Spaces:
Sleeping
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Update app.py
Browse files
app.py
CHANGED
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@@ -78,26 +78,24 @@ class SyntheticDataGenerator:
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def get_quality_report_file(self) -> Optional[str]:
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"""
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Build/export the quality report and return a file path for
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Uses /tmp
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"""
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if not self.generator:
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return None
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try:
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rep = self.generator.reports(display=False)
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#
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if isinstance(rep, str) and rep.endswith(".zip") and os.path.exists(rep):
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return rep
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# If object exposes a path-like attribute
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for attr in ("archive_path", "zip_path", "path", "file_path"):
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if hasattr(rep, attr):
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p = getattr(rep, attr)
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if isinstance(p, str) and os.path.exists(p):
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return p
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# Try saving/exporting
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os.makedirs("/tmp", exist_ok=True)
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target_zip = "/tmp/quality_report.zip"
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if hasattr(rep, "save"):
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@@ -115,7 +113,6 @@ class SyntheticDataGenerator:
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except Exception:
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pass
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# Fallback: stringify into TXT
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target_txt = "/tmp/quality_report.txt"
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with open(target_txt, "w", encoding="utf-8") as f:
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f.write(str(rep))
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@@ -140,9 +137,9 @@ Memory Usage Estimate:
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""".strip()
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# App state
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generator = SyntheticDataGenerator()
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_last_synth_df: Optional[pd.DataFrame] = None
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# ---- Gradio wrappers ----
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@@ -177,8 +174,8 @@ def generate_data(size: int) -> Tuple[Optional[pd.DataFrame], str]:
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return None, f"Error: {message}"
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def
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"""
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global _last_synth_df
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if _last_synth_df is None or _last_synth_df.empty:
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return None
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@@ -269,9 +266,11 @@ def create_interface():
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with gr.Column():
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train_status = gr.Textbox(label="Training Status", interactive=False)
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with gr.Row():
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with gr.Tab("Generate Data"):
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gr.Markdown("### Generate synthetic data from your trained model")
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@@ -283,9 +282,12 @@ def create_interface():
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gen_status = gr.Textbox(label="Generation Status", interactive=False)
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synthetic_data = gr.Dataframe(label="Synthetic Data", interactive=False)
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with gr.Row():
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comparison_plot = gr.Plot(label="Data Comparison")
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# ---- Events ----
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@@ -297,16 +299,38 @@ def create_interface():
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outputs=[train_status],
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)
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#
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generate_btn.click(generate_data, inputs=[gen_size], outputs=[synthetic_data, gen_status])
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# Build comparison plot when both datasets are available
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synthetic_data.change(create_comparison_plot, inputs=[uploaded_data, synthetic_data], outputs=[comparison_plot])
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# CSV download:
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# File upload handler
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def process_uploaded_file(file):
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def get_quality_report_file(self) -> Optional[str]:
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"""
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Build/export the quality report and return a file path for download.
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Uses /tmp on Spaces; tries ZIP first, then TXT fallback.
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"""
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if not self.generator:
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return None
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try:
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rep = self.generator.reports(display=False)
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# Path already?
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if isinstance(rep, str) and rep.endswith(".zip") and os.path.exists(rep):
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return rep
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for attr in ("archive_path", "zip_path", "path", "file_path"):
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if hasattr(rep, attr):
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p = getattr(rep, attr)
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if isinstance(p, str) and os.path.exists(p):
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return p
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os.makedirs("/tmp", exist_ok=True)
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target_zip = "/tmp/quality_report.zip"
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if hasattr(rep, "save"):
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except Exception:
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pass
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target_txt = "/tmp/quality_report.txt"
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with open(target_txt, "w", encoding="utf-8") as f:
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f.write(str(rep))
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""".strip()
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# --- App state ---
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generator = SyntheticDataGenerator()
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_last_synth_df: Optional[pd.DataFrame] = None
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# ---- Gradio wrappers ----
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return None, f"Error: {message}"
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def download_csv_prepare() -> Optional[str]:
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"""Return a path to the latest synthetic CSV; used as output to gr.File."""
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global _last_synth_df
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if _last_synth_df is None or _last_synth_df.empty:
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return None
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with gr.Column():
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train_status = gr.Textbox(label="Training Status", interactive=False)
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# --- Quality report: button + hidden File with download link ---
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with gr.Row():
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get_report_btn = gr.Button("Get Quality Report", variant="secondary")
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with gr.Group(visible=False) as report_group:
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report_file = gr.File(label="Quality Report", interactive=False)
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with gr.Tab("Generate Data"):
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gr.Markdown("### Generate synthetic data from your trained model")
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gen_status = gr.Textbox(label="Generation Status", interactive=False)
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synthetic_data = gr.Dataframe(label="Synthetic Data", interactive=False)
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# --- CSV download: button + hidden File with download link ---
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with gr.Row():
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csv_download_btn = gr.Button("Download CSV", variant="secondary")
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with gr.Group(visible=False) as csv_group:
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csv_file = gr.File(label="Synthetic CSV", interactive=False)
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comparison_plot = gr.Plot(label="Data Comparison")
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# ---- Events ----
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outputs=[train_status],
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)
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# Quality report: on click, return filepath to gr.File and reveal its group
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def _prepare_report_for_download():
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path = generator.get_quality_report_file()
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if path:
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return path, gr.update(visible=True)
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else:
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# keep group hidden and clear file if nothing
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return None, gr.update(visible=False)
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get_report_btn.click(
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_prepare_report_for_download,
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outputs=[report_file, report_group],
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)
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# Generate data
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generate_btn.click(generate_data, inputs=[gen_size], outputs=[synthetic_data, gen_status])
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# Build comparison plot when both datasets are available
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synthetic_data.change(create_comparison_plot, inputs=[uploaded_data, synthetic_data], outputs=[comparison_plot])
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# CSV download: write CSV and reveal the file link
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def _prepare_csv_for_download():
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path = download_csv_prepare()
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if path:
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return path, gr.update(visible=True)
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else:
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return None, gr.update(visible=False)
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csv_download_btn.click(
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_prepare_csv_for_download,
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outputs=[csv_file, csv_group],
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)
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# File upload handler
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def process_uploaded_file(file):
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