random improvements

app.py

@@ -12,23 +12,23 @@ import logging
 from collections import defaultdict
 
 
-# Configure the root logger's level
+# Configurer le niveau du logger racine
 logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
 
-# File handler
+# Gestionnaire de fichiers
 file_handler = logging.FileHandler('categorization_logs.log')
 file_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
 
-# Console handler
+# Gestionnaire de console
 console_handler = logging.StreamHandler()
 console_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
 
-# Adding handlers to the root logger
+# Ajout des gestionnaires au logger racine
 logger = logging.getLogger()
 logger.addHandler(file_handler)
 logger.addHandler(console_handler)
 
-# Adjust the logging level for httpx
+# Ajuster le niveau de journalisation pour httpx
 logging.getLogger("httpx").setLevel(logging.WARNING)
 
 os.environ['MISTRAL_API_KEY'] = 'd2unb3id1dlPdHkIZOO6Okz3VwZFYZPN'
@@ -41,80 +41,77 @@ client = MistralClient(api_key=api_key)
 def make_request_with_retry(client, model, messages, temperature=0.7, retries=3, delay=60):
     for attempt in range(retries):
         try:
-            logging.info(f"Attempting to send request to model {model}, attempt {attempt + 1}")
+            logging.info(f"Tentative d'envoi de la requête au modèle {model}, essai {attempt + 1}")
             response = client.chat(model=model, messages=messages, temperature=temperature)
             return response
         except MistralAPIStatusException as e:
-            logging.warning(f"Request failed with error: {e}. Retrying after {delay} seconds...")
+            logging.warning(f"La requête a échoué avec l'erreur : {e}. Nouvelle tentative après {delay} secondes...")
             time.sleep(delay)
         except Exception as e:
-            logging.error(f"An unexpected error occurred: {e}", exc_info=True)
+            logging.error(f"Une erreur inattendue s'est produite : {e}", exc_info=True)
             raise
-    logging.error("Max retries exceeded without success.")
-    raise Exception("Max retries exceeded")
+    logging.error("Le nombre maximal de tentatives a été atteint sans succès.")
+    raise Exception("Le nombre maximal de tentatives a été atteint")
 
-
-def get_consistent_categories(proposal, categories, language, client, model, temperature, allow_multiple_categories, validation_retries, coinciding_retries_threshold, max_attempts=5):
+def get_consistent_categories(proposal, categories, client, model, temperature, allow_multiple_categories, validation_retries, coinciding_retries_threshold, max_attempts=5):
     proposal_str = str(proposal)
     
     responses = []
     model_responses = []
     
-    # Collect categorization responses
+    # Collecter les réponses de catégorisation
     for _ in range(max_attempts):
-        prompt = generate_prompt(proposal_str, categories, language)
-        messages = [
-            ChatMessage(role="system", content="Your task is to categorize the given proposal into one or more of the following categories: {categories}. Respond with only the category name(s), separated by commas if multiple categories apply and keep the language of the prompt."),
-            ChatMessage(role="user", content=prompt)
-        ]
+        if allow_multiple_categories:
+            system_prompt = f"""
+            Votre tâche est de catégoriser la proposition donnée dans une ou plusieurs des catégories suivantes : {', '.join(categories)}.
+            Répondez uniquement avec le(s) nom(s) de la/des catégorie(s), séparés par des virgules si plusieurs catégories s'appliquent.
+            
+            Exemple :
+            Proposition : "Planter des arbres dans les zones urbaines pour améliorer la qualité de l'air."
+            Réponse : écologie
+            """
+            user_prompt = f"Proposition : \"{proposal_str}\""
+            messages = [
+                ChatMessage(role="system", content=system_prompt),
+                ChatMessage(role="user", content=user_prompt)
+            ]
+        else:
+            system_prompt = f"""
+            Votre tâche est de catégoriser la proposition donnée dans une seule des catégories suivantes : {', '.join(categories)}.
+            Répondez uniquement avec le nom de la catégorie la plus appropriée.
+            
+            Exemple :
+            Proposition : "Planter des arbres dans les zones urbaines pour améliorer la qualité de l'air."
+            Réponse : écologie
+            """
+            user_prompt = f"Proposition : \"{proposal_str}\""
+            messages = [
+                ChatMessage(role="system", content=system_prompt),
+                ChatMessage(role="user", content=user_prompt)
+            ]
+        
         response = make_request_with_retry(client, model, messages, temperature)
-        category_response = parse_category(response.choices[0].message.content, categories)
-        responses.extend(category_response)
-        model_responses.append(response.choices[0].message.content)
+        if response and response.choices and response.choices[0].message.content:
+            category_response = parse_category(response.choices[0].message.content, categories)
+            responses.extend(category_response)
+            model_responses.append(response.choices[0].message.content)
+        else:
+            logging.warning(f"Réponse incomplète ou vide reçue pour la proposition : {proposal_str[:30]}...")
+    
+    if not responses:
+        return "Aucune catégorie trouvée", model_responses
     
     if allow_multiple_categories:
-        # Check if any category is consistently present across all responses
-        category_counts = Counter(responses)
-        consistent_category = [category for category, count in category_counts.items() if count == max_attempts]
-        
-        if consistent_category:
-            # If a consistent category is found, return it
-            return ', '.join(consistent_category), model_responses
-        
-        # If no consistent category is found, proceed with co-occurrence analysis
-        category_co_occurrences = defaultdict(int)
-        for response in responses:
-            for category in response:
-                for other_category in response:
-                    if category != other_category:
-                        category_co_occurrences[(category, other_category)] += 1
-        
-        selected_categories = []
-        for category in categories:
-            category_support = sum(category_co_occurrences[(category, other)] for other in categories)
-            if category_support >= coinciding_retries_threshold:
-                selected_categories.append(category)
-        
-        if not selected_categories:
-            category = "No Consistent Categories Found"
-        else:
-            category = ', '.join(selected_categories)
-        
+        # Retourner toutes les catégories uniques trouvées
+        selected_categories = list(set(responses))
+        category = ', '.join(selected_categories)
         return category, model_responses
     else:
-        # Return the single most common category
-        most_common, num_most_common = category_counts.most_common(1)[0]
-        if num_most_common <= 1:
-            # If the most common category is not clearly dominant, consider asking the model for a suggestion
-            suggestion_prompt = f"Given the proposal: '{proposal_str}', which category fits best? {', '.join(categories)}"
-            messages = [ChatMessage(role="system", content="Suggest a category."), ChatMessage(role="user", content=suggestion_prompt)]
-            suggestion_response = make_request_with_retry(client, model, messages, temperature)
-            most_common = parse_category(suggestion_response.choices[0].message.content, categories)
-        
-        logging.info(f"Consistent category '{most_common}' found for proposal: {proposal_str[:30]}...")
-        return most_common if most_common in categories else "Category Not Found"
-
-
+        # Retourner la catégorie la plus fréquente
+        category_counts = Counter(responses)
+        most_common, _ = category_counts.most_common(1)[0]
+        return most_common, model_responses
+    
 def parse_category(response_text, categories):
     response_text_lower = response_text.lower()
     found_categories = []
@@ -122,30 +119,31 @@ def parse_category(response_text, categories):
     for category in categories:
         category_lower = category.lower()
         if category_lower in response_text_lower:
-            # Check if the category is a standalone word or phrase
+            # Vérifier si la catégorie est un mot ou une phrase autonome
             if re.search(r'\b' + re.escape(category_lower) + r'\b', response_text_lower):
                 found_categories.append(category)
             else:
-                # Check if the category is a substring of a word
+                # Vérifier si la catégorie est une sous-chaîne d'un mot
                 if re.search(re.escape(category_lower), response_text_lower):
                     found_categories.append(category)
 
     return found_categories
 
-language_prompts = {
-    "English": {
-        "prompt_template": """
-        Your task is to categorize the given proposal into one or more of the following categories: {categories}. Respond with only the category name(s), separated by commas if multiple categories apply.
+language_prompt = {
+    "prompt_template": """
+    Votre tâche est de catégoriser la proposition donnée dans une ou plusieurs des catégories suivantes : {categories}. Répondez uniquement avec le(s) nom(s) de la/des catégorie(s), séparés par des virgules si plusieurs catégories s'appliquent.
 
-        Example:
-        Proposal: "Planting trees in urban areas to improve air quality."
-        Response: ecology
+    Exemple :
+    Proposition : "Planter des arbres dans les zones urbaines pour améliorer la qualité de l'air."
+    Réponse : écologie
 
-        Proposal: "{proposal}"
-        """
-    },
-    "French": {
-        "prompt_template": """
+    Proposition : "{proposal}"
+    """
+}
+
+def generate_prompt(proposal, categories, allow_multiple_categories=False):
+    if allow_multiple_categories:
+        prompt_template = """
         Votre tâche est de catégoriser la proposition donnée dans une ou plusieurs des catégories suivantes : {categories}. Répondez uniquement avec le(s) nom(s) de la/des catégorie(s), séparés par des virgules si plusieurs catégories s'appliquent.
 
         Exemple :
@@ -154,21 +152,20 @@ language_prompts = {
 
         Proposition : "{proposal}"
         """
-    }
+    else:
+        prompt_template = """
+        Votre tâche est de catégoriser la proposition donnée dans une seule des catégories suivantes : {categories}. Répondez uniquement avec le nom de la catégorie la plus appropriée.
 
-}
+        Exemple :
+        Proposition : "Planter des arbres dans les zones urbaines pour améliorer la qualité de l'air."
+        Réponse : écologie
 
-def generate_prompt(proposal, categories, language):
-    # Check if the selected language is supported and has a prompt template
-    if language in language_prompts and "prompt_template" in language_prompts[language]:
-        prompt_template = language_prompts[language]["prompt_template"]
-        categories_str = ", ".join(categories)  # Convert categories list to a comma-separated string
-        prompt = prompt_template.format(categories=categories_str, proposal=proposal)
-        return prompt
-    else:
-        # Fallback or error handling if the language or template is not found
-        logging.error(f"Language template for '{language}' not found.")
-        return ""  # Return an empty string or a default prompt
+        Proposition : "{proposal}"
+        """
+    
+    categories_str = ", ".join(categories)  # Convertir la liste des catégories en une chaîne séparée par des virgules
+    prompt = prompt_template.format(categories=categories_str, proposal=proposal)
+    return prompt
 
 
 def get_parameters(index):
@@ -196,7 +193,7 @@ def get_parameters(index):
     return temperature, validation_retries, coinciding_retries_threshold
 
 
-def categorize_proposals(excel_file, categories, proposal_column_index=0, index=1, language="English", allow_multiple_categories=False):
+def categorize_proposals(excel_file, categories, proposal_column_index=0, index=1, allow_multiple_categories=False):
     df = pd.read_excel(excel_file, header=None)
     proposals = df.iloc[:, proposal_column_index].tolist()
     categorized_results = []
@@ -204,38 +201,56 @@ def categorize_proposals(excel_file, categories, proposal_column_index=0, index=
     temperature, validation_retries, coinciding_retries_threshold = get_parameters(index)
 
     for proposal in proposals:
-        category, model_responses = get_consistent_categories(proposal, categories, language, client, model, temperature, allow_multiple_categories, validation_retries, coinciding_retries_threshold)
+        category, model_responses = get_consistent_categories(proposal, categories, client, model, temperature, allow_multiple_categories, validation_retries, coinciding_retries_threshold)
         if ', ' in category:
             categorized_results.append((proposal, category, ', '.join(model_responses)))
         else:
             categorized_results.append((proposal, category, '; '.join(model_responses)))
 
-    return pd.DataFrame(categorized_results, columns=['Proposal', 'Category', 'Model Responses'])
-
-
+    return pd.DataFrame(categorized_results, columns=['Proposition', 'Catégorie', 'Réponses du modèle'])
 
 
 
-
-def gradio_interface(excel_file, categories, index, language, allow_multiple_categories):
-    categories_list = categories.split(',')
-    temperature, validation_retries, coinciding_retries_threshold = get_parameters(index)
-    results_df = categorize_proposals(excel_file.name, categories_list, index=index, language=language, allow_multiple_categories=allow_multiple_categories)
-    return results_df.to_html()
-
+def gradio_interface(excel_file, categories, index, allow_multiple_categories):
+    try:
+        categories_list = categories.split(',')
+        temperature, validation_retries, coinciding_retries_threshold = get_parameters(index)
+        
+        results_df = categorize_proposals(excel_file.name, categories_list, index=index, allow_multiple_categories=allow_multiple_categories)
+        return results_df.to_html(index=False)
+    except Exception as e:
+        logging.error(f"Une erreur s'est produite : {e}")
+        return "Une erreur s'est produite lors du traitement de la requête. Veuillez réessayer plus tard."
 
 iface = gr.Interface(
     fn=gradio_interface,
     inputs=[
-        gr.File(label="Upload Excel File"),
-        gr.Textbox(label="Enter the categories (separated by commas)"),
-        gr.Slider(minimum=1, maximum=5, step=1, value=1, label="Robustness Index"),
-        gr.Dropdown(choices=["English", "French"], label="Language"),
-        gr.Checkbox(label="Allow Multiple Categories")
+        gr.File(label="Télécharger le fichier Excel", file_types=["xlsx"], file_count="single"),
+        gr.Textbox(
+            label="Entrez les catégories (séparées par des virgules)",
+            placeholder="Entrez les catégories...",
+            lines=2,
+            max_lines=5,
+        ),
+        gr.Slider(
+            minimum=1,
+            maximum=5,
+            step=1,
+            value=3,
+            label="Indice de robustesse",
+            info="Ajustez l'indice de robustesse pour contrôler la précision de la catégorisation. Des valeurs plus élevées augmentent la précision mais peuvent prendre plus de temps à traiter.",
+        ),
+        gr.Checkbox(
+            label="Autoriser plusieurs catégories",
+            info="Cochez cette case si une proposition peut appartenir à plusieurs catégories.",
+        ),
     ],
-    outputs=gr.HTML(label="Categorization Results"),
-    title="Proposal Categorization Tool",
-    description="Upload an Excel file of proposals, specify the categories, adjust the robustness index, select the language, and indicate if multiple categories per proposal are allowed. Increase the index if the results are incomplete or insufficient."
+    outputs=gr.HTML(label="Résultats de la catégorisation"),
+    title="Outil de catégorisation des propositions",
+    description="Téléchargez un fichier Excel de propositions, spécifiez les catégories, ajustez l'indice de robustesse et indiquez si plusieurs catégories par proposition sont autorisées.",
+    cache_examples=False,
+    allow_flagging="never",
+    flagging_options=["incorrect", "ambigu"],
 )
 
 iface.launch()

categorization_logs.log

@@ -305,3 +305,219 @@ Traceback (most recent call last):
   File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 98, in _request
     raise MistralException(
 mistralai.exceptions.MistralException: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-05 16:23:04,597 - ERROR - An error occurred: cannot access local variable 'category_counts' where it is not associated with a value
+2024-03-05 16:24:55,715 - ERROR - An error occurred: make_request_with_retry() got an unexpected keyword argument 'timeout'
+2024-03-05 16:25:52,507 - ERROR - An error occurred: unhashable type: 'list'
+2024-03-05 16:26:00,537 - ERROR - An unexpected error occurred: MistralClient.chat() got an unexpected keyword argument 'request_timeout'
+Traceback (most recent call last):
+  File "/Users/simonaszilinskas/open-source-categories/categorizer-les-propals/app.py", line 45, in make_request_with_retry
+    response = client.chat(model=model, messages=messages, temperature=temperature, request_timeout=timeout)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+TypeError: MistralClient.chat() got an unexpected keyword argument 'request_timeout'
+2024-03-05 16:26:00,541 - ERROR - An error occurred: MistralClient.chat() got an unexpected keyword argument 'request_timeout'
+2024-03-05 16:26:59,778 - ERROR - An error occurred: list index out of range
+2024-03-05 16:28:03,073 - ERROR - An error occurred: list index out of range
+2024-03-05 16:34:04,632 - ERROR - An unexpected error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 66, in map_httpcore_exceptions
+    yield
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 228, in handle_request
+    resp = self._pool.handle_request(req)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 268, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 251, in handle_request
+    response = connection.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection.py", line 103, in handle_request
+    return self._connection.handle_request(request)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 133, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 111, in handle_request
+    ) = self._receive_response_headers(**kwargs)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 176, in _receive_response_headers
+    event = self._receive_event(timeout=timeout)
+            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 226, in _receive_event
+    raise RemoteProtocolError(msg)
+httpcore.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 86, in _request
+    response = self._client.request(
+               ^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 814, in request
+    return self.send(request, auth=auth, follow_redirects=follow_redirects)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 901, in send
+    response = self._send_handling_auth(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 929, in _send_handling_auth
+    response = self._send_handling_redirects(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 966, in _send_handling_redirects
+    response = self._send_single_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 1002, in _send_single_request
+    response = transport.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 227, in handle_request
+    with map_httpcore_exceptions():
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/contextlib.py", line 155, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 83, in map_httpcore_exceptions
+    raise mapped_exc(message) from exc
+httpx.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Users/simonaszilinskas/open-source-categories/categorizer-les-propals/app.py", line 45, in make_request_with_retry
+    response = client.chat(model=model, messages=messages, temperature=temperature)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 160, in chat
+    for response in single_response:
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 98, in _request
+    raise MistralException(
+mistralai.exceptions.MistralException: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-05 16:34:04,658 - ERROR - An error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-11 15:06:35,679 - ERROR - An unexpected error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 66, in map_httpcore_exceptions
+    yield
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 228, in handle_request
+    resp = self._pool.handle_request(req)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 268, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 251, in handle_request
+    response = connection.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection.py", line 103, in handle_request
+    return self._connection.handle_request(request)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 133, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 111, in handle_request
+    ) = self._receive_response_headers(**kwargs)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 176, in _receive_response_headers
+    event = self._receive_event(timeout=timeout)
+            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 226, in _receive_event
+    raise RemoteProtocolError(msg)
+httpcore.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 86, in _request
+    response = self._client.request(
+               ^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 814, in request
+    return self.send(request, auth=auth, follow_redirects=follow_redirects)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 901, in send
+    response = self._send_handling_auth(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 929, in _send_handling_auth
+    response = self._send_handling_redirects(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 966, in _send_handling_redirects
+    response = self._send_single_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 1002, in _send_single_request
+    response = transport.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 227, in handle_request
+    with map_httpcore_exceptions():
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/contextlib.py", line 155, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 83, in map_httpcore_exceptions
+    raise mapped_exc(message) from exc
+httpx.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Users/simonaszilinskas/open-source-categories/categorizer-les-propals/app.py", line 45, in make_request_with_retry
+    response = client.chat(model=model, messages=messages, temperature=temperature)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 160, in chat
+    for response in single_response:
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 98, in _request
+    raise MistralException(
+mistralai.exceptions.MistralException: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-11 15:06:35,698 - ERROR - An error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-11 15:12:46,838 - ERROR - An unexpected error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 66, in map_httpcore_exceptions
+    yield
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 228, in handle_request
+    resp = self._pool.handle_request(req)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 268, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py", line 251, in handle_request
+    response = connection.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/connection.py", line 103, in handle_request
+    return self._connection.handle_request(request)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 133, in handle_request
+    raise exc
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 111, in handle_request
+    ) = self._receive_response_headers(**kwargs)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 176, in _receive_response_headers
+    event = self._receive_event(timeout=timeout)
+            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py", line 226, in _receive_event
+    raise RemoteProtocolError(msg)
+httpcore.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 86, in _request
+    response = self._client.request(
+               ^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 814, in request
+    return self.send(request, auth=auth, follow_redirects=follow_redirects)
+           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 901, in send
+    response = self._send_handling_auth(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 929, in _send_handling_auth
+    response = self._send_handling_redirects(
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 966, in _send_handling_redirects
+    response = self._send_single_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_client.py", line 1002, in _send_single_request
+    response = transport.handle_request(request)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 227, in handle_request
+    with map_httpcore_exceptions():
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/contextlib.py", line 155, in __exit__
+    self.gen.throw(typ, value, traceback)
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/httpx/_transports/default.py", line 83, in map_httpcore_exceptions
+    raise mapped_exc(message) from exc
+httpx.RemoteProtocolError: Server disconnected without sending a response.
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/Users/simonaszilinskas/open-source-categories/categorizer-les-propals/app.py", line 45, in make_request_with_retry
+    response = client.chat(model=model, messages=messages, temperature=temperature)
+               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 160, in chat
+    for response in single_response:
+  File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/mistralai/client.py", line 98, in _request
+    raise MistralException(
+mistralai.exceptions.MistralException: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.
+2024-03-11 15:12:46,859 - ERROR - An error occurred: Unexpected exception (RemoteProtocolError): Server disconnected without sending a response.

gradio_cached_examples/18/log.csv

@@ -0,0 +1,2 @@
+Categorization Results,flag,username,timestamp
+An error occurred while processing the request. Please try again later.,,,2024-03-11 15:06:35.706140