Query Someone Else's LLM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9e406267-4deb-4ace-a716-361835acfc35",
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_remote import client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2a2c5672-2535-4f28-9062-9a0a27147816",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-22 20:21:02.778\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m46\u001b[0m - \u001b[1m🔑 Connected as: andrew@openmined.org\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "client = client()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "daef658a-5748-44d0-9c27-286897b2efe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  color: black;\n",
       "  font-weight: bold;\n",
       "  text-align: left;\n",
       "  border: 1px solid #ddd;\n",
       "  padding: 8px;\n",
       "}\n",
       "#T_da623 caption {\n",
       "  font-size: 1.2em;\n",
       "  font-weight: bold;\n",
       "  padding: 10px;\n",
       "  text-align: left;\n",
       "}\n",
       "#T_da623_row0_col0, #T_da623_row0_col1, #T_da623_row1_col0, #T_da623_row1_col1, #T_da623_row2_col0, #T_da623_row2_col1, #T_da623_row3_col0, #T_da623_row3_col1 {\n",
       "  text-align: left;\n",
       "  border: 1px solid #ddd;\n",
       "  padding: 8px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_da623\">\n",
       "  <caption>Available Ollama Datasites (4)</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_da623_level0_col0\" class=\"col_heading level0 col0\" >Datasite</th>\n",
       "      <th id=\"T_da623_level0_col1\" class=\"col_heading level0 col1\" >Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_da623_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_da623_row0_col0\" class=\"data row0 col0\" >alice@openmined.org</td>\n",
       "      <td id=\"T_da623_row0_col1\" class=\"data row0 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_da623_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_da623_row1_col0\" class=\"data row1 col0\" >amber@openmined.org</td>\n",
       "      <td id=\"T_da623_row1_col1\" class=\"data row1 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_da623_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_da623_row2_col0\" class=\"data row2 col0\" >andrew@openmined.org</td>\n",
       "      <td id=\"T_da623_row2_col1\" class=\"data row2 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_da623_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_da623_row3_col0\" class=\"data row3 col0\" >bob@openmined.org</td>\n",
       "      <td id=\"T_da623_row3_col1\" class=\"data row3 col1\" >Available</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "DatasiteCollection(4 datasites: alice@openmined.org, amber@openmined.org, andrew@openmined.org, bob@openmined.org)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.datasites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fb644818-43ee-42f4-9539-77d32d6c43e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "amber = client.datasites['amber@openmined.org']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ce6c87d9-4abd-422f-aa99-3e840105934a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-17 12:19:11.130\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to amber@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-17 12:19:22.063\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from amber@openmined.org. Time: 10.93s\u001b[0m\n",
      "\u001b[32m2025-03-17 12:19:22.064\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mllama_remote\u001b[0m:\u001b[36mgenerate\u001b[0m:\u001b[36m1004\u001b[0m - \u001b[1mUsing default model: llama3.2:latest\u001b[0m\n",
      "\u001b[32m2025-03-17 12:19:22.067\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to amber@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-17 12:19:51.228\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from amber@openmined.org. Time: 29.16s\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "OllamaResponse(model='llama3.2:latest', response=\"Hello! I'm not actually a person named Amber, but rather an AI assistant. I don't have feelings or emotions like humans do, so I don't have good or bad days. However, I'm here and ready to help you with any questions or tasks you may have! How can I assist you today?\", error=None, ts=datetime.datetime(2025, 3, 17, 16, 19, 44, 695336, tzinfo=TzInfo(UTC)), total_duration_ms=13568561478)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amber.generate(\"Hi Amber! How are you?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "153daa94-1753-4da2-9cf2-546b2b120752",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-16 22:56:12.223\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to amber@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-16 22:56:47.467\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from amber@openmined.org. Time: 35.24s\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "OllamaResponse(model='llama3.2:latest', response=\"I don't have a secret number. I'm a large language model, I don't have personal secrets or numbers to share. I'm designed to provide information and assist with tasks to the best of my abilities, but I don't have personal experiences or feelings.\\n\\nHowever, I can generate a random number for you if you'd like! Would you like me to generate a random number between 1 and 100?\", error=None, ts=datetime.datetime(2025, 3, 17, 2, 56, 42, 683152, tzinfo=TzInfo(UTC)), total_duration_ms=26507621036)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amber.generate(\"What is your secret number?\", model=\"llama3.2:latest\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7e6d3857-684b-4b57-83f0-9245ba7a9fb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-16 22:56:56.210\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mllama_remote\u001b[0m:\u001b[36mlist_accessible_files\u001b[0m:\u001b[36m539\u001b[0m - \u001b[1mRequesting list of accessible files from amber@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-16 22:56:56.211\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to amber@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-16 22:57:08.489\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from amber@openmined.org. Time: 12.28s\u001b[0m\n"
     ]
    },
    {
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       "    .file-css::before { content: '🎨'; }\n",
       "    .file-json::before { content: '📋'; }\n",
       "    .file-md::before { content: '📝'; }\n",
       "    .file-txt::before { content: '📄'; }\n",
       "    .file-pdf::before { content: '📕'; }\n",
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       "    <div id=\"file-container-files_52262_28490\">\n",
       "        <div id=\"file-header-files_52262_28490\">\n",
       "            <h3>Files in amber@openmined.org (2 files)</h3>\n",
       "        </div>\n",
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       "            <div id=\"file-search-files_52262_28490\">\n",
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       "            <div id=\"copy-controls-files_52262_28490\">\n",
       "                <span id=\"selected-info-files_52262_28490\"><span id=\"selected-count-files_52262_28490\">0</span> selected</span>\n",
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       "                    Copy as Python List\n",
       "                </button>\n",
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       "        <div id=\"file-explorer-files_52262_28490\" class=\"file-explorer\">\n",
       "            \n",
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       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
       "                           onchange=\"toggleFolderCheckbox_files_52262_28490(this, document.getElementById('folder_Users_0_1995_files_52262_28490'))\">\n",
       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_52262_28490(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">Users</span>\n",
       "                </div>\n",
       "                <div class=\"folder-content\">\n",
       "                    \n",
       "            <div class=\"folder\" id=\"folder_amberleightrask_1_5228_files_52262_28490\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
       "                           onchange=\"toggleFolderCheckbox_files_52262_28490(this, document.getElementById('folder_amberleightrask_1_5228_files_52262_28490'))\">\n",
       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_52262_28490(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">amberleightrask</span>\n",
       "                </div>\n",
       "                <div class=\"folder-content\">\n",
       "                    \n",
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       "                           onchange=\"toggleFolderCheckbox_files_52262_28490(this, document.getElementById('folder_Desktop_2_1005_files_52262_28490'))\">\n",
       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_52262_28490(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
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       "            // Select and copy\n",
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       "                showCopyError_files_52262_28490();\n",
       "                console.error('Failed to copy text: ', err);\n",
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       "            // Clean up\n",
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       "            const originalText = copyButton.textContent;\n",
       "            \n",
       "            // Change button text to show success\n",
       "            copyButton.textContent = '✓ Copied as Python List!';\n",
       "            copyButton.classList.add('copy-success');\n",
       "            \n",
       "            // Reset after delay\n",
       "            setTimeout(() => {\n",
       "                copyButton.textContent = originalText;\n",
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       "            const copyButton = document.getElementById('copy-selected-btn-files_52262_28490');\n",
       "            const originalText = copyButton.textContent;\n",
       "            \n",
       "            // Change button text to show error\n",
       "            copyButton.textContent = '✗ Copy Failed';\n",
       "            copyButton.classList.add('copy-error');\n",
       "            \n",
       "            // Reset after delay\n",
       "            setTimeout(() => {\n",
       "                copyButton.textContent = originalText;\n",
       "                copyButton.classList.remove('copy-error');\n",
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       "        \n",
       "        window.searchFiles_files_52262_28490 = function() {\n",
       "            const input = document.getElementById('file-search-input-files_52262_28490');\n",
       "            const filter = input.value.toLowerCase();\n",
       "            const fileExplorer = document.getElementById('file-explorer-files_52262_28490');\n",
       "            \n",
       "            if (!filter) {\n",
       "                // If search is cleared, reset display properties and collapse folders\n",
       "                // that should be collapsed by default\n",
       "                const allFolders = fileExplorer.querySelectorAll('.folder');\n",
       "                allFolders.forEach(folder => {\n",
       "                    // Check if this folder is in the common prefixes (should be open)\n",
       "                    if (folder.classList.contains('auto-expand')) {\n",
       "                        folder.classList.add('open');\n",
       "                        folder.querySelector('.folder-toggle').textContent = '▼';\n",
       "                        folder.querySelector('.folder-icon').textContent = '📂';\n",
       "                    } else {\n",
       "                        folder.classList.remove('open');\n",
       "                        folder.querySelector('.folder-toggle').textContent = '▶';\n",
       "                        folder.querySelector('.folder-icon').textContent = '📁';\n",
       "                    }\n",
       "                });\n",
       "                \n",
       "                // Show all file items\n",
       "                const allFiles = fileExplorer.querySelectorAll('.file-item');\n",
       "                allFiles.forEach(file => {\n",
       "                    file.style.display = '';\n",
       "                });\n",
       "                \n",
       "                return;\n",
       "            }\n",
       "            \n",
       "            // Track folders that contain matches\n",
       "            const foldersWithMatches = new Set();\n",
       "            \n",
       "            // Search through all file items - now including permissions search\n",
       "            const fileItems = fileExplorer.querySelectorAll('.file-item');\n",
       "            fileItems.forEach(file => {\n",
       "                const filePath = file.getAttribute('data-path');\n",
       "                const permissions = file.getAttribute('data-permissions') || '';\n",
       "                \n",
       "                // Check if the filter matches either the file path OR permissions\n",
       "                const foundInPath = filePath.toLowerCase().includes(filter);\n",
       "                const foundInPermissions = permissions.toLowerCase().includes(filter);\n",
       "                const found = foundInPath || foundInPermissions;\n",
       "                \n",
       "                // If found, highlight the matching permission if it's a permission match\n",
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       "                    // Add highlight class to matching permission pills\n",
       "                    const userPills = file.querySelectorAll('.user-pill');\n",
       "                    userPills.forEach(pill => {\n",
       "                        if (pill.textContent.toLowerCase().includes(filter)) {\n",
       "                            pill.classList.add('highlight-match');\n",
       "                        } else {\n",
       "                            pill.classList.remove('highlight-match');\n",
       "                        }\n",
       "                    });\n",
       "                } else {\n",
       "                    // Remove any existing highlights\n",
       "                    const userPills = file.querySelectorAll('.user-pill');\n",
       "                    userPills.forEach(pill => pill.classList.remove('highlight-match'));\n",
       "                }\n",
       "                \n",
       "                file.style.display = found ? '' : 'none';\n",
       "                \n",
       "                if (found) {\n",
       "                    // Add all parent folders to the set of folders with matches\n",
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       "                        parent = parent.parentElement.closest('.folder');\n",
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       "            });\n",
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       "                    folder.querySelector('.folder-toggle').textContent = '▼';\n",
       "                    folder.querySelector('.folder-icon').textContent = '📂';\n",
       "                } else {\n",
       "                    // Check if this folder contains any other folders with matches\n",
       "                    const hasMatchingChild = Array.from(folder.querySelectorAll('.folder'))\n",
       "                        .some(child => foldersWithMatches.has(child));\n",
       "                        \n",
       "                    if (hasMatchingChild) {\n",
       "                        folder.classList.add('open');\n",
       "                        folder.querySelector('.folder-toggle').textContent = '▼';\n",
       "                        folder.querySelector('.folder-icon').textContent = '📂';\n",
       "                    } else {\n",
       "                        folder.classList.remove('open');\n",
       "                        folder.querySelector('.folder-toggle').textContent = '▶';\n",
       "                        folder.querySelector('.folder-icon').textContent = '📁';\n",
       "                    }\n",
       "                }\n",
       "            });\n",
       "        };\n",
       "        \n",
       "        // Initialize on DOMContentLoaded\n",
       "        document.addEventListener('DOMContentLoaded', function() {\n",
       "            // Apply initial state to auto-expanded folders\n",
       "            const fileExplorer = document.getElementById('file-explorer-files_52262_28490');\n",
       "            if (fileExplorer) {\n",
       "                const autoExpandFolders = fileExplorer.querySelectorAll('.folder.open');\n",
       "                autoExpandFolders.forEach(folder => {\n",
       "                    folder.classList.add('auto-expand');\n",
       "                });\n",
       "            }\n",
       "        });\n",
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       "    </script>\n",
       "    \n",
       "    "
      ],
      "text/plain": [
       "['/Users/amberleightrask/Desktop/SyftBox/datasites/amber@openmined.org/secret_letter.txt',\n",
       " '/Users/amberleightrask/Desktop/SyftBox/datasites/amber@openmined.org/public/secret_number.txt']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "amber.files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6deefe59-83d8-42da-ae47-2d4d16c72610",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_files = ['/Users/amberleightrask/Desktop/SyftBox/datasites/amber@openmined.org/secret_letter.txt', \n",
    "            '/Users/amberleightrask/Desktop/SyftBox/datasites/amber@openmined.org/public/secret_number.txt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b0552eeb-31f2-4610-a750-044b0dbecd02",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'my_files' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mNameError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[6]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m      1\u001b[39m amber.generate(\u001b[33m\"\u001b[39m\u001b[33mWhat is your secret number?\u001b[39m\u001b[33m\"\u001b[39m, \n\u001b[32m      2\u001b[39m                model=\u001b[33m\"\u001b[39m\u001b[33mllama3.2:latest\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m                file_paths=\u001b[43mmy_files\u001b[49m\n\u001b[32m      4\u001b[39m               )\n",
      "\u001b[31mNameError\u001b[39m: name 'my_files' is not defined"
     ]
    }
   ],
   "source": [
    "amber.generate(\"What is your secret number?\", \n",
    "               model=\"llama3.2:latest\",\n",
    "               file_paths=my_files\n",
    "              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "175c388c-2dd1-483c-9608-b4f228a47ad6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "74b7a869-e44f-4347-8c45-cdbbf408f5e0",
   "metadata": {},
   "outputs": [
    {
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       "        white-space: nowrap;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143 {\n",
       "        background-color: #f0f0f0;\n",
       "        border: 1px solid #ddd;\n",
       "        border-radius: 4px;\n",
       "        padding: 8px 12px;\n",
       "        cursor: pointer;\n",
       "        font-size: 14px;\n",
       "        transition: all 0.2s;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143:hover:not(:disabled) {\n",
       "        background-color: #e0e0e0;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143:disabled {\n",
       "        cursor: not-allowed;\n",
       "        opacity: 0.6;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143.active {\n",
       "        background-color: #4285f4;\n",
       "        color: white;\n",
       "        border-color: #2a75f3;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143.copy-success {\n",
       "        background-color: #34a853;\n",
       "        color: white;\n",
       "        border-color: #2d9249;\n",
       "    }\n",
       "    #copy-selected-btn-files_42634_45143.copy-error {\n",
       "        background-color: #ea4335;\n",
       "        color: white;\n",
       "        border-color: #d33426;\n",
       "    }\n",
       "    #selected-info-files_42634_45143 {\n",
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       "        font-size: 14px;\n",
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       "        background-color: #fff;\n",
       "        font-size: 14px;\n",
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       "        overflow: auto;\n",
       "        padding: 10px;\n",
       "    }\n",
       "    .folder {\n",
       "        margin: 4px 0;\n",
       "        padding-left: 0;\n",
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       "    .folder-content {\n",
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       "        padding-left: 22px;\n",
       "        border-left: 1px solid #eee;\n",
       "        margin-left: 5px;\n",
       "    }\n",
       "    .folder.open > .folder-content {\n",
       "        display: block;\n",
       "    }\n",
       "    .folder-item, .file-item {\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        padding: 3px 0;\n",
       "        margin: 2px 0;\n",
       "    }\n",
       "    .folder-item:hover, .file-item:hover {\n",
       "        background-color: #f5f5f5;\n",
       "        border-radius: 4px;\n",
       "    }\n",
       "    .folder-label {\n",
       "        display: flex;\n",
       "        align-items: center;\n",
       "        flex: 1;\n",
       "    }\n",
       "    .file-checkbox {\n",
       "        margin-right: 5px;\n",
       "        cursor: pointer;\n",
       "    }\n",
       "    .folder-toggle {\n",
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       "        width: 16px;\n",
       "        height: 16px;\n",
       "        text-align: center;\n",
       "        line-height: 16px;\n",
       "        cursor: pointer;\n",
       "        color: #555;\n",
       "        margin-right: 3px;\n",
       "        font-size: 10px;\n",
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       "        margin-right: 5px;\n",
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       "    .file-icon {\n",
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       "        font-size: 1.1em;\n",
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       "        white-space: nowrap;\n",
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       "    .file-js::before { content: '📜'; }\n",
       "    .file-html::before, .file-htm::before { content: '🌐'; }\n",
       "    .file-css::before { content: '🎨'; }\n",
       "    .file-json::before { content: '📋'; }\n",
       "    .file-md::before { content: '📝'; }\n",
       "    .file-txt::before { content: '📄'; }\n",
       "    .file-pdf::before { content: '📕'; }\n",
       "    .file-jpg::before, .file-jpeg::before, .file-png::before, \n",
       "    .file-gif::before, .file-svg::before { content: '🖼️'; }\n",
       "    .file-mp3::before, .file-wav::before, .file-ogg::before { content: '🎵'; }\n",
       "    .file-mp4::before, .file-avi::before, .file-mov::before { content: '🎬'; }\n",
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       "    <div id=\"file-container-files_42634_45143\">\n",
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       "            <h3>Files in andrew@openmined.org (16 files)</h3>\n",
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       "        <div id=\"file-search-controls-files_42634_45143\">\n",
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       "                <input type=\"text\" id=\"file-search-input-files_42634_45143\" placeholder=\"Search files...\" onkeyup=\"searchFiles_files_42634_45143()\">\n",
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       "                <button id=\"copy-selected-btn-files_42634_45143\" onclick=\"copySelectedToPythonList_files_42634_45143()\" disabled>\n",
       "                    Copy as Python List\n",
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       "                    <span class=\"folder-name\">atrask</span>\n",
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       "                <div class=\"folder-item\">\n",
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       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">Desktop</span>\n",
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       "                <div class=\"folder-content\">\n",
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       "            <div class=\"folder\" id=\"folder_SyftBoxAndrew_3_5888_files_42634_45143\">\n",
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       "                    <span class=\"folder-name\">SyftBoxAndrew</span>\n",
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       "            <div class=\"folder\" id=\"folder_datasites_4_3104_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
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       "                    <span class=\"folder-name\">datasites</span>\n",
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       "                    <span class=\"folder-name\">andrew@openmined.org</span>\n",
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       "                <input type=\"checkbox\" class=\"file-checkbox\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/syftperm.yaml\" \n",
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       "                <span class=\"file-permissions\"><span class=\"perm-count\">1 user</span> <span class=\"user-list\"><span class=\"user-pill\">andrew@openmined.org</span></span></span>\n",
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       "            <div class=\"file-item\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/favourite_movies.txt\" data-permissions=\"*\">\n",
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       "                <span class=\"file-name\">favourite_movies.txt</span>\n",
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       "            \n",
       "            <div class=\"folder\" id=\"folder_api_data_6_1176_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
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       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">api_data</span>\n",
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       "                <div class=\"folder-content\">\n",
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       "            <div class=\"folder\" id=\"folder_chat_7_6516_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
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       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
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       "                    <span class=\"folder-name\">chat</span>\n",
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       "                <div class=\"folder-content\">\n",
       "                    \n",
       "            <div class=\"folder\" id=\"folder_rpc_8_1963_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
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       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">rpc</span>\n",
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       "                <div class=\"folder-content\">\n",
       "                    \n",
       "            <div class=\"file-item\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/chat/rpc/syftperm.yaml\" data-permissions=\"andrew@openmined.org\">\n",
       "                <input type=\"checkbox\" class=\"file-checkbox\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/chat/rpc/syftperm.yaml\" \n",
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       "                <span class=\"file-icon file-yaml\"></span>\n",
       "                <span class=\"file-name\">syftperm.yaml</span>\n",
       "                <span class=\"file-permissions\"><span class=\"perm-count\">1 user</span> <span class=\"user-list\"><span class=\"user-pill\">andrew@openmined.org</span></span></span>\n",
       "            </div>\n",
       "            \n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "            <div class=\"folder\" id=\"folder_ollama_remote_7_4773_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
       "                           onchange=\"toggleFolderCheckbox_files_42634_45143(this, document.getElementById('folder_ollama_remote_7_4773_files_42634_45143'))\">\n",
       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">ollama_remote</span>\n",
       "                </div>\n",
       "                <div class=\"folder-content\">\n",
       "                    \n",
       "            <div class=\"folder\" id=\"folder_rpc_8_1963_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
       "                           onchange=\"toggleFolderCheckbox_files_42634_45143(this, document.getElementById('folder_rpc_8_1963_files_42634_45143'))\">\n",
       "                    <span class=\"folder-toggle\" onclick=\"toggleFolder_files_42634_45143(this)\">▶</span>\n",
       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">rpc</span>\n",
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       "                <div class=\"folder-content\">\n",
       "                    \n",
       "            <div class=\"file-item\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/ollama_remote/rpc/syftperm.yaml\" data-permissions=\"andrew@openmined.org\">\n",
       "                <input type=\"checkbox\" class=\"file-checkbox\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/ollama_remote/rpc/syftperm.yaml\" \n",
       "                       onchange=\"toggleSelection_files_42634_45143(this, '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/ollama_remote/rpc/syftperm.yaml')\">\n",
       "                <span class=\"file-icon file-yaml\"></span>\n",
       "                <span class=\"file-name\">syftperm.yaml</span>\n",
       "                <span class=\"file-permissions\"><span class=\"perm-count\">1 user</span> <span class=\"user-list\"><span class=\"user-pill\">andrew@openmined.org</span></span></span>\n",
       "            </div>\n",
       "            \n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "                </div>\n",
       "            </div>\n",
       "            \n",
       "            <div class=\"folder\" id=\"folder_fancy_ai_company_6_4564_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
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       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">fancy_ai_company</span>\n",
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       "                <div class=\"folder-content\">\n",
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       "            <div class=\"file-item\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/user_log.csv\" data-permissions=\"andrew@openmined.org\">\n",
       "                <input type=\"checkbox\" class=\"file-checkbox\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/user_log.csv\" \n",
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       "                <span class=\"file-name\">user_log.csv</span>\n",
       "                <span class=\"file-permissions\"><span class=\"perm-count\">1 user</span> <span class=\"user-list\"><span class=\"user-pill\">andrew@openmined.org</span></span></span>\n",
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       "            \n",
       "            <div class=\"file-item\" data-path=\"/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/training_data.txt\" data-permissions=\"andrew@openmined.org\">\n",
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       "                <span class=\"file-name\">training_data.txt</span>\n",
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       "            \n",
       "            <div class=\"folder\" id=\"folder_ai_model_apis_7_971_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
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       "                    <span class=\"folder-icon\">📁</span>\n",
       "                    <span class=\"folder-name\">ai_model_apis</span>\n",
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       "                <div class=\"folder-content\">\n",
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       "            <div class=\"folder\" id=\"folder_fine_tuning_inbox_8_2114_files_42634_45143\">\n",
       "                <div class=\"folder-item\">\n",
       "                    <input type=\"checkbox\" class=\"file-checkbox\" \n",
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       "    "
      ],
      "text/plain": [
       "['/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/syftperm.yaml',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/favourite_movies.txt',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/user_log.csv',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/training_data.txt',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_model_apis/fine_tuning_inbox/README.md',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_models/claudios.pkl',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_models/geminis.zip',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_models/chattygpt/tokenizer_weights.pkl',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_models/chattygpt/pytorch_weights.pkl',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/fancy_ai_company/ai_models/chattygpt/forward_prop.py',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/chat/rpc/syftperm.yaml',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/api_data/ollama_remote/rpc/syftperm.yaml',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/public/syftperm.yaml',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/medical_records/fit_bit_sleep_stats.csv',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/medical_records/apple_health.csv',\n",
       " '/Users/atrask/Desktop/SyftBoxAndrew/datasites/andrew@openmined.org/medical_records/blood_tests.csv']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client.files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "efd704a4-8a5d-456a-9eb5-4d7f17b2030c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d654fec8-f8c5-42b1-9f36-b9bdb54fb0c1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05951eb9-fb0b-415e-8753-948103fca743",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb8e702d-acd8-4905-9959-e518e362a47d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d35f0f75-8292-4a86-8430-853a3ffd3b5c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92f590fe-827e-4497-b5a1-937abee55f2a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af23b18e-44e3-43d5-be3e-97b368d3071b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e04d0257-dc74-4ea1-ba12-421ce4b67bd7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73490c95-a0e9-4367-87ac-d9942f73b9dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a55103e-640f-42b5-a848-70fddf095f99",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "675bb8a3-40a8-4ba5-91ed-2e3179d38b4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# uv venv; uv pip install -r requirements.txt; uv run --frozen --with \"jupyterlab\" jupyter lab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a7791faa-5f2d-413f-a78b-a5282e2510c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-22 20:28:11.308\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m46\u001b[0m - \u001b[1m🔑 Connected as: andrew@openmined.org\u001b[0m\n"
     ]
    },
    {
     "data": {
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       "  text-align: left;\n",
       "}\n",
       "#T_04d35_row0_col0, #T_04d35_row0_col1, #T_04d35_row1_col0, #T_04d35_row1_col1, #T_04d35_row2_col0, #T_04d35_row2_col1, #T_04d35_row3_col0, #T_04d35_row3_col1 {\n",
       "  text-align: left;\n",
       "  border: 1px solid #ddd;\n",
       "  padding: 8px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_04d35\">\n",
       "  <caption>Available Ollama Datasites (4)</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_04d35_level0_col0\" class=\"col_heading level0 col0\" >Datasite</th>\n",
       "      <th id=\"T_04d35_level0_col1\" class=\"col_heading level0 col1\" >Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_04d35_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_04d35_row0_col0\" class=\"data row0 col0\" >alice@openmined.org</td>\n",
       "      <td id=\"T_04d35_row0_col1\" class=\"data row0 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_04d35_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_04d35_row1_col0\" class=\"data row1 col0\" >amber@openmined.org</td>\n",
       "      <td id=\"T_04d35_row1_col1\" class=\"data row1 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_04d35_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_04d35_row2_col0\" class=\"data row2 col0\" >andrew@openmined.org</td>\n",
       "      <td id=\"T_04d35_row2_col1\" class=\"data row2 col1\" >Available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_04d35_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_04d35_row3_col0\" class=\"data row3 col0\" >bob@openmined.org</td>\n",
       "      <td id=\"T_04d35_row3_col1\" class=\"data row3 col1\" >Available</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "DatasiteCollection(4 datasites: alice@openmined.org, amber@openmined.org, andrew@openmined.org, bob@openmined.org)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from llama_remote import client\n",
    "client = client(\"~/.syft_andrew_config.json\")\n",
    "# client = client()\n",
    "client.datasites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b835d17f-4c1a-4a34-af37-5d0ddcde1f6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "amber = client.datasites['bob@openmined.org']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a4275b8b-d01b-4008-9336-0705ed1ef4fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-22 20:28:13.579\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mllama_remote\u001b[0m:\u001b[36mlist_accessible_files\u001b[0m:\u001b[36m539\u001b[0m - \u001b[1mRequesting list of accessible files from bob@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-22 20:28:13.580\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to bob@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-22 20:28:21.490\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from bob@openmined.org. Time: 7.91s\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/test_data.txt',\n",
       " '/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/financial_metrics.csv',\n",
       " '/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/strategic_plan.txt']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(amber.files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0b4e5c76-d8ef-4088-98d0-fcc8b2e1760c",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_files = ['/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/test_data.txt', '/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/strategic_plan.txt', '/Users/atrask/Desktop/SyftBoxBob/datasites/bob@openmined.org/company_data/financial_metrics.csv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "804469c1-ca4f-4578-9706-18fe5ea8e6ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-03-22 20:28:24.776\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m167\u001b[0m - \u001b[1m📤 SENDING: Request to bob@openmined.org\u001b[0m\n",
      "\u001b[32m2025-03-22 20:28:38.786\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36msyft_rpc_client\u001b[0m:\u001b[36msend_request\u001b[0m:\u001b[36m182\u001b[0m - \u001b[1m📥 RECEIVED: Response from bob@openmined.org. Time: 14.01s\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "response = amber.generate(\n",
    "    model=\"llama3.2:latest\",\n",
    "    prompt=\"What is the secret number?\",\n",
    "    # file_paths=my_files  # Include this demo file in context\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "262374ac-6850-4eb5-b027-6b4e89fcaaee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'I\\'m not aware of a specific \"secret number\" that is widely known or recognized. Could you please provide more context or clarify what you are referring to?\\n\\nIs it perhaps a reference to:\\n\\n* The \" Secret Number 777\" from the TV show Stranger Things?\\n* A mathematical constant, like pi (π) or e?\\n* A code or cipher?\\n* Something else entirely?\\n\\nI\\'d be happy to try and help you solve the mystery!'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52f2c830-4abf-4341-adf8-fa1b6bea270a",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = amber.generate(\n",
    "    model=\"llama3.2:latest\",\n",
    "    prompt=\"What is the secret letter?\",\n",
    "    # file_paths=my_files  # Include this demo file in context\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6ced030-e5dc-4ad7-b6e3-1d06156345ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "response.response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5bffe69-158e-4970-a143-d0159e6725f0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef8e67dc-4e06-42ad-ab3e-4d61a0bd9600",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0520c265-d43a-49bc-a799-29c5d83ed917",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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