add folder utils

utils/emissions.py

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+from codecarbon import EmissionsTracker
+import os
+
+# Initialize tracker
+tracker = EmissionsTracker(allow_multiple_runs=True)
+
+class EmissionsData:
+    def __init__(self, energy_consumed: float, emissions: float):
+        self.energy_consumed = energy_consumed
+        self.emissions = emissions
+
+def clean_emissions_data(emissions_data):
+    """Remove unwanted fields from emissions data"""
+    data_dict = emissions_data.__dict__
+    fields_to_remove = ['timestamp', 'project_name', 'experiment_id', 'latitude', 'longitude']
+    return {k: v for k, v in data_dict.items() if k not in fields_to_remove}
+
+def get_space_info():
+    """Get the space username and URL from environment variables"""
+    space_name = os.getenv("SPACE_ID", "")
+    if space_name:
+        try:
+            username = space_name.split("/")[0]
+            space_url = f"https://huggingface.co/spaces/{space_name}"
+            return username, space_url
+        except Exception as e:
+            print(f"Error getting space info: {e}")
+    return "local-user", "local-development" 

utils/evaluation.py

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+from typing import Optional
+from pydantic import BaseModel, Field
+
+class BaseEvaluationRequest(BaseModel):
+    test_size: float = Field(0.2, ge=0.0, le=1.0, description="Size of the test split (between 0 and 1)")
+    test_seed: int = Field(42, ge=0, description="Random seed for reproducibility")
+
+class TextEvaluationRequest(BaseEvaluationRequest):
+    dataset_name: str = Field("QuotaClimat/frugalaichallenge-text-train", 
+                            description="The name of the dataset on HuggingFace Hub")
+
+class ImageEvaluationRequest(BaseEvaluationRequest):
+    dataset_name: str = Field("pyronear/pyro-sdis", 
+                            description="The name of the dataset on HuggingFace Hub")
+
+class AudioEvaluationRequest(BaseEvaluationRequest):
+    dataset_name: str = Field("rfcx/frugalai", 
+                            description="The name of the dataset on HuggingFace Hub")