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results/grpo_metrics.json

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results/grpo_reward_report.txt

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 Training reward summary
-Initial reward: 0.032
-Final reward:   0.040
-Improvement:    +0.008
+Initial reward: 0.055
+Final reward:   0.070
+Improvement:    +0.015

results/sft_grpo_constrained_model_eval.json

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@@ -207,15 +207,15 @@
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@@ -258,15 +258,15 @@
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@@ -309,9 +309,9 @@
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+        "{\"chosen\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}, \"score\": -0.057836015708744526, \"top3\": [{\"score\": -0.057836015708744526, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -3.9295181035995483, \"action\": {\"action_type\": \"topo_reorder\", \"parameters\": {\"affinity\": \"rack\"}}}, {\"score\": -5.200797140598297, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 7}}}]}"
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@@ -360,9 +360,9 @@
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@@ -411,9 +411,9 @@
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@@ -462,9 +462,9 @@
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+        "{\"chosen\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}, \"score\": -0.12243965826928616, \"top3\": [{\"score\": -0.12243965826928616, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -2.391733020544052, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 7}}}, {\"score\": -6.516728341579437, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 1}}}]}"
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@@ -513,9 +513,9 @@
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+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 6}}, \"score\": -0.0829844200052321, \"top3\": [{\"score\": -0.0829844200052321, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 6}}}, {\"score\": -3.3330172449350357, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -3.932063966989517, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}]}"
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@@ -564,9 +564,9 @@
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-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.18873748742043972, \"top3\": [{\"score\": -0.18873748742043972, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.4489744901657104, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -7.549334526062012, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}",
-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.15744388662278652, \"top3\": [{\"score\": -0.15744388662278652, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.535914838314056, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -7.639253795146942, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}",
-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.07833476783707738, \"top3\": [{\"score\": -0.07833476783707738, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.594430685043335, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -6.815453112125397, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}"
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.030081608332693577, \"top3\": [{\"score\": -0.030081608332693577, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.292173624038696, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -7.5157042145729065, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}",
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.02682860882487148, \"top3\": [{\"score\": -0.02682860882487148, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.658943623304367, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -7.64050018787384, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}",
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}, \"score\": -0.026877161115407944, \"top3\": [{\"score\": -0.026877161115407944, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 2}}}, {\"score\": -5.543333560228348, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -6.886229336261749, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}"
       ]
     },
     {
@@ -615,9 +615,9 @@
         }
       ],
       "sample_outputs": [
-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}, \"score\": -0.07111046090722084, \"top3\": [{\"score\": -0.07111046090722084, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}}, {\"score\": -5.567862510681152, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 6}}}, {\"score\": -5.84067165851593, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}]}",
-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 3}}, \"score\": -0.2299951510503888, \"top3\": [{\"score\": -0.2299951510503888, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 3}}}, {\"score\": -2.480030655860901, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 7}}}, {\"score\": -3.625522255897522, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}]}",
-        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}, \"score\": -0.06571792089380324, \"top3\": [{\"score\": -0.06571792089380324, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}}, {\"score\": -5.6897726356983185, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 6}}}, {\"score\": -5.834500283002853, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}]}"
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}, \"score\": -0.0343969298992306, \"top3\": [{\"score\": -0.0343969298992306, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}}, {\"score\": -5.1800781190395355, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -6.031509578227997, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 6}}}]}",
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 3}}, \"score\": -0.1809329753741622, \"top3\": [{\"score\": -0.1809329753741622, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 3}}}, {\"score\": -2.3059635162353516, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 7}}}, {\"score\": -3.4425017833709717, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}]}",
+        "{\"chosen\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}, \"score\": -0.025897255050949752, \"top3\": [{\"score\": -0.025897255050949752, \"action\": {\"action_type\": \"inspect_flight_recorder\", \"parameters\": {\"rank_id\": 0}}}, {\"score\": -5.670398235321045, \"action\": {\"action_type\": \"query_nccl_logs\", \"parameters\": {\"time_window\": 5}}}, {\"score\": -6.510517001152039, \"action\": {\"action_type\": \"noop\", \"parameters\": {}}}]}"
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