From afd55beb3bd960110aca9cce2a5a229c7933f955 Mon Sep 17 00:00:00 2001 From: dawoodkhan82 Date: Thu, 6 May 2021 15:39:37 -0400 Subject: [PATCH] hugging face interface support --- gradio/external.py | 42 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/gradio/external.py b/gradio/external.py index 6676e7f5d0..e5e7947864 100644 --- a/gradio/external.py +++ b/gradio/external.py @@ -26,6 +26,48 @@ def get_huggingface_interface(model_name, api_key): 'preprocess': lambda x: x, 'postprocess': lambda r: r[0]["generated_text"], # 'examples': [['My name is Clara and I am']] + }, + 'summarization': { + 'inputs': inputs.Textbox(label="Input"), + 'outputs': outputs.Textbox(label="Summary"), + 'preprocess': lambda x: x, + 'postprocess': lambda r: r[0]["summary_text"] + }, + 'translation': { + 'inputs': inputs.Textbox(label="Input"), + 'outputs': outputs.Textbox(label="Translation"), + 'preprocess': lambda x: x, + 'postprocess': lambda r: r[0]["translation_text"] + }, + 'text2text-generation': { + 'inputs': inputs.Textbox(label="Input"), + 'outputs': outputs.Textbox(label="Generated Text"), + 'preprocess': lambda x: x, + 'postprocess': lambda r: r[0]["generated_text"] + }, + 'text-classification': { + 'inputs': inputs.Textbox(label="Input"), + 'outputs': "label", + 'preprocess': lambda x: x, + 'postprocess': lambda r: {'Negative': r[0][0]["score"], + 'Positive': r[0][1]["score"]} + }, + 'fill-mask': { + 'inputs': inputs.Textbox(label="Input"), + 'outputs': "label", + 'preprocess': lambda x: x, + 'postprocess': lambda r: {i["token_str"]: i["score"] for i in r} + }, + 'zero-shot-classification': { + 'inputs': [inputs.Textbox(label="Input"), + inputs.Textbox(label="Possible class names (" + "comma-separated)"), + inputs.Checkbox(label="Allow multiple true classes")], + 'outputs': "label", + 'preprocess': lambda i, c, m: {"inputs": i, "parameters": + {"candidate_labels": c, "multi_class": m}}, + 'postprocess': lambda r: {r["labels"][i]: r["scores"][i] for i in + range(len(r["labels"]))} } }