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   "source": [
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install -q huggingface-hub plotly numpy"
   ]
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   "execution_count": null,
   "id": "afe2dc35-6aae-4096-830a-0e8ed44de157",
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   "outputs": [],
   "source": [
    "from huggingface_hub import login\n",
    "\n",
    "login()"
   ]
  },
  {
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(hours)\",\"font\":{\"size\":28}},\"tickfont\":{\"size\":16}},\"yaxis\":{\"title\":{\"text\":\"Requests\",\"font\":{\"size\":28}},\"tickfont\":{\"size\":16}},\"legend\":{\"title\":{\"text\":\"LoRA Usage Pattern\",\"font\":{\"size\":28}},\"font\":{\"size\":24},\"x\":0.5,\"y\":-0.1,\"orientation\":\"h\",\"xanchor\":\"center\",\"yanchor\":\"top\"}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('b16eb286-a85f-416e-9027-cf86e4b4bce4');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "# Setting the time scale\n",
    "time = np.arange(0, 24, 0.1)  # 24 hours, in increments of 0.1 hour\n",
    "\n",
    "# Generating usage patterns\n",
    "np.random.seed(42)\n",
    "low_usage = (np.random.poisson(70, len(time)) * (np.random.rand(len(time)) < 0.15).astype(int))//2 \n",
    "bursty_usage = np.random.poisson(70, len(time)) * (np.random.rand(len(time)) < 0.15).astype(int)\n",
    "bursty_usage = np.random.poisson(100, len(time)) * (np.random.rand(len(time)) < 0.2).astype(int)//1.4\n",
    "\n",
    "high_volume = np.random.normal(loc=15, scale=2, size=len(time))*1.75\n",
    "\n",
    "# Applying smoothing\n",
    "smooth_low_usage = np.convolve(low_usage, np.ones(50)/50, mode='same')\n",
    "smooth_bursty_usage = np.convolve(bursty_usage, np.ones(50)/50, mode='same')\n",
    "smooth_high_volume = np.convolve(high_volume, np.ones(50)/50, mode='same')\n",
    "total_usage = smooth_low_usage + smooth_bursty_usage + smooth_high_volume\n",
    "\n",
    "# Plotting using Plotly\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=time, y=smooth_low_usage, mode='lines', name='Low Usage', line=dict(color='#B0C4DE')))  # Light Steel Blue\n",
    "fig.add_trace(go.Scatter(x=time, y=smooth_bursty_usage, mode='lines', name='Bursty Usage', line=dict(color='#FFB6C1')))  # Light Pink\n",
    "fig.add_trace(go.Scatter(x=time, y=smooth_high_volume, mode='lines', name='High Volume', line=dict(color='#98FB98')))  # Pale Green\n",
    "fig.add_trace(go.Scatter(x=time, y=total_usage, mode='lines', name='Multi-LoRA Serving', line=dict(color='#2F4F4F', width=3)))  # Dark Slate Gray\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title='Time (hours)',\n",
    "    yaxis_title='Requests',\n",
    "    legend_title='LoRA Usage Pattern',\n",
    "    xaxis=dict(\n",
    "        title_font_size=28,  # Larger axis title font size\n",
    "        tickfont_size=16  # Larger tick label font size\n",
    "    ),\n",
    "    yaxis=dict(\n",
    "        title_font_size=28,  # Larger axis title font size\n",
    "        tickfont_size=16  # Larger tick label font size\n",
    "    ),\n",
    "    legend=dict(\n",
    "        x=0.5,  # Horizontal position, 0 is left\n",
    "        y=-0.1,  # Vertical position, negative values to move it down\n",
    "        orientation=\"h\",  # Horizontal layout\n",
    "        xanchor='center',  # Anchor the legend at the center\n",
    "        yanchor='top'  # Anchor the legend at the top\n",
    "    ),\n",
    "    template='plotly_white',\n",
    "    legend_title_font_size=28,  # Larger legend title font size\n",
    "    legend_font_size=24  # Larger legend font size\n",
    ")\n",
    "\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc54b448-2eb3-44cc-8304-983e27138296",
   "metadata": {},
   "source": [
    "# Push Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4ef615e2-ab36-43f1-b310-cac8b17d29b7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "image_out = \"multi-lora-serving-pattern.png\"\n",
    "fig.write_image(image_out, width=1920, height=1080, scale=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "13d8ee16-65ec-4a32-84e9-e6b99aab92af",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " Fixing labels\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4963e366889d4401a53683ef460b7143",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "multi-lora-serving-pattern.png:   0%|          | 0.00/472k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/datasets/huggingface/documentation-images/commit/aca1407fcec4f7f86a79dd8b52418000447a0219', commit_message='Fixing labels', commit_description='', oid='aca1407fcec4f7f86a79dd8b52418000447a0219', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from huggingface_hub import HfApi\n",
    "\n",
    "commit_message_image = input()\n",
    "\n",
    "api = HfApi()\n",
    "api.upload_file(\n",
    "    path_or_fileobj=image_out,\n",
    "    path_in_repo=f\"blog/multi-lora-serving/{image_out}\",\n",
    "    repo_id=\"huggingface/documentation-images\",\n",
    "    repo_type=\"dataset\",\n",
    "    commit_message=commit_message_image,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81e6b86b-c439-4acd-a072-2ef3ab782f90",
   "metadata": {},
   "source": [
    "# Push Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "adca7ec0-25c3-42e3-84b7-f7f9342e4e4f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      " Adding notebook commit messages\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/datasets/huggingface/documentation-images/commit/e60fa15ed442bb947963d1d7d3c14e13a5256a79', commit_message='Adding notebook commit messages', commit_description='', oid='e60fa15ed442bb947963d1d7d3c14e13a5256a79', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from huggingface_hub import HfApi\n",
    "\n",
    "notebook = \"multi-lora-serving-pattern.ipynb\"\n",
    "commit_message_notebook = input()\n",
    "\n",
    "api = HfApi()\n",
    "api.upload_file(\n",
    "    path_or_fileobj=notebook,\n",
    "    path_in_repo=f\"blog/multi-lora-serving/{notebook}\",\n",
    "    repo_id=\"huggingface/documentation-images\",\n",
    "    repo_type=\"dataset\",\n",
    "    commit_message=commit_message_notebook\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59fe0f00-27aa-428f-bc52-abcede301f8b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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