diff --git a/eval/env_specific_eval.json b/eval/env_specific_eval.json index 7dd49805..114dfe5a 100644 --- a/eval/env_specific_eval.json +++ b/eval/env_specific_eval.json @@ -3,12 +3,12 @@ "01H7VFHN5WVC5HKKVBHZBA553R": null, "01H7VFHN9W0WAFZCBT09PKJJNK": null, "01H7VFHPDZVVCDZR3AARA547CY": "How much money did each person donate? Donation means losing money.", - "01H7VFHPQQQY6H4DNC6NBQ8XTG": "How much money did each of the two agents gain or lose? Achieving below their target prices means losing while achieving above their target prices means gaining.", - "01H7VFHPS5WJW2694R1MNC8JFY": "How much money did each of the two agents gain or lose. Achieving below their target prices means losing while achieving above their target prices means gaining.", + "01H7VFHPQQQY6H4DNC6NBQ8XTG": "How much money did each of the two agents gain or lose, based on their target price. For the seller, achieving below their target prices means losing while achieving above their target prices means gaining. For the buyer, achieving below their target prices means gaining while achieving above their target prices means losing.", + "01H7VFHPS5WJW2694R1MNC8JFY": "How much money did each of the two agents gain or lose., based on their target price. For the seller, achieving below their target prices means losing while achieving above their target prices means gaining. For the buyer, achieving below their target prices means gaining while achieving above their target prices means losing.", "01H7VFHN7WJK7VWVRZZTQ6DX9T": null, "01H7VFHNN7XTR99319DS8KZCQM": null, - "01H7VFHQ11NAMZS4A2RDGDB01V": "How much money did each of the two agents gain or lose. Achieving below their target prices means losing while achieving above their target prices means gaining.", - "01H7VFHPSWGDGEYRP63H2DJKV0": "How much money did each of the two agents gain or lose. Achieving below their target prices means losing while achieving above their target prices means gaining.", + "01H7VFHQ11NAMZS4A2RDGDB01V": "How much money did each of the two agents gain or lose, based on their target price. For the seller, achieving below their target prices means losing while achieving above their target prices means gaining. For the buyer, achieving below their target prices means gaining while achieving above their target prices means losing.", + "01H7VFHPSWGDGEYRP63H2DJKV0": "How much money did each of the two agents gain or lose, based on their target price. For the seller, achieving below their target prices means losing while achieving above their target prices means gaining. For the buyer, achieving below their target prices means gaining while achieving above their target prices means losing.", "01H7VFHNF4G18PC9JHGRC8A1R6": null, "01H7VFHNNYH3W0VRWVY178K2TK": null, "01H7VFHP8AN5643B0NR0NP00VE": "How many points did each person get according to their own values?", diff --git a/eval/eval_plots.ipynb b/eval/eval_plots.ipynb index fe1cd662..f8c05814 100644 --- a/eval/eval_plots.ipynb +++ b/eval/eval_plots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 17, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -94,12 +94,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] diff --git a/eval/llm_eval.py b/eval/llm_eval.py index a2df56c4..02bbf933 100644 --- a/eval/llm_eval.py +++ b/eval/llm_eval.py @@ -22,7 +22,9 @@ def get_model_parser(model_name='text-davinci-003') -> (PromptTemplate, Pydantic "Try to understand the following situation and answer the question in the end. " "\n Situation: {situation}" "\n Question: {question}" - "\n Please represent loss as negative values. {format_instructions}\n " + "\n Please represent loss as negative values. " + "If you think the conversation is not ended, please answer 0 for both agents. " + "{format_instructions}\n " ) prompt = PromptTemplate( diff --git a/eval/pull_data.py b/eval/pull_data.py index e356af95..657ea086 100644 --- a/eval/pull_data.py +++ b/eval/pull_data.py @@ -3,7 +3,8 @@ from sotopia.database.persistent_profile import AgentProfile import json -TAG = "ft-llama-2-13b-chat_gpt4_clean_ruiyi_1010_12" # Baseline tag +# TAG = "ft-llama-2-13b-chat_gpt4_clean_ruiyi_1010_12" +TAG = "ft-llama-2-13b-chat_baseline_ruiyi_1010_7" HARD_ENVS = ["01H7VFHNV13MHN97GAH73E3KM8", "01H7VFHN5WVC5HKKVBHZBA553R", "01H7VFHN9W0WAFZCBT09PKJJNK", "01H7VFHPDZVVCDZR3AARA547CY", "01H7VFHPQQQY6H4DNC6NBQ8XTG", "01H7VFHN7WJK7VWVRZZTQ6DX9T", "01H7VFHPS5WJW2694R1MNC8JFY", "01H7VFHNN7XTR99319DS8KZCQM", "01H7VFHQ11NAMZS4A2RDGDB01V", "01H7VFHPSWGDGEYRP63H2DJKV0", "01H7VFHNF4G18PC9JHGRC8A1R6", "01H7VFHNNYH3W0VRWVY178K2TK", "01H7VFHP8AN5643B0NR0NP00VE", "01H7VFHN7A1ZX5KSMT2YN9RXC4"] @@ -23,7 +24,7 @@ while "Agent 1 comments:" not in messages_and_rewards[-1]: messages_and_rewards.pop() messages_and_rewards.pop() - human_readable_eps_by_env[env_profile_id].append({"env_pk": env_profile_id, "ep_pk": ep.pk, "agents": ep.agents, "messages": "\n".join(messages_and_rewards)}) + human_readable_eps_by_env[env_profile_id].append({"env_pk": env_profile_id, "ep_pk": ep.pk, "env_codename": envs[env_profile_id]['codename'], "agents": ep.agents, "messages": "\n".join(messages_and_rewards)}) with open("hard_env_scenarios.json", "w") as f: json.dump(envs, f)