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distilbart-cnn-12-6-samsum

Summarization
Transformers
PyTorch
English
bart
text2text-generation
sagemaker
Eval Results
Inference Endpoints
Model card Files Community
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distilbart-cnn-12-6-samsum / README.md
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metadata
language: en
license: apache-2.0
tags:
  - sagemaker
  - bart
  - summarization
datasets:
  - samsum
widget:
  - text: >-
      Jeff: Can I train a 🤗 Transformers model on Amazon SageMaker? 

      Philipp: Sure you can use the new Hugging Face Deep Learning Container. 

      Jeff: ok.

      Jeff: and how can I get started? 

      Jeff: where can I find documentation? 

      Philipp: ok, ok you can find everything here.
      https://huggingface.co/blog/the-partnership-amazon-sagemaker-and-hugging-face 
model-index:
  - name: philschmid/distilbart-cnn-12-6-samsum
    results:
      - task:
          type: summarization
          name: Summarization
        dataset:
          name: samsum
          type: samsum
          config: samsum
          split: test
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          name: xsum
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          config: default
          split: test
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      - task:
          type: summarization
          name: Summarization
        dataset:
          name: cnn_dailymail
          type: cnn_dailymail
          config: 3.0.0
          split: test
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distilbart-cnn-12-6-samsum

This model was trained using Amazon SageMaker and the new Hugging Face Deep Learning container.

For more information look at:

Hyperparameters 

{
    "dataset_name": "samsum",
    "do_eval": true,
    "do_train": true,
    "fp16": true,
    "learning_rate": 5e-05,
    "model_name_or_path": "sshleifer/distilbart-cnn-12-6",
    "num_train_epochs": 3,
    "output_dir": "/opt/ml/model",
    "per_device_eval_batch_size": 8,
    "per_device_train_batch_size": 8,
    "seed": 7
}

Train results

key value
epoch 3.0
init_mem_cpu_alloc_delta 180338
init_mem_cpu_peaked_delta 18282
init_mem_gpu_alloc_delta 1222242816
init_mem_gpu_peaked_delta 0
train_mem_cpu_alloc_delta 6971403
train_mem_cpu_peaked_delta 640733
train_mem_gpu_alloc_delta 4910897664
train_mem_gpu_peaked_delta 23331969536
train_runtime 155.2034
train_samples 14732
train_samples_per_second 2.242

Eval results

key value
epoch 3.0
eval_loss 1.4209576845169067
eval_mem_cpu_alloc_delta 868003
eval_mem_cpu_peaked_delta 18250
eval_mem_gpu_alloc_delta 0
eval_mem_gpu_peaked_delta 328244736
eval_runtime 0.6088
eval_samples 818
eval_samples_per_second 1343.647

Usage 

from transformers import pipeline
summarizer = pipeline("summarization", model="philschmid/distilbart-cnn-12-6-samsum")

conversation = '''Jeff: Can I train a 🤗 Transformers model on Amazon SageMaker? 
Philipp: Sure you can use the new Hugging Face Deep Learning Container. 
Jeff: ok.
Jeff: and how can I get started? 
Jeff: where can I find documentation? 
Philipp: ok, ok you can find everything here. https://huggingface.co/blog/the-partnership-amazon-sagemaker-and-hugging-face                                           
'''
nlp(conversation)