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Update app.py
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app.py
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@@ -6,6 +6,29 @@ import gradio as gr
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import joblib
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from skops import io as sio
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def convert(file):
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msg = ""
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@@ -23,21 +46,28 @@ def convert(file):
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path = tempfile.mkdtemp(prefix="gradio-convert-")
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out_file = Path(path) / out_file
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sio.dump(obj, out_file)
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-
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if len(record):
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msg = "\n".join([repr(w.message) for w in record])
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except Exception as e:
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return None, repr(e)
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return out_file, msg
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with gr.Blocks() as iface:
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upload_button = gr.UploadButton(
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"Click to Upload a File", file_types=None, file_count="single"
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)
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file_output = gr.File(label="Converted File")
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upload_button.upload(
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convert,
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)
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import joblib
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from skops import io as sio
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title = "skops converter"
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desc = """
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# Pickle to skops converter
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This space converts your pickle files to skops format. You can read more on the
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skops format [here]( https://skops.readthedocs.io/en/stable/persistence.html).
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This space assumes you have used the latest `joblib` and `scikit-learn`
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versions installed on your environment to create the pickle file.
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You can use `skops.io.dump(joblib.load(in_file), out_file)` to do the
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conversion yourself, where `in_file` is your source pickle file and `out_file`
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is where you want to save the skops file. But only do that **if you trust the
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source of the pickle file**.
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You can then use `skops.io.load(skops_file, trusted=unknown_types)` to load the
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file, where `skops_file` is the converted skops format file, and the
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`unknown_types` is what you see in the "Unknown Types" box bellow. You can also
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locally reproduce this list using
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`skops.io.get_untrusted_types(file=skops_file)`. You should only load a `skops`
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file that you trust all the types included in the `unknown_types` list.
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"""
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def convert(file):
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msg = ""
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path = tempfile.mkdtemp(prefix="gradio-convert-")
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out_file = Path(path) / out_file
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sio.dump(obj, out_file)
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unknown_types = sio.get_untrusted_types(file=out_file)
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if len(record):
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msg = "\n".join([repr(w.message) for w in record])
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except Exception as e:
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return None, None, repr(e)
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return out_file, unknown_types, msg
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with gr.Blocks(title=title) as iface:
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gr.Markdown(desc)
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upload_button = gr.UploadButton(
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"Click to Upload a File", file_types=None, file_count="single"
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)
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file_output = gr.File(label="Converted File")
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upload_button.upload(
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convert,
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upload_button,
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[
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file_output,
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gr.Text(label="Unknown Types"),
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gr.Text(label="Errors and Warnings"),
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],
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)
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