Alexis Ross commited on
Commit
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1 Parent(s): ad17b4e
README.md ADDED
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+ ---
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+ language: "en"
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+ tags:
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+ - controlled generation
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+ - perturbation
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+ widget:
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+ - text: "[VERB+passive+past: break | PATIENT+partial: cup] <extra_id_0> <extra_id_1> <extra_id_2> ."
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+ - max_length:
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+ ---
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+
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+ # Polyjuice
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+
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+ ## Model description
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+
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+ This is a ported version of [Tailor](https://homes.cs.washington.edu/~wtshuang/static/papers/2021-arxiv-tailor.pdf), the general-purpose counterfactual generator.
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+ For more code release, please refer to [this github page](https://github.com/allenai/tailor).
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+
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+ #### How to use
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+
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+ ```python
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+ from transformers import pipeline, AutoTokenizer, AutoModelForSeq2SeqLM
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+
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+ # TODO: change to the correct name
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+ model_path = "uw-hai/tailor_private"
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+ generator = pipeline("text2text-generation",
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+ model=AutoModelForSeq2SeqLM.from_pretrained(model_path),
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+ tokenizer=AutoTokenizer.from_pretrained(model_path),
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+ framework="pt", device=0)
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+
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+ prompt_text = "[VERB+active+past: comfort | AGENT+complete: the doctor | PATIENT+partial: athlete | LOCATIVE+partial: in] <extra_id_0> , <extra_id_1> <extra_id_2> <extra_id_3> ."
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+ generator(prompt_text, max_length=200)
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+ ```
all_results.json ADDED
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+ "train_runtime": 143076.1453,
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+ "train_samples": 765043,
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+ "train_samples_per_second": 3.342
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+ }
config.json ADDED
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+ {
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+ "_name_or_path": "t5-base",
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+ "architectures": [
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+ "T5ForConditionalGeneration"
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+ ],
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+ "d_ff": 3072,
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+ "d_kv": 64,
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+ "d_model": 768,
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+ "decoder_start_token_id": 0,
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+ "dropout_rate": 0.1,
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+ "eos_token_id": 1,
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+ "feed_forward_proj": "relu",
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+ "initializer_factor": 1.0,
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+ "is_encoder_decoder": true,
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+ "layer_norm_epsilon": 1e-06,
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+ "model_type": "t5",
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+ "n_positions": 512,
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+ "num_decoder_layers": 12,
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+ "num_heads": 12,
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+ "num_layers": 12,
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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "relative_attention_num_buckets": 32,
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+ "task_specific_params": {
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+ "summarization": {
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+ "early_stopping": true,
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+ "length_penalty": 2.0,
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+ "min_length": 30,
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+ "no_repeat_ngram_size": 3,
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+ "num_beams": 4,
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+ "prefix": "summarize: "
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+ },
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+ "translation_en_to_de": {
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+ "early_stopping": true,
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+ "max_length": 300,
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+ "num_beams": 4,
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+ "prefix": "translate English to German: "
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+ },
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+ "translation_en_to_fr": {
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+ "early_stopping": true,
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+ "max_length": 300,
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+ "num_beams": 4,
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+ "prefix": "translate English to French: "
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+ },
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+ "translation_en_to_ro": {
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+ "early_stopping": true,
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+ "max_length": 300,
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+ "num_beams": 4,
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+ "prefix": "translate English to Romanian: "
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+ }
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+ },
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+ "transformers_version": "4.4.2",
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+ "use_cache": true,
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+ "vocab_size": 32128
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+ }
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