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Tracy André
commited on
Commit
·
7691575
1
Parent(s):
af6888e
updated
Browse files- app.py +1 -1
- mcp_server.py +61 -11
app.py
CHANGED
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@@ -10,4 +10,4 @@ os.environ.setdefault("HF_TOKEN", os.environ.get("HF_TOKEN"))
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os.environ.setdefault("DATASET_ID", "HackathonCRA/2024")
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demo = create_mcp_interface()
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demo.launch(
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os.environ.setdefault("DATASET_ID", "HackathonCRA/2024")
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demo = create_mcp_interface()
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demo.launch(share=True)
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mcp_server.py
CHANGED
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@@ -93,7 +93,7 @@ analyzer = WeedPressureAnalyzer()
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# These functions provide structured data access for LLMs and can be exposed as MCP resources
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# To activate: uncomment the @gr.mcp.resource decorators below
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@gr.mcp.resource("agricultural://plots")
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def get_available_plots_resource() -> str:
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"""Get list of all available agricultural plots from the dataset"""
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try:
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@@ -102,7 +102,7 @@ def get_available_plots_resource() -> str:
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except Exception as e:
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return f"Error loading plots: {str(e)}"
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@gr.mcp.resource("agricultural://crops")
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def get_available_crops_resource() -> str:
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"""Get list of all crop types in the dataset"""
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try:
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@@ -111,7 +111,7 @@ def get_available_crops_resource() -> str:
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except Exception as e:
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return f"Error loading crops: {str(e)}"
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@gr.mcp.resource("agricultural://years")
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def get_available_years_resource() -> str:
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"""Get range of years available in the dataset"""
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try:
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@@ -121,7 +121,7 @@ def get_available_years_resource() -> str:
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except Exception as e:
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return f"Error loading years: {str(e)}"
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@gr.mcp.resource("agricultural://dataset-info")
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def get_dataset_info() -> str:
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"""Get comprehensive information about the agricultural dataset"""
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try:
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@@ -144,7 +144,7 @@ Agricultural Dataset Information:
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except Exception as e:
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return f"Error loading dataset info: {str(e)}"
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@gr.mcp.resource("agricultural://plot/{plot_name}")
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def get_plot_info(plot_name: str) -> str:
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"""Get detailed information about a specific agricultural plot"""
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try:
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@@ -171,7 +171,7 @@ Plot Information: {plot_name}
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except Exception as e:
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return f"Error loading plot info: {str(e)}"
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@gr.mcp.resource("agricultural://crop/{crop_type}")
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def get_crop_info(crop_type: str) -> str:
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"""Get information about a specific crop type and its cultivation patterns"""
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try:
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@@ -199,7 +199,7 @@ Crop Information: {crop_type}
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except Exception as e:
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return f"Error loading crop info: {str(e)}"
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@gr.mcp.resource("agricultural://year/{year}")
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def get_year_summary(year: int) -> str:
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"""Get summary of agricultural activities for a specific year"""
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try:
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@@ -228,7 +228,7 @@ Year Summary: {year}
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except Exception as e:
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return f"Error loading year summary: {str(e)}"
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@gr.mcp.resource("agricultural://herbicide-usage")
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def get_herbicide_usage_summary() -> str:
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"""Get comprehensive summary of herbicide usage patterns"""
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try:
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@@ -268,7 +268,7 @@ Herbicide Usage Summary:
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except Exception as e:
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return f"Error loading herbicide usage summary: {str(e)}"
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@gr.mcp.resource("agricultural://predictions/2025-2027")
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def get_predictions_summary() -> str:
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"""Get summary of weed pressure predictions for 2025-2027"""
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try:
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@@ -298,7 +298,7 @@ Weed Pressure Predictions 2025-2027:
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except Exception as e:
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return f"Error loading predictions summary: {str(e)}"
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@gr.mcp.resource("agricultural://recommendations/sensitive-crops")
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def get_recommendations_summary() -> str:
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"""Get summary of plot recommendations for sensitive crops (pois, haricot)"""
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try:
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@@ -331,7 +331,7 @@ Sensitive Crop Recommendations (Pois, Haricot):
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except Exception as e:
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return f"Error loading recommendations summary: {str(e)}"
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@gr.mcp.resource("agricultural://plot/{plot_name}/predictions")
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def get_plot_predictions(plot_name: str) -> str:
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"""Get weed pressure predictions for a specific plot"""
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try:
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@@ -834,6 +834,56 @@ def create_mcp_interface():
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inputs=[data_year_start, data_year_end, data_plot_filter, data_crop_filter, data_intervention_filter],
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outputs=[data_plot, data_summary]
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)
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return demo
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# These functions provide structured data access for LLMs and can be exposed as MCP resources
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# To activate: uncomment the @gr.mcp.resource decorators below
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+
# @gr.mcp.resource("agricultural://plots")
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def get_available_plots_resource() -> str:
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"""Get list of all available agricultural plots from the dataset"""
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try:
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except Exception as e:
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return f"Error loading plots: {str(e)}"
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# @gr.mcp.resource("agricultural://crops")
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def get_available_crops_resource() -> str:
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"""Get list of all crop types in the dataset"""
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try:
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except Exception as e:
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return f"Error loading crops: {str(e)}"
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# @gr.mcp.resource("agricultural://years")
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def get_available_years_resource() -> str:
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"""Get range of years available in the dataset"""
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try:
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except Exception as e:
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return f"Error loading years: {str(e)}"
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# @gr.mcp.resource("agricultural://dataset-info")
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def get_dataset_info() -> str:
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"""Get comprehensive information about the agricultural dataset"""
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try:
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except Exception as e:
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return f"Error loading dataset info: {str(e)}"
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# @gr.mcp.resource("agricultural://plot/{plot_name}")
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def get_plot_info(plot_name: str) -> str:
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"""Get detailed information about a specific agricultural plot"""
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try:
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except Exception as e:
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return f"Error loading plot info: {str(e)}"
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# @gr.mcp.resource("agricultural://crop/{crop_type}")
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def get_crop_info(crop_type: str) -> str:
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"""Get information about a specific crop type and its cultivation patterns"""
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try:
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except Exception as e:
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return f"Error loading crop info: {str(e)}"
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# @gr.mcp.resource("agricultural://year/{year}")
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def get_year_summary(year: int) -> str:
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"""Get summary of agricultural activities for a specific year"""
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try:
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except Exception as e:
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return f"Error loading year summary: {str(e)}"
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# @gr.mcp.resource("agricultural://herbicide-usage")
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def get_herbicide_usage_summary() -> str:
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"""Get comprehensive summary of herbicide usage patterns"""
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try:
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except Exception as e:
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return f"Error loading herbicide usage summary: {str(e)}"
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# @gr.mcp.resource("agricultural://predictions/2025-2027")
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def get_predictions_summary() -> str:
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"""Get summary of weed pressure predictions for 2025-2027"""
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try:
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except Exception as e:
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return f"Error loading predictions summary: {str(e)}"
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# @gr.mcp.resource("agricultural://recommendations/sensitive-crops")
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def get_recommendations_summary() -> str:
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"""Get summary of plot recommendations for sensitive crops (pois, haricot)"""
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try:
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except Exception as e:
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return f"Error loading recommendations summary: {str(e)}"
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# @gr.mcp.resource("agricultural://plot/{plot_name}/predictions")
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def get_plot_predictions(plot_name: str) -> str:
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"""Get weed pressure predictions for a specific plot"""
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try:
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inputs=[data_year_start, data_year_end, data_plot_filter, data_crop_filter, data_intervention_filter],
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outputs=[data_plot, data_summary]
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)
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with gr.Tab("🔧 Resources MCP"):
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gr.Markdown("### Resources MCP disponibles pour les LLM")
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gr.Markdown("""
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Ces resources fournissent un accès structuré aux données agricoles pour les LLM via le protocole MCP.
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""")
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with gr.Row():
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with gr.Column():
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gr.Markdown("#### Resources statiques")
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static_btn1 = gr.Button("📋 Plots disponibles", variant="secondary")
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static_btn2 = gr.Button("🌾 Cultures disponibles", variant="secondary")
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static_btn3 = gr.Button("📅 Années disponibles", variant="secondary")
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static_btn4 = gr.Button("📊 Info dataset", variant="secondary")
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static_btn5 = gr.Button("🧪 Usage herbicides", variant="secondary")
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static_btn6 = gr.Button("🔮 Prédictions 2025-2027", variant="secondary")
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static_btn7 = gr.Button("🌱 Recommandations", variant="secondary")
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with gr.Column():
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gr.Markdown("#### Resources paramétrées")
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with gr.Row():
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plot_input = gr.Textbox(label="Nom de parcelle", placeholder="Champ ferme W du sol")
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plot_btn = gr.Button("🏞️ Info parcelle", variant="secondary")
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with gr.Row():
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crop_input = gr.Textbox(label="Type de culture", placeholder="blé tendre hiver")
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crop_btn = gr.Button("🌾 Info culture", variant="secondary")
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with gr.Row():
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year_input = gr.Number(label="Année", value=2023, precision=0)
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year_btn = gr.Button("📅 Résumé année", variant="secondary")
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with gr.Row():
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pred_plot_input = gr.Textbox(label="Parcelle pour prédictions", placeholder="Etang 5")
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pred_plot_btn = gr.Button("🔮 Prédictions parcelle", variant="secondary")
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with gr.Row():
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resource_output = gr.Markdown(label="Résultat de la resource")
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# Connexions des boutons
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static_btn1.click(lambda: get_available_plots_resource(), outputs=[resource_output])
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static_btn2.click(lambda: get_available_crops_resource(), outputs=[resource_output])
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static_btn3.click(lambda: get_available_years_resource(), outputs=[resource_output])
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static_btn4.click(lambda: get_dataset_info(), outputs=[resource_output])
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static_btn5.click(lambda: get_herbicide_usage_summary(), outputs=[resource_output])
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static_btn6.click(lambda: get_predictions_summary(), outputs=[resource_output])
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static_btn7.click(lambda: get_recommendations_summary(), outputs=[resource_output])
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plot_btn.click(lambda plot: get_plot_info(plot), inputs=[plot_input], outputs=[resource_output])
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crop_btn.click(lambda crop: get_crop_info(crop), inputs=[crop_input], outputs=[resource_output])
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year_btn.click(lambda year: get_year_summary(int(year)), inputs=[year_input], outputs=[resource_output])
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pred_plot_btn.click(lambda plot: get_plot_predictions(plot), inputs=[pred_plot_input], outputs=[resource_output])
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return demo
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