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=== evaluating v2-sft-baseline ===
Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
[eval] loading benchmark from ~/temporal-aware-graphrag/outputs/benchmark/benchmark_labelled.jsonl (split=test)
[eval] 1743 questions
[eval] loading policy from ../checkpoints/sft/final
Loading weights: 0%| | 0/399 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 399/399 [00:00<00:00, 6777.58it/s]
[transformers] The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
[eval] loading KG indexer from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[Indexer] Loaded 550,376 triples from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[eval] generating predictions (bs=4)
[eval] progress: 4/1743
[eval] progress: 104/1743
[eval] progress: 204/1743
[eval] progress: 304/1743
[eval] progress: 404/1743
[eval] progress: 504/1743
[eval] progress: 604/1743
[eval] progress: 704/1743
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[eval] progress: 1704/1743
[eval] wrote ../outputs/eval/v2-sft-baseline.json
[eval] OVERALL: n=1743 EM=0.305 F1=0.366
[eval] by complexity:
1hop: n=800 EM=0.328 F1=0.411
2hop: n=800 EM=0.246 F1=0.283
3plus: n=143 EM=0.510 F1=0.579
[eval] by operator:
before_after: n=517 EM=0.257 F1=0.305
interval: n=163 EM=0.994 F1=0.994
point_in_time: n=535 EM=0.200 F1=0.284
sequence: n=528 EM=0.246 F1=0.313
=== evaluating v2-grpo-9000 ===
Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
[eval] loading benchmark from ~/temporal-aware-graphrag/outputs/benchmark/benchmark_labelled.jsonl (split=test)
[eval] 1743 questions
[eval] loading policy from ../checkpoints/grpo/checkpoint-9000
Loading weights: 0%| | 0/399 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 399/399 [00:00<00:00, 6308.96it/s]
[transformers] The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
[eval] loading KG indexer from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[Indexer] Loaded 550,376 triples from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[eval] generating predictions (bs=4)
[eval] progress: 4/1743
[eval] progress: 104/1743
[eval] progress: 204/1743
[eval] progress: 304/1743
[eval] progress: 404/1743
[eval] progress: 504/1743
[eval] progress: 604/1743
[eval] progress: 704/1743
[eval] progress: 804/1743
[eval] progress: 904/1743
[eval] progress: 1004/1743
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[eval] progress: 1704/1743
[eval] wrote ../outputs/eval/v2-grpo-9000.json
[eval] OVERALL: n=1743 EM=0.364 F1=0.418
[eval] by complexity:
1hop: n=800 EM=0.383 F1=0.450
2hop: n=800 EM=0.304 F1=0.340
3plus: n=143 EM=0.594 F1=0.670
[eval] by operator:
before_after: n=517 EM=0.335 F1=0.381
interval: n=163 EM=1.000 F1=1.000
point_in_time: n=535 EM=0.250 F1=0.318
sequence: n=528 EM=0.311 F1=0.376
=== evaluating v2-grpo-9500 ===
[eval] loading benchmark from ~/temporal-aware-graphrag/outputs/benchmark/benchmark_labelled.jsonl (split=test)
[eval] 1743 questions
[eval] loading policy from ../checkpoints/grpo/checkpoint-9500
Loading weights: 0%| | 0/399 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 399/399 [00:00<00:00, 6631.69it/s]
[transformers] The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
[eval] loading KG indexer from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[Indexer] Loaded 550,376 triples from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[eval] generating predictions (bs=4)
[eval] progress: 4/1743
[eval] progress: 104/1743
[eval] progress: 204/1743
[eval] progress: 304/1743
[eval] progress: 404/1743
[eval] progress: 504/1743
[eval] progress: 604/1743
[eval] progress: 704/1743
[eval] progress: 804/1743
[eval] progress: 904/1743
[eval] progress: 1004/1743
[eval] progress: 1104/1743
[eval] progress: 1204/1743
[eval] progress: 1304/1743
[eval] progress: 1404/1743
[eval] progress: 1504/1743
[eval] progress: 1604/1743
[eval] progress: 1704/1743
[eval] wrote ../outputs/eval/v2-grpo-9500.json
[eval] OVERALL: n=1743 EM=0.366 F1=0.420
[eval] by complexity:
1hop: n=800 EM=0.384 F1=0.455
2hop: n=800 EM=0.306 F1=0.341
3plus: n=143 EM=0.601 F1=0.670
[eval] by operator:
before_after: n=517 EM=0.340 F1=0.386
interval: n=163 EM=1.000 F1=1.000
point_in_time: n=535 EM=0.254 F1=0.319
sequence: n=528 EM=0.309 F1=0.377
=== evaluating v2-grpo-10000 ===
Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
[eval] loading benchmark from ~/temporal-aware-graphrag/outputs/benchmark/benchmark_labelled.jsonl (split=test)
[eval] 1743 questions
[eval] loading policy from ../checkpoints/grpo/checkpoint-10000
Loading weights: 0%| | 0/399 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 399/399 [00:00<00:00, 6324.96it/s]
[transformers] The following generation flags are not valid and may be ignored: ['temperature', 'top_p', 'top_k']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
[eval] loading KG indexer from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[Indexer] Loaded 550,376 triples from ~/temporal-aware-graphrag/code/data/tkgl-smallpedia_edgelist.csv
[eval] generating predictions (bs=4)
[eval] progress: 4/1743
[eval] progress: 104/1743
[eval] progress: 204/1743
[eval] progress: 304/1743
[eval] progress: 404/1743
[eval] progress: 504/1743
[eval] progress: 604/1743
[eval] progress: 704/1743
[eval] progress: 804/1743
[eval] progress: 904/1743
[eval] progress: 1004/1743
[eval] progress: 1104/1743
[eval] progress: 1204/1743
[eval] progress: 1304/1743
[eval] progress: 1404/1743
[eval] progress: 1504/1743
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[eval] progress: 1704/1743
[eval] wrote ../outputs/eval/v2-grpo-10000.json
[eval] OVERALL: n=1743 EM=0.364 F1=0.420
[eval] by complexity:
1hop: n=800 EM=0.381 F1=0.453
2hop: n=800 EM=0.305 F1=0.341
3plus: n=143 EM=0.601 F1=0.670
[eval] by operator:
before_after: n=517 EM=0.335 F1=0.382
interval: n=163 EM=1.000 F1=1.000
point_in_time: n=535 EM=0.252 F1=0.320
sequence: n=528 EM=0.311 F1=0.378
=== all evals done ===
-rw-rw-r-- 1 ubuntu ubuntu 562510 Apr 25 09:28 ../outputs/eval/v2-grpo-10000.json
-rw-rw-r-- 1 ubuntu ubuntu 561712 Apr 25 09:20 ../outputs/eval/v2-grpo-9000.json
-rw-rw-r-- 1 ubuntu ubuntu 562262 Apr 25 09:24 ../outputs/eval/v2-grpo-9500.json
-rw-rw-r-- 1 ubuntu ubuntu 566615 Apr 25 09:16 ../outputs/eval/v2-sft-baseline.json