From fafffcf9142b9fa2852454132c9cfc972471c1cf Mon Sep 17 00:00:00 2001 From: cheronodaisy Date: Wed, 14 Aug 2024 12:51:56 +0300 Subject: [PATCH] Compare RAGAs metrics --- notebooks/metrics.ipynb | 200 ++++++++++++++++++ samples/mean_metric_ensemble.csv | 5 + samples/mean_metrics.csv | 5 + samples/ragas.csv | 38 ++++ screenshots_plots/Figure_sample_ensemble.png | Bin 0 -> 49751 bytes .../Figure_samples_multiquery.png | Bin 0 -> 48992 bytes scripts/evaluate.py | 110 ++++++---- 7 files changed, 319 insertions(+), 39 deletions(-) create mode 100644 notebooks/metrics.ipynb create mode 100644 samples/mean_metric_ensemble.csv create mode 100644 samples/mean_metrics.csv create mode 100644 samples/ragas.csv create mode 100644 screenshots_plots/Figure_sample_ensemble.png create mode 100644 screenshots_plots/Figure_samples_multiquery.png diff --git a/notebooks/metrics.ipynb b/notebooks/metrics.ipynb new file mode 100644 index 0000000..ce695f9 --- /dev/null +++ b/notebooks/metrics.ipynb @@ -0,0 +1,200 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MetricValueRetriever
1faithfulness0.800000Ensemble Retriever
2answer_relevancy0.730352Ensemble Retriever
3context_precision0.777833Ensemble Retriever
4context_recall0.950000Ensemble Retriever
6faithfulness0.733333Multiquery Retriever
7answer_relevancy0.735988Multiquery Retriever
8context_precision0.873333Multiquery Retriever
9context_recall1.000000Multiquery Retriever
\n", + "
" + ], + "text/plain": [ + " Metric Value Retriever\n", + "1 faithfulness 0.800000 Ensemble Retriever\n", + "2 answer_relevancy 0.730352 Ensemble Retriever\n", + "3 context_precision 0.777833 Ensemble Retriever\n", + "4 context_recall 0.950000 Ensemble Retriever\n", + "6 faithfulness 0.733333 Multiquery Retriever\n", + "7 answer_relevancy 0.735988 Multiquery Retriever\n", + "8 context_precision 0.873333 Multiquery Retriever\n", + "9 context_recall 1.000000 Multiquery Retriever" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df_ensemble = pd.read_csv('../samples/mean_metric_ensemble.csv', header=None, names=['Metric', 'Value'])\n", + "df_multiquery = pd.read_csv('../samples/mean_metrics.csv', header=None, names=['Metric', 'Value'])\n", + "\n", + "df_ensemble['Retriever'] = 'Ensemble Retriever'\n", + "df_multiquery['Retriever'] = 'Multiquery Retriever'\n", + "\n", + "df_combined = pd.concat([df_ensemble, df_multiquery], ignore_index=True)\n", + "df_cleaned = df_combined.dropna(subset=['Metric'])\n", + "df_cleaned.head(10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "sns.barplot(data=df_cleaned, x='Metric', y='Value', hue='Retriever', palette='Paired')\n", + "\n", + "plt.title('Comparison of RAGAs Metrics for Retrievers')\n", + "plt.xlabel('Metric')\n", + "plt.ylabel('Value')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 8))\n", + "\n", + "sns.lineplot(data=df_combined, x='Metric', y='Value', hue='Retriever', marker='o', palette='viridis')\n", + "\n", + "plt.title('RAGAs Metrics Comparison for Retrievers')\n", + "plt.xlabel('Metric')\n", + "plt.ylabel('Value')\n", + "\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/samples/mean_metric_ensemble.csv b/samples/mean_metric_ensemble.csv new file mode 100644 index 0000000..057a918 --- /dev/null +++ b/samples/mean_metric_ensemble.csv @@ -0,0 +1,5 @@ +,0 +faithfulness,0.8 +answer_relevancy,0.7303519445666862 +context_precision,0.7778333333140975 +context_recall,0.95 diff --git a/samples/mean_metrics.csv b/samples/mean_metrics.csv new file mode 100644 index 0000000..41cfd94 --- /dev/null +++ b/samples/mean_metrics.csv @@ -0,0 +1,5 @@ +,0 +faithfulness,0.7333333333333333 +answer_relevancy,0.7359878053275298 +context_precision,0.8733333333151666 +context_recall,1.0 diff --git a/samples/ragas.csv b/samples/ragas.csv new file mode 100644 index 0000000..596ed9c --- /dev/null +++ b/samples/ragas.csv @@ -0,0 +1,38 @@ +,question,answer,contexts,ground_truth,context_precision,context_recall,faithfulness,answer_relevancy +0,What should be included in the invoice?,"The invoice should include the following items: + +1. The Contract Number +2. Contractor’s name and address +3. A description of the Services performed +4. The dates such Services were performed +5. A pricing calculation based on the payment terms +6. Properly reimbursable expenses (if any) incurred along with receipts for such expenses for all individual expenses exceeding $25 USD +7. Such other information as Mercy Corps may reasonably request.","['Invoicing and Payment.' + 'have no obligation to pay any portion of invoices received more than 60 days after the end date of the Contract. Each invoice will include (i)\xa0the Contract Number; (ii)\xa0Contractor’s name and address; (iii)\xa0a description of the Services performed, (iv)\xa0the dates such Services were performed, (v)\xa0a pricing calculation based on the payment terms, (vi)\xa0properly reimbursable expenses (if any) incurred along with receipts for such expenses (if applicable) for all individual expenses exceeding $25' + 'for all individual expenses exceeding $25 USD, and (vii) such other information as Mercy Corps may reasonably request. Invoices will only be deemed received on the date they are delivered to the Authorized Representative pursuant to the Payment Terms (see Schedule I). If Mercy Corps determines that Services that are the subject of an invoice have not been performed in accordance with the Statement of Services, Mercy Corps may dispute the invoice by sending Contractor notice of such dispute' + 'Terms, and the time required of Contractor to complete the Services.' + 'Liability/Indemnity\nUnder no circumstances nor for any reason whatsoever will the European Union be held liable for damages as a result of the work pursuant to this Contract. \nRight of Access/ Audit\nThe Vendor will be responsible for holding all invoices, receipts and financial and accounting documents relating to this Contract for at least seven years following final payment made under this Contract.' + 'Except as otherwise provided in the Statement of Services, Mercy Corps will pay each invoice (or adjusted invoice if the subject of dispute) in accordance with the Payment Terms within 30 days after the later of (i)\xa0receipt of the invoice or (ii)\xa0resolution of the items set forth in the notice of disputed charges.\nMercy Corps may off-set any amount it owes Contractor against any amount Contractor owes Mercy Corps.\nTaxes, Duties and Expenses.']","Each invoice will include (i) the Contract Number; (ii) Contractor’s name and address; (iii) a description of the Services performed, (iv) the dates such Services were performed, (v) a pricing calculation based on the payment terms, (vi) properly reimbursable expenses (if any) incurred along with receipts for such expenses (if applicable) for all individual expenses exceeding $25 USD, and (vii) such other information as Mercy Corps may reasonably request.",0.9999999999833333,1.0,1.0,0.9815858311463699 +1,What happens if a contractor breaches the contract?,"If a contractor breaches the contract, Mercy Corps may terminate the contract immediately upon written notice. Mercy Corps may withhold any amounts owed to the contractor until the breach is remedied. Additionally, if the termination is due to the contractor's breach, Mercy Corps will not be obligated to pay the contractor for any partially completed work.","['Terms, and the time required of Contractor to complete the Services.' + 'Contractor possesses all governmental and other certifications and licenses necessary to perform the Services. Performance by Contractor of its obligations under this Contract will not infringe on any patent, copyright, trademark, trade secret or other proprietary right of any third party.\nContractor will comply with all applicable law, regulations and rules in the performance of its obligations under this Contract.' + 'by Mercy Corps immediately upon written notice if Mercy Corps using its sole discretion determines that Contractor has or will breach any of its warranties, covenants or representations in this Contract, in which case Mercy Corps may withhold any and all amounts owed to Contractor until such breach is remedied.' + 'Contractor has not engaged in, and will not engage in, any of the following conduct: (A) trafficking in persons (as defined in the Protocol to Prevent, Suppress, and Punish Trafficking in Persons, especially Women and Children, supplementing the UN Convention against Transnational Organized Crime); (B) procuring a commercial sex act; or (C) using forced labor.' + 'Definitions:' 'Invoicing and Payment.' 'Anti-terrorism' + 'of business on the next business day for the recipient).' + 'and also may require the Contractor to refund a portion or all of any amounts paid to the Contractor under this contract.' + 'In the event of termination due to Contractor’s breach of this Contract or by Contractor for Contractor’s convenience, Mercy Corps will not be obligated to pay Contractor for any partially completed work. In the event termination is due to Mercy Corps’ breach of this Contract, by Mercy Corps for Mercy Corps’ convenience, due to force majeure event, or due to loss of funding, Mercy Corps will be obligated to pay Contractor for its reasonable, pro-rated costs of work completed and expenses']","In the event of termination due to Contractor’s breach of this Contract or by Contractor for Contractor’s convenience, Mercy Corps will not be obligated to pay Contractor for any partially completed work. ",0.344444444432963,1.0,1.0,0.8543245266783456 +2,What is the deadline for submitting the invoicing schedule?,I don't know.,"['Invoicing and Payment.' + 'Contractor will submit invoices to Mercy Corps in accordance with the invoicing schedule and invoicing delivery terms set forth in the Statement of Services (Schedule I). Final invoices must be submitted within 60 days of the end date of the Contract. Contractor recognizes that in many cases Mercy Corps’ donor will not reimburse Mercy Corps for invoices submitted beyond 60 days after the termination of a contract and therefore Mercy Corps will have no obligation to pay any portion of invoices' + 'have no obligation to pay any portion of invoices received more than 60 days after the end date of the Contract. Each invoice will include (i)\xa0the Contract Number; (ii)\xa0Contractor’s name and address; (iii)\xa0a description of the Services performed, (iv)\xa0the dates such Services were performed, (v)\xa0a pricing calculation based on the payment terms, (vi)\xa0properly reimbursable expenses (if any) incurred along with receipts for such expenses (if applicable) for all individual expenses exceeding $25' + 'for all individual expenses exceeding $25 USD, and (vii) such other information as Mercy Corps may reasonably request. Invoices will only be deemed received on the date they are delivered to the Authorized Representative pursuant to the Payment Terms (see Schedule I). If Mercy Corps determines that Services that are the subject of an invoice have not been performed in accordance with the Statement of Services, Mercy Corps may dispute the invoice by sending Contractor notice of such dispute']",Final invoices must be submitted within 60 days of the end date of the Contract. Contractor recognizes that in many cases Mercy Corps’ donor will not reimburse Mercy Corps for invoices submitted beyond 60 days after the termination of a contract and therefore Mercy Corps will have no obligation to pay any portion of invoices received more than 60 days after the end date of the Contract.,0.999999999975,1.0,0.0,0.0 +3,When will Mercy Corps submit payment?,Mercy Corps will pay each invoice (or adjusted invoice if the subject of dispute) within 30 days after the later of (i) receipt of the invoice or (ii) resolution of the items set forth in the notice of disputed charges.,"['Contractor will submit invoices to Mercy Corps in accordance with the invoicing schedule and invoicing delivery terms set forth in the Statement of Services (Schedule I). Final invoices must be submitted within 60 days of the end date of the Contract. Contractor recognizes that in many cases Mercy Corps’ donor will not reimburse Mercy Corps for invoices submitted beyond 60 days after the termination of a contract and therefore Mercy Corps will have no obligation to pay any portion of invoices' + 'Except as otherwise provided in the Statement of Services, Mercy Corps will pay each invoice (or adjusted invoice if the subject of dispute) in accordance with the Payment Terms within 30 days after the later of (i)\xa0receipt of the invoice or (ii)\xa0resolution of the items set forth in the notice of disputed charges.\nMercy Corps may off-set any amount it owes Contractor against any amount Contractor owes Mercy Corps.\nTaxes, Duties and Expenses.' + 'Delivery of Services. \nContractor will perform the Services, and Mercy Corps will pay for the Services, in accordance with the terms and conditions and within the Performance Period set forth in this Contract and the Statement of Services.' + 'for all individual expenses exceeding $25 USD, and (vii) such other information as Mercy Corps may reasonably request. Invoices will only be deemed received on the date they are delivered to the Authorized Representative pursuant to the Payment Terms (see Schedule I). If Mercy Corps determines that Services that are the subject of an invoice have not been performed in accordance with the Statement of Services, Mercy Corps may dispute the invoice by sending Contractor notice of such dispute' + 'by Mercy Corps immediately upon written notice if Mercy Corps using its sole discretion determines that Contractor has or will breach any of its warranties, covenants or representations in this Contract, in which case Mercy Corps may withhold any and all amounts owed to Contractor until such breach is remedied.']","Except as otherwise provided in the Statement of Services, Mercy Corps will pay each invoice (or adjusted invoice if the subject of dispute) in accordance with the Payment Terms within 30 days after the later of (i) receipt of the invoice or (ii) resolution of the items set forth in the notice of disputed charges.",0.99999999998,1.0,1.0,0.9458873108716661 +4,Who is responsible for paying taxes in the agreement?,"The Contractor is responsible for all expenses incurred in performing under the Contract, including all taxes, duties, and other governmental charges. However, if the law requires Mercy Corps to withhold taxes from payments to the Contractor, Mercy Corps may withhold those taxes and pay them to the appropriate taxing authority.","['Except as otherwise provided in the Statement of Services, Contractor is responsible for all expenses incurred by it in performing under this Contract and all taxes, duties and other governmental charges with respect to the provision of Services. If the law requires Mercy Corps to withhold taxes from payments to Contractor, Mercy Corps may withhold those taxes and pay them to the appropriate taxing authority. Mercy Corps will deliver to Contractor an official notice for such taxes. Mercy' + 'Invoicing and Payment.' + 'paid (at each of their own cost, unless otherwise agreed).' + 'Liability/Indemnity\nUnder no circumstances nor for any reason whatsoever will the European Union be held liable for damages as a result of the work pursuant to this Contract. \nRight of Access/ Audit\nThe Vendor will be responsible for holding all invoices, receipts and financial and accounting documents relating to this Contract for at least seven years following final payment made under this Contract.' + 'The Vendor will seek to ensure that none of the funds or assets provided under this Agreement are made available or used to provide support to individuals, groups or entities associated with terrorism.' + 'Except as otherwise provided in the Statement of Services, Mercy Corps will pay each invoice (or adjusted invoice if the subject of dispute) in accordance with the Payment Terms within 30 days after the later of (i)\xa0receipt of the invoice or (ii)\xa0resolution of the items set forth in the notice of disputed charges.\nMercy Corps may off-set any amount it owes Contractor against any amount Contractor owes Mercy Corps.\nTaxes, Duties and Expenses.']","Except as otherwise provided in the Statement of Services, Contractor is responsible for all expenses incurred by it in performing under this Contract and all taxes, duties and other governmental charges with respect to the provision of Services. If the law requires Mercy Corps to withhold taxes from payments to Contractor, Mercy Corps may withhold those taxes and pay them to the appropriate taxing authority. Mercy Corps will deliver to Contractor an official notice for such taxes. 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