emission detailed

app.py

@@ -26,6 +26,8 @@ from high_chart import test_chart
 from chat_te import display_chat_te
 from comparateur import *
 import base64
+import pandas as pd
+
 
 # Function to read and encode an SVG file to Base64
 def load_svg_as_base64(file_path):
@@ -133,6 +135,7 @@ def main():
 
     elif section_principale == "Documentation":
             display_documentation()
+            
 
     #consommation carbone
     st.sidebar.markdown("---")

chat_with_pps.py

@@ -86,7 +86,7 @@ def get_response(user_query, chat_history, context,llm=None,history_limit=5,stre
     elif llm == "Mistral (FR)":
         llm = ChatMistralAI(model_name="mistral-large-latest")
         
-    chain = prompt | llm | StrOutputParser()
+    chain = prompt | llm
 
     if not stream:
         return chain.invoke({
@@ -94,6 +94,8 @@ def get_response(user_query, chat_history, context,llm=None,history_limit=5,stre
             "chat_history": chat_history[-history_limit:],
             "user_question": user_query,
         })
+    
+    chain = chain | StrOutputParser()
 
     if history_limit:
         return chain.stream({
@@ -108,56 +110,71 @@ def get_response(user_query, chat_history, context,llm=None,history_limit=5,stre
         "user_question": user_query,
     })
 
+
 def get_response_with_impact(user_query, chat_history, context,llm=None,history_limit=5,stream=True):
     model_vs_provider = {
         "Mistral (FR)": ["mistral-large-latest","mistralai"],
         "GPT-4o": ["gpt-4o","openai"]
     }
 
-    start = time.perf_counter()
-    response_generator = get_response(user_query, chat_history, context,llm,history_limit,stream)
-    request_latency_invoke = time.perf_counter() - start
-    wrapped_response_generator, token_count_generator = itertools.tee(response_generator)
+    if not stream:
 
-    token_count = 0
+        start = time.perf_counter()
+        response = get_response(user_query, chat_history, context,llm,history_limit,stream)
+        request_latency = time.perf_counter() - start
+        token_count = response.response_metadata["token_usage"]["completion_tokens"]
 
-    
-    # Stream the response while counting tokens
-    if stream:
-        try:
-            final_response = st.write_stream(wrapped_response_generator)
-            
-        finally:
-            token_count = len(list(token_count_generator))
-    else:
-        final_response = response_generator
-        token_count = len(list(token_count_generator))
-    
-    request_latency_stream = time.perf_counter() - start
+        nbre_out_tokens = token_count
+        model_name = model_vs_provider[st.session_state.model][0]
+        model_provider = model_vs_provider[st.session_state.model][1]
 
-    nbre_out_tokens = token_count
-    model_name = model_vs_provider[st.session_state.model][0]
-    model_provider = model_vs_provider[st.session_state.model][1]
+        impact = compute_llm_impacts(
+            provider=model_provider,
+            model_name=model_name,
+            output_token_count=nbre_out_tokens,
+            request_latency=request_latency,
+        )
+
+        print(f"Request latency: {request_latency:.3f} s")
+        print(f"Output token count: {nbre_out_tokens}")
+        print(f"Impact: {impact.gwp.value} {impact.gwp.unit}")
+
+        st.session_state["partial_emissions"]["chatbot"]["el"] += impact.gwp.value
+
+        return response.content
 
-    if not stream:
-        request_latency = request_latency_invoke
     else:
-        request_latency = request_latency_stream
+        start = time.perf_counter()
+        response_generator = get_response(user_query, chat_history, context,llm,history_limit,stream)
+        wrapped_response_generator, token_count_generator = itertools.tee(response_generator)
+        token_count = 0
 
-    impact = compute_llm_impacts(
-        provider=model_provider,
-        model_name=model_name,
-        output_token_count=nbre_out_tokens,
-        request_latency=request_latency,
-    )
-    
-    print(f"Request latency: {request_latency:.3f} s")
-    print(f"Output token count: {nbre_out_tokens}")
-    print(f"Impact: {impact.gwp.value} {impact.gwp.unit}")
+        final_response = st.write_stream(wrapped_response_generator)
+
+        request_latency = time.perf_counter() - start
+
+        for _ in token_count_generator:
+            token_count += 1
+        
+        nbre_out_tokens = token_count
+        model_name = model_vs_provider[st.session_state.model][0]
+        model_provider = model_vs_provider[st.session_state.model][1]
+
+
+        impact = compute_llm_impacts(
+            provider=model_provider,
+            model_name=model_name,
+            output_token_count=nbre_out_tokens,
+            request_latency=request_latency,
+        )
+        
+        print(f"Request latency: {request_latency:.3f} s")
+        print(f"Output token count: {nbre_out_tokens}")
+        print(f"Impact: {impact.gwp.value} {impact.gwp.unit}")
 
-    st.session_state["partial_emissions"]["chatbot"]["el"] += impact.gwp.value
+        st.session_state["partial_emissions"]["chatbot"]["el"] += impact.gwp.value
 
-    return final_response
+        return final_response
 
 
 def display_chart():
@@ -192,13 +209,16 @@ def disp_carto_in_chat():
 @st.experimental_dialog("Télécharger",width="small")
 def dowmload_history(used_models=None):
     brand_name = st.session_state['Nom de la marque']
+
     format = st.radio("Choisissez le document à télécharger",[f"Rapport des parties prenantes (PDF)",f"Tableau des parties prenantes (CSV)",f"Historique de conversation (Fichier Texte)"],index=None)
     if format == f"Rapport des parties prenantes (PDF)":
         with st.spinner("Generation en cours..."):
             summary = get_response("Donne moi un RESUME de la Conversation", st.session_state.chat_history,format_context(st.session_state['pp_grouped'],st.session_state['Nom de la marque']),st.session_state.model)
             summary = ''.join(summary)
             pdf = export_conversation(AIMessage(content=summary).content,used_models=used_models)
-
+            
+            st.session_state["partial_emissions"]["download_rapport"]["cc"] += st.session_state["emission"].stop()
+            
             if pdf:
                 st.download_button("Télécharger le PDF", data=pdf, file_name=f"Cartographie {brand_name}.pdf", mime="application/pdf")
         
@@ -375,6 +395,8 @@ def display_chat():
                 with st.spinner("Proposition de prompts..."):
                     propositions_prompts = get_response_with_impact(generated_prompt_question, st.session_state.chat_history,format_context(st.session_state['pp_grouped'],st.session_state['Nom de la marque']),st.session_state.model,history_limit=1,stream=False)
                 extract_format_prompts_from_response(propositions_prompts)
+                st.session_state["partial_emissions"]["chatbot"]["cc"] += st.session_state["emission"].stop()
+                    
 
 
     if "pp_grouped" not in st.session_state or st.session_state['pp_grouped'] is None or len(st.session_state['pp_grouped']) == 0:
@@ -406,6 +428,8 @@ def display_chat():
                 with st.spinner("Proposition de prompts..."):
                     propositions_prompts = get_response_with_impact(generated_prompt_question, st.session_state.chat_history,format_context(st.session_state['pp_grouped'],st.session_state['Nom de la marque']),st.session_state.model,history_limit=1,stream=False)
                 extract_format_prompts_from_response(propositions_prompts)
+                st.session_state["partial_emissions"]["chatbot"]["cc"] += st.session_state["emission"].stop()
+                
                 
             
 

comparateur.py

@@ -1,4 +1,7 @@
 
+import streamlit as st
+import pandas as pd
+
 dict_comparaison_1kgCO2 = {
     "eau en litre":[374/100,"https://impactco2.fr/icons/eauenbouteille.svg"],
     "smartphones": [1.16/100,"https://impactco2.fr/icons/smartphone.svg"],
@@ -14,3 +17,25 @@ def display_comparaison(container,value_init, ratio_equivalent,icon, unit):
     link_url = f"https://impactco2.fr/outils/comparateur?value={value_init}&comparisons=tgv,eauenbouteille,voiturethermique"
     container.markdown(f"<div style='text-align: center;'><a href='{link_url}' target='_blank'><img src='{icon}' alt='{unit}' width='50'></div>", unsafe_allow_html=True)
     container.markdown(f"<div style='text-align: center;'><b>{compare(value_init, ratio_equivalent):.2f}</b> {unit}</div>", unsafe_allow_html=True)
+
+def get_table_empreintes_detailed() -> pd.DataFrame:
+    emissions_data = st.session_state["partial_emissions"]
+    emissions_df = pd.DataFrame(emissions_data).T  # Transpose to match the desired format
+
+    # Rename columns and index values
+    emissions_df = emissions_df.rename(columns={"cc": "CodeCarbon (Cumulative)", "el": "EcoLogits (par requete)"})
+    emissions_df = emissions_df.applymap(lambda x: x * 1000)
+    emissions_df = emissions_df.round(2)
+    emissions_df = emissions_df.rename(index={
+        "Scrapping": "Collecte de Documents et scrapping",
+        "extraction_pp": "Extraction des parties prenantes",
+        "cartographie": "Sauvegarde de la cartographie",
+        "chatbot": "Dialogue avec ChatBot IA",
+        "download_rapport": "Téléchargement Cartographie"
+    })
+
+    # Make Ecologits column cumulative
+    emissions_df["EcoLogits (Cumulative)"] = emissions_df["EcoLogits (par requete)"].cumsum()
+    emissions_df['Consommation Totale'] = emissions_df["CodeCarbon (Cumulative)"] + emissions_df["EcoLogits (Cumulative)"]
+
+    return emissions_df

documentations.py

@@ -1,10 +1,14 @@
 import streamlit as st
+from comparateur import get_table_empreintes_detailed
 
 def display_documentation():
 
     st.markdown("<hr style='border-color: darkgrey;'>", unsafe_allow_html=True)  # Add this line
 
     st.title("OPEN DATA IA RSE Bordeaux Métropole")
+    st.markdown("## Empreinte carbone détaillée de l'APP:")
+    table = get_table_empreintes_detailed()
+    st.table(table)
     st.markdown("## La Data et l'IA au service des démarches RSE (Economie, Social, Environnemental)")
 
     st.image("DATA IA RSE Bordeaux Metropole.png", caption="Data IA RSE Bordeaux Metropole")

emissions.csv

@@ -20,7 +20,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-02T16:09:03,codecarbon,a358c92d-663a-4ee4-9e0e-20ed6d767cc3,0.0515203475952148,5.88617055498662e-07,1.142494340533782e-05,42.5,511.12392316749856,5.86829710006714,5.845859646797181e-07,6.320005056001388e-06,3.018737560845845e-08,6.934778396289564e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-02T16:09:07,codecarbon,1dba5bfa-c84b-4d06-913a-bde55260b5ee,0.0635650157928466,6.928946357223358e-07,1.0900565776313565e-05,42.5,438.0436708713923,5.86829710006714,7.386662893825108e-07,7.370839229997594e-06,5.381680678226532e-08,8.16332232616237e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-02T16:09:11,codecarbon,236cd340-1fe3-40d7-a676-0193147ec3ac,0.0700438022613525,4.85891445439375e-07,6.936965580857268e-06,42.5,272.310994144723,5.86829710006714,8.151069283485413e-07,4.845837209999093e-06,6.357482911634331e-08,5.724518967463977e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-02T16:40:47,codecarbon,34199290-f890-4f29-80b7-698da3fcd3cf,0.0210487842559814,2.138047667949132e-08,1.0157582699065205e-06,42.5,0.0,5.86829710006714,2.484925919108921e-07,0.0,3.401005792795786e-09,2.5189359770368785e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-02T16:40:47,codecarbon,34199290-f890-4f29-80b7-698da3fcd3cf,0.0210487842559814,2.1380476679491322e-08,1.0157582699065205e-06,42.5,0.0,5.86829710006714,2.484925919108921e-07,0.0,3.401005792795786e-09,2.5189359770368785e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-02T16:40:47,codecarbon,34199290-f890-4f29-80b7-698da3fcd3cf,0.0481131076812744,5.010462680666598e-08,1.041392444208435e-06,42.5,0.0,5.86829710006714,5.68001965681712e-07,0.0,2.2304550731841283e-08,5.903065164135532e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-02T16:43:18,codecarbon,23da81a5-a00e-4713-a76a-153ee49be617,0.0378229618072509,3.825573869578848e-08,1.0114421734274268e-06,42.5,0.0,5.86829710006714,4.346966743469239e-07,0.0,1.6012437397895006e-08,4.5070911174481883e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-02T16:43:24,codecarbon,23da81a5-a00e-4713-a76a-153ee49be617,5.281776666641235,6.936743131070106e-06,1.3133351841400916e-06,42.5,7.475454992061839,5.86829710006714,6.233068721161949e-05,1.088084203799966e-05,8.513551525014216e-06,8.172508077463337e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -177,7 +177,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-03T15:44:07,codecarbon,a8d63045-78f7-4a6e-aca1-951c939030d6,0.0322246551513671,3.318625797677172e-08,1.029840593200692e-06,42.5,0.0,5.86829710006714,3.804299566480849e-07,0.0,1.0553183784433411e-08,3.909831404325183e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T15:44:07,codecarbon,a8d63045-78f7-4a6e-aca1-951c939030d6,0.0904645919799804,5.923303000640177e-07,6.547647948217116e-06,42.5,382.04120211704776,5.86829710006714,1.0561800665325589e-06,5.862504689993497e-06,5.984114580570577e-08,6.978525902331762e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T15:45:28,codecarbon,f3810609-3149-4f43-a2db-4b12c9412db6,0.0234465599060058,2.3245217399153613e-08,9.914127058442945e-07,42.5,0.0,5.86829710006714,2.649949656592475e-07,0.0,8.868032245459291e-09,2.738629979047068e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-03T15:45:28,codecarbon,f3810609-3149-4f43-a2db-4b12c9412db6,0.0559644699096679,7.45195240415923e-07,1.3315506099115025e-05,42.5,989.0123602356176,5.86829710006714,6.370935175153945e-07,8.116395381993491e-06,2.601180638919232e-08,8.779500705898078e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-03T15:45:28,codecarbon,f3810609-3149-4f43-a2db-4b12c9412db6,0.0559644699096679,7.45195240415923e-07,1.3315506099115025e-05,42.5,989.0123602356176,5.86829710006714,6.370935175153945e-07,8.116395381993491e-06,2.6011806389192322e-08,8.779500705898078e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T15:47:09,codecarbon,09708e23-bae6-45bc-b2d3-0751d165bfc0,0.042006492614746,4.2632362549308526e-08,1.0148993618749005e-06,42.5,0.0,5.86829710006714,4.84333270125919e-07,0.0,1.7938935594088437e-08,5.022722057200075e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T15:47:09,codecarbon,09708e23-bae6-45bc-b2d3-0751d165bfc0,0.1058070659637451,7.131657477154608e-07,6.740246893906194e-06,42.5,428.3836836353148,5.86829710006714,1.2154618899027508e-06,7.116116803984607e-06,7.056727526238168e-08,8.40214596914974e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T15:47:09,codecarbon,09708e23-bae6-45bc-b2d3-0751d165bfc0,0.1724567413330078,1.1470019719315802e-06,6.650954686176984e-06,42.5,241.82881406898045,5.86829710006714,1.990516152646806e-06,1.1391953557995936e-05,1.3090782598681016e-07,1.3513377536629555e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -412,7 +412,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-03T17:47:00,codecarbon,dde5f579-1a17-44e4-8538-835f21e16377,595.662139415741,0.0007881706346789,1.3231840376023824e-06,42.5,393.49265773578855,5.86829710006714,0.007031497131288,0.00128579825086,0.0009685189497714,0.0092858143319194,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T17:47:00,codecarbon,dde5f579-1a17-44e4-8538-835f21e16377,595.7421896457672,0.0007885355690941,1.3236188116256563e-06,42.5,153.59797407461227,5.86829710006714,0.007032430262698,0.001289084920156,0.0009685986155436,0.0092901137983976,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-03T17:47:00,codecarbon,dde5f579-1a17-44e4-8538-835f21e16377,595.8289866447449,0.000788698633409,1.3236996706898205e-06,42.5,34.359851885519866,5.86829710006714,0.0070334550592634,0.001289894365248,0.0009686855123881,0.0092920349368995,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-04T12:20:49,codecarbon,2500e51a-13c2-44e7-bb45-70076c372a93,0.07027268409729,6.869397130761747e-07,9.775344743131356e-06,42.5,388.9209930064765,5.86829710006714,8.29608076148563e-07,7.216116883999868e-06,4.743958085905813e-08,8.09316454100749e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.5806,44.8412,15.648792266845703,machine,N,1.0
+2024-07-04T12:20:49,codecarbon,2500e51a-13c2-44e7-bb45-70076c372a93,0.07027268409729,6.869397130761747e-07,9.775344743131356e-06,42.5,388.9209930064765,5.86829710006714,8.29608076148563e-07,7.216116883999868e-06,4.7439580859058133e-08,8.09316454100749e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.5806,44.8412,15.648792266845703,machine,N,1.0
 2024-07-04T12:20:49,codecarbon,2500e51a-13c2-44e7-bb45-70076c372a93,0.1789605617523193,1.1358992778473794e-06,6.347204471896212e-06,42.5,132.40355548614227,5.86829710006714,2.0970736940701804e-06,1.1091119984000131e-05,1.943777217739277e-07,1.338257139984424e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.5806,44.8412,15.648792266845703,machine,N,1.0
 2024-07-04T12:20:49,codecarbon,24dfd19b-af23-44a3-8d45-30c0ed9c1d88,0.2649962902069092,1.570229985394217e-06,5.925479123380109e-06,42.5,155.21402314170305,5.86829710006714,2.8097071581416666e-06,1.53919567580001e-05,2.979647952499439e-07,1.8499628711391708e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.5806,44.8412,15.648792266845703,machine,N,1.0
 .0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
@@ -526,12 +526,12 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-08T17:00:59,codecarbon,45220eec-4fac-45d3-b34c-158c4e104d75,0.1349787712097168,6.001336119891418e-07,4.446133318673593e-06,42.5,0.0,5.86829710006714,1.5816918677753874e-06,5.365837626031267e-06,1.2293094975584988e-07,7.070460443562504e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:01:00,codecarbon,45220eec-4fac-45d3-b34c-158c4e104d75,0.2441818714141845,1.4480822513269008e-06,5.930342997783992e-06,42.5,291.06972883137706,5.86829710006714,2.858955330318875e-06,1.3954455608033989e-05,2.471370337827731e-07,1.7060547972135637e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:01:00,codecarbon,45220eec-4fac-45d3-b34c-158c4e104d75,0.3711433410644531,1.6418596757075262e-06,4.423788585290553e-06,42.5,20.097130258863576,5.86829710006714,4.326515396436056e-06,1.4631678372040158e-05,3.853385034346957e-07,1.9343532271910908e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-08T17:02:35,codecarbon,b8f8cbdc-9f31-4da3-acd3-80602a08c0fd,0.0423014163970947,4.3046958248106023e-08,1.0176245127116476e-06,42.5,0.0,5.86829710006714,4.877164959907532e-07,0.0,1.9440259485937383e-08,5.071567554766906e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-08T17:02:35,codecarbon,b8f8cbdc-9f31-4da3-acd3-80602a08c0fd,0.0423014163970947,4.304695824810602e-08,1.0176245127116476e-06,42.5,0.0,5.86829710006714,4.877164959907532e-07,0.0,1.9440259485937383e-08,5.071567554766906e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:02:52,codecarbon,c5364909-a83b-4666-bbce-b464284071b0,0.0286540985107421,2.900235734770373e-08,1.0121538926388137e-06,42.5,0.0,5.86829710006714,3.264756666289436e-07,0.0,1.5214944095779024e-08,3.416906107247227e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:02:52,codecarbon,c5364909-a83b-4666-bbce-b464284071b0,0.0828087329864502,3.18523463876335e-07,3.8464960444263074e-06,42.5,192.0853855846001,5.86829710006714,9.539711806509232e-07,2.7294466280192164e-06,6.92591064247002e-08,3.75267691509484e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:02:52,codecarbon,c5364909-a83b-4666-bbce-b464284071b0,0.1378135681152343,3.777571658485779e-07,2.741073836305522e-06,42.5,0.0,5.86829710006714,1.5915206736988497e-06,2.7294466280192164e-06,1.2957012036016145e-07,4.450537422078227e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:02:52,codecarbon,c5364909-a83b-4666-bbce-b464284071b0,0.1923952102661132,9.793295487046924e-07,5.090197138224612e-06,42.5,437.21840499553525,5.86829710006714,2.235887282424503e-06,9.116118404012274e-06,1.859430253139749e-07,1.1537948711750754e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-08T17:03:11,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,0.0459609031677246,4.6776760542461504e-08,1.017751117112725e-06,42.5,0.0,5.86829710006714,5.307892958323162e-07,0.0,2.0310040192631132e-08,5.510993360249473e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-08T17:03:11,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,0.0459609031677246,4.6776760542461504e-08,1.017751117112725e-06,42.5,0.0,5.86829710006714,5.307892958323162e-07,0.0,2.031004019263113e-08,5.510993360249473e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:03:11,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,0.1564986705780029,5.006202565999529e-07,3.198878653415979e-06,42.5,134.30780976311385,5.86829710006714,1.812232534090678e-06,3.937503150003296e-06,1.4831043567596686e-07,5.898046119769941e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:03:12,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,0.2708563804626465,1.051488105061046e-06,3.882087264346559e-06,42.5,167.52374212394705,5.86829710006714,3.12683814101749e-06,8.985007187989336e-06,2.7623776647080456e-07,1.2388083095477633e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:03:12,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,0.3939921855926513,1.6872880290704734e-06,4.282541864459619e-06,42.5,177.03545758747748,5.86829710006714,4.568514559004042e-06,1.4884178574009477e-05,4.26052246532341e-07,1.987874537954586e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -547,7 +547,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-08T17:06:08,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,176.52826166152954,0.000216135507687,1.224367733827376e-06,42.5,214.06924850912523,5.86829710006714,0.0020838292429844,0.0001755281959779,0.0002870381086643,0.0025463955476267,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:06:08,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,176.63074350357056,0.0002163352356835,1.2247881166802047e-06,42.5,39.42943404398464,5.86829710006714,0.0020850274509853,0.000176574030148,0.0002871471573232,0.0025487486384566,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:06:08,codecarbon,285e0435-b1eb-4be2-8b0e-07f3a8175d71,176.73398518562317,0.0002164677404123,1.224822380285137e-06,42.5,9.956332964041668,5.86829710006714,0.0020862047882543,0.0001768443081419,0.0002872606434961,0.0025503097398924,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-08T17:06:16,codecarbon,7899baa8-d3bd-43eb-8c24-f17c325095a9,0.0378346443176269,3.852238079166996e-08,1.0181774267063108e-06,42.5,0.0,5.86829710006714,4.348374075359769e-07,0.0,1.901314197179241e-08,4.538505495077693e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-08T17:06:16,codecarbon,7899baa8-d3bd-43eb-8c24-f17c325095a9,0.0378346443176269,3.852238079166996e-08,1.0181774267063108e-06,42.5,0.0,5.86829710006714,4.348374075359769e-07,0.0,1.9013141971792412e-08,4.538505495077693e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:06:17,codecarbon,7899baa8-d3bd-43eb-8c24-f17c325095a9,0.1249358654022216,7.929666964401108e-07,6.3469900647601375e-06,42.5,328.48762186136906,5.86829710006714,1.4631157120068869e-06,7.764728434028756e-06,1.1447487798809185e-07,9.342319024023735e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:06:17,codecarbon,7899baa8-d3bd-43eb-8c24-f17c325095a9,0.2389819622039795,1.516717345886923e-06,6.346576670051573e-06,42.5,233.407177104113,5.86829710006714,2.786505884594388e-06,1.4837511870008369e-05,2.451530165764856e-07,1.7869170771179242e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-08T17:06:17,codecarbon,7899baa8-d3bd-43eb-8c24-f17c325095a9,0.3640382289886474,2.312463659716036e-06,6.352254998439052e-06,42.5,233.7860779211272,5.86829710006714,4.235092302163442e-06,2.261140697801256e-05,3.97738513813503e-07,2.7244237793989508e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -742,7 +742,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-12T16:49:21,codecarbon,ab318c0e-9a84-449b-bb2e-26bb0f504d2d,699.5889921188354,0.0008502376531644,1.215338809990921e-06,42.5,3.896598811366301,5.86829710006714,0.008257905904452,0.0006199935515499,0.0011391560366929,0.0100170554926949,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-12T16:49:21,codecarbon,ab318c0e-9a84-449b-bb2e-26bb0f504d2d,699.703019618988,0.0008507016184123,1.2158038404287457e-06,42.5,131.470054635134,5.86829710006714,0.0082592221566372,0.000623994110306,0.0011393054217236,0.0100225216886668,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-12T16:49:21,codecarbon,ab318c0e-9a84-449b-bb2e-26bb0f504d2d,699.8152840137482,0.0008512236820887,1.2163548032370144e-06,42.5,158.61214418636493,5.86829710006714,0.008260511162877,0.000628714114082,0.0011394470929886,0.0100286723699477,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-12T17:49:39,codecarbon,93167b58-3d72-4fa1-ae9c-ed0dcd7e37b3,0.0350682735443115,3.610695204419831e-08,1.029618752077268e-06,42.5,0.0,5.86829710006714,4.032709532313878e-07,0.0,2.212227765255648e-08,4.2539323088394425e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-12T17:49:39,codecarbon,93167b58-3d72-4fa1-ae9c-ed0dcd7e37b3,0.0350682735443115,3.610695204419831e-08,1.029618752077268e-06,42.5,0.0,5.86829710006714,4.032709532313878e-07,0.0,2.2122277652556482e-08,4.2539323088394425e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-12T17:49:39,codecarbon,93167b58-3d72-4fa1-ae9c-ed0dcd7e37b3,0.1399636268615722,7.048978883472627e-07,5.036293386741295e-06,42.5,232.01468278074324,5.86829710006714,1.617773042784797e-06,6.53306078199356e-06,1.539045480495816e-07,8.30473837282794e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-12T17:49:39,codecarbon,93167b58-3d72-4fa1-ae9c-ed0dcd7e37b3,0.2350647449493408,1.254653345002821e-06,5.337479872931236e-06,42.5,203.19962249394143,5.86829710006714,2.7280537618531126e-06,1.1781398313995273e-05,2.722176540355766e-07,1.4781669729883962e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-12T17:49:39,codecarbon,93167b58-3d72-4fa1-ae9c-ed0dcd7e37b3,0.3211250305175781,1.909616570369529e-06,5.9466450413151405e-06,42.5,286.56429022482627,5.86829710006714,3.732204768392775e-06,1.838751470999849e-05,3.783845328427068e-07,2.249810401123398e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -918,7 +918,7 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-15T11:37:32,codecarbon,781a5585-c0ab-419a-ab46-32e025392a51,959.4583156108856,0.0011641370725303,1.2133274094239223e-06,42.5,140.48103176563686,5.86829710006714,0.0113266408003038,0.000825535938206,0.0015630775944864,0.0137152543329963,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T11:37:32,codecarbon,781a5585-c0ab-419a-ab46-32e025392a51,959.5223245620728,0.0011642068765856,1.2133192180983877e-06,42.5,0.0,5.86829710006714,0.01132738133553,0.000825535938206,0.0015631594541425,0.0137160767278785,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T11:37:32,codecarbon,781a5585-c0ab-419a-ab46-32e025392a51,959.585569381714,0.0011647763284926,1.213832685336334e-06,42.5,359.67605791103244,5.86829710006714,0.0113280927530593,0.000831453998496,0.0015632389609601,0.0137227857125154,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-15T11:38:42,codecarbon,706ce1fc-32cc-4a1e-bf24-46c5deb9b320,0.0221931934356689,2.238850127688493e-08,1.0088003487097126e-06,42.5,0.0,5.86829710006714,2.504178219371372e-07,0.0,1.3351794539081162e-08,2.637696164762183e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-15T11:38:42,codecarbon,706ce1fc-32cc-4a1e-bf24-46c5deb9b320,0.0221931934356689,2.2388501276884932e-08,1.0088003487097126e-06,42.5,0.0,5.86829710006714,2.504178219371372e-07,0.0,1.3351794539081162e-08,2.637696164762183e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T11:38:42,codecarbon,706ce1fc-32cc-4a1e-bf24-46c5deb9b320,0.0807166099548339,5.514091563830758e-07,6.831421149768603e-06,42.5,348.3593431226412,5.86829710006714,9.413192669550578e-07,5.469171041999274e-06,8.592407367359556e-08,6.496414382627927e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T11:38:42,codecarbon,706ce1fc-32cc-4a1e-bf24-46c5deb9b320,0.1412580013275146,6.178752133312098e-07,4.374090016314412e-06,42.5,0.0,5.86829710006714,1.644512348704868e-06,5.469171041999274e-06,1.657993238802647e-07,7.279482714584405e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T11:38:42,codecarbon,706ce1fc-32cc-4a1e-bf24-46c5deb9b320,0.197256326675415,1.3223391469870116e-06,6.703658986628695e-06,42.5,505.2443036525296,5.86829710006714,2.293798989719815e-06,1.304778821599982e-05,2.375212544060901e-07,1.5579108460125725e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
@@ -1110,4 +1110,155 @@ timestamp,project_name,run_id,duration,emissions,emissions_rate,cpu_power,gpu_po
 2024-07-15T15:14:25,codecarbon,5754e8cc-fe10-4071-ad28-36beb5845d08,131.54842019081116,0.0001782723551991,1.3551843111500376e-06,42.5,88.47381291243063,5.86829710006714,0.0015519787035054,0.000336094435542,0.0002122385422772,0.0021003116813247,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T15:15:25,codecarbon,5754e8cc-fe10-4071-ad28-36beb5845d08,191.4480893611908,0.0002508706860095,1.3103849030125875e-06,42.5,3.0389178603444584,5.86829710006714,0.002259115937021,0.0003866566982139,0.0003098546225025,0.0029556272577375,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
 2024-07-15T15:15:26,codecarbon,5754e8cc-fe10-4071-ad28-36beb5845d08,192.49919319152832,0.0002527540680607,1.3130136488898957e-06,42.5,27.917131283778648,5.86829710006714,0.0022714895029862,0.0003947767047099,0.0003115500726648,0.002977816280361,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
-2024-07-15T15:15:26,codecarbon,5754e8cc-fe10-4071-ad28-36beb5845d08,192.9470191001892,0.00025356838898704003,1.3141866102392218e-06,42.5,29.62003464374564,5.86829710006714,0.0022767409788237683,0.0003984119853959996,0.00031225721953640227,0.0029874101837561702,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-15T15:15:26,codecarbon,5754e8cc-fe10-4071-ad28-36beb5845d08,192.9470191001892,0.000253568388987,1.3141866102392218e-06,42.5,29.62003464374564,5.86829710006714,0.0022767409788237,0.0003984119853959,0.0003122572195364,0.0029874101837561,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T11:45:40,codecarbon,9e14b2d3-b2bd-498a-9d91-351f4512f1c6,0.5836658477783203,1.2359058008218091e-06,2.117488637593223e-06,42.5,52.7421034240114,5.86829710006714,6.874954203764597e-06,7.134450151999663e-06,5.513916105149027e-07,1.4560795966279165e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T11:56:55,codecarbon,9e14b2d3-b2bd-498a-9d91-351f4512f1c6,675.2248153686523,0.0007771281416119,1.150917626135577e-06,42.5,0.4170642500679776,5.86829710006714,0.0079713775843381,8.521256817000007e-05,0.0010991272995343,0.0091557174520425,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T11:56:55,codecarbon,9e14b2d3-b2bd-498a-9d91-351f4512f1c6,675.7161824703217,0.0007778706509565,1.1511795501371097e-06,42.5,16.09573600050363,5.86829710006714,0.0079771665680739,8.739395880400002e-05,0.0010999047820506,0.0091644653089285,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T11:57:17,codecarbon,9e14b2d3-b2bd-498a-9d91-351f4512f1c6,697.3194360733032,0.000803434007882,1.1521749808183669e-06,42.5,2.071127348531453,5.86829710006714,0.0082322049786647,9.943369065799987e-05,0.0011340007453974,0.0094656394147201,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T12:54:19,codecarbon,b8a94b45-15b4-46ad-8cf1-e8e35f0c6b9a,0.0380029678344726,3.9069160522212986e-08,1.028055511148084e-06,42.5,0.0,5.86829710006714,4.368161161740621e-07,0.0,2.3476306241529228e-08,4.602924224155913e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T12:54:21,codecarbon,b8a94b45-15b4-46ad-8cf1-e8e35f0c6b9a,2.0763094425201416,2.803645848871341e-06,1.3503025086031434e-06,42.5,11.215793948336977,5.86829710006714,2.4446928335560696e-05,5.660560083999792e-06,2.9236011181501458e-06,3.303108953771064e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T12:54:34,codecarbon,b8a94b45-15b4-46ad-8cf1-e8e35f0c6b9a,14.851591110229492,1.840924473472419e-05,1.2395469682736048e-06,42.5,3.976940333470384,5.86829710006714,0.0001752543310324,1.902279299600008e-05,2.261097237614289e-05,0.0002168880964045,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T13:03:31,codecarbon,b8a94b45-15b4-46ad-8cf1-e8e35f0c6b9a,552.6258857250214,0.0006358923534724,1.1506742081727747e-06,42.5,0.3399734550156486,5.86829710006714,0.0065239668743477,6.974144468199989e-05,0.0008980429206457,0.0074917512396755,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T13:18:34,codecarbon,85dede1f-f69a-4263-ac5a-73ef5c435fbc,0.0485813617706298,7.42128822010691e-07,1.5275998756777313e-05,42.5,950.1008398282336,5.86829710006714,5.61640825536516e-07,8.155284302000052e-06,2.644863995233967e-08,8.743373767488908e-06,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T13:18:36,codecarbon,85dede1f-f69a-4263-ac5a-73ef5c435fbc,1.8527805805206297,3.153919324799133e-06,1.7022627276851556e-06,42.5,8.431326621034163,5.86829710006714,2.185002383258608e-05,1.2373065453999844e-05,2.934739208084523e-06,3.715782849467045e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T13:19:17,codecarbon,85dede1f-f69a-4263-ac5a-73ef5c435fbc,43.614588022232056,5.1669033302494086e-05,1.1846731941192788e-06,42.5,1.0182979144360622,5.86829710006714,0.0005148594978782,2.399363030600004e-05,6.988440763133431e-05,0.0006087375358156,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T13:30:43,codecarbon,c3dedab9-2f39-479e-9e61-7700d6e17349,0.0354533195495605,3.642252802415128e-08,1.0273375945300657e-06,42.5,0.0,5.86829710006714,4.067386190096538e-07,0.0,2.2372563074857987e-08,4.291111820845118e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T15:18:59,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,0.0315833091735839,3.196608184931523e-08,1.012119460745152e-06,42.5,0.0,5.86829710006714,3.603107399410672e-07,0.0,1.6296923312684918e-08,3.766076632537521e-07,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:01,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,1.9052443504333496,2.673710628727989e-06,1.4033426358775718e-06,42.5,11.54824516534184,5.86829710006714,2.246948629617692e-05,6.0008381340005e-06,3.029936278925997e-06,3.1500260709103415e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:08,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,8.697577953338623,1.105147464253737e-05,1.270638182471844e-06,42.5,3.969531005231608,5.86829710006714,0.0001026448941893,1.3486955233999592e-05,1.4070846679823226e-05,0.0001302026961031,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:09,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,10.020779371261597,1.2837528939006182e-05,1.2810908676247966e-06,42.5,8.978635895516724,5.86829710006714,0.0001182660220397,1.6782235648000153e-05,1.619679631857963e-05,0.0001512450540063,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:13,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,14.211618185043337,1.820083246921621e-05,1.280700918940478e-06,42.5,5.949151352467265,5.86829710006714,0.0001677293640044,2.3704463407999733e-05,2.2998864645897377e-05,0.0002144326920582,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:21,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,21.30056524276733,2.6982228211012537e-05,1.2667376618174215e-06,42.5,4.1924124646042085,5.86829710006714,0.0002514074408345,3.1956414454000284e-05,3.452665014872385e-05,0.0003178905054372,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:21,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,21.579723358154297,2.756608755062408e-05,1.2774069015211783e-06,42.5,41.66715810364776,5.86829710006714,0.0002546912443306,3.51411392240002e-05,3.493684735785214e-05,0.0003247692309125,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:43,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,43.46054530143738,5.387478461447387e-05,1.239625141396743e-06,42.5,2.6355885998786284,5.86829710006714,0.0005129946536488,5.115809648200027e-05,7.057179439109366e-05,0.0006347245445218,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:48,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,48.24493741989136,5.961899292366175e-05,1.2357564567817404e-06,42.5,2.583963128911682,5.86829710006714,0.0005694773533278,5.459004367200024e-05,7.833240652829725e-05,0.0007023998035281,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:54,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,54.61988306045532,6.78629175575689e-05,1.242458126145303e-06,42.5,6.515692538601314,5.86829710006714,0.0006447130797637,6.612088623000022e-05,8.869144733070063e-05,0.0007995254133244,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:19:55,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,55.95097160339356,6.966833461849324e-05,1.2451675569163431e-06,42.5,9.315825476916167,5.86829710006714,0.0006604140145911,6.955755564600017e-05,9.08243229578279e-05,0.0008207958931949,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:00,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,60.54849934577942,7.5878317618369e-05,1.2531824642761878e-06,42.5,8.959181570180982,5.86829710006714,0.0007146785481108,8.099173146000008e-05,9.828838651108412e-05,0.0008939586660819,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:02,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,62.98090577125549,7.94931204817046e-05,1.2621781079240255e-06,42.5,14.795912931162103,5.86829710006714,0.0007433771274156,9.097868389399984e-05,0.0001021905721504,0.00093654638346,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:10,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,71.07017850875854,8.937414964537804e-05,1.2575478424380733e-06,42.5,3.472367159240473,5.86829710006714,0.0008388519499037,9.877730124399978e-05,0.0001153302517373,0.001052959502885,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:11,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,71.27804684638977,8.976564451203529e-05,1.2593729553994072e-06,42.5,32.72672885311204,5.86829710006714,0.000841294740306,0.0001006398027339,0.0001156373476754,0.0010575718907154,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:11,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,71.72434711456299,9.050484096830124e-05,1.2618426602579009e-06,42.5,22.894854442289287,5.86829710006714,0.0008465165355139,0.000103440082752,0.0001163240986169,0.0010662807168828,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:20:23,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,84.08795642852783,0.0001058554598803,1.2588658872960763e-06,42.5,4.294227821825298,5.86829710006714,0.0009924990894065,0.000118187872328,0.0001364467212766,0.0012471336830112,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:27,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,147.5387465953827,0.0001821944728086,1.2348923724309474e-06,42.5,2.662520998467284,5.86829710006714,0.001741559417049,0.000165113187646,0.000239847415671,0.0021465200203661,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:29,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,149.3596477508545,0.0001844535429936,1.234962359454118e-06,42.5,4.379238727983217,5.86829710006714,0.0017630328360531,0.00016732096719,0.0002427814009137,0.0021731352041568,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:29,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,149.6829710006714,0.0001850572919556,1.2363282925140495e-06,42.5,31.4462177597671,5.86829710006714,0.0017668382614851,0.000170127636102,0.0002432823611776,0.0021802482587647,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:29,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,150.0045771598816,0.0001858818431993,1.2391744753312502e-06,42.5,61.7871452510978,5.86829710006714,0.0017706113267276,0.000175579584908,0.0002437717787752,0.0021899626904108,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:32,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,153.02228331565857,0.0001900590418826,1.2420350668179578e-06,42.5,10.416623332542844,5.86829710006714,0.0018062370243999,0.0001843023696639,0.0002486368672327,0.0022391762612966,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:34,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,154.3733127117157,0.0001916822824802,1.241680178478869e-06,42.5,2.7144264095906983,5.86829710006714,0.001822175193164,0.000185318759366,0.0002508064807956,0.0022583004333257,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T15:21:36,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,156.74747323989868,0.0001950636243761,1.2444450959510157e-06,42.5,9.429733784830583,5.86829710006714,0.001850181362364,0.0001933351546679,0.0002546211186152,0.0022981376356472,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T15:21:37,codecarbon,b2a83588-0482-46da-93f4-d58154d79385,157.75647377967834,0.0001964346031152,1.2451761782504182e-06,42.5,9.441171095807476,5.86829710006714,0.001862081369592,0.0001959734901119,0.0002562349306473,0.0023142897903514,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T15:39:45,codecarbon,d096648b-f303-4d3d-ac5a-9fdc25ba4b6b,250.5285282135009,0.0003033510375035,1.210844288539738e-06,42.5,18.5719718781577,5.86829710006714,0.0029574990989433,0.0002083168333199,0.0004081073880347,0.0035739233202981,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T15:42:06,codecarbon,7aeb90d1-6bef-4d30-b350-27c6a3388813,2.1648406982421875,3.233315988625156e-06,1.4935583903474055e-06,42.5,15.328981724609308,5.86829710006714,2.553331818845537e-05,9.094729497999623e-06,3.46519078978948e-06,3.809323847624448e-05,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T15:42:40,codecarbon,7aeb90d1-6bef-4d30-b350-27c6a3388813,35.37882471084595,4.394812061399466e-05,1.2422153922066738e-06,42.5,8.640648372754582,5.86829710006714,0.0004176088195708,4.2625034099998994e-05,5.753992563850158e-05,0.0005177737793093,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T16:49:32,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,467.349693775177,0.0005631147763564,1.2049109774902351e-06,42.5,50.278313855827705,5.86829710006714,0.0055171857559018,0.000355691117886,0.0007614470032183,0.0066343238770062,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T16:49:34,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,469.3445444107056,0.0005660966296966,1.2061429848032302e-06,42.5,15.110973839062783,5.86829710006714,0.0055407360759046,0.000364056124578,0.0007646623135507,0.0066694545140333,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
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+2024-07-16T16:49:50,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,485.1658408641815,0.0005871340265181,1.2101718156257115e-06,42.5,25.83668054832342,5.86829710006714,0.0057274524721834,0.000399605319684,0.0007902483323585,0.006917306124226,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T16:49:50,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,485.6137709617615,0.0005883974325668,1.2116572217495226e-06,42.5,71.56429094944244,5.86829710006714,0.0057327525291177,0.000408490049014,0.0007909483356023,0.0069321909137341,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T16:49:54,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,489.5490849018097,0.0005934516480259,1.2122413590968472e-06,42.5,6.164566106237397,5.86829710006714,0.0057791874955097,0.000415223665512,0.0007973258767141,0.0069917370377359,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T16:49:58,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,492.887193441391,0.0005980930229806,1.2134480890133714e-06,42.5,10.687664072342644,5.86829710006714,0.0058185721794764,0.000425118951206,0.0008027281600799,0.0070464192907623,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0
+2024-07-16T16:50:26,codecarbon,8f166622-2047-4c8f-a0f0-b79b8a86624f,520.8702492713928,0.0006319792123063716,1.2133140896228973e-06,42.5,2.998423125311832,5.86829710006714,0.006148915880918504,0.000448423414294,0.0008483093611850917,0.007445648656397595,France,FRA,nouvelle-aquitaine,,,Windows-11-10.0.22631-SP0,3.12.3,2.5.0,16.0,12th Gen Intel(R) Core(TM) i5-12500H,1.0,1 x NVIDIA GeForce RTX 4050 Laptop GPU,-0.6455,44.8152,15.648792266845703,machine,N,1.0

export_doc.py

@@ -10,6 +10,7 @@ from download_chart import construct_plot
 from kaleido.scopes.plotly import PlotlyScope
 import pandas as pd
 import markdown
+from comparateur import get_table_empreintes_detailed
 
 def colored_circle(color):
     return f'<span style="display: inline-block; width: 15px; height: 15px; border-radius: 50%; background-color: {color};"></span>'
@@ -59,6 +60,7 @@ def create_pdf_from_markdown(logo_path, conversation,summary,brand_name,graph_ht
     html_content = markdown.markdown(markdown_text,extensions=['markdown.extensions.tables'])
     html_summary = markdown2.markdown(markdown_summary)
     html_list_pps = markdown2.markdown(markdown_list_pps)
+    html_table = get_table_empreintes_detailed().to_html()
 
     analysis_date = datetime.now().strftime("%Y-%m-%d")
     # image_base64 = base64.b64encode(image_path).decode('utf-8')
@@ -111,6 +113,9 @@ def create_pdf_from_markdown(logo_path, conversation,summary,brand_name,graph_ht
         <div class="page-break"></div>
         <h2>Historique de la Conversation</h2>
         {html_content}
+        <div class="page-break"></div>
+        <h2>Emission de CO2</h2>
+        {html_table}
     </body>
     </html>
     """

high_chart.py

@@ -197,4 +197,5 @@ def test_chart():
 
    if col1.button("Sauvegarder",key="save"):
       st.session_state['pp_grouped'] = chart.copy()
+      st.session_state["partial_emissions"]["cartographie"]["cc"] += st.session_state["emission"].stop()
       return "saved"

partie_prenante_carte.py

@@ -379,6 +379,7 @@ def display_pp():
                     st.session_state["latest_doc"] = ""
                 else:
                 # Création de l'expander
+                    st.session_state["partial_emissions"]["Scrapping"]["cc"] += st.session_state["emission"].stop()
                     st.session_state["latest_doc"] = docs
                     
                     with st.spinner("Processing..."):
@@ -398,6 +399,8 @@ def display_pp():
                         partie_prenante = sorted(partie_prenante)
                         st.session_state["urls"].append(url)
                         add_pp(partie_prenante)
+                        st.session_state["partial_emissions"]["extraction_pp"]["cc"] += st.session_state["emission"].stop()
+                    
                     
                     # alphabet = [ pp[0] for pp in partie_prenante]
                     # pouvoir = [ 50 for _ in range(len(partie_prenante))]