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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "0f7450c4-1178-4c37-ac83-efa7ff8c3032", | |
"metadata": {}, | |
"source": [ | |
"# Domain-specific evaluation of fine tuned models\n", | |
"\n", | |
"*By William Caban*\n", | |
"\n", | |
"Evaluation of base and fine-tuned granite-7b-lab and mistral-7b-instruct in OpenShift expertise.\n", | |
"\n", | |
"Fine tuned models under evaluation:\n", | |
"- https://huggingface.co/boricua/granite-7b-lab-ocp4.15-v0.3\n", | |
"- https://huggingface.co/boricua/shiftdocs-7b-ocp4.15-v0.3\n", | |
"\n", | |
"---" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "da3dd851-6ac4-4d7d-8967-8aaf45f22fff", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "de189e81-a097-4fd8-ae82-9a068f70f3aa", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"[nltk_data] Downloading package wordnet to\n", | |
"[nltk_data] /Users/williamcaban/nltk_data...\n", | |
"[nltk_data] Package wordnet is already up-to-date!\n" | |
] | |
} | |
], | |
"source": [ | |
"from evaluator_metrics import checkpoint, score_gleu, score_meteor, score_rouge" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "3299abc3-f5bc-48cc-8294-de6a39be38be", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Previous checkpoint found (model_scores.parket). Resumming execution.\n", | |
"Num of samples for scores: 2261\n" | |
] | |
} | |
], | |
"source": [ | |
"# read existing model score\n", | |
"df_scores = pd.DataFrame()\n", | |
"df_scores = checkpoint(df_scores, \"model_scores.parket\")\n", | |
"print(f\"Num of samples for scores: {df_scores.shape[0]}\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9bea6a9b-d72a-4fa2-b3a8-fe79ede17a8a", | |
"metadata": {}, | |
"source": [ | |
"## Metrics" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d97f6b12-e431-4345-9aea-12a021b5b279", | |
"metadata": {}, | |
"source": [ | |
"\n", | |
"| Metric | Description |\n", | |
"|:----- |:------------ |\n", | |
"| GLEU | Evaluation metric to estimate fluency. Compares model generated text and human generated text. (higher the better, 0 to 1) |\n", | |
"| METEOR | Precision-based metric to measure quality of generated text. Allows synonyms and stemmed words to be matched with the reference word. |\n", | |
"| ROUGE | Recall focused metrics. Compares quality of generated to reference text. How many words a model recall? |\n", | |
"|| **ROUGE-1** scores are excellent around 0.5, with scores above 0.5 considered good and 0.4 to 0.5 moderate |\n", | |
"|| **ROUGE-L** scores are good around 0.4 and low at 0.3 to 0.4. |\n", | |
"|||\n", | |
"|||" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "7a8bed54-27bf-4118-8b5b-6d83082abf0c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Index(['question', 'answer', 'topic', 'mistral-7b-instruct', 'shiftdocs',\n", | |
" 'granite-7b-lab', 'granite-7b-lab-ocp4.15', 'question@gleu',\n", | |
" 'mistral-7b-instruct@gleu', 'shiftdocs@gleu', 'granite-7b-lab@gleu',\n", | |
" 'granite-7b-lab-ocp4.15@gleu', 'question@meteor',\n", | |
" 'mistral-7b-instruct@meteor', 'shiftdocs@meteor',\n", | |
" 'granite-7b-lab@meteor', 'granite-7b-lab-ocp4.15@meteor',\n", | |
" 'question@rouge', 'question@rouge1:precision', 'question@rouge1:recall',\n", | |
" 'question@rouge1:fmeasure', 'question@rougeL:precision',\n", | |
" 'question@rougeL:recall', 'question@rougeL:fmeasure',\n", | |
" 'mistral-7b-instruct@rouge', 'mistral-7b-instruct@rouge1:precision',\n", | |
" 'mistral-7b-instruct@rouge1:recall',\n", | |
" 'mistral-7b-instruct@rouge1:fmeasure',\n", | |
" 'mistral-7b-instruct@rougeL:precision',\n", | |
" 'mistral-7b-instruct@rougeL:recall',\n", | |
" 'mistral-7b-instruct@rougeL:fmeasure', 'shiftdocs@rouge',\n", | |
" 'shiftdocs@rouge1:precision', 'shiftdocs@rouge1:recall',\n", | |
" 'shiftdocs@rouge1:fmeasure', 'shiftdocs@rougeL:precision',\n", | |
" 'shiftdocs@rougeL:recall', 'shiftdocs@rougeL:fmeasure',\n", | |
" 'granite-7b-lab@rouge', 'granite-7b-lab@rouge1:precision',\n", | |
" 'granite-7b-lab@rouge1:recall', 'granite-7b-lab@rouge1:fmeasure',\n", | |
" 'granite-7b-lab@rougeL:precision', 'granite-7b-lab@rougeL:recall',\n", | |
" 'granite-7b-lab@rougeL:fmeasure', 'granite-7b-lab-ocp4.15@rouge',\n", | |
" 'granite-7b-lab-ocp4.15@rouge1:precision',\n", | |
" 'granite-7b-lab-ocp4.15@rouge1:recall',\n", | |
" 'granite-7b-lab-ocp4.15@rouge1:fmeasure',\n", | |
" 'granite-7b-lab-ocp4.15@rougeL:precision',\n", | |
" 'granite-7b-lab-ocp4.15@rougeL:recall',\n", | |
" 'granite-7b-lab-ocp4.15@rougeL:fmeasure'],\n", | |
" dtype='object')" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# work on a copy\n", | |
"df=df_scores.copy()\n", | |
"df.columns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "1ca6f2b5-33f6-47a4-ba45-420a4c047001", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"MODELS = [\n", | |
" 'mistral-7b-instruct',\n", | |
" 'shiftdocs', # mistral-7b-instruct fine-tuned\n", | |
" 'granite-7b-lab',\n", | |
" 'granite-7b-lab-ocp4.15',\n", | |
"]\n", | |
"\n", | |
"# Note: when the output shows model=\"question\" it means the metric calculated to the exact answer (theoretical maximum)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "edf90ded-0d77-4c52-adab-7db72abc4b6b", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"#################### GLEU SCORE\n", | |
"\n", | |
" Model mean min max P95 P99 \n", | |
" question 1.000 1.000 1.000 1.000 1.000\n", | |
" mistral-7b-instruct 0.076 0.005 0.348 0.165 0.229\n", | |
" shiftdocs 0.248 0.000 0.846 0.655 0.756\n", | |
" granite-7b-lab 0.177 0.000 0.860 0.571 0.778\n", | |
" granite-7b-lab-ocp4.15 0.248 0.000 0.852 0.621 0.749\n", | |
"\n", | |
"#################### METEOR SCORE \n", | |
"\n", | |
" Model mean min max P95 P99 \n", | |
" question 1.000 0.992 1.000 1.000 1.000\n", | |
" question 1.000 0.992 1.000 1.000 1.000\n", | |
" mistral-7b-instruct 0.382 0.065 0.761 0.587 0.647\n", | |
" shiftdocs 0.538 0.000 0.922 0.858 0.889\n", | |
" granite-7b-lab 0.480 0.000 0.925 0.810 0.869\n", | |
" granite-7b-lab-ocp4.15 0.563 0.000 0.909 0.842 0.885\n" | |
] | |
} | |
], | |
"source": [ | |
"_ = score_gleu(df, MODELS)\n", | |
"_ = score_meteor(df, MODELS)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "62250551-d562-42a4-90f8-dfd469200a55", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='granite-7b-lab'\n", | |
"model_name2='granite-7b-lab-ocp4.15'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@gleu',f'{model_name2}@gleu'], \n", | |
" rot=45, figsize=(16, 6), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "e5c902fa-79f3-49b9-b890-1481bb85bdff", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Axes: >" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='mistral-7b-instruct'\n", | |
"model_name2='shiftdocs'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@gleu',f'{model_name2}@gleu'], \n", | |
" rot=45, figsize=(16, 6), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "d7963d8a-7ae4-48c2-9a0c-1b13edaba208", | |
"metadata": {}, | |
"source": [ | |
"## Analysis\n", | |
"\n", | |
"The [GLEU](https://huggingface.co/spaces/evaluate-metric/google_bleu) score combines various metrics into a single score to describe how many n-grams match between the generated answer (the hypothesis) and the expected answer (ground truth). Since there are many ways to answer a question correctly, this score alone does not tell us if the answer is correct or not. Instead, it tell us how how likely they are similar. This score does not acount for synonyms and [stemmed words](https://saturncloud.io/glossary/stemming/) or [morphologically similar](https://www.nltk.org/howto/stem.html) words.\n", | |
"\n", | |
"```\n", | |
"# GLEU SCORE\n", | |
" Model mean min max P95 P99 \n", | |
" mistral-7b-instruct 0.076 0.005 0.348 0.165 0.229\n", | |
" shiftdocs 0.248 0.000 0.846 0.655 0.756\n", | |
"\n", | |
" granite-7b-lab 0.177 0.000 0.860 0.571 0.778\n", | |
" granite-7b-lab-ocp4.15 0.248 0.000 0.852 0.621 0.749\n", | |
"```\n", | |
"\n", | |
"These GLEU score shows improvement on both base models with different magnitudes, ranges and directions.\n", | |
"- The base granite-7b-lab model starts with a ~10% better performance on OpenShift topics than the mistral-7b-instruct.\n", | |
"- After tuning:\n", | |
" - Both models ended up with identical mean scores ~24.8%\n", | |
" - The fine tuned mistral ended up with 1% - 3% better performance on specific topics, while granite-7b-lab has a 1% better performance in at leas one OCP topic. (see breakdown)\n", | |
"- The base granite-7b-lab model shows an overall (mean) improvement of 7% with a reduction of 1% to 3% on specific topics. (see breakdown)\n", | |
"- The base mistral-7b-instruct model shows an overall 46% (mean) improvement with an increase of 50% to 53% improvement on individual topics with a 0.5% reduction on at least one topic. (see breakdown)\n", | |
"\n", | |
"\n", | |
"The [METEOR](https://huggingface.co/spaces/evaluate-metric/meteor) score is a precision-based metric to measure quality of generated text. Allows synonyms and stemmed words to be matched with the reference word.\n", | |
"\n", | |
"```\n", | |
"# METEOR SCORE \n", | |
"\n", | |
" Model mean min max P95 P99 \n", | |
" mistral-7b-instruct 0.382 0.065 0.761 0.587 0.647\n", | |
" shiftdocs 0.538 0.000 0.922 0.858 0.889\n", | |
"\n", | |
" granite-7b-lab 0.480 0.000 0.925 0.810 0.869\n", | |
" granite-7b-lab-ocp4.15 0.563 0.000 0.909 0.842 0.885\n", | |
"```\n", | |
"\n", | |
"These METEOR scores also shows overall improvements on both models. There is a 15% improvement for mistral-7b-instruct and 8% for granite-7b-lab.\n", | |
"\n", | |
"In this metric we can see the fine tuned granite-7b-lab with an overall (mean) 3% over the fine tuned mistral-7b-instruct. For individual topics, the fine tuned granite-7b-lab had a 2% degradation in at least one topic, but 2% to 3% improvement in other topics.\n", | |
"\n", | |
"The mistral based model shows a 6% degradation in at least one topic, but a 16% to 27% improvement in the other topics. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "5aa68b70-e8d3-4a3c-9019-bd66f36c0b86", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"#################### ROUGE SCORE\n", | |
"\n", | |
" question R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" min 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" max 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p95 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p99 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
"\n", | |
" question R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" min 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" max 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p95 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p99 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
"\n", | |
" question R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" min 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" max 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p95 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
" p99 1.000 1.000 1.000 1.000 1.000 1.000 \n", | |
"\n", | |
" mistral-7b-instruct R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 0.169 0.820 0.276 0.131 0.642 0.215 \n", | |
" min 0.016 0.214 0.032 0.015 0.143 0.029 \n", | |
" max 0.469 1.000 0.622 0.444 1.000 0.571 \n", | |
" p95 0.275 0.947 0.418 0.222 0.875 0.345 \n", | |
" p99 0.335 1.000 0.478 0.279 0.938 0.408 \n", | |
"\n", | |
" shiftdocs R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 0.371 0.771 0.469 0.336 0.699 0.425 \n", | |
" min 0.000 0.000 0.000 0.000 0.000 0.000 \n", | |
" max 0.962 1.000 0.962 0.938 1.000 0.941 \n", | |
" p95 0.800 0.950 0.850 0.750 0.933 0.809 \n", | |
" p99 0.857 1.000 0.897 0.833 0.950 0.857 \n", | |
"\n", | |
" granite-7b-lab R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 0.296 0.807 0.399 0.249 0.679 0.335 \n", | |
" min 0.000 0.000 0.000 0.000 0.000 0.000 \n", | |
" max 0.929 1.000 0.929 0.875 1.000 0.900 \n", | |
" p95 0.769 0.947 0.812 0.700 0.917 0.743 \n", | |
" p99 0.857 1.000 0.882 0.815 0.944 0.857 \n", | |
"\n", | |
" granite-7b-lab-ocp4.15 R1-precision R1-recall R1-fmeasure RL-precision RL-recall RL-fmeasure \n", | |
" mean 0.381 0.822 0.489 0.331 0.723 0.427 \n", | |
" min 0.000 0.000 0.000 0.000 0.000 0.000 \n", | |
" max 0.933 1.000 0.933 0.933 1.000 0.932 \n", | |
" p95 0.786 0.947 0.833 0.714 0.933 0.774 \n", | |
" p99 0.872 0.970 0.898 0.812 0.947 0.857 \n" | |
] | |
} | |
], | |
"source": [ | |
"df = score_rouge(df, MODELS)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f837d922-2ac6-46fb-b3fe-d1d4c0917ed8", | |
"metadata": {}, | |
"source": [ | |
"The [ROUGE](https://huggingface.co/spaces/evaluate-metric/rouge) metrics are a recall focused metrics. It compares quality of generated to reference text and how many words a model recall.\n", | |
"\n", | |
"The specific ROUGE scores in this evalution are:\n", | |
"- **ROUGE-1** (1-gram based scoring). For this one, scores are excellent around 0.5, with scores above 0.5 considered good and 0.4 to 0.5 moderate\n", | |
"- [**ROUGE-L**](https://github.com/google-research/google-research/tree/master/rouge#two-flavors-of-rouge-l) (sentence-level Longest Common Subsequence (LCS) based scoring). For this one, scores are good around 0.4 and low at 0.3 to 0.4.\n", | |
"\n", | |
"Before fine-tuning, we can see the base granite-7b-lab model mean performance is R1/RL of 13%/11% higher than the mistral-7b-instruct for OpenShift specific knowledge. After fine tuning, the R1/RL recall scores are withing a good range. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "4439900b-16e7-470e-a85a-a68f6d17cb10", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "98dbaf73-9628-4596-b7ee-657f06cb3fe0", | |
"metadata": {}, | |
"source": [ | |
"## Per Topic Analysis" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4d7b240e-bf5d-45ee-8468-288edfc934ab", | |
"metadata": {}, | |
"source": [ | |
"## granite-7b-lab (per-topic eval)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "914c67cb-47c4-4def-a8f7-5882ee99f330", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'granite-7b-lab@gleu'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'granite-7b-lab-ocp4.15@gleu'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<Figure size 1600x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='granite-7b-lab'\n", | |
"model_name2='granite-7b-lab-ocp4.15'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@gleu',f'{model_name2}@gleu'], by=['topic'], \n", | |
" rot=90, figsize=(16, 6),layout=(1,2), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "88f1a85a-5713-44b8-8341-2bb3cfc03583", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'granite-7b-lab@meteor'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'granite-7b-lab-ocp4.15@meteor'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='granite-7b-lab'\n", | |
"model_name2='granite-7b-lab-ocp4.15'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@meteor',f'{model_name2}@meteor'], by=['topic'], \n", | |
" rot=90, figsize=(16, 6),layout=(1,2), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "475dd639-1603-4bfc-92f9-012b17a6042e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'granite-7b-lab@rouge1:recall'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'granite-7b-lab-ocp4.15@rouge1:recall'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='granite-7b-lab'\n", | |
"model_name2='granite-7b-lab-ocp4.15'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@rouge1:recall',f'{model_name2}@rouge1:recall'], by=['topic'], \n", | |
" rot=90, figsize=(16, 6),layout=(1,2), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "c4396b4e-ec8b-4bb4-9e67-5bc913432863", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'granite-7b-lab@rougeL:recall'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'granite-7b-lab-ocp4.15@rougeL:recall'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='granite-7b-lab'\n", | |
"model_name2='granite-7b-lab-ocp4.15'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@rougeL:recall',f'{model_name2}@rougeL:recall'], by=['topic'], \n", | |
" rot=90, figsize=(16, 6),layout=(1,2), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "8c1373ad-59e1-4499-ac11-4f4c7b93000b", | |
"metadata": {}, | |
"source": [ | |
"## granite-7b-lab (per-topic eval)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "769ede1e-2e06-4ebf-909b-c7793dad21f7", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'mistral-7b-instruct@gleu'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'shiftdocs@gleu'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x600 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model_name1='mistral-7b-instruct'\n", | |
"model_name2='shiftdocs'\n", | |
"\n", | |
"df.boxplot(column=[f'{model_name1}@gleu',f'{model_name2}@gleu'], by=['topic'], \n", | |
" rot=90, figsize=(16, 6),layout=(1,2), grid=True, sym='.',\n", | |
" patch_artist=True, meanline=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "06bbcf57-1485-428d-85f9-9982385660cf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([<Axes: title={'center': 'mistral-7b-instruct@meteor'}, xlabel='[topic]'>,\n", | |
" <Axes: title={'center': 'shiftdocs@meteor'}, xlabel='[topic]'>],\n", | |
" dtype=object)" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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