From 7b2c4b2b2420438d5419df39dd87a2f9cdac1f9c Mon Sep 17 00:00:00 2001
From: rahul <gsr1998@gmail.com>
Date: Thu, 4 May 2023 14:35:41 -0400
Subject: [PATCH] Created using Colaboratory

---
 Jsonformer_example.ipynb | 2018 +++-----------------------------------
 1 file changed, 118 insertions(+), 1900 deletions(-)

diff --git a/Jsonformer_example.ipynb b/Jsonformer_example.ipynb
index 9c7cb70..d2d3f9a 100644
--- a/Jsonformer_example.ipynb
+++ b/Jsonformer_example.ipynb
@@ -1,11 +1,10 @@
 {
   "cells": [
     {
-      "attachments": {},
       "cell_type": "markdown",
       "metadata": {
-        "colab_type": "text",
-        "id": "view-in-github"
+        "id": "view-in-github",
+        "colab_type": "text"
       },
       "source": [
         "<a href=\"https://colab.research.google.com/github/1rgs/jsonformer/blob/main/Jsonformer_example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
@@ -19,46 +18,48 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "p-kogdhHO3PC",
-        "outputId": "2b5204a9-9bd2-41ee-a0c6-1e73d9e9bd3f"
+        "outputId": "d41737a8-998e-4451-cce3-6ac6c98cc69b"
       },
       "outputs": [
         {
-          "name": "stdout",
           "output_type": "stream",
+          "name": "stdout",
           "text": [
             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
-            "Collecting transformers\n",
-            "  Downloading transformers-4.28.1-py3-none-any.whl (7.0 MB)\n",
-            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.0/7.0 MB\u001b[0m \u001b[31m47.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
-            "\u001b[?25hCollecting jsonformer==0.7.0\n",
-            "  Downloading jsonformer-0.7.0-py3-none-any.whl (6.0 kB)\n",
-            "Requirement already satisfied: termcolor<3.0.0,>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from jsonformer==0.7.0) (2.3.0)\n",
+            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.28.1)\n",
+            "Requirement already satisfied: accelerate in /usr/local/lib/python3.10/dist-packages (0.18.0)\n",
+            "Requirement already satisfied: jsonformer in /usr/local/lib/python3.10/dist-packages (0.9.0)\n",
+            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.65.0)\n",
+            "Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.14.1)\n",
+            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.27.1)\n",
             "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.1)\n",
             "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0)\n",
-            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.27.1)\n",
-            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.65.0)\n",
-            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1\n",
-            "  Downloading tokenizers-0.13.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.8 MB)\n",
-            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m59.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
-            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.22.4)\n",
-            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.0)\n",
+            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.22.4)\n",
             "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2022.10.31)\n",
-            "Collecting huggingface-hub<1.0,>=0.11.0\n",
-            "  Downloading huggingface_hub-0.14.1-py3-none-any.whl (224 kB)\n",
-            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m224.5/224.5 kB\u001b[0m \u001b[31m16.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
-            "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (4.5.0)\n",
+            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.0)\n",
+            "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.13.3)\n",
+            "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.0.0+cu118)\n",
+            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n",
+            "Requirement already satisfied: termcolor<3.0.0,>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from jsonformer) (2.3.0)\n",
             "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (2023.4.0)\n",
-            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.12)\n",
-            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (1.26.15)\n",
-            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2022.12.7)\n",
+            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (4.5.0)\n",
+            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->accelerate) (1.11.1)\n",
+            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->accelerate) (3.1)\n",
+            "Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->accelerate) (2.0.0)\n",
+            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.4.0->accelerate) (3.1.2)\n",
+            "Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.4.0->accelerate) (16.0.2)\n",
+            "Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch>=1.4.0->accelerate) (3.25.2)\n",
             "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4)\n",
-            "Installing collected packages: tokenizers, jsonformer, huggingface-hub, transformers\n",
-            "Successfully installed huggingface-hub-0.14.1 jsonformer-0.7.0 tokenizers-0.13.3 transformers-4.28.1\n"
+            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (1.26.15)\n",
+            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.12)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2022.12.7)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.4.0->accelerate) (2.1.2)\n",
+            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.4.0->accelerate) (1.3.0)\n"
           ]
         }
       ],
       "source": [
-        "!pip install transformers jsonformer accelerate"
+        "!pip install transformers accelerate jsonformer"
       ]
     },
     {
@@ -66,151 +67,17 @@
       "execution_count": 2,
       "metadata": {
         "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 213,
-          "referenced_widgets": [
-            "1418e875d6584870a0d4a7611debf932",
-            "e7abe3ccedf246f197160945cd26b545",
-            "086a6440bd9d4a3390bed968a4d4d3d6",
-            "02ad93e956474727ad642c9aaeb8aad8",
-            "f19b249748974079a996170be29105d3",
-            "ca421d7484db4edcac62db3237d0d67c",
-            "45eed3a78d584bdfa88583e5810ab164",
-            "ef111124d856465d9d8f01771d1e0b40",
-            "042b3a59f0524ee78c871d6b08308e0a",
-            "944a28e252bb42c5a4d2ca7a6ff99042",
-            "f4bef42fd47747d1a0961884377fd1f9",
-            "15d1160a1a0a496da2a89c9cf2e99665",
-            "4983e8390b66460a90e83edd04de3e7f",
-            "182ef356260a4c88abcba5ceb34496cb",
-            "9ec59d2b85304523a56672bb36285d34",
-            "5c37eb60432b464996eba00d416744fa",
-            "9913415740e5423db050290cc08aff7b",
-            "399adac27db848debc7c7bc501d254b4",
-            "fcaa8f487b6f4c86902045ac3fde6c21",
-            "4abc7b557ef74fa39bc94d2b907fc696",
-            "ddb49badd8ad4f18a25584de6db3a2b3",
-            "f5ed0b885ea043dbb6b99cfb1bda4507",
-            "273101883ae34535975eed607a790cc9",
-            "c6d4c42ff4bc41b880ee9f16e94b10e4",
-            "00230a356acc4f61aae15a908e05b78a",
-            "8b44e3366078474888d0c63220fa48c7",
-            "35a57225fb85450b9724eaeb7430f163",
-            "6be9f39c48f14e6da245fcb4f444be85",
-            "826b1f1be9db46d69cdba91d9ecc6192",
-            "9e2b4ea7851d4a06834b094dbbe66d68",
-            "e2404160c47146fab50115b8ca1767dd",
-            "b4712966b3f547d0aeaaab981d4749bd",
-            "28c9cdc32acc4ae2962688be3a15dbbd",
-            "4a94b28e25d24e26b64fa6505bc57b8a",
-            "60c8788a69134829b2f3b1b170c0a46e",
-            "7e9b2ac126aa4813ad750ef2187f38eb",
-            "9e5ee727aaaa4528a2c84ae71a68a955",
-            "d85c645681c640608877688387dea4b4",
-            "77bd5864b9f542a390de2343c04bbf34",
-            "193146bfbbb64f4985a172b83cf1cdae",
-            "79ee8cdc1bec4d76b95b3d7b9c1f5cca",
-            "ecee68f18c204e6ba89839312418c29b",
-            "e30b343221d748d5b200c9cf37d26217",
-            "15eb2a6ad12a4845a6ba16b993adabe3",
-            "39c845eb44494bafb6831988f8f175cc",
-            "af45e3b7ab2a46188adb40cf36a5006b",
-            "14e1309603cc49bfb8a77d9a1227b682",
-            "74cb4236ca5f420fb133ea3941280b7d",
-            "3854cc6cbbe94913b7eb071c37b5de16",
-            "86f51c48d0ac4293bc2cef377d90f712",
-            "762ea404c1264e88bb6a1bd5fd3df083",
-            "5e606fa6538745cdafa1fdcffa860b0e",
-            "8ec28c348727451793423fbb8e460d67",
-            "855b92bde94f4b838a0ef4f88e27b8b5",
-            "137c0112348646b19ab2522486aea6e8"
-          ]
+          "base_uri": "https://localhost:8080/"
         },
         "id": "9y0Jjj0sOtor",
-        "outputId": "545d45d5-45ad-4791-fde7-e76ad4546ee8"
+        "outputId": "6c5ea465-384f-4aa1-8304-6fa721534f73"
       },
       "outputs": [
         {
-          "name": "stdout",
           "output_type": "stream",
-          "text": [
-            "Loading model and tokenizer...\n"
-          ]
-        },
-        {
-          "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "1418e875d6584870a0d4a7611debf932",
-              "version_major": 2,
-              "version_minor": 0
-            },
-            "text/plain": [
-              "Downloading (…)lve/main/config.json:   0%|          | 0.00/819 [00:00<?, ?B/s]"
-            ]
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
-          "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "15d1160a1a0a496da2a89c9cf2e99665",
-              "version_major": 2,
-              "version_minor": 0
-            },
-            "text/plain": [
-              "Downloading pytorch_model.bin:   0%|          | 0.00/5.68G [00:00<?, ?B/s]"
-            ]
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
-          "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "273101883ae34535975eed607a790cc9",
-              "version_major": 2,
-              "version_minor": 0
-            },
-            "text/plain": [
-              "Downloading (…)okenizer_config.json:   0%|          | 0.00/450 [00:00<?, ?B/s]"
-            ]
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
-          "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "4a94b28e25d24e26b64fa6505bc57b8a",
-              "version_major": 2,
-              "version_minor": 0
-            },
-            "text/plain": [
-              "Downloading (…)/main/tokenizer.json:   0%|          | 0.00/2.11M [00:00<?, ?B/s]"
-            ]
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
-          "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "39c845eb44494bafb6831988f8f175cc",
-              "version_major": 2,
-              "version_minor": 0
-            },
-            "text/plain": [
-              "Downloading (…)cial_tokens_map.json:   0%|          | 0.00/228 [00:00<?, ?B/s]"
-            ]
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        },
-        {
           "name": "stdout",
-          "output_type": "stream",
           "text": [
+            "Loading model and tokenizer...\n",
             "Loaded model and tokenizer\n"
           ]
         }
@@ -227,27 +94,51 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "execution_count": 6,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "8E7zFQ3NO0Yd",
-        "outputId": "b4c201b4-3155-4d21-dc09-aaab8ea6f26a"
+        "outputId": "5f4d1ad0-1acf-48e0-d9bd-82f88ebcf97a"
       },
       "outputs": [
         {
-          "name": "stdout",
           "output_type": "stream",
+          "name": "stdout",
           "text": [
             "Generating...\n",
             "{\n",
-            "  make: \"Chevrolet\",\n",
-            "  model: \"Malibu\",\n",
-            "  year: 1.0,\n",
-            "  colors: [\n",
-            "    \"blue\"\n",
-            "  ]\n",
+            "  car: {\n",
+            "    make: \"audi\",\n",
+            "    model: \"model A8\",\n",
+            "    year: 2016.0,\n",
+            "    colors: [\n",
+            "      \"blue\"\n",
+            "    ],\n",
+            "    features: {\n",
+            "      audio: {\n",
+            "        brand: \"sony\",\n",
+            "        speakers: 2.0,\n",
+            "        hasBluetooth: True\n",
+            "      },\n",
+            "      safety: {\n",
+            "        airbags: 2.0,\n",
+            "        parkingSensors: True,\n",
+            "        laneAssist: True\n",
+            "      },\n",
+            "      performance: {\n",
+            "        engine: \"4.0\",\n",
+            "        horsepower: 220.0,\n",
+            "        topSpeed: 220.0\n",
+            "      }\n",
+            "    }\n",
+            "  },\n",
+            "  owner: {\n",
+            "    firstName: \"John\",\n",
+            "    lastName: \"Doe\",\n",
+            "    age: 40.0\n",
+            "  }\n",
             "}\n"
           ]
         }
@@ -257,16 +148,58 @@
         "from jsonformer.main import Jsonformer\n",
         "\n",
         "car = {\n",
-        "    \"type\": \"object\",\n",
-        "    \"properties\": {\n",
+        "  \"type\": \"object\",\n",
+        "  \"properties\": {\n",
+        "    \"car\": {\n",
+        "      \"type\": \"object\",\n",
+        "      \"properties\": {\n",
         "        \"make\": {\"type\": \"string\"},\n",
         "        \"model\": {\"type\": \"string\"},\n",
         "        \"year\": {\"type\": \"number\"},\n",
         "        \"colors\": {\n",
-        "            \"type\": \"array\",\n",
-        "            \"items\": {\"type\": \"string\"},\n",
+        "          \"type\": \"array\",\n",
+        "          \"items\": {\"type\": \"string\"}\n",
+        "        },\n",
+        "        \"features\": {\n",
+        "          \"type\": \"object\",\n",
+        "          \"properties\": {\n",
+        "            \"audio\": {\n",
+        "              \"type\": \"object\",\n",
+        "              \"properties\": {\n",
+        "                \"brand\": {\"type\": \"string\"},\n",
+        "                \"speakers\": {\"type\": \"number\"},\n",
+        "                \"hasBluetooth\": {\"type\": \"boolean\"}\n",
+        "              }\n",
+        "            },\n",
+        "            \"safety\": {\n",
+        "              \"type\": \"object\",\n",
+        "              \"properties\": {\n",
+        "                \"airbags\": {\"type\": \"number\"},\n",
+        "                \"parkingSensors\": {\"type\": \"boolean\"},\n",
+        "                \"laneAssist\": {\"type\": \"boolean\"}\n",
+        "              }\n",
+        "            },\n",
+        "            \"performance\": {\n",
+        "              \"type\": \"object\",\n",
+        "              \"properties\": {\n",
+        "                \"engine\": {\"type\": \"string\"},\n",
+        "                \"horsepower\": {\"type\": \"number\"},\n",
+        "                \"topSpeed\": {\"type\": \"number\"}\n",
+        "              }\n",
+        "            }\n",
+        "          }\n",
         "        }\n",
+        "      }\n",
         "    },\n",
+        "    \"owner\": {\n",
+        "      \"type\": \"object\",\n",
+        "      \"properties\": {\n",
+        "        \"firstName\": {\"type\": \"string\"},\n",
+        "        \"lastName\": {\"type\": \"string\"},\n",
+        "        \"age\": {\"type\": \"number\"},\n",
+        "      }\n",
+        "    }\n",
+        "  }\n",
         "}\n",
         "\n",
         "builder = Jsonformer(\n",
@@ -284,21 +217,20 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "source": [],
       "metadata": {
-        "id": "iQT1jAMMRsWT"
+        "id": "0eA8hzFHA1jo"
       },
-      "outputs": [],
-      "source": []
+      "execution_count": null,
+      "outputs": []
     }
   ],
   "metadata": {
     "accelerator": "GPU",
     "colab": {
-      "authorship_tag": "ABX9TyMnrvPkgpwg/SWw39ClCVyI",
-      "include_colab_link": true,
       "machine_shape": "hm",
-      "provenance": []
+      "provenance": [],
+      "include_colab_link": true
     },
     "gpuClass": "premium",
     "kernelspec": {
@@ -307,1722 +239,8 @@
     },
     "language_info": {
       "name": "python"
-    },
-    "widgets": {
-      "application/vnd.jupyter.widget-state+json": {
-        "00230a356acc4f61aae15a908e05b78a": {
-          "model_module": "@jupyter-widgets/controls",
-          "model_module_version": "1.5.0",
-          "model_name": "FloatProgressModel",
-          "state": {
-            "_dom_classes": [],
-            "_model_module": "@jupyter-widgets/controls",
-            "_model_module_version": "1.5.0",
-            "_model_name": "FloatProgressModel",
-            "_view_count": null,
-            "_view_module": "@jupyter-widgets/controls",
-            "_view_module_version": "1.5.0",
-            "_view_name": "ProgressView",
-            "bar_style": "success",
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