digital-inverter-openlane.ipynb

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        "<a href=\"https://colab.research.google.com/github/chipsalliance/silicon-notebooks/blob/main/digital-inverter-openlane.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "markdown",
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        "id": "HkFeU0R-0hzi"
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      "source": [
        "# Digital inverter with OpenLane\n",
        "\n",
        "```\n",
        "Copyright 2022 Google LLC.\n",
        "SPDX-License-Identifier: Apache-2.0\n",
        "```\n",
        "\n",
        "Run a simple digital inverter design thru the [OpenLane](https://github.com/The-OpenROAD-Project/OpenLane/) GDS to RTL flow targeting the [open source SKY130 PDK](https://github.com/google/skywater-pdk/)."
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        "id": "NC__X6Jph4CU"
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      "source": [
        "#@title Install dependencies {display-mode: \"form\"}\n",
        "#@markdown - Click the ▷ button to setup the digital design environment based on [conda-eda](https://github.com/hdl/conda-eda).\n",
        "\n",
        "openlane_version = 'latest' #@param {type:\"string\"}\n",
        "open_pdks_version = 'latest' #@param {type:\"string\"}\n",
        "\n",
        "if openlane_version == 'latest':\n",
        "  openlane_version = ''\n",
        "if open_pdks_version == 'latest':\n",
        "  open_pdks_version = ''\n",
        "\n",
        "import os\n",
        "import pathlib\n",
        "\n",
        "!curl -Ls https://micro.mamba.pm/api/micromamba/linux-64/latest | tar -xj bin/micromamba\n",
        "conda_prefix_path = pathlib.Path('conda-env')\n",
        "CONDA_PREFIX = str(conda_prefix_path.resolve())\n",
        "!bin/micromamba create --yes --prefix $CONDA_PREFIX\n",
        "!echo 'python ==3.7*' >> {CONDA_PREFIX}/conda-meta/pinned\n",
        "!CI=0 bin/micromamba install --yes --prefix $CONDA_PREFIX \\\n",
        "                     --channel litex-hub \\\n",
        "                     --channel main \\\n",
        "                     openlane={openlane_version} \\\n",
        "                     open_pdks.sky130a={open_pdks_version}\n",
        "!python -m pip install gdstk gdstk\n",
        "PATH = os.environ['PATH']\n",
        "%env CONDA_PREFIX={CONDA_PREFIX}\n",
        "%env PATH={CONDA_PREFIX}/bin:{PATH}\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uINjDJNf39eD"
      },
      "source": [
        "## Write verilog"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "gpgkIYB739Ii"
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      "source": [
        "%%writefile inverter.v\n",
        "module inverter(input wire in, output wire out);\n",
        "    assign out = !in;\n",
        "endmodule"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hp8h5vH8TUXr"
      },
      "source": [
        "## Write configuration\n",
        "\n",
        "[Documentation](https://openlane.readthedocs.io/en/latest/reference/configuration.html)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%writefile config.json\n",
        "{\n",
        "    \"DESIGN_NAME\": \"inverter\",\n",
        "    \"VERILOG_FILES\": \"dir::inverter.v\",\n",
        "    \"CLOCK_TREE_SYNTH\": false,\n",
        "    \"CLOCK_PORT\": null,\n",
        "    \"PL_RANDOM_GLB_PLACEMENT\": true,\n",
        "    \"FP_SIZING\": \"absolute\",\n",
        "    \"DIE_AREA\": \"0 0 34.5 57.12\",\n",
        "    \"PL_TARGET_DENSITY\": 0.75,\n",
        "    \"FP_PDN_AUTO_ADJUST\": false,\n",
        "    \"FP_PDN_VPITCH\": 25,\n",
        "    \"FP_PDN_HPITCH\": 25,\n",
        "    \"FP_PDN_VOFFSET\": 5,\n",
        "    \"FP_PDN_HOFFSET\": 5,\n",
        "    \"DIODE_INSERTION_STRATEGY\": 3\n",
        "}"
      ],
      "metadata": {
        "id": "rbT-vP0h0enK"
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      "source": [
        "## Run OpenLane Flow\n",
        "\n",
        "[OpenLane](https://openlane.readthedocs.io/en/latest/) is an automated [RTL](https://en.wikipedia.org/wiki/Register-transfer_level) to [GDSII](https://en.wikipedia.org/wiki/GDSII) flow based on several components including [OpenROAD](https://theopenroadproject.org/), [Yosys](https://yosyshq.net/yosys/), [Magic](http://www.opencircuitdesign.com/magic/), [Netgen](http://opencircuitdesign.com/netgen/) and custom methodology scripts for design exploration and optimization targeting [open source PDKs](https://github.com/google/open-source-pdks).\n",
        "\n",
        "![img](https://openlane.readthedocs.io/en/latest/_images/flow_v1.png)"
      ]
    },
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          "base_uri": "https://localhost:8080/"
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        "id": "VP60fdObiP15",
        "outputId": "41aa85e4-c663-4778-d448-928dbe474b11"
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            "env: PDK=sky130A\n",
            "OpenLane 2022.11.12_3_g1298859-conda\r\n",
            "All rights reserved. (c) 2020-2022 Efabless Corporation and contributors.\r\n",
            "Available under the Apache License, version 2.0. See the LICENSE file for more details.\r\n",
            "\n",
            "\u001b[33m[WARNING]: OpenLane may not function properly: not enough values to unpack (expected 3, got 1)\n",
            "The version of open_pdks used in building the PDK does not match the version OpenLane was tested on (installed: 3af133706e554a740cfe60f21e773d9eaa41838c, tested: 0059588eebfc704681dc2368bd1d33d96281d10f)\n",
            "This may introduce some issues. You may want to re-install the PDK by invoking `make pdk`.\n",
            "The version of magic used in building the PDK does not match the version OpenLane was tested on (installed: 05056d2f1f9b3390bfce81fc0cdb336b52a35532, tested: 94daf986ab9aa94a9ae2ac3539fa5def9bd2a1ac)\n",
            "This may introduce some issues. You may want to re-install the PDK by invoking `make pdk`.\u001b[39m\n",
            "\u001b[36m[INFO]: Using configuration in 'config.json'...\u001b[39m\n",
            "\u001b[36m[INFO]: PDK Root: /content/conda-env/share/pdk\u001b[39m\n",
            "\u001b[36m[INFO]: Process Design Kit: sky130A\u001b[39m\n",
            "\u001b[36m[INFO]: Standard Cell Library: sky130_fd_sc_hd\u001b[39m\n",
            "\u001b[36m[INFO]: Optimization Standard Cell Library: sky130_fd_sc_hd\u001b[39m\n",
            "\u001b[36m[INFO]: Run Directory: /content/runs/RUN_2022.11.16_14.22.44\u001b[39m\n",
            "\u001b[36m[INFO]: Preparing LEF files for the nom corner...\u001b[39m\n",
            "\u001b[36m[INFO]: Preparing LEF files for the min corner...\u001b[39m\n",
            "\u001b[36m[INFO]: Preparing LEF files for the max corner...\u001b[39m\n",
            "[STEP 1]\n",
            "\u001b[36m[INFO]: Running Synthesis (log: runs/RUN_2022.11.16_14.22.44/logs/synthesis/1-synthesis.log)...\u001b[39m\n",
            "[STEP 2]\n",
            "\u001b[36m[INFO]: Running Single-Corner Static Timing Analysis (log: runs/RUN_2022.11.16_14.22.44/logs/synthesis/2-sta.log)...\u001b[39m\n",
            "[STEP 3]\n",
            "\u001b[36m[INFO]: Running Initial Floorplanning (log: runs/RUN_2022.11.16_14.22.44/logs/floorplan/3-initial_fp.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Floorplanned with width 23.46 and height 35.36.\u001b[39m\n",
            "[STEP 4]\n",
            "\u001b[36m[INFO]: Running IO Placement...\u001b[39m\n",
            "[STEP 5]\n",
            "\u001b[36m[INFO]: Running Tap/Decap Insertion (log: runs/RUN_2022.11.16_14.22.44/logs/floorplan/5-tap.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Power planning with power {VPWR} and ground {VGND}...\u001b[39m\n",
            "[STEP 6]\n",
            "\u001b[36m[INFO]: Generating PDN (log: runs/RUN_2022.11.16_14.22.44/logs/floorplan/6-pdn.log)...\u001b[39m\n",
            "[STEP 7]\n",
            "\u001b[36m[INFO]: Performing Random Global Placement (log: runs/RUN_2022.11.16_14.22.44/logs/placement/7-global.log)...\u001b[39m\n",
            "[STEP 8]\n",
            "\u001b[36m[INFO]: Running Placement Resizer Design Optimizations (log: runs/RUN_2022.11.16_14.22.44/logs/placement/8-resizer.log)...\u001b[39m\n",
            "[STEP 9]\n",
            "\u001b[36m[INFO]: Running Detailed Placement (log: runs/RUN_2022.11.16_14.22.44/logs/placement/9-detailed.log)...\u001b[39m\n",
            "[STEP 10]\n",
            "\u001b[36m[INFO]: Running Placement Resizer Timing Optimizations (log: runs/RUN_2022.11.16_14.22.44/logs/cts/10-resizer.log)...\u001b[39m\n",
            "[STEP 11]\n",
            "\u001b[36m[INFO]: Running Global Routing Resizer Timing Optimizations (log: runs/RUN_2022.11.16_14.22.44/logs/routing/11-resizer.log)...\u001b[39m\n",
            "[STEP 12]\n",
            "\u001b[36m[INFO]: Running Detailed Placement (log: runs/RUN_2022.11.16_14.22.44/logs/routing/12-diode_legalization.log)...\u001b[39m\n",
            "[STEP 13]\n",
            "\u001b[36m[INFO]: Running Global Routing (log: runs/RUN_2022.11.16_14.22.44/logs/routing/13-global.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Starting OpenROAD Antenna Repair Iterations...\u001b[39m\n",
            "[STEP 14]\n",
            "\u001b[36m[INFO]: Writing Verilog (log: runs/RUN_2022.11.16_14.22.44/logs/routing/13-global_write_netlist.log)...\u001b[39m\n",
            "[STEP 15]\n",
            "\u001b[36m[INFO]: Running Fill Insertion (log: runs/RUN_2022.11.16_14.22.44/logs/routing/15-fill.log)...\u001b[39m\n",
            "[STEP 16]\n",
            "\u001b[36m[INFO]: Running Detailed Routing (log: runs/RUN_2022.11.16_14.22.44/logs/routing/16-detailed.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: No DRC violations after detailed routing.\u001b[39m\n",
            "[STEP 17]\n",
            "\u001b[36m[INFO]: Checking Wire Lengths (log: runs/RUN_2022.11.16_14.22.44/logs/routing/17-wire_lengths.log)...\u001b[39m\n",
            "[STEP 18]\n",
            "\u001b[36m[INFO]: Running SPEF Extraction at the min process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/18-parasitics_extraction.min.log)...\u001b[39m\n",
            "[STEP 19]\n",
            "\u001b[36m[INFO]: Running Multi-Corner Static Timing Analysis at the min process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/19-rcx_mcsta.min.log)...\u001b[39m\n",
            "[STEP 20]\n",
            "\u001b[36m[INFO]: Running SPEF Extraction at the max process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/20-parasitics_extraction.max.log)...\u001b[39m\n",
            "[STEP 21]\n",
            "\u001b[36m[INFO]: Running Multi-Corner Static Timing Analysis at the max process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/21-rcx_mcsta.max.log)...\u001b[39m\n",
            "[STEP 22]\n",
            "\u001b[36m[INFO]: Running SPEF Extraction at the nom process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/22-parasitics_extraction.nom.log)...\u001b[39m\n",
            "[STEP 23]\n",
            "\u001b[36m[INFO]: Running Multi-Corner Static Timing Analysis at the nom process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/23-rcx_mcsta.nom.log)...\u001b[39m\n",
            "[STEP 24]\n",
            "\u001b[36m[INFO]: Running Single-Corner Static Timing Analysis at the nom process corner (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/24-rcx_sta.log)...\u001b[39m\n",
            "[STEP 25]\n",
            "\u001b[36m[INFO]: Creating IR Drop Report (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/25-irdrop.log)...\u001b[39m\n",
            "[STEP 26]\n",
            "\u001b[36m[INFO]: Running Magic to generate various views...\u001b[39m\n",
            "\u001b[36m[INFO]: Streaming out GDSII with Magic (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/26-gdsii.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Generating MAGLEF views...\u001b[39m\n",
            "[STEP 27]\n",
            "\u001b[36m[INFO]: Running Magic DRC (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/27-drc.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Converting Magic DRC database to various tool-readable formats...\u001b[39m\n",
            "\u001b[36m[INFO]: No DRC violations after GDS streaming out.\u001b[39m\n",
            "[STEP 28]\n",
            "\u001b[36m[INFO]: Running OpenROAD Antenna Rule Checker (log: runs/RUN_2022.11.16_14.22.44/logs/signoff/28-antenna.log)...\u001b[39m\n",
            "\u001b[36m[INFO]: Saving current set of views in 'runs/RUN_2022.11.16_14.22.44/results/final'...\u001b[39m\n",
            "\u001b[36m[INFO]: Saving runtime environment...\u001b[39m\n",
            "\u001b[36m[INFO]: Generating final set of reports...\u001b[39m\n",
            "\u001b[36m[INFO]: Created manufacturability report at 'runs/RUN_2022.11.16_14.22.44/reports/manufacturability.rpt'.\u001b[39m\n",
            "\u001b[36m[INFO]: Created metrics report at 'runs/RUN_2022.11.16_14.22.44/reports/metrics.csv'.\u001b[39m\n",
            "\u001b[36m[INFO]: There are no max slew, max fanout or max capacitance violations in the design at the typical corner.\u001b[39m\n",
            "\u001b[36m[INFO]: There are no hold violations in the design at the typical corner.\u001b[39m\n",
            "\u001b[36m[INFO]: There are no setup violations in the design at the typical corner.\u001b[39m\n",
            "\u001b[32m[SUCCESS]: Flow complete.\u001b[39m\n"
          ]
        }
      ],
      "source": [
        "%env PDK=sky130A\n",
        "!flow.tcl -design ."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "luguFgZ43AeL"
      },
      "source": [
        "## Display layout"
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        "outputId": "b4bd26f8-d3da-47b7-e321-99272b0591ef"
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          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "import pathlib\n",
        "import gdstk\n",
        "import IPython.display\n",
        "\n",
        "gdss = sorted(pathlib.Path('runs').glob('*/results/final/gds/*.gds'))\n",
        "library = gdstk.read_gds(gdss[-1])\n",
        "top_cells = library.top_level()\n",
        "top_cells[0].write_svg('inverter.svg')\n",
        "IPython.display.SVG('inverter.svg')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NW_7YdgTZYQK"
      },
      "source": [
        "## Metrics\n",
        "\n",
        "[Documentation](https://openlane.readthedocs.io/en/latest/reference/datapoint_definitions.html)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "OWAwQI3fZC4W",
        "outputId": "d50dcf9f-30cd-42a3-dab5-12992bc9dca2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                  0\n",
              "design                                     /content\n",
              "design_name                                inverter\n",
              "config                      RUN_2022.11.16_14.22.44\n",
              "flow_status                          flow completed\n",
              "total_runtime                            0h0m21s0ms\n",
              "routed_runtime                           0h0m11s0ms\n",
              "(Cell/mm^2)/Core_Util                   1014.898713\n",
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              "vias                                             14\n",
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              "HPWL                                             -1\n",
              "routing_layer1_pct                              0.0\n",
              "routing_layer2_pct                             0.93\n",
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              "routing_layer4_pct                              0.0\n",
              "routing_layer5_pct                              0.0\n",
              "routing_layer6_pct                              0.0\n",
              "wires_count                                       2\n",
              "wire_bits                                         2\n",
              "public_wires_count                                2\n",
              "public_wire_bits                                  2\n",
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              "memory_bits                                       0\n",
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              "cells_pre_abc                                     1\n",
              "AND                                               0\n",
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              "NAND                                              0\n",
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              "OR                                                0\n",
              "XOR                                               0\n",
              "XNOR                                              0\n",
              "MUX                                               0\n",
              "inputs                                            1\n",
              "outputs                                           1\n",
              "level                                             1\n",
              "EndCaps                                          26\n",
              "TapCells                                          7\n",
              "Diodes                                            0\n",
              "Total_Physical_Cells                             33\n",
              "CoreArea_um^2                              829.5456\n",
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              "SYNTH_STRATEGY                               AREA 0\n",
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              "FP_ASPECT_RATIO                                   1\n",
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              "FP_PDN_HPITCH                                    25\n",
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              "GRT_ADJUSTMENT                                  0.3\n",
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              "DIODE_INSERTION_STRATEGY                          3"
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              "    <tr>\n",
              "      <th>wire_length</th>\n",
              "      <td>77</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>vias</th>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>wns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>pl_wns</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>optimized_wns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastroute_wns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>spef_wns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>tns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>pl_tns</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>optimized_tns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fastroute_tns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>spef_tns</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HPWL</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer1_pct</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer2_pct</th>\n",
              "      <td>0.93</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer3_pct</th>\n",
              "      <td>1.89</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer4_pct</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer5_pct</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>routing_layer6_pct</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>wires_count</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>wire_bits</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>public_wires_count</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>public_wire_bits</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>memories_count</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>memory_bits</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>processes_count</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>cells_pre_abc</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>AND</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DFF</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NAND</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NOR</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>OR</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>XOR</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>XNOR</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MUX</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>inputs</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>outputs</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>level</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EndCaps</th>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TapCells</th>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diodes</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Total_Physical_Cells</th>\n",
              "      <td>33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CoreArea_um^2</th>\n",
              "      <td>829.5456</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_slowest_internal_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_slowest_switching_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_slowest_leakage_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_typical_internal_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_typical_switching_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_typical_leakage_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_fastest_internal_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_fastest_switching_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>power_fastest_leakage_uW</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>critical_path_ns</th>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>suggested_clock_period</th>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>suggested_clock_frequency</th>\n",
              "      <td>100.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CLOCK_PERIOD</th>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SYNTH_STRATEGY</th>\n",
              "      <td>AREA 0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SYNTH_MAX_FANOUT</th>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FP_CORE_UTIL</th>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FP_ASPECT_RATIO</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FP_PDN_VPITCH</th>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FP_PDN_HPITCH</th>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PL_TARGET_DENSITY</th>\n",
              "      <td>0.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GRT_ADJUSTMENT</th>\n",
              "      <td>0.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>STD_CELL_LIBRARY</th>\n",
              "      <td>sky130_fd_sc_hd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DIODE_INSERTION_STRATEGY</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import pathlib\n",
        "\n",
        "pd.options.display.max_rows = None\n",
        "reports = sorted(pathlib.Path('runs').glob('*/reports/metrics.csv'))\n",
        "df = pd.read_csv(reports[-1])\n",
        "df.transpose()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "digital-inverter-openlane.ipynb",
      "provenance": []
    },
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      "pygments_lexer": "ipython3",
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