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Runtime error
File size: 59,206 Bytes
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import requests \n",
"import datetime as dt\n",
"import re\n",
"import json\n",
"from tqdm import tqdm\n",
"import os\n",
"\n",
"from openai import OpenAI"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"if \"OPENAI_API_KEY\" not in os.environ:\n",
" with open('secrets/keys.txt', 'r') as f:\n",
" keys = json.loads(f.read())\n",
"else : \n",
" keys=os.environ"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>item_id</th>\n",
" <th>date_published</th>\n",
" <th>url</th>\n",
" <th>titre</th>\n",
" <th>description</th>\n",
" <th>type</th>\n",
" <th>author</th>\n",
" <th>section</th>\n",
" <th>subhead</th>\n",
" <th>premium</th>\n",
" <th>image_url</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>I4OEKQ6MHRBP3LQVVYDDXW6T6U</td>\n",
" <td>2024-10-07 15:33:34</td>\n",
" <td>https://www.liberation.fr/societe/familles/a-m...</td>\n",
" <td>Centre de loisirs à Marseille : sept plaintes ...</td>\n",
" <td>Une enquête pour violences sur mineurs et diff...</td>\n",
" <td>article</td>\n",
" <td>Caroline Delabroy</td>\n",
" <td>Familles</td>\n",
" <td>Justice</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/E6tv2-_N7qhg...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>LVA4MZBQOBECNPZD323NV6O7K4</td>\n",
" <td>2024-10-09 14:53:55</td>\n",
" <td>https://www.liberation.fr/sports/jeux-olympiqu...</td>\n",
" <td>JO de Paris 2024 : pour la santé mentale des a...</td>\n",
" <td>Avec la libération de la parole sur la santé m...</td>\n",
" <td>article</td>\n",
" <td>Marie Thimonnier</td>\n",
" <td>Jeux olympiques et paralympiques</td>\n",
" <td>Ecriture</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/uAqwfrqGpk93...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>4FAEHUUZ5ZFAJKLFEV2LT5CBAQ</td>\n",
" <td>2024-10-10 15:49:02</td>\n",
" <td>https://www.liberation.fr/international/afriqu...</td>\n",
" <td>Au Burkina Faso, la conscription pour «punir d...</td>\n",
" <td>Au moins sept magistrats ont été réquisitionné...</td>\n",
" <td>article</td>\n",
" <td>Agnès Faivre</td>\n",
" <td>Afrique</td>\n",
" <td>Répression</td>\n",
" <td>False</td>\n",
" <td>https://www.liberation.fr/resizer/_A-QaSGPPcHu...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>4S4G6BKFRNER3LB22CLPAEWWKY</td>\n",
" <td>2024-10-11 15:28:25</td>\n",
" <td>https://www.liberation.fr/economie/social/ferm...</td>\n",
" <td>Fermeture de l’usine automobile MA France : «O...</td>\n",
" <td>Le 13 mai, l’entreprise sous-traitante de Stel...</td>\n",
" <td>article</td>\n",
" <td>Eléna Roney</td>\n",
" <td>Social</td>\n",
" <td>Lutte sociale</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/6hlzuHlwTJFQ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>ZAFHRNAHJVC6THXRSBMCB4A24I</td>\n",
" <td>2024-10-09 10:55:05</td>\n",
" <td>https://www.liberation.fr/lifestyle/design/pre...</td>\n",
" <td>Près de Rouen, jardiner dans «un jeu subtil av...</td>\n",
" <td>Imaginé par Patrick et Sylvie Quibel il y a tr...</td>\n",
" <td>article</td>\n",
" <td>['Florian Bardou, envoyé spécial à Rouen', 'ph...</td>\n",
" <td>Design</td>\n",
" <td>Reportage</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/goppJdUChU09...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>511</th>\n",
" <td>516</td>\n",
" <td>AOT254SA2VDIDNF4YW7XPLWJ5E</td>\n",
" <td>2024-10-12 15:46:00</td>\n",
" <td>https://www.liberation.fr/culture/musique/char...</td>\n",
" <td>Charlie Dalin : «Mon oncle était le chanteur d...</td>\n",
" <td>Charlie Dalin, skipper qui s’apprête à embarqu...</td>\n",
" <td>article</td>\n",
" <td>Alexis Bernier</td>\n",
" <td>Musique</td>\n",
" <td>Casque t'écoutes?</td>\n",
" <td>False</td>\n",
" <td>https://www.liberation.fr/resizer/Oum9ZxntR4pt...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>512</th>\n",
" <td>517</td>\n",
" <td>GUOUKHLPFZBK7GVR5XU7MXVD5A</td>\n",
" <td>2024-10-12 16:32:37</td>\n",
" <td>https://www.liberation.fr/societe/droits-des-f...</td>\n",
" <td>Violences sexuelles : à la recherche de «co-vi...</td>\n",
" <td>Avec un système de «matchs», le site Coabuse r...</td>\n",
" <td>article</td>\n",
" <td>Hélène Coutard</td>\n",
" <td>Droits des femmes</td>\n",
" <td>«Match»</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/F5PeR7sIedRA...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>513</th>\n",
" <td>518</td>\n",
" <td>5HT6C24ZBVDOBFXPLA4HNVOTT4</td>\n",
" <td>2024-10-12 16:33:57</td>\n",
" <td>https://www.liberation.fr/environnement/agricu...</td>\n",
" <td>«Plus ils habitent près des champs, plus les t...</td>\n",
" <td>Des traces de pesticides, dont certains interd...</td>\n",
" <td>article</td>\n",
" <td>[' LIBERATION', ' AFP']</td>\n",
" <td>Agriculture</td>\n",
" <td>Contamination</td>\n",
" <td>False</td>\n",
" <td>https://www.liberation.fr/resizer/VzMm-X_AuAhQ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>514</th>\n",
" <td>519</td>\n",
" <td>VLV6RSQ6U5E6XJ6AIRV26AEKO4</td>\n",
" <td>2024-10-12 16:43:33</td>\n",
" <td>https://www.liberation.fr/economie/annonces-de...</td>\n",
" <td>Annonces de la Chine contre la crise économiqu...</td>\n",
" <td>Face aux problèmes structurels de l’économie, ...</td>\n",
" <td>article</td>\n",
" <td>Arnaud Vaulerin</td>\n",
" <td>Economie</td>\n",
" <td>Analyse</td>\n",
" <td>True</td>\n",
" <td>https://www.liberation.fr/resizer/ZKreJUwCgQPk...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>515</th>\n",
" <td>520</td>\n",
" <td>FVCJ6DQ5HVDNDGC4F6F276NVFM</td>\n",
" <td>2024-10-12 16:53:20</td>\n",
" <td>https://www.liberation.fr/economie/medias/budg...</td>\n",
" <td>Budget 2025 : les radios associatives dénoncen...</td>\n",
" <td>Les radios associatives se sont alarmées vendr...</td>\n",
" <td>article</td>\n",
" <td>[' LIBERATION', ' AFP']</td>\n",
" <td>Médias</td>\n",
" <td>Mauvaises ondes</td>\n",
" <td>False</td>\n",
" <td>https://www.liberation.fr/resizer/KVsBqITY61oN...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>516 rows × 12 columns</p>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 item_id date_published \\\n",
"0 0 I4OEKQ6MHRBP3LQVVYDDXW6T6U 2024-10-07 15:33:34 \n",
"1 1 LVA4MZBQOBECNPZD323NV6O7K4 2024-10-09 14:53:55 \n",
"2 2 4FAEHUUZ5ZFAJKLFEV2LT5CBAQ 2024-10-10 15:49:02 \n",
"3 3 4S4G6BKFRNER3LB22CLPAEWWKY 2024-10-11 15:28:25 \n",
"4 4 ZAFHRNAHJVC6THXRSBMCB4A24I 2024-10-09 10:55:05 \n",
".. ... ... ... \n",
"511 516 AOT254SA2VDIDNF4YW7XPLWJ5E 2024-10-12 15:46:00 \n",
"512 517 GUOUKHLPFZBK7GVR5XU7MXVD5A 2024-10-12 16:32:37 \n",
"513 518 5HT6C24ZBVDOBFXPLA4HNVOTT4 2024-10-12 16:33:57 \n",
"514 519 VLV6RSQ6U5E6XJ6AIRV26AEKO4 2024-10-12 16:43:33 \n",
"515 520 FVCJ6DQ5HVDNDGC4F6F276NVFM 2024-10-12 16:53:20 \n",
"\n",
" url \\\n",
"0 https://www.liberation.fr/societe/familles/a-m... \n",
"1 https://www.liberation.fr/sports/jeux-olympiqu... \n",
"2 https://www.liberation.fr/international/afriqu... \n",
"3 https://www.liberation.fr/economie/social/ferm... \n",
"4 https://www.liberation.fr/lifestyle/design/pre... \n",
".. ... \n",
"511 https://www.liberation.fr/culture/musique/char... \n",
"512 https://www.liberation.fr/societe/droits-des-f... \n",
"513 https://www.liberation.fr/environnement/agricu... \n",
"514 https://www.liberation.fr/economie/annonces-de... \n",
"515 https://www.liberation.fr/economie/medias/budg... \n",
"\n",
" titre \\\n",
"0 Centre de loisirs à Marseille : sept plaintes ... \n",
"1 JO de Paris 2024 : pour la santé mentale des a... \n",
"2 Au Burkina Faso, la conscription pour «punir d... \n",
"3 Fermeture de l’usine automobile MA France : «O... \n",
"4 Près de Rouen, jardiner dans «un jeu subtil av... \n",
".. ... \n",
"511 Charlie Dalin : «Mon oncle était le chanteur d... \n",
"512 Violences sexuelles : à la recherche de «co-vi... \n",
"513 «Plus ils habitent près des champs, plus les t... \n",
"514 Annonces de la Chine contre la crise économiqu... \n",
"515 Budget 2025 : les radios associatives dénoncen... \n",
"\n",
" description type \\\n",
"0 Une enquête pour violences sur mineurs et diff... article \n",
"1 Avec la libération de la parole sur la santé m... article \n",
"2 Au moins sept magistrats ont été réquisitionné... article \n",
"3 Le 13 mai, l’entreprise sous-traitante de Stel... article \n",
"4 Imaginé par Patrick et Sylvie Quibel il y a tr... article \n",
".. ... ... \n",
"511 Charlie Dalin, skipper qui s’apprête à embarqu... article \n",
"512 Avec un système de «matchs», le site Coabuse r... article \n",
"513 Des traces de pesticides, dont certains interd... article \n",
"514 Face aux problèmes structurels de l’économie, ... article \n",
"515 Les radios associatives se sont alarmées vendr... article \n",
"\n",
" author \\\n",
"0 Caroline Delabroy \n",
"1 Marie Thimonnier \n",
"2 Agnès Faivre \n",
"3 Eléna Roney \n",
"4 ['Florian Bardou, envoyé spécial à Rouen', 'ph... \n",
".. ... \n",
"511 Alexis Bernier \n",
"512 Hélène Coutard \n",
"513 [' LIBERATION', ' AFP'] \n",
"514 Arnaud Vaulerin \n",
"515 [' LIBERATION', ' AFP'] \n",
"\n",
" section subhead premium \\\n",
"0 Familles Justice True \n",
"1 Jeux olympiques et paralympiques Ecriture True \n",
"2 Afrique Répression False \n",
"3 Social Lutte sociale True \n",
"4 Design Reportage True \n",
".. ... ... ... \n",
"511 Musique Casque t'écoutes? False \n",
"512 Droits des femmes «Match» True \n",
"513 Agriculture Contamination False \n",
"514 Economie Analyse True \n",
"515 Médias Mauvaises ondes False \n",
"\n",
" image_url \n",
"0 https://www.liberation.fr/resizer/E6tv2-_N7qhg... \n",
"1 https://www.liberation.fr/resizer/uAqwfrqGpk93... \n",
"2 https://www.liberation.fr/resizer/_A-QaSGPPcHu... \n",
"3 https://www.liberation.fr/resizer/6hlzuHlwTJFQ... \n",
"4 https://www.liberation.fr/resizer/goppJdUChU09... \n",
".. ... \n",
"511 https://www.liberation.fr/resizer/Oum9ZxntR4pt... \n",
"512 https://www.liberation.fr/resizer/F5PeR7sIedRA... \n",
"513 https://www.liberation.fr/resizer/VzMm-X_AuAhQ... \n",
"514 https://www.liberation.fr/resizer/ZKreJUwCgQPk... \n",
"515 https://www.liberation.fr/resizer/KVsBqITY61oN... \n",
"\n",
"[516 rows x 12 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('extract_sciences_po.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"save_path = 'save'\n",
"content_path = 'extract_sciences_po'\n",
"\n",
"\n",
"def retrieve_classifications(name, mapping_prompt):\n",
"\n",
" df = pd.read_csv('extract_sciences_po.csv')\n",
"\n",
"\n",
" if os.path.exists(f\"{save_path}/output_{name}.txt\"):\n",
" with open(f\"{save_path}/output_{name}.txt\", 'r') as f : \n",
" out_dict = json.loads(f.read())\n",
" out_df = pd.DataFrame.from_dict(out_dict)\n",
" out = out_dict\n",
" else : \n",
" out_df = pd.DataFrame(columns = ['item_id', 'categorie_principale', 'categorie_secondaire'])\n",
" out = []\n",
"\n",
" df_to_process = df.loc[~df.item_id.isin(out_df.item_id)]\n",
"\n",
" if mapping_prompt[name]['client']=='deepseek':\n",
" client = OpenAI(api_key=keys[\"DEEPSEEK_API_KEY\"], base_url=\"https://api.deepseek.com\")\n",
" else:\n",
" client=OpenAI(api_key=keys['OPENAI_API_KEY'])\n",
"\n",
" df_to_process = df.loc[~df.item_id.isin(out_df.item_id)]\n",
"\n",
"\n",
" with open(mapping_prompt[name]['path_prompt'], 'r') as f:\n",
" prompt = f.read()\n",
"\n",
" with tqdm(total=df_to_process.shape[0]) as pbar:\n",
" for i, row in df_to_process.iterrows():\n",
" titre_brut = f\"{row.item_id}_\"+row.titre.lower().strip().replace(f\"\\xa0\", ' ').replace(' : ', ':').replace(' ', '_').replace('/', '')\n",
" \n",
" with open(f'{content_path}/{titre_brut}.txt', 'r') as f:\n",
" text = f.read()\n",
"\n",
" messages = [{\"role\": \"system\", \"content\": prompt},\n",
" {\"role\": \"user\", \"content\": text}]\n",
"\n",
" response = client.chat.completions.create(\n",
" model=\"deepseek-chat\",\n",
" messages=messages,\n",
" response_format={\n",
" 'type': 'json_object'\n",
" }\n",
" )\n",
" try : \n",
" cat_json = json.loads(response.choices[0].message.content)\n",
"\n",
" out.append({\n",
" 'item_id':row.item_id, \n",
" 'categorie_principale': cat_json['categorie_principale'],\n",
" 'categorie_secondaire': cat_json['categorie_secondaire'],\n",
" })\n",
" \n",
" with open(f'{save_path}/output_{name}.txt', 'w+') as f : \n",
" f.write(json.dumps(out))\n",
"\n",
" except Exception as e : \n",
" print(f'Error with article {row.item_id}')\n",
" pass\n",
"\n",
" \n",
" pbar.update(1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 7%|▋ | 3/46 [00:21<05:04, 7.09s/it]\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[33m'\u001b[39m\u001b[33mmapping_prompts.txt\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mr\u001b[39m\u001b[33m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f : \n\u001b[32m 2\u001b[39m mapping = json.loads(f.read())\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m \u001b[43mretrieve_classifications\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43msans_titre_1\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapping\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[8]\u001b[39m\u001b[32m, line 42\u001b[39m, in \u001b[36mretrieve_classifications\u001b[39m\u001b[34m(name, mapping_prompt)\u001b[39m\n\u001b[32m 37\u001b[39m text = f.read()\n\u001b[32m 39\u001b[39m messages = [{\u001b[33m\"\u001b[39m\u001b[33mrole\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33msystem\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mcontent\u001b[39m\u001b[33m\"\u001b[39m: prompt},\n\u001b[32m 40\u001b[39m {\u001b[33m\"\u001b[39m\u001b[33mrole\u001b[39m\u001b[33m\"\u001b[39m: \u001b[33m\"\u001b[39m\u001b[33muser\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mcontent\u001b[39m\u001b[33m\"\u001b[39m: text}]\n\u001b[32m---> \u001b[39m\u001b[32m42\u001b[39m response = \u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 43\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mdeepseek-chat\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 44\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 45\u001b[39m \u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m=\u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 46\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mtype\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mjson_object\u001b[39;49m\u001b[33;43m'\u001b[39;49m\n\u001b[32m 47\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\n\u001b[32m 48\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 49\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m : \n\u001b[32m 50\u001b[39m cat_json = json.loads(response.choices[\u001b[32m0\u001b[39m].message.content)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/openai/_utils/_utils.py:279\u001b[39m, in \u001b[36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 277\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[32m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 278\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[32m--> \u001b[39m\u001b[32m279\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py:914\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, audio, frequency_penalty, function_call, functions, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, modalities, n, parallel_tool_calls, prediction, presence_penalty, reasoning_effort, response_format, seed, service_tier, stop, store, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, web_search_options, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 871\u001b[39m \u001b[38;5;129m@required_args\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m], [\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mstream\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 872\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 873\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 911\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 912\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 913\u001b[39m validate_response_format(response_format)\n\u001b[32m--> \u001b[39m\u001b[32m914\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 915\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 916\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 917\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 918\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 919\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 920\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43maudio\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43maudio\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 921\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 922\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 923\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 924\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 925\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 926\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 927\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 928\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 929\u001b[39m \u001b[43m 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\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 934\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_effort\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_effort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 935\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 936\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 937\u001b[39m \u001b[43m 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950\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 951\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 952\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 953\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 954\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 955\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 956\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 957\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 958\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/openai/_base_client.py:1242\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1228\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1229\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1230\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1237\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1238\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1239\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1240\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1241\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1242\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/openai/_base_client.py:919\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[39m\n\u001b[32m 916\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 917\u001b[39m retries_taken = \u001b[32m0\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m919\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 920\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 921\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 922\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 923\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 924\u001b[39m \u001b[43m \u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m=\u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 925\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/openai/_base_client.py:955\u001b[39m, in \u001b[36mSyncAPIClient._request\u001b[39m\u001b[34m(self, cast_to, options, retries_taken, stream, stream_cls)\u001b[39m\n\u001b[32m 952\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mSending HTTP Request: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[33m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[33m\"\u001b[39m, request.method, request.url)\n\u001b[32m 954\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m955\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_client\u001b[49m\u001b[43m.\u001b[49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 956\u001b[39m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 957\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 958\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 959\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 960\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m httpx.TimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m 961\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mEncountered httpx.TimeoutException\u001b[39m\u001b[33m\"\u001b[39m, exc_info=\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_client.py:928\u001b[39m, in \u001b[36mClient.send\u001b[39m\u001b[34m(self, request, stream, auth, follow_redirects)\u001b[39m\n\u001b[32m 926\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[32m 927\u001b[39m response.close()\n\u001b[32m--> \u001b[39m\u001b[32m928\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_client.py:922\u001b[39m, in \u001b[36mClient.send\u001b[39m\u001b[34m(self, request, stream, auth, follow_redirects)\u001b[39m\n\u001b[32m 920\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 921\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m stream:\n\u001b[32m--> \u001b[39m\u001b[32m922\u001b[39m \u001b[43mresponse\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 924\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response\n\u001b[32m 926\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_models.py:881\u001b[39m, in \u001b[36mResponse.read\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 877\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 878\u001b[39m \u001b[33;03mRead and return the response content.\u001b[39;00m\n\u001b[32m 879\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 880\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33m_content\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m--> \u001b[39m\u001b[32m881\u001b[39m \u001b[38;5;28mself\u001b[39m._content = \u001b[33;43mb\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43miter_bytes\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 882\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._content\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_models.py:897\u001b[39m, in \u001b[36mResponse.iter_bytes\u001b[39m\u001b[34m(self, chunk_size)\u001b[39m\n\u001b[32m 895\u001b[39m chunker = ByteChunker(chunk_size=chunk_size)\n\u001b[32m 896\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request=\u001b[38;5;28mself\u001b[39m._request):\n\u001b[32m--> \u001b[39m\u001b[32m897\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mraw_bytes\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43miter_raw\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 898\u001b[39m \u001b[43m \u001b[49m\u001b[43mdecoded\u001b[49m\u001b[43m \u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecoder\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43mraw_bytes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 899\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunker\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdecoded\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_models.py:951\u001b[39m, in \u001b[36mResponse.iter_raw\u001b[39m\u001b[34m(self, chunk_size)\u001b[39m\n\u001b[32m 948\u001b[39m chunker = ByteChunker(chunk_size=chunk_size)\n\u001b[32m 950\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request=\u001b[38;5;28mself\u001b[39m._request):\n\u001b[32m--> \u001b[39m\u001b[32m951\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mraw_stream_bytes\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 952\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_num_bytes_downloaded\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m=\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mraw_stream_bytes\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 953\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunker\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43mraw_stream_bytes\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_client.py:153\u001b[39m, in \u001b[36mBoundSyncStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 152\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__iter__\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> typing.Iterator[\u001b[38;5;28mbytes\u001b[39m]:\n\u001b[32m--> \u001b[39m\u001b[32m153\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_stream\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 154\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpx/_transports/default.py:127\u001b[39m, in \u001b[36mResponseStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 125\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__iter__\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> typing.Iterator[\u001b[38;5;28mbytes\u001b[39m]:\n\u001b[32m 126\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[32m--> \u001b[39m\u001b[32m127\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mpart\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_httpcore_stream\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 128\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mpart\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py:407\u001b[39m, in \u001b[36mPoolByteStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 405\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[32m 406\u001b[39m \u001b[38;5;28mself\u001b[39m.close()\n\u001b[32m--> \u001b[39m\u001b[32m407\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py:403\u001b[39m, in \u001b[36mPoolByteStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 401\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__iter__\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> typing.Iterator[\u001b[38;5;28mbytes\u001b[39m]:\n\u001b[32m 402\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m403\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mpart\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_stream\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 404\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mpart\u001b[49m\n\u001b[32m 405\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py:342\u001b[39m, in \u001b[36mHTTP11ConnectionByteStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 340\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m ShieldCancellation():\n\u001b[32m 341\u001b[39m \u001b[38;5;28mself\u001b[39m.close()\n\u001b[32m--> \u001b[39m\u001b[32m342\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py:334\u001b[39m, in \u001b[36mHTTP11ConnectionByteStream.__iter__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 332\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 333\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\u001b[33m\"\u001b[39m\u001b[33mreceive_response_body\u001b[39m\u001b[33m\"\u001b[39m, logger, \u001b[38;5;28mself\u001b[39m._request, kwargs):\n\u001b[32m--> \u001b[39m\u001b[32m334\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_connection\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_receive_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[32m 335\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01myield\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\n\u001b[32m 336\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[32m 337\u001b[39m \u001b[38;5;66;03m# If we get an exception while streaming the response,\u001b[39;00m\n\u001b[32m 338\u001b[39m \u001b[38;5;66;03m# we want to close the response (and possibly the connection)\u001b[39;00m\n\u001b[32m 339\u001b[39m \u001b[38;5;66;03m# before raising that exception.\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py:203\u001b[39m, in \u001b[36mHTTP11Connection._receive_response_body\u001b[39m\u001b[34m(self, request)\u001b[39m\n\u001b[32m 200\u001b[39m timeout = timeouts.get(\u001b[33m\"\u001b[39m\u001b[33mread\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[32m 202\u001b[39m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m203\u001b[39m event = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 204\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11.Data):\n\u001b[32m 205\u001b[39m \u001b[38;5;28;01myield\u001b[39;00m \u001b[38;5;28mbytes\u001b[39m(event.data)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_sync/http11.py:217\u001b[39m, in \u001b[36mHTTP11Connection._receive_event\u001b[39m\u001b[34m(self, timeout)\u001b[39m\n\u001b[32m 214\u001b[39m event = \u001b[38;5;28mself\u001b[39m._h11_state.next_event()\n\u001b[32m 216\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m event \u001b[38;5;129;01mis\u001b[39;00m h11.NEED_DATA:\n\u001b[32m--> \u001b[39m\u001b[32m217\u001b[39m data = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_network_stream\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 218\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mREAD_NUM_BYTES\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 219\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 221\u001b[39m \u001b[38;5;66;03m# If we feed this case through h11 we'll raise an exception like:\u001b[39;00m\n\u001b[32m 222\u001b[39m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[32m 223\u001b[39m \u001b[38;5;66;03m# httpcore.RemoteProtocolError: can't handle event type\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 227\u001b[39m \u001b[38;5;66;03m# perspective. Instead we handle this case distinctly and treat\u001b[39;00m\n\u001b[32m 228\u001b[39m \u001b[38;5;66;03m# it as a ConnectError.\u001b[39;00m\n\u001b[32m 229\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m data == \u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m._h11_state.their_state == h11.SEND_RESPONSE:\n",
"\u001b[36mFile \u001b[39m\u001b[32m~/.cache/pypoetry/virtualenvs/sciences-poc-Bw010oVJ-py3.11/lib/python3.11/site-packages/httpcore/_backends/sync.py:128\u001b[39m, in \u001b[36mSyncStream.read\u001b[39m\u001b[34m(self, max_bytes, timeout)\u001b[39m\n\u001b[32m 126\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m map_exceptions(exc_map):\n\u001b[32m 127\u001b[39m \u001b[38;5;28mself\u001b[39m._sock.settimeout(timeout)\n\u001b[32m--> \u001b[39m\u001b[32m128\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_sock\u001b[49m\u001b[43m.\u001b[49m\u001b[43mrecv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmax_bytes\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m/opt/conda/lib/python3.11/ssl.py:1295\u001b[39m, in \u001b[36mSSLSocket.recv\u001b[39m\u001b[34m(self, buflen, flags)\u001b[39m\n\u001b[32m 1291\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m flags != \u001b[32m0\u001b[39m:\n\u001b[32m 1292\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 1293\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mnon-zero flags not allowed in calls to recv() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[33m\"\u001b[39m %\n\u001b[32m 1294\u001b[39m \u001b[38;5;28mself\u001b[39m.\u001b[34m__class__\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1295\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbuflen\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1296\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 1297\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m().recv(buflen, flags)\n",
"\u001b[36mFile \u001b[39m\u001b[32m/opt/conda/lib/python3.11/ssl.py:1168\u001b[39m, in \u001b[36mSSLSocket.read\u001b[39m\u001b[34m(self, len, buffer)\u001b[39m\n\u001b[32m 1166\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._sslobj.read(\u001b[38;5;28mlen\u001b[39m, buffer)\n\u001b[32m 1167\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1168\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_sslobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 1169\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m SSLError \u001b[38;5;28;01mas\u001b[39;00m x:\n\u001b[32m 1170\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m x.args[\u001b[32m0\u001b[39m] == SSL_ERROR_EOF \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m.suppress_ragged_eofs:\n",
"\u001b[31mKeyboardInterrupt\u001b[39m: "
]
}
],
"source": [
"with open('mapping_prompts.txt', 'r') as f : \n",
" mapping = json.loads(f.read())\n",
"retrieve_classifications('favarel_et_al', mapping)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Ajouter images"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|