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akshay4
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budget-router-sft-data

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train · 10 rows

messages listlengths 41 41	seed int64 1k 1.03k	teacher stringclasses 1 value	teacher_score float64 0.64 0.73	heuristic_score float64 0.51 0.64	delta_vs_heuristic float64 0.09 0.14	actions listlengths 20 20
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,014	ppo	0.6443	0.5062	0.1381	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,023	ppo	0.7214	0.5949	0.1265	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,016	ppo	0.7254	0.599	0.1264	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,012	ppo	0.6654	0.5436	0.1218	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,002	ppo	0.6957	0.5764	0.1193	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,026	ppo	0.7332	0.6232	0.11	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,025	ppo	0.6482	0.5487	0.0995	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,009	ppo	0.6634	0.5675	0.0959	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,003	ppo	0.7308	0.6361	0.0947	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load", "shed_load" ]
[ { "role": "system", "content": "\nYou are a cost-aware LLM API routing agent managing a production system.\nAt each step, output EXACTLY ONE action string. Nothing else.\n\nENVIRONMENT:\n Three providers: A ($0.01/req, cheapest), B ($0.05/req), C ($0.10/req, most reliable).\n provider_X_status = windowed ...	1,011	ppo	0.6921	0.5974	0.0947	[ "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_b", "route_to_c", "route_to_c", "route_to_c", "shed_load", "route_to_c", "shed_load", "route_to_c", "shed_load", "shed_load", "shed_load" ]

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