sourabhparsekar

from bert_score import BERTScorer

def calculate_bert_score(generated_answers, ground_truth):
    scorer = BERTScorer(model_type='bert-base-uncased')
    P, R, F1 = scorer.score(generated_answers, ground_truth)
    for i, (p, r, f1) in enumerate(zip(P, R, F1)):
        print(f"Pair {i + 1} - BERTScore Precision: {p.mean():.4f}, Recall: {r.mean():.4f}, F1: {f1.mean():.4f}")
    avg_precision = sum(p.mean() for p in P) / len(P)
    avg_recall = sum(r.mean() for r in R) / len(R)
    avg_f1 = sum(f1.mean() for f1 in F1) / len(F1)

sourabhparsekar

from rouge_score import rouge_scorer

def calculate_rouge_scores(generated_answers, ground_truth):
    scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL'], use_stemmer=True)
    total_rouge1, total_rouge2, total_rougeL = 0, 0, 0
    for gen, ref in zip(generated_answers, ground_truth):
        scores = scorer.score(gen, ref)
        total_rouge1 += scores['rouge1'].fmeasure
        total_rouge2 += scores['rouge2'].fmeasure
        total_rougeL += scores['rougeL'].fmeasure

sourabhparsekar

from nltk.translate.bleu_score import corpus_bleu

def calculate_bleu_score(machine_results, reference_texts):
    bleu_score = corpus_bleu([[ref.split()] for ref in reference_texts], [gen.split() for gen in machine_results])
    print(f'BLEU Score: {bleu_score}')

# BLEU Score for Finetuned:
# BLEU Score: 0.2119600445859861
# BLEU Score for Non-Finetuned:
# BLEU Score: 0.11573503531718608

sourabhparsekar

You will act as a synthetic instruction data generator based on the given URL. Generate a minimum of 15 synthetic data which is intended to be a comprehensive or exhaustive treatment of the subject matter.. 

* Please act as a tutor and create a high quality detailed synthetic questions and answers from only using the context provided by the user.
* Ensure data teaches concepts step-by-step and focusses in improving reasoning skills.
* Focus on generating questions and answers about under-represented topics and knowledge gaps.
* Generate multiple combinations for detailed questions and answers such that the entire context is covered in the generated synthetic data

Generate a Microsoft Excel - CSV compatible response with below columns separated by, and text in double quotes
1. 'instruction':
* Ask a clear question related to the topics that requires logical thinking or common sense reasoning

sourabhparsekar

import org.web3j.crypto.Credentials;
import org.web3j.protocol.Web3j;
import org.web3j.protocol.core.DefaultBlockParameterName;
import org.web3j.protocol.core.methods.response.EthBlock;
import org.web3j.protocol.http.HttpService;
import org.web3j.token.Token;
import org.web3j.tx.gas.ContractGasProvider;
import org.web3j.tx.gas.StaticGasProvider;

class SmartContractFetchBalance {

sourabhparsekar

import com.ethereum.smartcontract.utils.Constants;
import com.ethereum.smartcontract.utils.Web3JUtils;
import org.web3j.crypto.Credentials;
import org.web3j.protocol.Web3j;
import org.web3j.protocol.core.DefaultBlockParameterName;
import org.web3j.protocol.core.methods.response.EthBlock;
import org.web3j.protocol.http.HttpService;
import org.web3j.token.Token;
import org.web3j.tx.gas.ContractGasProvider;
import org.web3j.tx.gas.StaticGasProvider;

sourabhparsekar

plugins {
  //other plugins go here
  id 'java'
	id 'org.web3j' version '4.8.7'	//Web3J Plugin to interact with Smart Contract
}

solidity {
	executable = './src/main/resources/solc-windows.exe'	// Path to Solc Compiler file
	version = '0.8.0'
}

sourabhparsekar

 //called only once after the page loads or is refreshed
  useEffect(() => {

    async function setup() {
      
      const name = await loadContractName();
      setName(name);

      const symbol = await loadContractSymbol();
      setSymbol(symbol);

sourabhparsekar

// alchemy key from .env file
const alchemyKey = process.env.REACT_APP_ALCHEMY_KEY;
// load alchemy web3.js dependency
const { createAlchemyWeb3 } = require("@alch/alchemy-web3");
// configure web3js to use alchemy key
const web3 = createAlchemyWeb3(alchemyKey);
// load the contract abi [contract abi]
const contractABI = require("../contract-abi.json");
// deployed smart contract address from .env file
const contractAddress = process.env.REACT_APP_CONTRACT_ADDRESS;

sourabhparsekar

REACT_APP_ALCHEMY_KEY = https://eth-ropsten.ws.alchemyapi.io/v2/<key>
REACT_APP_CONTRACT_ADDRESS=<deployed contract address>