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| { | ||
| "nbformat": 4, | ||
| "nbformat_minor": 0, | ||
| "metadata": { | ||
| "colab": { | ||
| "name": "tutorial-2-hallucinate-from-pretrained-model.ipynb", | ||
| "provenance": [], | ||
| "collapsed_sections": [] | ||
| }, | ||
| "kernelspec": { | ||
| "name": "python3", | ||
| "display_name": "Python 3" | ||
| }, | ||
| "language_info": { | ||
| "name": "python" | ||
| }, | ||
| "accelerator": "GPU" | ||
| }, | ||
| "cells": [ | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": { | ||
| "id": "Vycsyjqdsk6D" | ||
| }, | ||
| "source": [ | ||
| "[<img width=\"200\" alt=\"get in touch with Consensys Diligence\" src=\"https://user-images.githubusercontent.com/2865694/56826101-91dcf380-685b-11e9-937c-af49c2510aa0.png\">](https://diligence.consensys.net)<br/>\n", | ||
| "<sup>\n", | ||
| "[[ 🌐 ](https://diligence.consensys.net) [ 📩 ](https://github.com/ConsenSys/vscode-solidity-doppelganger/blob/master/mailto:[email protected]) [ 🔥 ](https://consensys.github.io/diligence/)]\n", | ||
| "</sup><br/><br/>\n", | ||
| "\n", | ||
| "\n", | ||
| "# Hallucinate.sol - from pre-trained model" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": { | ||
| "id": "qccfvi1fkbNK" | ||
| }, | ||
| "source": [ | ||
| "## Initialization magic\n", | ||
| "\n", | ||
| "We're training on google collab because it is much faster than on a normal pc. For this, we'll want to make the modules that download the source-samples and thrain the RNN available on google drive.\n", | ||
| "\n", | ||
| "1. copy the files from https://github.com/tintinweb/hallucinate.sol to your personal google drive into `/MyDrive/collab/solidity-gen`\n", | ||
| "2. run the next two steps and provide your authenticator token \n" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "metadata": { | ||
| "id": "OpWgMJEZ9wz7" | ||
| }, | ||
| "source": [ | ||
| "%tensorflow_version 2.x" | ||
| ], | ||
| "execution_count": null, | ||
| "outputs": [] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "metadata": { | ||
| "id": "H7ZRJKel9LaW", | ||
| "colab": { | ||
| "base_uri": "https://localhost:8080/" | ||
| }, | ||
| "outputId": "7c69d1a2-d50f-4375-e331-369ea5e01dbc" | ||
| }, | ||
| "source": [ | ||
| "import os\n", | ||
| "\n", | ||
| "# (a) mount the google drive in order for the code to find the soliditygen module\n", | ||
| "\n", | ||
| "from google.colab import drive\n", | ||
| "drive.mount('/content/drive', force_remount=True)\n", | ||
| "os.chdir('/content/drive/MyDrive/collab/solidity-gen')\n", | ||
| "!ls -lsat '/content/drive/MyDrive/collab/solidity-gen'\n", | ||
| "\n", | ||
| "\"\"\"\n", | ||
| "# (b) checkout the repo instead\n", | ||
| "\n", | ||
| "!git clone https://github.com/tintinweb/hallucinate.sol.git\n", | ||
| "os.chdir(\"hallucinate.sol\")\n", | ||
| "\"\"\"\n", | ||
| "\n", | ||
| "### import everything because we're lazy\n", | ||
| "from soliditygen import *" | ||
| ], | ||
| "execution_count": 16, | ||
| "outputs": [ | ||
| { | ||
| "output_type": "stream", | ||
| "name": "stdout", | ||
| "text": [ | ||
| "Mounted at /content/drive\n", | ||
| "total 87\n", | ||
| " 3 -rw------- 1 root root 2868 Nov 12 10:59 tutorial-2-hallucinate-from-pretrained-model.ipynb\n", | ||
| " 1 -rw------- 1 root root 103 Nov 12 10:41 README.md\n", | ||
| "57 -rw------- 1 root root 57752 Nov 12 10:38 tutorial-1-train_and_predict.ipynb\n", | ||
| " 4 drwx------ 2 root root 4096 Nov 12 10:33 solidity_model_text\n", | ||
| " 9 -rw------- 1 root root 8299 Nov 12 10:27 soliditygen.py\n", | ||
| " 2 -rw------- 1 root root 1610 Nov 12 09:48 .gitignore\n", | ||
| " 4 drwx------ 2 root root 4096 Nov 12 09:24 .git\n", | ||
| " 4 drwx------ 2 root root 4096 Nov 10 10:40 training_checkpoints\n", | ||
| " 4 drwx------ 2 root root 4096 Nov 10 09:32 __pycache__\n" | ||
| ] | ||
| } | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": { | ||
| "id": "vEAIKCt3naTI" | ||
| }, | ||
| "source": [ | ||
| "## Load an existing model\n", | ||
| "\n", | ||
| "Restore the saved state from local folder `solidity_model`, then, hallucinate more solidity code 🙌" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "metadata": { | ||
| "id": "Elf61diwlIPn" | ||
| }, | ||
| "source": [ | ||
| "### creat dummy trainingData object and load existing state from the local dir\n", | ||
| "trainingData = TrainingData()\n", | ||
| "trainingData.load_model(\"solidity_model_text\") # location of model\n" | ||
| ], | ||
| "execution_count": 17, | ||
| "outputs": [] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": { | ||
| "id": "dfzpTwkTsUk-" | ||
| }, | ||
| "source": [ | ||
| "## Predict \n", | ||
| "\n", | ||
| "Hallucinate more solidity 🙌" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "metadata": { | ||
| "colab": { | ||
| "base_uri": "https://localhost:8080/" | ||
| }, | ||
| "id": "NzWXr0nXsTuI", | ||
| "outputId": "ce20954a-067a-46de-c204-ef2bafee84fa" | ||
| }, | ||
| "source": [ | ||
| "start = time.time()\n", | ||
| "textOut = trainingData.predict(['contract '], 3000)\n", | ||
| "print(textOut, '\\n\\n' + '_'*80)\n", | ||
| "end = time.time()\n", | ||
| "print('\\nRun time:', end - start)" | ||
| ], | ||
| "execution_count": 18, | ||
| "outputs": [ | ||
| { | ||
| "output_type": "stream", | ||
| "name": "stdout", | ||
| "text": [ | ||
| "contract Ownable {\n", | ||
| " address public owner;\n", | ||
| " event OwnershipTransferred(address indexed previousOwner, address indexed newOwner);\n", | ||
| " function Ownable() public {\n", | ||
| " owner = msg.sender;\n", | ||
| " }\n", | ||
| " modifier onlyOwner() {\n", | ||
| " require(msg.sender == owner);\n", | ||
| " _;\n", | ||
| " }\n", | ||
| " function transferOwnership(address newOwner) public onlyOwner {\n", | ||
| " require(newOwner != address(0));\n", | ||
| " emit OwnershipTransferred(owner, newOwner);\n", | ||
| " owner = newOwner;\n", | ||
| " }\n", | ||
| "}\n", | ||
| "contract Parminicinvition is Ownable {\n", | ||
| " using SafeMath for uint256;\n", | ||
| " enum State { Approve = token.totalSupply();\n", | ||
| " require(tokens >= summaryTokens.add(bonus));\n", | ||
| " totalDailydested = totalEthInWei + msg.value;\n", | ||
| " totalSoldTokens = token.totalSupply();\n", | ||
| " emit Transfer(address(0), 0xCf49B9298aC4d4933a7D6984d89A49aDc84A6CA602BA513D872C3,21f36325D28718](0));\n", | ||
| " totalSupply = totalSupply.mul(totalValue.add(soldSignedMap[tokensBough.mul(1)));\n", | ||
| " restributedPluyRates[msg.sender] = true;\n", | ||
| " nonStokenSupplyFinallow\n", | ||
| " }\n", | ||
| " if(opits[msg.sender].amount <= totalSupply)) ether;\n", | ||
| "\t\t\t}\n", | ||
| "\t\tassignOpe(address(this).balance, weiAmount);\n", | ||
| "\t\trequire(canTra_secrecover(_approved) >= rNo(_reward, _weight, _amount);\n", | ||
| "\t totalAmount = totalAmount.add(_amount);\n", | ||
| " Transfer(_addr, msg.sender, amount);\n", | ||
| " }\n", | ||
| " function checkRollUnerad(address _caller) external {\n", | ||
| " require(activeTransieronase / _values[i] >= eth[i] && _patent.beneficiary != address(0));\n", | ||
| " require(_amountOfTokens <= tokenBalanceLedger_[_customerAddress]);\n", | ||
| " uint256 _tokens = _amountOfTokens;\n", | ||
| " uint256 _ethereum = tokensToEthereum_(_tokens, _taxedEthereum);\n", | ||
| " uint256 _divTokens = getToken().balanceOf(_owner);\n", | ||
| " require(_tokenAddress >= _value);\n", | ||
| " allowed[_from][msg.sender] = allowed[_from][msg.sender].sub(_value);\n", | ||
| " }\n", | ||
| " function multiSigWallet(address[] _KeceiveAddress(address _whenAddress) onlyOwner public {\n", | ||
| " stats[msg.sender][_i] = _getUnlockedAmt;\n", | ||
| " }\n", | ||
| " function enableKYC() external onlyOwner beforeURe {\n", | ||
| " uint256 lastIndex = 0;\n", | ||
| " address _tokenAddress indexe msg.sender;\n", | ||
| " uint128 accountKey = uint128(_affidiets, userTrustedContribution);\n", | ||
| " assignUpgredateTokens(_address, _beneficiever, _tokens);\n", | ||
| " }\n", | ||
| " function setRestrictAddressLass() onlyOwnerships onlyWhitelisted r\n", | ||
| " uint256 _remainingTokens = \n", | ||
| " (_tokenPriceInitial * tokenPriceIncremental_ * (_tokenSupply/1e18);\n", | ||
| " uint depositAmount = deadline );\n", | ||
| " }\n", | ||
| " isReleaseAgent = addr;\n", | ||
| " }\n", | ||
| " function paymentSuspendedPaymentsale(uint256[] _users, uint256[] _scriptLogoAssess) public payable returns(uint256[12] _eth) {\n", | ||
| " k.cards[0x343C2593c3216d33433D43fBBF6cF7 = txp1 * item_iXCalculated[_userNumber].enity_inceent, 0.0000001 ether, other.umLock());\n", | ||
| " }\n", | ||
| " function buyTokens(address _address) external onlyWhileOter{\n", | ||
| " uint256 inReadyToBivs;\n", | ||
| " totalSupply = totalSupply.sub(_amount);\n", | ||
| " DistrustedContributionTime = _block.pixe \n", | ||
| "\n", | ||
| "________________________________________________________________________________\n", | ||
| "\n", | ||
| "Run time: 16.05377769470215\n" | ||
| ] | ||
| } | ||
| ] | ||
| } | ||
| ] | ||
| } |