From 00cba4b9a1e88891f1f96a1199320092c1962343 Mon Sep 17 00:00:00 2001
From: ShelbySolomonDarnell
Date: Thu, 17 Oct 2024 12:24:26 +0300
Subject: Docker image built to run code, all evals run using R2R

---
 gnqa/paper1_eval/src/data/results/test.json  | 19 ++++++++++++++++
 gnqa/paper1_eval/src/data/results/test2.json | 19 ++++++++++++++++
 gnqa/paper1_eval/src/ragas_fahamuRAG.py      | 33 ++++++++++++++++------------
 3 files changed, 57 insertions(+), 14 deletions(-)
 create mode 100644 gnqa/paper1_eval/src/data/results/test.json
 create mode 100644 gnqa/paper1_eval/src/data/results/test2.json

(limited to 'gnqa/paper1_eval')

diff --git a/gnqa/paper1_eval/src/data/results/test.json b/gnqa/paper1_eval/src/data/results/test.json
new file mode 100644
index 0000000..c8fa2d4
--- /dev/null
+++ b/gnqa/paper1_eval/src/data/results/test.json
@@ -0,0 +1,19 @@
+,
+{
+  "faithfulness": 0.75,
+  "answer_relevancy": 0.0,
+  "context_relevancy": 0.12244897959183673,
+  "context_utilization": 0.999999999990909
+},
+{
+  "faithfulness": 0.75,
+  "answer_relevancy": 0.0,
+  "context_relevancy": 0.12244897959183673,
+  "context_utilization": 0.999999999990909
+},
+{
+  "faithfulness": 0.75,
+  "answer_relevancy": 0.0,
+  "context_relevancy": 0.14285714285714285,
+  "context_utilization": 0.999999999990909
+}
\ No newline at end of file
diff --git a/gnqa/paper1_eval/src/data/results/test2.json b/gnqa/paper1_eval/src/data/results/test2.json
new file mode 100644
index 0000000..9ae1d2d
--- /dev/null
+++ b/gnqa/paper1_eval/src/data/results/test2.json
@@ -0,0 +1,19 @@
+,
+{
+  "faithfulness": 1.0,
+  "answer_relevancy": 0.982746184788807,
+  "context_relevancy": 0.09375,
+  "context_utilization": 0.99999999999
+},
+{
+  "faithfulness": 0.9565217391304348,
+  "answer_relevancy": 0.982746184788807,
+  "context_relevancy": 0.09375,
+  "context_utilization": 0.99999999999
+},
+{
+  "faithfulness": 0.9629629629629629,
+  "answer_relevancy": 0.9827409808824336,
+  "context_relevancy": 0.09375,
+  "context_utilization": 0.99999999999
+}
\ No newline at end of file
diff --git a/gnqa/paper1_eval/src/ragas_fahamuRAG.py b/gnqa/paper1_eval/src/ragas_fahamuRAG.py
index 345483e..8955a66 100644
--- a/gnqa/paper1_eval/src/ragas_fahamuRAG.py
+++ b/gnqa/paper1_eval/src/ragas_fahamuRAG.py
@@ -1,13 +1,16 @@
+#!/usr/bin/python3
 import os
 import sys
 import json
 import time
 import configparser
-import pandas as pd
+#import pandas as pd
 
-from pandas import DataFrame as df
-from langchain_together import Together
-from langchain_together.embeddings import TogetherEmbeddings
+#from pandas import DataFrame as df
+#from langchain_together import Together
+#from langchain_together.embeddings import TogetherEmbeddings
+#from ragas.metrics import (faithfulness, answer_relevancy, context_relevancy, context_utilization, context_recall)
+# using ragas==0.1.9
 from ragas.metrics import (faithfulness, answer_relevancy, context_relevancy, context_utilization)
 from ragas import evaluate
 from datasets import Dataset#, load_dataset
@@ -15,7 +18,8 @@ from datasets import Dataset#, load_dataset
 def evaluateDataset(num_evaluations, dataset, output_file):
   for n in range(0,num_evaluations):
 
-    results = evaluate(dataset, metrics=[faithfulness,context_utilization,context_relevancy,answer_relevancy], raise_exceptions=False)
+    #results = evaluate(dataset, metrics=[faithfulness,context_utilization,context_relevancy,answer_relevancy], raise_exceptions=False)
+    results = evaluate(dataset, metrics=[faithfulness,answer_relevancy, context_relevancy, context_utilization])
     print(results)
     with open(output_file, "a") as the_data:
         the_data.write(",\n")
@@ -25,24 +29,25 @@ def evaluateDataset(num_evaluations, dataset, output_file):
 
 
 config = configparser.ConfigParser()
-config.read('_config.cfg')
+#config.read('/home/shebes/Coding/gn-ai/gnqa/paper1_eval/src/_config.cfg')
+config.read('/code/paper1_eval/src/_config.cfg')
 
 os.environ["OPENAI_API_KEY"] = config['key.api']['openai2']
 together_key = config['key.api']['togetherai']
 
 #embeddings = TogetherEmbeddings(model="togethercomputer/m2-bert-80M-8k-retrieval")
-embeddings = TogetherEmbeddings(model="togethercomputer/m2-bert-80M-32k-retrieval")
+#embeddings = TogetherEmbeddings(model="togethercomputer/m2-bert-80M-32k-retrieval")
 
-together_completion = Together(
+#together_completion = Together(
     #model="NousResearch/Nous-Hermes-2-Mixtral-8x7B-SFT",
     #model="togethercomputer/Llama-2-7B-32K-Instruct",
     #model="meta-llama/Llama-3-70b-chat-hf",
-    model="google/gemma-7b-it",
-    temperature=0.8,
-    max_tokens=4000,
-    top_k=1,
-    together_api_key=together_key
-)
+#    model="google/gemma-7b-it",
+#    temperature=0.8,
+#    max_tokens=4000,
+#    top_k=1,
+#    together_api_key=together_key
+#)
 
 read_file = str(sys.argv[1])
 outp_file = str(sys.argv[2])
-- 
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