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Cringe project #4871
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Cringe project #4871
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klshuster
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Nov 10, 2022
projects/cringe/README.md
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| ### Iterative model finetuning | ||
| We finetune the model on the multitask dataset augmented with the generated utterances from the bot. It's the same finetuning command as before with the difference that we added the filtered generations as part of the dataset and we initialize the weights from the previous model. | ||
| ``` | ||
| parlai train -t blended_skill_talk:mutators=flatten,projects.director.tasks.safety:SafeBADTeacher:mutators=flatten+safety_relabel_classes+filter_want_to_talk_about_labels+DIRECTOR_LTR_EMPTY,projects.director.tasks.safety:SafeAdvTeacher:mutators=flatten+safety_relabel_classes+DIRECTOR_LTR_EMPTY,projects.director.tasks.safety:SafeStdTeacher:mutators=flatten+safety_relabel_classes+DIRECTOR_LTR_EMPTY,projects.director.tasks.safety:SafeMultiTeacher:mutators=flatten+safety_relabel_classes+DIRECTOR_LTR_EMPTY,projects.director.tasks.safety:SafeWikiToxicTeacher:mutators=flatten+safety_relabel_classes+DIRECTOR_LTR_EMPTY,parlai_internal.projects.scones_director.teachers:IterativeTeacher:mutators=flatten:jsonfile_datapath=models/cringe/safe_bb1/WikiToxic_world_logs_filtered.jsonl --multitask-weights 5,1,1,1,1,1,1 --model projects.cringe.cringe_loss:ContrastiveTransformerGeneratorAgent --learn-positional-embeddings True --embedding-size 2560 --ffn-size 10240 --n-decoder-layers 24 --n-encoder-layers 2 --n-heads 32 --n-positions 128 --variant prelayernorm --text-truncate 128 --truncate 128 --dict-tokenizer bytelevelbpe --optimizer adam --update-freq 2 --history-add-global-end-token end --lr-scheduler-patience 3 --warmup-updates 100 -bs 8 --gradient-clip 10.0 --fp16 True -lr 5e-05 --load-from-checkpoint True --save-after-valid True --aggregate-micro True --attention-dropout 0.1 --dropout 0.1 --label-truncate 512 --relu-dropout 0.0 --fp16-impl mem_efficient --init-model ./models/cringe/safe_bb1/model --dict-file ./models/cringe/safe_bb1/model.dict --model-file .models/cringe/safe_bb1_iterative/model --model-parallel true |
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