yangxinsci1993 commited on
Commit
7b6f763
1 Parent(s): 43793f0

Add application file

Browse files
.DS_Store ADDED
Binary file (6.15 kB). View file
 
app.py ADDED
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+ from transformers import pipeline
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+ from transformers import AutoModelForSeq2SeqLM
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+ from transformers import AutoTokenizer
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+
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+
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+ # Load trained model
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+ model = AutoModelForSeq2SeqLM.from_pretrained("/output/reframer")
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+ tokenizer = AutoTokenizer.from_pretrained("/output/reframer")
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+ reframer = pipeline('summarization', model=model, tokenizer=tokenizer)
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+
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+
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+ def reframe(text, strategy):
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+ text_with_strategy = text + "Strategy: ['" + strategy + "']"
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+ return reframer(text_with_strategy)[0]['summary_text']
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+
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+
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+ import gradio as gr
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+ with gr.Blocks() as demo:
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+ text = gr.Textbox(label="Original Text")
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+ radio = gr.Radio(
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+ ["thankfulness", "neutralizing", "optimism", "growth", "impermanence", "self_affirmation"], label="Strategy to use?"
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+ )
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+ output = gr.Textbox(label="Reframed Output")
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+ radio.change(fn=reframe, inputs=[text, radio], outputs=output)
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+ demo.launch()
output.zip ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:7a73c30ab832fbb661f4c12f32c97b3882c7822a0c19ee09b3bc5991c54741b5
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+ size 1507093932
output/.DS_Store ADDED
Binary file (6.15 kB). View file
 
output/reframer/config.json ADDED
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+ {
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+ "_name_or_path": "facebook/bart-large",
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+ "activation_dropout": 0.1,
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+ "activation_function": "gelu",
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+ "add_bias_logits": false,
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+ "add_final_layer_norm": false,
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+ "architectures": [
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+ "BartForConditionalGeneration"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": 0,
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+ "classif_dropout": 0.1,
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+ "classifier_dropout": 0.0,
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+ "d_model": 1024,
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+ "decoder_attention_heads": 16,
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+ "decoder_ffn_dim": 4096,
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+ "decoder_layerdrop": 0.0,
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+ "decoder_layers": 12,
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+ "decoder_start_token_id": 2,
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+ "dropout": 0.1,
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+ "early_stopping": true,
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+ "encoder_attention_heads": 16,
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+ "encoder_ffn_dim": 4096,
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+ "encoder_layerdrop": 0.0,
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+ "encoder_layers": 12,
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+ "eos_token_id": 2,
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+ "forced_bos_token_id": 0,
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+ "forced_eos_token_id": 2,
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+ "gradient_checkpointing": false,
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+ "id2label": {
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+ "0": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2"
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+ },
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+ "init_std": 0.02,
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+ "is_encoder_decoder": true,
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+ "label2id": {
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+ "LABEL_0": 0,
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+ "LABEL_1": 1,
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+ "LABEL_2": 2
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+ },
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+ "max_position_embeddings": 1024,
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+ "model_type": "bart",
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+ "no_repeat_ngram_size": 3,
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+ "normalize_before": false,
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+ "num_beams": 4,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 1,
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+ "scale_embedding": false,
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+ "task_specific_params": {
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+ "summarization": {
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+ "length_penalty": 1.0,
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+ "max_length": 128,
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+ "min_length": 12,
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+ "num_beams": 4
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+ },
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+ "summarization_cnn": {
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+ "length_penalty": 2.0,
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+ "max_length": 142,
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+ "min_length": 56,
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+ "num_beams": 4
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+ },
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+ "summarization_xsum": {
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+ "length_penalty": 1.0,
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+ "max_length": 62,
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+ "min_length": 11,
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+ "num_beams": 6
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+ }
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+ },
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.21.1",
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+ "use_cache": true,
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+ "vocab_size": 50265
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+ }
output/reframer/merges.txt ADDED
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output/reframer/pytorch_model.bin ADDED
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+ {
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+ "bos_token": {
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+ "lstrip": false,
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output/reframer/tokenizer_config.json ADDED
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output/reframer/vocab.json ADDED
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