text-generation-inference/docs/source/basic_tutorials/request_parameters.md
2023-08-18 09:27:13 +02:00

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Request Parameters for Text Generation Inference

Text Generation Inference support different parameters to control the generation, defining them in the `parameters`` attribute of the payload.

curl https://j4xhm53fxl9ussm8.us-east-1.aws.endpoints.huggingface.cloud \
-X POST \
-d '{"inputs":"Once upon a time,", "parameters": {"max_new_tokens": 256}}' \
-H "Authorization: Bearer <hf_token>" \
-H "Content-Type: application/json"

As of today, the following parameters are supported:

  • temperature: Controls randomness in the model. Lower values will make the model more deterministic and higher values will make the model more random. Default value is 1.0.
  • max_new_tokens: The maximum number of tokens to generate. Default value is 20, max value is 512.
  • repetition_penalty: Controls the likelihood of repetition. Default is null.
  • seed: The seed to use for random generation. Default is null.
  • stop: A list of tokens to stop the generation. The generation will stop when one of the tokens is generated.
  • top_k: The number of highest probability vocabulary tokens to keep for top-k-filtering. Default value is null, which disables top-k-filtering.
  • top_p: The cumulative probability of parameter highest probability vocabulary tokens to keep for nucleus sampling, default to null
  • do_sample: Whether or not to use sampling; use greedy decoding otherwise. Default value is false.
  • best_of: Generate best_of sequences and return the one if the highest token logprobs, default to null.
  • details: Whether or not to return details about the generation. Default value is false.
  • return_full_text: Whether or not to return the full text or only the generated part. Default value is false.
  • truncate: Whether or not to truncate the input to the maximum length of the model. Default value is true.
  • typical_p: The typical probability of a token. Default value is null.
  • watermark: The watermark to use for the generation. Default value is false.