]"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1114,680 +1119,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\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-table118c4f486aba4f2e90d7c4e590494e0d {\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-menu118c4f486aba4f2e90d7c4e590494e0d' class=\"syft-dropdown\" onclick=\"{\n",
-       "                            let doc = document.getElementById('search-dropdown-content118c4f486aba4f2e90d7c4e590494e0d')\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-content118c4f486aba4f2e90d7c4e590494e0d' class='syft-dropdown-content'></div>\n",
-       "                            <script>\n",
-       "                                var element118c4f486aba4f2e90d7c4e590494e0d = [{\"id\": {\"value\": \"9a638fb9c8f24886b0f208a42acc658c\", \"type\": \"clipboard\"}, \"status\": \"main_function: errored\", \"progress\": \"\", \"eta\": null, \"created\": \"2023-11-27 13:16:03 by info@openmined.org\", \"logs\": \"\\nUserCodeStatus.DENIED: Function has no output policy\", \"subjobs\": 0}, {\"id\": {\"value\": \"a087f43d9b23419aa8c4045337ba1ab9\", \"type\": \"clipboard\"}, \"status\": \"main_function: completed\", \"progress\": \"\", \"eta\": null, \"created\": \"2023-11-27 13:16:35 by info@openmined.org\", \"logs\": \"\", \"subjobs\": 1}, {\"id\": {\"value\": \"6758c7aab545457dbb249f9f4c0f7391\", \"type\": \"clipboard\"}, \"status\": \"compute_document_data_overlap: processing\", \"progress\": \"\", \"eta\": null, \"created\": \"2023-11-27 13:16:36 by info@openmined.org\", \"logs\": \"starting overlap computation\\n\", \"subjobs\": 0}]\n",
-       "                                var page_size118c4f486aba4f2e90d7c4e590494e0d = 3\n",
-       "                                var pageIndex118c4f486aba4f2e90d7c4e590494e0d = 1\n",
-       "                                var paginatedElements118c4f486aba4f2e90d7c4e590494e0d = []\n",
-       "                                var activeFilter118c4f486aba4f2e90d7c4e590494e0d;\n",
-       "\n",
-       "                                function buildDropDownMenu(elements){\n",
-       "                                    let init_filter;\n",
-       "                                    let menu = document.getElementById('search-dropdown-content118c4f486aba4f2e90d7c4e590494e0d')\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-filter118c4f486aba4f2e90d7c4e590494e0d').innerText = attr;\n",
-       "                                                activeFilter118c4f486aba4f2e90d7c4e590494e0d = attr;\n",
-       "                                                document.getElementById(\n",
-       "                                                    'search-dropdown-content118c4f486aba4f2e90d7c4e590494e0d'\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-menu118c4f486aba4f2e90d7c4e590494e0d')\n",
-       "                                    let span = document.createElement('span')\n",
-       "                                    span.setAttribute('id', 'menu-active-filter118c4f486aba4f2e90d7c4e590494e0d')\n",
-       "                                    span.innerText = init_filter\n",
-       "                                    activeFilter118c4f486aba4f2e90d7c4e590494e0d = init_filter;\n",
-       "                                    dropdown_field.appendChild(span)\n",
-       "                                }\n",
-       "\n",
-       "                                buildDropDownMenu(element118c4f486aba4f2e90d7c4e590494e0d)\n",
-       "                            </script>\n",
-       "                        </div>\n",
-       "                        <input id='searchKey118c4f486aba4f2e90d7c4e590494e0d' class='search-input' placeholder='Enter search here ...'  />\n",
-       "                    </div>\n",
-       "                    <button class='search-button' type=\"button\" onclick=\"searchGrid118c4f486aba4f2e90d7c4e590494e0d(element118c4f486aba4f2e90d7c4e590494e0d)\">\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='total118c4f486aba4f2e90d7c4e590494e0d'>0</h4></div>\n",
-       "            </div>\n",
-       "            <div id='table118c4f486aba4f2e90d7c4e590494e0d' class='grid-table118c4f486aba4f2e90d7c4e590494e0d' style='margin-top: 25px;'>\n",
-       "                <script>\n",
-       "                    function paginate118c4f486aba4f2e90d7c4e590494e0d(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 searchGrid118c4f486aba4f2e90d7c4e590494e0d(elements){\n",
-       "                        let searchKey = document.getElementById('searchKey118c4f486aba4f2e90d7c4e590494e0d').value;\n",
-       "                        let result;\n",
-       "                        if (searchKey === ''){\n",
-       "                            result = elements;\n",
-       "                        } else {\n",
-       "                            result = elements.filter((element) => {\n",
-       "                                let property = element[activeFilter118c4f486aba4f2e90d7c4e590494e0d]\n",
-       "                                if (typeof property === 'object' && property !== null){\n",
-       "                                    return property.value.toLowerCase().includes(searchKey.toLowerCase());\n",
-       "                                } else if (typeof property === 'string' ) {\n",
-       "                                    return element[activeFilter118c4f486aba4f2e90d7c4e590494e0d].toLowerCase().includes(searchKey.toLowerCase());\n",
-       "                                } else if (property !== null ) {\n",
-       "                                    return element[activeFilter118c4f486aba4f2e90d7c4e590494e0d].toString() === searchKey;\n",
-       "                                } else {\n",
-       "                                    return element[activeFilter118c4f486aba4f2e90d7c4e590494e0d] === searchKey;\n",
-       "                                }\n",
-       "                            } );\n",
-       "                        }\n",
-       "                        resetById118c4f486aba4f2e90d7c4e590494e0d('table118c4f486aba4f2e90d7c4e590494e0d');\n",
-       "                        resetById118c4f486aba4f2e90d7c4e590494e0d('pag118c4f486aba4f2e90d7c4e590494e0d');\n",
-       "                        result = paginate118c4f486aba4f2e90d7c4e590494e0d(result, page_size118c4f486aba4f2e90d7c4e590494e0d)\n",
-       "                        paginatedElements118c4f486aba4f2e90d7c4e590494e0d = result\n",
-       "                        buildGrid118c4f486aba4f2e90d7c4e590494e0d(result,pageIndex118c4f486aba4f2e90d7c4e590494e0d);\n",
-       "                        buildPaginationContainer118c4f486aba4f2e90d7c4e590494e0d(result);\n",
-       "                    }\n",
-       "\n",
-       "                    function resetById118c4f486aba4f2e90d7c4e590494e0d(id){\n",
-       "                        let element = document.getElementById(id);\n",
-       "                        while (element.firstChild) {\n",
-       "                          element.removeChild(element.firstChild);\n",
-       "                        }\n",
-       "                    }\n",
-       "\n",
-       "                    function buildGrid118c4f486aba4f2e90d7c4e590494e0d(items, pageIndex){\n",
-       "                                let headers = Object.keys(element118c4f486aba4f2e90d7c4e590494e0d[0]);\n",
-       "\n",
-       "                                let grid = document.getElementById(\"table118c4f486aba4f2e90d7c4e590494e0d\");\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_index118c4f486aba4f2e90d7c4e590494e0d = ((pageIndex - 1) * page_size118c4f486aba4f2e90d7c4e590494e0d)\n",
-       "                                    page.forEach((item) => {\n",
-       "                                        let grid = document.getElementById(\"table118c4f486aba4f2e90d7c4e590494e0d\");\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_index118c4f486aba4f2e90d7c4e590494e0d;\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_index118c4f486aba4f2e90d7c4e590494e0d = table_index118c4f486aba4f2e90d7c4e590494e0d + 1;\n",
-       "                                    })\n",
-       "                                }\n",
-       "                    }\n",
-       "                    paginatedElements118c4f486aba4f2e90d7c4e590494e0d = paginate118c4f486aba4f2e90d7c4e590494e0d(element118c4f486aba4f2e90d7c4e590494e0d, page_size118c4f486aba4f2e90d7c4e590494e0d)\n",
-       "                    buildGrid118c4f486aba4f2e90d7c4e590494e0d(paginatedElements118c4f486aba4f2e90d7c4e590494e0d, 1)\n",
-       "                    document.getElementById('total118c4f486aba4f2e90d7c4e590494e0d').innerText = \"Total: \" + element118c4f486aba4f2e90d7c4e590494e0d.length\n",
-       "                </script>\n",
-       "            </div>\n",
-       "            <div id='pag118c4f486aba4f2e90d7c4e590494e0d' class='paginationContainer'>\n",
-       "                <script>\n",
-       "                    function buildPaginationContainer118c4f486aba4f2e90d7c4e590494e0d(paginatedElements){\n",
-       "                            let pageContainer = document.getElementById(\"pag118c4f486aba4f2e90d7c4e590494e0d\");\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",
-       "                                      setPage118c4f486aba4f2e90d7c4e590494e0d(i + 1);\n",
-       "                                  };\n",
-       "                                  div.innerText = i + 1;\n",
-       "                                  pageContainer.appendChild(div);\n",
-       "                            }\n",
-       "                    }\n",
-       "\n",
-       "                    function setPage118c4f486aba4f2e90d7c4e590494e0d(newPage){\n",
-       "                        pageIndex = newPage\n",
-       "                        resetById118c4f486aba4f2e90d7c4e590494e0d('table118c4f486aba4f2e90d7c4e590494e0d')\n",
-       "                        buildGrid118c4f486aba4f2e90d7c4e590494e0d(paginatedElements118c4f486aba4f2e90d7c4e590494e0d, pageIndex)\n",
-       "                    }\n",
-       "\n",
-       "                    buildPaginationContainer118c4f486aba4f2e90d7c4e590494e0d(paginatedElements118c4f486aba4f2e90d7c4e590494e0d)\n",
-       "                </script>\n",
-       "            </div>\n",
-       "        </div>\n",
-       "    </div>\n",
-       "    </div>\n"
-      ],
-      "text/plain": [
-       "<syft.client.api.APIModule at 0x7fad9b63d850>"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "27/11/23 13:16:41 FUNCTION LOG (6758c7aab545457dbb249f9f4c0f7391): preparing scenarios and creating indexes\n",
-      "27/11/23 13:16:41 FUNCTION LOG (6758c7aab545457dbb249f9f4c0f7391): computing overlap\n"
-     ]
-    }
-   ],
-   "source": [
-    "client.jobs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "starting overlap computation\n",
-      "preparing scenarios and creating indexes\n",
-      "computing overlap\n",
-      "\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "job.subjobs[0].logs()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "27/11/23 13:16:52 FUNCTION LOG (6758c7aab545457dbb249f9f4c0f7391): done\n"
-     ]
-    }
-   ],
-   "source": [
-    "results = [j.wait().get() for j in job.subjobs]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "starting overlap computation\n",
+      "preparing scenarios and creating indexes\n",
+      "computing overlap\n",
+      "done\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "job.subjobs[0].logs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results = [j.wait().get() for j in job.subjobs]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1809,7 +1172,7 @@
        "               'anatomy_test_5': 135}))]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1821,7 +1184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1842,7 +1205,7 @@
        "              'anatomy_test_5': 135}))"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1860,7 +1223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1911,7 +1274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
diff --git a/packages/syft/src/syft/store/blob_storage/__init__.py b/packages/syft/src/syft/store/blob_storage/__init__.py
index 7818830739c..557d77553e8 100644
--- a/packages/syft/src/syft/store/blob_storage/__init__.py
+++ b/packages/syft/src/syft/store/blob_storage/__init__.py
@@ -105,8 +105,13 @@ def _read(self):
         with open(self.file_name, "rb") as f:
             return f.read()
 
-    def _read_data(self, **kwargs):
-        return self._read()
+    def _read_data(self, stream=False, **kwargs):
+        res = self._read()
+        # TODO: this is maybe not the right solution
+        if stream:
+            return [res]
+        else:
+            return res
 
 
 @migrate(BlobRetrieval, BlobRetrievalV1)