tempgraphrag-artifacts / logs /eval-llama31.log
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[eval] loading benchmark from ../outputs/benchmark/benchmark_labelled.jsonl (split=test)
[eval] 1743 questions
[eval] loading policy from ../checkpoints/sft-llama31/final
Loading weights: 0%| | 0/291 [00:00<?, ?it/s] Loading weights: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 291/291 [00:00<00:00, 5407.50it/s]
[transformers] Ignoring clean_up_tokenization_spaces=True for BPE tokenizer TokenizersBackend. The clean_up_tokenization post-processing step is designed for WordPiece tokenizers and is destructive for BPE (it strips spaces before punctuation). Set clean_up_tokenization_spaces=False to suppress this warning, or set clean_up_tokenization_spaces_for_bpe_even_though_it_will_corrupt_output=True to force cleanup anyway.
[eval] retrieval mode ON β€” building retriever (k=15)
[Indexer] Loaded 550,376 triples from data/tkgl-smallpedia_edgelist.csv
[eval] retrieval done: 1743/1743 questions got at least one triple
[eval] loading KG indexer from data/tkgl-smallpedia_edgelist.csv
[Indexer] Loaded 550,376 triples from data/tkgl-smallpedia_edgelist.csv
[eval] generating predictions (bs=4)
[eval] progress: 4/1743
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[eval] wrote ../outputs/eval/llama31-sft.json
[eval] OVERALL: n=1743 EM=0.944 F1=0.273
[eval] by complexity:
1hop: n=800 EM=0.990 F1=0.340
2hop: n=800 EM=0.932 F1=0.217
3plus: n=143 EM=0.748 F1=0.217
[eval] by operator:
before_after: n=517 EM=0.946 F1=0.294
interval: n=163 EM=1.000 F1=0.138
point_in_time: n=535 EM=0.940 F1=0.299
sequence: n=528 EM=0.928 F1=0.269
9
sequence: n=528 EM=0.928 F1=0.269
[2/2] Post-extracting Answer: spans...
[extract] wrote ../outputs/eval/llama31-sft.extracted.json
[extract] 1707/1743 predictions had an 'Answer:' marker (97.9%)
[extract] OVERALL: n=1743 EM=0.9225 F1=0.9224
[extract] by complexity:
1hop: n=800 EM=0.9725 F1=0.9769
2hop: n=800 EM=0.9175 F1=0.9081
3plus: n=143 EM=0.6713 F1=0.6975
[extract] by operator:
before_after: n=517 EM=0.9304 F1=0.9343
interval: n=163 EM=0.9755 F1=0.9419
point_in_time: n=535 EM=0.9346 F1=0.9449
sequence: n=528 EM=0.8864 F1=0.8819
Done. Headline numbers in:
../outputs/eval/llama31-sft.extracted.json (post-extracted EM/F1)
../outputs/eval/llama31-sft.json (raw predictions)