PEFT
Safetensors
English
temporal-reasoning
knowledge-graph
graphrag
retrieval-augmented-generation
lora
Instructions to use anonym-ous/tempgraphrag-artifacts with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use anonym-ous/tempgraphrag-artifacts with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| === 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%|ββββββββββ| 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 | |
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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%|ββββββββββ| 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 | |
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| [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%|ββββββββββ| 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 | |
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| [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%|ββββββββββ| 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 | |
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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 | |