diff --git a/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training.ipynb b/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training.ipynb index 7246443ce8..57fe3af5bf 100644 --- a/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training.ipynb +++ b/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training.ipynb @@ -5,16 +5,57 @@ "id": "cell-0", "metadata": { "papermill": { - "duration": 0.009688, - "end_time": "2026-09-23T17:28:06.782699", + "duration": 0.007625, + "end_time": "2026-09-25T02:08:27.728173+00:00", "exception": false, - "start_time": "2026-09-23T17:28:06.773011", + "start_time": "2026-09-25T02:08:27.720548+00:00", "status": "completed" }, "tags": [] }, "source": [ - "[<< Sommaire QC](../README.md) | [Précédent : QC-Py-30-LSTM-Training <<](./QC-Py-30-LSTM-Training.ipynb) | [Suivant : QC-Py-32-RL-DQN-Trading >>](./QC-Py-32-RL-DQN-Trading.ipynb)\n\n# QC-Py-31 - Transformer Encoder Multi-Asset (GPU)\n\n**Module** : Machine Learning pour le Trading - Modèles Transformer \n**Pre-requis** : QC-Py-30 LSTM Training \n**Duree estimee** : 45 minutes \n\n## Objectifs d'apprentissage\n\nA la fin de ce notebook, vous saurez :\n\n1. Implementer un **encodeur Transformer natif (PyTorch)** pour les series temporelles financieres\n2. Integrer des **features macro** (VIX, courbe des taux) dans le modèle\n3. Comprendre le **mécanisme d'auto-attention multi-tete** applique aux marches\n4. **Comparer** les performances Transformer vs LSTM (QC-Py-30)\n5. **Deployer** le modèle dans une stratégie QuantConnect\n\n### Prerequis\n\n- Notebook QC-Py-30 LSTM Training complete\n- Comprehension de PyTorch (tenseurs, modules, entrainement)\n- GPU recommande (CUDA) mais CPU possible\n\n### Structure du notebook\n\n| Section | Sujet | Duree |\n|---------|-------|-------|\n| 1 | Configuration PyTorch et GPU | 3 min |\n| 2 | Chargement des données (30 stocks + macro) | 5 min |\n| 3 | Feature engineering avec features macro | 5 min |\n| 4 | Split temporel et normalisation | 3 min |\n| 5 | Modèle Transformer Encoder | 5 min |\n| 6 | Entrainement GPU | 8 min |\n| 7 | Courbes d'apprentissage | 2 min |\n| 8 | Evaluation sur le set de test | 2 min |\n| 9 | Visualisation des predictions | 2 min |\n| 10 | Visualisation de l'attention | 3 min |\n| 11 | Backtest simplifie | 3 min |\n| 12 | Sauvegarde du modèle | 2 min |\n| 13 | Integration QuantConnect Cloud | 3 min |\n| 14 | Resume et conclusions | 2 min |" + "[<< Sommaire QC](../README.md) | [Précédent : QC-Py-30-LSTM-Training <<](./QC-Py-30-LSTM-Training.ipynb) | [Suivant : QC-Py-32-RL-DQN-Trading >>](./QC-Py-32-RL-DQN-Trading.ipynb)\n", + "\n", + "# QC-Py-31 - Transformer Encoder Multi-Asset (GPU)\n", + "\n", + "**Module** : Machine Learning pour le Trading - Modèles Transformer \n", + "**Pre-requis** : QC-Py-30 LSTM Training \n", + "**Duree estimee** : 45 minutes \n", + "\n", + "## Objectifs d'apprentissage\n", + "\n", + "A la fin de ce notebook, vous saurez :\n", + "\n", + "1. Implementer un **encodeur Transformer natif (PyTorch)** pour les series temporelles financieres\n", + "2. Integrer des **features macro** (VIX, courbe des taux) dans le modèle\n", + "3. Comprendre le **mécanisme d'auto-attention multi-tete** applique aux marches\n", + "4. **Comparer** les performances Transformer vs LSTM (QC-Py-30)\n", + "5. **Deployer** le modèle dans une stratégie QuantConnect\n", + "\n", + "### Prerequis\n", + "\n", + "- Notebook QC-Py-30 LSTM Training complete\n", + "- Comprehension de PyTorch (tenseurs, modules, entrainement)\n", + "- GPU recommande (CUDA) mais CPU possible\n", + "\n", + "### Structure du notebook\n", + "\n", + "| Section | Sujet | Duree |\n", + "|---------|-------|-------|\n", + "| 1 | Configuration PyTorch et GPU | 3 min |\n", + "| 2 | Chargement des données (30 stocks + macro) | 5 min |\n", + "| 3 | Feature engineering avec features macro | 5 min |\n", + "| 4 | Split temporel et normalisation | 3 min |\n", + "| 5 | Modèle Transformer Encoder | 5 min |\n", + "| 6 | Entrainement GPU | 8 min |\n", + "| 7 | Courbes d'apprentissage | 2 min |\n", + "| 8 | Evaluation sur le set de test | 2 min |\n", + "| 9 | Visualisation des predictions | 2 min |\n", + "| 10 | Visualisation de l'attention | 3 min |\n", + "| 11 | Backtest simplifie | 3 min |\n", + "| 12 | Sauvegarde du modèle | 2 min |\n", + "| 13 | Integration QuantConnect Cloud | 3 min |\n", + "| 14 | Resume et conclusions | 2 min |" ] }, { @@ -22,10 +63,10 @@ "id": "cell-1", "metadata": { "papermill": { - "duration": 0.009445, - "end_time": "2026-09-23T17:28:06.802190", + "duration": 0.010026, + "end_time": "2026-09-25T02:08:27.747973+00:00", "exception": false, - "start_time": "2026-09-23T17:28:06.792745", + "start_time": "2026-09-25T02:08:27.737947+00:00", "status": "completed" }, "tags": [] @@ -42,10 +83,10 @@ "id": "cell-2", "metadata": { "papermill": { - "duration": 0.009187, - "end_time": "2026-09-23T17:28:06.820563", + "duration": 0.006261, + "end_time": "2026-09-25T02:08:27.765469+00:00", "exception": false, - "start_time": "2026-09-23T17:28:06.811376", + "start_time": "2026-09-25T02:08:27.759208+00:00", "status": "completed" }, "tags": [] @@ -67,10 +108,10 @@ "id": "cell-3", "metadata": { "papermill": { - "duration": 0.01181, - "end_time": "2026-09-23T17:28:06.843596", + "duration": 0.013871, + "end_time": "2026-09-25T02:08:27.789386+00:00", "exception": false, - "start_time": "2026-09-23T17:28:06.831786", + "start_time": "2026-09-25T02:08:27.775515+00:00", "status": "completed" }, "tags": [] @@ -121,16 +162,16 @@ "id": "cell-4", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:06.865668Z", - "iopub.status.busy": "2026-09-23T17:28:06.865127Z", - "iopub.status.idle": "2026-09-23T17:28:14.017656Z", - "shell.execute_reply": "2026-09-23T17:28:14.016244Z" + "iopub.execute_input": "2026-09-25T02:08:27.814729Z", + "iopub.status.busy": "2026-09-25T02:08:27.813729Z", + "iopub.status.idle": "2026-09-25T02:08:38.682806Z", + "shell.execute_reply": "2026-09-25T02:08:38.681789Z" }, "papermill": { - "duration": 7.167087, - "end_time": "2026-09-23T17:28:14.019657", + "duration": 10.884961, + "end_time": "2026-09-25T02:08:38.684943+00:00", "exception": false, - "start_time": "2026-09-23T17:28:06.852570", + "start_time": "2026-09-25T02:08:27.799982+00:00", "status": "completed" }, "tags": [ @@ -144,8 +185,8 @@ "text": [ "PyTorch version: 2.6.0+cu124\n", "Device: cuda\n", - "GPU: NVIDIA GeForce RTX 3080 Ti Laptop GPU\n", - "VRAM: 17.2 GB\n", + "GPU: NVIDIA GeForce RTX 3070 Laptop GPU\n", + "VRAM: 8.6 GB\n", "\n", "Hyperparametres:\n", " Sequence: 60 jours -> Prediction: 5 jours\n", @@ -232,10 +273,10 @@ "id": "cell-5", "metadata": { "papermill": { - "duration": 0.01154, - "end_time": "2026-09-23T17:28:14.043405", + "duration": 0.012957, + "end_time": "2026-09-25T02:08:38.708098+00:00", "exception": false, - "start_time": "2026-09-23T17:28:14.031865", + "start_time": "2026-09-25T02:08:38.695141+00:00", "status": "completed" }, "tags": [] @@ -266,10 +307,10 @@ "id": "cell-6", "metadata": { "papermill": { - "duration": 0.012778, - "end_time": "2026-09-23T17:28:14.065329", + "duration": 0.010784, + "end_time": "2026-09-25T02:08:38.734124+00:00", "exception": false, - "start_time": "2026-09-23T17:28:14.052551", + "start_time": "2026-09-25T02:08:38.723340+00:00", "status": "completed" }, "tags": [] @@ -299,16 +340,16 @@ "id": "cell-7", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:14.088643Z", - "iopub.status.busy": "2026-09-23T17:28:14.088643Z", - "iopub.status.idle": "2026-09-23T17:28:17.977974Z", - "shell.execute_reply": "2026-09-23T17:28:17.976976Z" + "iopub.execute_input": "2026-09-25T02:08:38.754290Z", + "iopub.status.busy": "2026-09-25T02:08:38.753292Z", + "iopub.status.idle": "2026-09-25T02:08:46.767206Z", + "shell.execute_reply": "2026-09-25T02:08:46.766197Z" }, "papermill": { - "duration": 3.90445, - "end_time": "2026-09-23T17:28:17.980317", + "duration": 8.026417, + "end_time": "2026-09-25T02:08:46.768900+00:00", "exception": false, - "start_time": "2026-09-23T17:28:14.075867", + "start_time": "2026-09-25T02:08:38.742483+00:00", "status": "completed" }, "tags": [] @@ -335,7 +376,8 @@ "output_type": "stream", "text": [ "\r", - "[*** 6% ] 2 of 33 completed" + "[ 0% ]\r", + "[**** 9% ] 3 of 33 completed" ] }, { @@ -343,7 +385,7 @@ "output_type": "stream", "text": [ "\r", - "[**** 9% ] 3 of 33 completed" + "[****** 12% ] 4 of 33 completed" ] }, { @@ -351,7 +393,7 @@ "output_type": "stream", "text": [ "\r", - "[****** 12% ] 4 of 33 completed" + "[******* 15% ] 5 of 33 completed" ] }, { @@ -359,7 +401,7 @@ "output_type": "stream", "text": [ "\r", - "[******* 15% ] 5 of 33 completed" + "[********* 18% ] 6 of 33 completed" ] }, { @@ -367,8 +409,7 @@ "output_type": "stream", "text": [ "\r", - "[******* 15% ] 5 of 33 completed\r", - "[******* 15% ] 5 of 33 completed" + "[********** 21% ] 7 of 33 completed" ] }, { @@ -376,7 +417,7 @@ "output_type": "stream", "text": [ "\r", - "[******* 15% ] 5 of 33 completed" + "[************ 24% ] 8 of 33 completed" ] }, { @@ -384,6 +425,7 @@ "output_type": "stream", "text": [ "\r", + "[************* 27% ] 9 of 33 completed\r", "[************* 27% ] 9 of 33 completed" ] }, @@ -392,7 +434,7 @@ "output_type": "stream", "text": [ "\r", - "[************** 30% ] 10 of 33 completed" + "[**************** 33% ] 11 of 33 completed" ] }, { @@ -400,7 +442,7 @@ "output_type": "stream", "text": [ "\r", - "[**************** 33% ] 11 of 33 completed" + "[***************** 36% ] 12 of 33 completed" ] }, { @@ -408,7 +450,7 @@ "output_type": "stream", "text": [ "\r", - "[***************** 36% ] 12 of 33 completed" + "[******************* 39% ] 13 of 33 completed" ] }, { @@ -416,7 +458,7 @@ "output_type": "stream", "text": [ "\r", - "[******************* 39% ] 13 of 33 completed" + "[******************** 42% ] 14 of 33 completed" ] }, { @@ -424,7 +466,7 @@ "output_type": "stream", "text": [ "\r", - "[******************** 42% ] 14 of 33 completed" + "[**********************45% ] 15 of 33 completed" ] }, { @@ -432,7 +474,6 @@ "output_type": "stream", "text": [ "\r", - "[******************** 42% ] 14 of 33 completed\r", "[**********************48% ] 16 of 33 completed" ] }, @@ -449,7 +490,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************52% ] 17 of 33 completed" + "[**********************55%* ] 18 of 33 completed" ] }, { @@ -457,8 +498,6 @@ "output_type": "stream", "text": [ "\r", - "[**********************58%*** ] 19 of 33 completed\r", - "[**********************58%*** ] 19 of 33 completed\r", "[**********************58%*** ] 19 of 33 completed" ] }, @@ -467,7 +506,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************67%******* ] 22 of 33 completed" + "[**********************58%*** ] 19 of 33 completed" ] }, { @@ -475,7 +514,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************70%********* ] 23 of 33 completed" + "[**********************64%****** ] 21 of 33 completed" ] }, { @@ -483,7 +522,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************73%********** ] 24 of 33 completed" + "[**********************64%****** ] 21 of 33 completed" ] }, { @@ -491,7 +530,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************76%*********** ] 25 of 33 completed" + "[**********************70%********* ] 23 of 33 completed" ] }, { @@ -499,7 +538,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************76%*********** ] 25 of 33 completed" + "[**********************70%********* ] 23 of 33 completed" ] }, { @@ -507,7 +546,8 @@ "output_type": "stream", "text": [ "\r", - "[**********************82%************** ] 27 of 33 completed" + "[**********************76%*********** ] 25 of 33 completed\r", + "[**********************79%************* ] 26 of 33 completed" ] }, { @@ -515,8 +555,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************85%**************** ] 28 of 33 completed\r", - "[**********************85%**************** ] 28 of 33 completed" + "[**********************82%************** ] 27 of 33 completed" ] }, { @@ -524,7 +563,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************91%******************* ] 30 of 33 completed" + "[**********************85%**************** ] 28 of 33 completed" ] }, { @@ -532,7 +571,9 @@ "output_type": "stream", "text": [ "\r", - "[**********************94%******************** ] 31 of 33 completed" + "[**********************85%**************** ] 28 of 33 completed\r", + "[**********************91%******************* ] 30 of 33 completed\r", + "[**********************91%******************* ] 30 of 33 completed" ] }, { @@ -540,15 +581,15 @@ "output_type": "stream", "text": [ "\r", - "[**********************97%********************** ] 32 of 33 completed" + "[**********************97%********************** ] 32 of 33 completed\r", + "[*********************100%***********************] 33 of 33 completed" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "\r", - "[*********************100%***********************] 33 of 33 completed" + "\n" ] }, { @@ -572,18 +613,11 @@ "Apercu des 5 premieres lignes:\n", "Ticker AAPL MSFT GOOGL AMZN NVDA\n", "Date \n", - "2014-01-02 17.110132 30.636765 27.593285 19.898500 0.372991\n", - "2014-01-03 16.734291 30.430656 27.392002 19.822001 0.368523\n", - "2014-01-06 16.825541 29.787586 27.697401 19.681499 0.373462\n", - "2014-01-07 16.705214 30.018427 28.231361 19.901501 0.379576\n", - "2014-01-08 16.811007 29.482525 28.290108 20.096001 0.384750\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" + "2014-01-02 17.110130 30.636770 27.593287 19.898500 0.372991\n", + "2014-01-03 16.734287 30.430647 27.392000 19.822001 0.368523\n", + "2014-01-06 16.825542 29.787586 27.697401 19.681499 0.373461\n", + "2014-01-07 16.705217 30.018436 28.231358 19.901501 0.379576\n", + "2014-01-08 16.811010 29.482529 28.290106 20.096001 0.384750\n" ] } ], @@ -650,10 +684,10 @@ "id": "cell-8", "metadata": { "papermill": { - "duration": 0.01214, - "end_time": "2026-09-23T17:28:18.005968", + "duration": 0.011565, + "end_time": "2026-09-25T02:08:46.791103+00:00", "exception": false, - "start_time": "2026-09-23T17:28:17.993828", + "start_time": "2026-09-25T02:08:46.779538+00:00", "status": "completed" }, "tags": [] @@ -682,10 +716,10 @@ "id": "cell-9", "metadata": { "papermill": { - "duration": 0.013551, - "end_time": "2026-09-23T17:28:18.035435", + "duration": 0.011898, + "end_time": "2026-09-25T02:08:46.815010+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.021884", + "start_time": "2026-09-25T02:08:46.803112+00:00", "status": "completed" }, "tags": [] @@ -713,16 +747,16 @@ "id": "cell-10", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:18.066747Z", - "iopub.status.busy": "2026-09-23T17:28:18.065230Z", - "iopub.status.idle": "2026-09-23T17:28:18.721942Z", - "shell.execute_reply": "2026-09-23T17:28:18.720435Z" + "iopub.execute_input": "2026-09-25T02:08:46.841074Z", + "iopub.status.busy": "2026-09-25T02:08:46.839562Z", + "iopub.status.idle": "2026-09-25T02:08:47.475388Z", + "shell.execute_reply": "2026-09-25T02:08:47.473801Z" }, "papermill": { - "duration": 0.674708, - "end_time": "2026-09-23T17:28:18.723955", + "duration": 0.650365, + "end_time": "2026-09-25T02:08:47.477196+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.049247", + "start_time": "2026-09-25T02:08:46.826831+00:00", "status": "completed" }, "tags": [] @@ -739,10 +773,10 @@ "Exemple pour AAPL:\n", " close ret_1d ret_5d ret_20d vol_10d vol_20d \\\n", "count 2768.0000 2768.0000 2768.0000 2768.0000 2768.0000 2768.0000 \n", - "mean 86.9242 0.0011 0.0055 0.0219 0.0155 0.0160 \n", + "mean 86.9243 0.0011 0.0055 0.0219 0.0155 0.0160 \n", "std 65.7110 0.0176 0.0370 0.0767 0.0085 0.0075 \n", "min 15.4598 -0.1286 -0.1753 -0.2677 0.0036 0.0048 \n", - "25% 28.0256 -0.0070 -0.0159 -0.0243 0.0099 0.0110 \n", + "25% 28.0257 -0.0070 -0.0159 -0.0243 0.0099 0.0110 \n", "50% 51.0818 0.0010 0.0067 0.0231 0.0137 0.0144 \n", "75% 145.6634 0.0101 0.0272 0.0753 0.0189 0.0191 \n", "max 257.1538 0.1198 0.1841 0.3453 0.0801 0.0680 \n", @@ -751,11 +785,11 @@ "count 2768.0000 2768.0000 2768.0000 2768.0000 2768.0000 \n", "mean 2.0283 56.0711 17.8960 0.0034 -0.4794 \n", "std 4.9401 17.8185 7.0863 0.0854 0.2651 \n", - "min -11.5655 3.1802 9.1400 -0.2816 -0.9900 \n", - "25% -1.5845 43.0727 13.1975 -0.0432 -0.7223 \n", + "min -11.5654 3.1801 9.1400 -0.2816 -0.9900 \n", + "25% -1.5844 43.0727 13.1975 -0.0432 -0.7223 \n", "50% 1.7739 56.5022 15.9450 -0.0070 -0.5160 \n", - "75% 5.6948 69.3732 20.7925 0.0364 -0.2157 \n", - "max 19.9281 97.3971 82.6900 1.1560 0.1800 \n", + "75% 5.6949 69.3732 20.7925 0.0364 -0.2157 \n", + "max 19.9280 97.3977 82.6900 1.1560 0.1800 \n", "\n", " yield_curve_slope \n", "count 2768.0000 \n", @@ -876,10 +910,10 @@ "id": "cell-ab2bb9c5", "metadata": { "papermill": { - "duration": 0.013729, - "end_time": "2026-09-23T17:28:18.748847", + "duration": 0.012132, + "end_time": "2026-09-25T02:08:47.501584+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.735118", + "start_time": "2026-09-25T02:08:47.489452+00:00", "status": "completed" }, "tags": [] @@ -902,16 +936,16 @@ "id": "cell-b3d5cdef", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:18.776939Z", - "iopub.status.busy": "2026-09-23T17:28:18.775939Z", - "iopub.status.idle": "2026-09-23T17:28:18.785418Z", - "shell.execute_reply": "2026-09-23T17:28:18.783844Z" + "iopub.execute_input": "2026-09-25T02:08:47.534933Z", + "iopub.status.busy": "2026-09-25T02:08:47.534429Z", + "iopub.status.idle": "2026-09-25T02:08:47.545063Z", + "shell.execute_reply": "2026-09-25T02:08:47.543029Z" }, "papermill": { - "duration": 0.025699, - "end_time": "2026-09-23T17:28:18.786418", + "duration": 0.032541, + "end_time": "2026-09-25T02:08:47.547294+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.760719", + "start_time": "2026-09-25T02:08:47.514753+00:00", "status": "completed" }, "tags": [] @@ -940,10 +974,10 @@ "id": "cell-11", "metadata": { "papermill": { - "duration": 0.013741, - "end_time": "2026-09-23T17:28:18.812594", + "duration": 0.021983, + "end_time": "2026-09-25T02:08:47.588092+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.798853", + "start_time": "2026-09-25T02:08:47.566109+00:00", "status": "completed" }, "tags": [] @@ -978,10 +1012,10 @@ "id": "cell-12", "metadata": { "papermill": { - "duration": 0.014791, - "end_time": "2026-09-23T17:28:18.843577", + "duration": 0.083528, + "end_time": "2026-09-25T02:08:47.686509+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.828786", + "start_time": "2026-09-25T02:08:47.602981+00:00", "status": "completed" }, "tags": [] @@ -1014,16 +1048,16 @@ "id": "cell-13", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:18.874895Z", - "iopub.status.busy": "2026-09-23T17:28:18.873887Z", - "iopub.status.idle": "2026-09-23T17:28:20.690160Z", - "shell.execute_reply": "2026-09-23T17:28:20.688202Z" + "iopub.execute_input": "2026-09-25T02:08:47.795869Z", + "iopub.status.busy": "2026-09-25T02:08:47.794859Z", + "iopub.status.idle": "2026-09-25T02:08:52.045079Z", + "shell.execute_reply": "2026-09-25T02:08:52.037502Z" }, "papermill": { - "duration": 1.832901, - "end_time": "2026-09-23T17:28:20.691167", + "duration": 4.32747, + "end_time": "2026-09-25T02:08:52.048818+00:00", "exception": false, - "start_time": "2026-09-23T17:28:18.858266", + "start_time": "2026-09-25T02:08:47.721348+00:00", "status": "completed" }, "tags": [] @@ -1046,10 +1080,10 @@ "Shape y_cls: (81090,)\n", "Distribution direction: 56.35% up, 43.65% down\n", "\n", - "Split temporel:\n", - " Train: 56763 samples (70%)\n", - " Val: 12163 samples (15%)\n", - " Test: 12164 samples (15%)\n" + "Split temporel par date (strict, sans fuite) :\n", + " Train: 56790 samples (70%) dates <= 2021-10-04\n", + " Val: 12150 samples (15%) 2021-10-04 < dates <= 2023-05-15\n", + " Test: 12150 samples (15%) dates > 2023-05-15\n" ] }, { @@ -1058,13 +1092,19 @@ "text": [ "\n", "Normalisation appliquee (StandardScaler fitte sur train)\n", - " Features: 12\n", + " Features: 12\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " Train mean: -0.0000, std: 1.0000\n", "\n", "DataLoaders crees:\n", - " Train batches: 1774\n", - " Val batches: 381\n", - " Test batches: 381\n" + " Train batches: 1775\n", + " Val batches: 380\n", + " Test batches: 380\n" ] } ], @@ -1097,39 +1137,45 @@ "\n", "def build_sequences(all_features, feature_cols, seq_len=60, pred_len=5):\n", " \"\"\"\n", - " Construit les sequences d'entraiement a partir des features.\n", - " \n", - " Concatene les donnees de toutes les actions en un seul\n", - " jeu de sequences, en preservant l'ordre temporel.\n", + " Construit les sequences d'entrainement a partir des features.\n", + "\n", + " Chaque echantillon porte sa DATE (fin de fenetre) : c'est elle qui pilote\n", + " le split temporel strict plus bas — on ne coupe plus un tableau trie par\n", + " ticker a un index global (fuite du futur dans le train, #17584).\n", + "\n", + " La cible de regression est le RENDEMENT SIMPLE a pred_len jours (meme\n", + " grandeur que le backtest), pas le rendement risque-ajuste : ce dernier est\n", + " un bruit de variance std ~3 (p99 ~8.6) que le modele ne peut que moyenner\n", + " — il collapse vers la moyenne (#17584).\n", " \"\"\"\n", - " all_X, all_y_reg, all_y_cls, all_y_plain = [], [], [], []\n", + " all_X, all_y_reg, all_y_cls, all_y_plain, all_dates = [], [], [], [], []\n", " \n", " for ticker, df in all_features.items():\n", " features = df[feature_cols].values\n", - " target_ret = df['target_risk_adj'].values\n", " target_plain = df['target_return'].values # rendement simple (fraction)\n", " target_dir = df['target_direction'].values\n", - " \n", + " dates = df.index.values\n", + "\n", " # Creer les sequences avec sliding window\n", " for i in range(seq_len, len(features) - pred_len):\n", " all_X.append(features[i - seq_len:i])\n", - " all_y_reg.append(target_ret[i])\n", - " all_y_plain.append(target_plain[i])\n", + " all_y_reg.append(target_plain[i]) # cible d'apprentissage : rendement simple\n", + " all_y_plain.append(target_plain[i]) # meme grandeur pour le backtest\n", " all_y_cls.append(target_dir[i])\n", + " all_dates.append(dates[i])\n", " \n", - " # y_reg : rendements risque-ajustes ( apprentissage / tri )\n", - " # y_plain : rendements simples ( composition du backtest, #17516 )\n", " return (\n", " np.array(all_X, dtype=np.float32),\n", " np.array(all_y_reg, dtype=np.float32),\n", " np.array(all_y_cls, dtype=np.float32),\n", - " np.array(all_y_plain, dtype=np.float32)\n", + " np.array(all_y_plain, dtype=np.float32),\n", + " np.array(all_dates)\n", " )\n", "\n", "\n", "# Construire les sequences\n", "print(\"Construction des sequences...\")\n", - "X_all, y_reg_all, y_cls_all, y_plain_all = build_sequences(\n", + "X_all, y_reg_all, y_cls_all, y_plain_all, dates_all = build_sequences(\n", " all_features, feature_cols, SEQ_LEN, PRED_LEN\n", ")\n", "\n", @@ -1139,19 +1185,30 @@ "print(f\"Shape y_cls: {y_cls_all.shape}\")\n", "print(f\"Distribution direction: {y_cls_all.mean():.2%} up, {1-y_cls_all.mean():.2%} down\")\n", "\n", - "# Split temporel strict (les sequences sont deja ordonnees par date)\n", - "n_total = len(X_all)\n", - "train_end = int(n_total * TRAIN_RATIO)\n", - "val_end = int(n_total * (TRAIN_RATIO + VAL_RATIO))\n", - "\n", - "X_train, y_reg_train, y_cls_train = X_all[:train_end], y_reg_all[:train_end], y_cls_all[:train_end]\n", - "X_val, y_reg_val, y_cls_val = X_all[train_end:val_end], y_reg_all[train_end:val_end], y_cls_all[train_end:val_end]\n", - "X_test, y_reg_test, y_cls_test, y_plain_test = X_all[val_end:], y_reg_all[val_end:], y_cls_all[val_end:], y_plain_all[val_end:]\n", + "# Split temporel strict PAR DATE : les sequences sont construites par bloc\n", + "# de ticker (le tableau n'est pas trie par date), donc on trie sur la date de\n", + "# fin de fenetre et on coupe sur des dates uniques. Tout le train est avant\n", + "# tout le val, qui est avant tout le test — le futur ne fuit plus (#17584).\n", + "order = np.argsort(dates_all, kind='stable')\n", + "dates_sorted = dates_all[order]\n", + "unique_dates = np.unique(dates_sorted)\n", + "train_cut = unique_dates[int(len(unique_dates) * TRAIN_RATIO)]\n", + "val_cut = unique_dates[int(len(unique_dates) * (TRAIN_RATIO + VAL_RATIO))]\n", + "\n", + "train_mask = dates_all <= train_cut\n", + "val_mask = (dates_all > train_cut) & (dates_all <= val_cut)\n", + "test_mask = dates_all > val_cut\n", + "\n", + "X_train, y_reg_train, y_cls_train = X_all[train_mask], y_reg_all[train_mask], y_cls_all[train_mask]\n", + "X_val, y_reg_val, y_cls_val = X_all[val_mask], y_reg_all[val_mask], y_cls_all[val_mask]\n", + "X_test, y_reg_test, y_cls_test, y_plain_test = (\n", + " X_all[test_mask], y_reg_all[test_mask], y_cls_all[test_mask], y_plain_all[test_mask]\n", + ")\n", "\n", - "print(f\"\\nSplit temporel:\")\n", - "print(f\" Train: {len(X_train)} samples ({TRAIN_RATIO:.0%})\")\n", - "print(f\" Val: {len(X_val)} samples ({VAL_RATIO:.0%})\")\n", - "print(f\" Test: {len(X_test)} samples ({1-TRAIN_RATIO-VAL_RATIO:.0%})\")\n", + "print(f\"\\nSplit temporel par date (strict, sans fuite) :\")\n", + "print(f\" Train: {len(X_train)} samples ({TRAIN_RATIO:.0%}) dates <= {str(train_cut)[:10]}\")\n", + "print(f\" Val: {len(X_val)} samples ({VAL_RATIO:.0%}) {str(train_cut)[:10]} < dates <= {str(val_cut)[:10]}\")\n", + "print(f\" Test: {len(X_test)} samples ({1-TRAIN_RATIO-VAL_RATIO:.0%}) dates > {str(val_cut)[:10]}\")\n", "\n", "# Normalisation : fit sur train uniquement\n", "n_features = X_train.shape[2]\n", @@ -1187,10 +1244,10 @@ "id": "cell-14", "metadata": { "papermill": { - "duration": 0.012075, - "end_time": "2026-09-23T17:28:20.714368", + "duration": 0.021077, + "end_time": "2026-09-25T02:08:52.103454+00:00", "exception": false, - "start_time": "2026-09-23T17:28:20.702293", + "start_time": "2026-09-25T02:08:52.082377+00:00", "status": "completed" }, "tags": [] @@ -1220,10 +1277,10 @@ "id": "cell-15", "metadata": { "papermill": { - "duration": 0.012575, - "end_time": "2026-09-23T17:28:20.741790", + "duration": 0.013389, + "end_time": "2026-09-25T02:08:52.132366+00:00", "exception": false, - "start_time": "2026-09-23T17:28:20.729215", + "start_time": "2026-09-25T02:08:52.118977+00:00", "status": "completed" }, "tags": [] @@ -1257,16 +1314,16 @@ "id": "cell-16", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:20.769152Z", - "iopub.status.busy": "2026-09-23T17:28:20.768156Z", - "iopub.status.idle": "2026-09-23T17:28:21.000696Z", - "shell.execute_reply": "2026-09-23T17:28:20.999693Z" + "iopub.execute_input": "2026-09-25T02:08:52.221612Z", + "iopub.status.busy": "2026-09-25T02:08:52.220612Z", + "iopub.status.idle": "2026-09-25T02:08:54.532997Z", + "shell.execute_reply": "2026-09-25T02:08:54.531453Z" }, "papermill": { - "duration": 0.247867, - "end_time": "2026-09-23T17:28:21.002203", + "duration": 2.376604, + "end_time": "2026-09-25T02:08:54.534255+00:00", "exception": false, - "start_time": "2026-09-23T17:28:20.754336", + "start_time": "2026-09-25T02:08:52.157651+00:00", "status": "completed" }, "tags": [] @@ -1519,10 +1576,10 @@ "id": "cell-5e739084", "metadata": { "papermill": { - "duration": 0.01306, - "end_time": "2026-09-23T17:28:21.027806", + "duration": 0.012397, + "end_time": "2026-09-25T02:08:54.560162+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.014746", + "start_time": "2026-09-25T02:08:54.547765+00:00", "status": "completed" }, "tags": [] @@ -1546,16 +1603,16 @@ "id": "cell-a0cbecac", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:21.058926Z", - "iopub.status.busy": "2026-09-23T17:28:21.058926Z", - "iopub.status.idle": "2026-09-23T17:28:21.079311Z", - "shell.execute_reply": "2026-09-23T17:28:21.077089Z" + "iopub.execute_input": "2026-09-25T02:08:54.632634Z", + "iopub.status.busy": "2026-09-25T02:08:54.632634Z", + "iopub.status.idle": "2026-09-25T02:08:54.645830Z", + "shell.execute_reply": "2026-09-25T02:08:54.639266Z" }, "papermill": { - "duration": 0.038197, - "end_time": "2026-09-23T17:28:21.080313", + "duration": 0.069645, + "end_time": "2026-09-25T02:08:54.649071+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.042116", + "start_time": "2026-09-25T02:08:54.579426+00:00", "status": "completed" }, "tags": [] @@ -1584,10 +1641,10 @@ "id": "cell-17", "metadata": { "papermill": { - "duration": 0.013655, - "end_time": "2026-09-23T17:28:21.108034", + "duration": 0.015383, + "end_time": "2026-09-25T02:08:54.685223+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.094379", + "start_time": "2026-09-25T02:08:54.669840+00:00", "status": "completed" }, "tags": [] @@ -1620,10 +1677,10 @@ "id": "cell-18", "metadata": { "papermill": { - "duration": 0.008612, - "end_time": "2026-09-23T17:28:21.130704", + "duration": 0.012994, + "end_time": "2026-09-25T02:08:54.712406+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.122092", + "start_time": "2026-09-25T02:08:54.699412+00:00", "status": "completed" }, "tags": [] @@ -1655,16 +1712,16 @@ "id": "cell-19", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:21.159678Z", - "iopub.status.busy": "2026-09-23T17:28:21.159678Z", - "iopub.status.idle": "2026-09-23T17:28:21.189780Z", - "shell.execute_reply": "2026-09-23T17:28:21.187236Z" + "iopub.execute_input": "2026-09-25T02:08:54.751188Z", + "iopub.status.busy": "2026-09-25T02:08:54.749678Z", + "iopub.status.idle": "2026-09-25T02:08:54.782771Z", + "shell.execute_reply": "2026-09-25T02:08:54.780976Z" }, "papermill": { - "duration": 0.047662, - "end_time": "2026-09-23T17:28:21.190779", + "duration": 0.054041, + "end_time": "2026-09-25T02:08:54.784356+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.143117", + "start_time": "2026-09-25T02:08:54.730315+00:00", "status": "completed" }, "tags": [] @@ -1821,10 +1878,10 @@ "id": "cell-20", "metadata": { "papermill": { - "duration": 0.013106, - "end_time": "2026-09-23T17:28:21.217402", + "duration": 0.012916, + "end_time": "2026-09-25T02:08:54.808561+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.204296", + "start_time": "2026-09-25T02:08:54.795645+00:00", "status": "completed" }, "tags": [] @@ -1849,16 +1906,16 @@ "id": "cell-21", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:28:21.243707Z", - "iopub.status.busy": "2026-09-23T17:28:21.242706Z", - "iopub.status.idle": "2026-09-23T17:52:11.270330Z", - "shell.execute_reply": "2026-09-23T17:52:11.268634Z" + "iopub.execute_input": "2026-09-25T02:08:54.846404Z", + "iopub.status.busy": "2026-09-25T02:08:54.846404Z", + "iopub.status.idle": "2026-09-25T02:51:08.678994Z", + "shell.execute_reply": "2026-09-25T02:51:08.665509Z" }, "papermill": { - "duration": 1430.049818, - "end_time": "2026-09-23T17:52:11.279779", + "duration": 2533.870128, + "end_time": "2026-09-25T02:51:08.693130+00:00", "exception": false, - "start_time": "2026-09-23T17:28:21.229961", + "start_time": "2026-09-25T02:08:54.823002+00:00", "status": "completed" }, "tags": [] @@ -1885,6 +1942,198 @@ "\n" ] }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/25 | Train Loss: 0.3446 (reg=0.0019, cls=0.6854) | Val Loss: 0.3484 | Dir Acc: 53.00% | Time: 117.1s | GPU: 77C\n", + " -> Nouveau meilleur modele (val_loss=0.3484)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 2/25 | Train Loss: 0.3427 (reg=0.0009, cls=0.6837) | Val Loss: 0.3482 | Dir Acc: 53.00% | Time: 100.9s | GPU: 79C\n", + " -> Nouveau meilleur modele (val_loss=0.3482)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 3/25 | Train Loss: 0.3425 (reg=0.0008, cls=0.6833) | Val Loss: 0.3482 | Dir Acc: 53.00% | Time: 107.5s | GPU: 79C\n", + " -> Nouveau meilleur modele (val_loss=0.3482)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 4/25 | Train Loss: 0.3426 (reg=0.0008, cls=0.6835) | Val Loss: 0.3482 | Dir Acc: 53.00% | Time: 109.0s | GPU: 78C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 5/25 | Train Loss: 0.3425 (reg=0.0008, cls=0.6833) | Val Loss: 0.3489 | Dir Acc: 53.00% | Time: 127.5s | GPU: 79C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 6/25 | Train Loss: 0.3425 (reg=0.0008, cls=0.6833) | Val Loss: 0.3492 | Dir Acc: 53.00% | Time: 124.3s | GPU: 79C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 7/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6832) | Val Loss: 0.3494 | Dir Acc: 53.00% | Time: 128.0s | GPU: 78C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 8/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6832) | Val Loss: 0.3485 | Dir Acc: 53.00% | Time: 116.5s | GPU: 73C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 9/25 | Train Loss: 0.3423 (reg=0.0008, cls=0.6830) | Val Loss: 0.3489 | Dir Acc: 53.00% | Time: 142.1s | GPU: 80C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 10/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3478 | Dir Acc: 53.00% | Time: 116.9s | GPU: 65C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -> Nouveau meilleur modele (val_loss=0.3478)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 11/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6832) | Val Loss: 0.3484 | Dir Acc: 53.00% | Time: 139.5s | GPU: 78C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 12/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3488 | Dir Acc: 53.00% | Time: 152.9s | GPU: 78C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 13/25 | Train Loss: 0.3427 (reg=0.0008, cls=0.6837) | Val Loss: 0.3478 | Dir Acc: 53.00% | Time: 128.9s | GPU: 79C\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " -> Nouveau meilleur modele (val_loss=0.3478)\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -1896,101 +2145,104 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/25 | Train Loss: 2.0621 (reg=1.7190, cls=0.6860) | Val Loss: 2.0234 | Dir Acc: 57.34% | Time: 145.0s | GPU: 62C\n", - " -> Nouveau meilleur modele (val_loss=2.0234)\n" + "Epoch 14/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6832) | Val Loss: 0.3487 | Dir Acc: 53.00% | Time: 133.1s | GPU: 77C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 2/25 | Train Loss: 2.0605 (reg=1.7177, cls=0.6856) | Val Loss: 2.0232 | Dir Acc: 57.35% | Time: 116.1s | GPU: 62C\n", - " -> Nouveau meilleur modele (val_loss=2.0232)\n" + "Epoch 15/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3488 | Dir Acc: 53.00% | Time: 161.4s | GPU: 74C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 3/25 | Train Loss: 2.0603 (reg=1.7176, cls=0.6855) | Val Loss: 2.0225 | Dir Acc: 57.34% | Time: 109.2s | GPU: 64C\n", - " -> Nouveau meilleur modele (val_loss=2.0225)\n" + "Epoch 16/25 | Train Loss: 0.3423 (reg=0.0008, cls=0.6830) | Val Loss: 0.3482 | Dir Acc: 53.00% | Time: 171.2s | GPU: 79C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 4/25 | Train Loss: 2.0600 (reg=1.7173, cls=0.6854) | Val Loss: 2.0228 | Dir Acc: 57.34% | Time: 109.0s | GPU: 64C\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 5/25 | Train Loss: 2.0599 (reg=1.7173, cls=0.6853) | Val Loss: 2.0239 | Dir Acc: 57.34% | Time: 106.1s | GPU: 64C\n" + "Epoch 17/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6832) | Val Loss: 0.3488 | Dir Acc: 53.00% | Time: 110.8s | GPU: 80C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 6/25 | Train Loss: 2.0597 (reg=1.7170, cls=0.6853) | Val Loss: 2.0212 | Dir Acc: 57.34% | Time: 110.0s | GPU: 64C\n", - " -> Nouveau meilleur modele (val_loss=2.0212)\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 7/25 | Train Loss: 2.0598 (reg=1.7171, cls=0.6853) | Val Loss: 2.0229 | Dir Acc: 57.34% | Time: 112.5s | GPU: 64C\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 8/25 | Train Loss: 2.0597 (reg=1.7171, cls=0.6852) | Val Loss: 2.0212 | Dir Acc: 57.34% | Time: 130.1s | GPU: 62C\n" + "Epoch 18/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3481 | Dir Acc: 53.00% | Time: 125.3s | GPU: 80C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 9/25 | Train Loss: 2.0597 (reg=1.7171, cls=0.6853) | Val Loss: 2.0236 | Dir Acc: 57.34% | Time: 108.9s | GPU: 63C\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 10/25 | Train Loss: 2.0597 (reg=1.7170, cls=0.6853) | Val Loss: 2.0216 | Dir Acc: 57.34% | Time: 112.1s | GPU: 64C\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 11/25 | Train Loss: 2.0596 (reg=1.7169, cls=0.6852) | Val Loss: 2.0238 | Dir Acc: 57.34% | Time: 103.7s | GPU: 63C\n" + " [THERMAL] GPU 81C > 80C, pause 15s...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 12/25 | Train Loss: 2.0598 (reg=1.7172, cls=0.6852) | Val Loss: 2.0218 | Dir Acc: 57.34% | Time: 89.0s | GPU: 63C\n" + "Epoch 19/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3488 | Dir Acc: 53.00% | Time: 121.5s | GPU: 77C\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 13/25 | Train Loss: 2.0596 (reg=1.7170, cls=0.6852) | Val Loss: 2.0216 | Dir Acc: 57.34% | Time: 73.5s | GPU: 63C\n", + " [THERMAL] GPU 81C > 80C, pause 15s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 20/25 | Train Loss: 0.3424 (reg=0.0008, cls=0.6831) | Val Loss: 0.3488 | Dir Acc: 53.00% | Time: 90.8s | GPU: 66C\n", "\n", - "Early stopping a l'epoch 13 (patience=7)\n", + "Early stopping a l'epoch 20 (patience=7)\n", "Modele final sauvegarde: transformer_multiasset_model.pt\n", "\n", "Entrainement termine.\n", - "Meilleure val_loss: 2.0212\n", + "Meilleure val_loss: 0.3478\n", "Checkpoint de reprise: transformer_checkpoint.pt (ne pas commit)\n" ] } @@ -2158,10 +2410,10 @@ "id": "cell-22", "metadata": { "papermill": { - "duration": 0.016195, - "end_time": "2026-09-23T17:52:11.312134", + "duration": 0.010833, + "end_time": "2026-09-25T02:51:08.719836+00:00", "exception": false, - "start_time": "2026-09-23T17:52:11.295939", + "start_time": "2026-09-25T02:51:08.709003+00:00", "status": "completed" }, "tags": [] @@ -2179,7 +2431,7 @@ "| **torch.cuda.empty_cache()** | Limite l'accumulation memoire entre epochs |\n", "\n", "**Points cles** :\n", - "1. La direction accuracy en validation devrait se situer entre 50% et 56% (les marches sont difficiles a predire). Dans le run committe elle vaut **57.34% des l'epoch 1 et ne bouge plus** : au-dessus de la fourchette, mais parce que le modele predit la classe majoritaire — c'est la limite mesuree suivie par **#17584**, pas une performance\n", + "1. La direction accuracy en validation est la metrique a surveiller, mais **a horizon 5 jours elle s'effondre a la classe majoritaire** : le notebook n'y trouve pas de signal exploitable (cf. limite mesuree ci-dessous). La lecon n'est pas « le Transformer est lent » mais « le Transformer n'est pas magique » — a cet horizon la direction est proche du hasard\n", "2. La loss devrait decroitre de maniere monotone sur le train set, la val loss peut stagner ou remonter\n", "3. Le temps par epoch depend du GPU ; sur CPU, attendez 2-5x plus lent\n", "4. Le early stopping est essentiel : les Transformers sur-apprennent vite sur les series financieres bruitees" @@ -2190,10 +2442,10 @@ "id": "cell-23", "metadata": { "papermill": { - "duration": 0.013118, - "end_time": "2026-09-23T17:52:11.338427", + "duration": 0.008776, + "end_time": "2026-09-25T02:51:08.738232+00:00", "exception": false, - "start_time": "2026-09-23T17:52:11.325309", + "start_time": "2026-09-25T02:51:08.729456+00:00", "status": "completed" }, "tags": [] @@ -2217,16 +2469,16 @@ "id": "cell-24", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:11.373999Z", - "iopub.status.busy": "2026-09-23T17:52:11.373999Z", - "iopub.status.idle": "2026-09-23T17:52:13.165344Z", - "shell.execute_reply": "2026-09-23T17:52:13.163339Z" + "iopub.execute_input": "2026-09-25T02:51:08.805132Z", + "iopub.status.busy": "2026-09-25T02:51:08.772081Z", + "iopub.status.idle": "2026-09-25T02:51:10.452246Z", + "shell.execute_reply": "2026-09-25T02:51:10.451083Z" }, "papermill": { - "duration": 1.812062, - "end_time": "2026-09-23T17:52:13.166865", + "duration": 1.705573, + "end_time": "2026-09-25T02:51:10.453952+00:00", "exception": false, - "start_time": "2026-09-23T17:52:11.354803", + "start_time": "2026-09-25T02:51:08.748379+00:00", "status": "completed" }, "tags": [] @@ -2234,7 +2486,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -2247,10 +2499,10 @@ "output_type": "stream", "text": [ "Resume de l'entrainement:\n", - " Epochs effectues: 13\n", - " Train loss finale: 2.0596\n", - " Val loss finale: 2.0216\n", - " Val dir accuracy: 57.34%\n" + " Epochs effectues: 20\n", + " Train loss finale: 0.3424\n", + " Val loss finale: 0.3488\n", + " Val dir accuracy: 53.00%\n" ] } ], @@ -2314,10 +2566,10 @@ "id": "cell-25", "metadata": { "papermill": { - "duration": 0.024297, - "end_time": "2026-09-23T17:52:13.213242", + "duration": 0.021849, + "end_time": "2026-09-25T02:51:10.487157+00:00", "exception": false, - "start_time": "2026-09-23T17:52:13.188945", + "start_time": "2026-09-25T02:51:10.465308+00:00", "status": "completed" }, "tags": [] @@ -2331,11 +2583,11 @@ "|-----------|---------------------|---------------|\n", "| **Loss totale** | Decroissance puis plateau | Le modèle converge |\n", "| **Reg/Cls decomposition** | Reg domine au debut, Cls stabilise | La regression est plus difficile |\n", - "| **Direction accuracy** | Au-dessus de 50% **et croissante** | Le modèle a un edge predictif. Dans le run committe elle vaut 57.34% de bout en bout : c'est le taux de la classe majoritaire, pas un edge (limite mesuree, #17584) |\n", + "| **Direction accuracy** | Au-dessus de 50% **et croissante** | Le modèle a un edge predictif. Dans ce run elle vaut **53.00% de bout en bout** : le taux de la classe majoritaire en validation, pas un edge (limite mesuree, #17584) |\n", "\n", "**Points cles** :\n", "1. Un ecart croissant entre train et val loss indique de l'overfitting\n", - "2. La direction accuracy superieure a 50% est un signal positif **seulement si elle evolue entre epochs** : dans le run committe elle reste a 57.34% de l'epoch 1 a l'epoch 13, ce qui est le taux de la classe majoritaire et non un apprentissage (limite mesuree, #17584)\n", + "2. La direction accuracy superieure a 50% est un signal positif **seulement si elle evolue entre epochs** : dans ce run elle reste a 53.00% de l'epoch 1 a l'early stopping (epoch 20), ce qui est le taux de la classe majoritaire et non un apprentissage (limite mesuree, #17584)\n", "3. La loss de classification (BCE) converge généralement plus vite que la loss de regression\n", "4. En finance, une direction accuracy de 53-55% est déjà exploitable avec un bon money management" ] @@ -2345,10 +2597,10 @@ "id": "cell-26", "metadata": { "papermill": { - "duration": 0.018567, - "end_time": "2026-09-23T17:52:13.249871", + "duration": 0.012048, + "end_time": "2026-09-25T02:51:10.510178+00:00", "exception": false, - "start_time": "2026-09-23T17:52:13.231304", + "start_time": "2026-09-25T02:51:10.498130+00:00", "status": "completed" }, "tags": [] @@ -2367,16 +2619,16 @@ "id": "cell-27", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:13.293391Z", - "iopub.status.busy": "2026-09-23T17:52:13.292881Z", - "iopub.status.idle": "2026-09-23T17:52:20.263399Z", - "shell.execute_reply": "2026-09-23T17:52:20.261152Z" + "iopub.execute_input": "2026-09-25T02:51:10.533573Z", + "iopub.status.busy": "2026-09-25T02:51:10.533046Z", + "iopub.status.idle": "2026-09-25T02:51:15.168671Z", + "shell.execute_reply": "2026-09-25T02:51:15.167662Z" }, "papermill": { - "duration": 6.995906, - "end_time": "2026-09-23T17:52:20.265476", + "duration": 4.649582, + "end_time": "2026-09-25T02:51:15.170546+00:00", "exception": false, - "start_time": "2026-09-23T17:52:13.269570", + "start_time": "2026-09-25T02:51:10.520964+00:00", "status": "completed" }, "tags": [] @@ -2391,18 +2643,17 @@ "============================================================\n", "\n", "Metriques de regression:\n", - " MSE: 8.639112\n", - " MAE: 2.157524\n", - " Correlation: nan\n", + " MSE: 0.001647\n", + " MAE: 0.027964\n", + " Correlation: -0.0158\n", "\n", "Metriques de classification:\n", - " Direction Accuracy: 55.51%\n", - " Baseline classe majoritaire (test): 55.51%\n", + " Direction Accuracy: 56.23%\n", + " Baseline classe majoritaire (test): 56.23%\n", " Ecart vs classe majoritaire: -0.00 points de %\n", - " Ecart vs hasard (50%): +5.51 points de %\n", + " Ecart vs hasard (50%): +6.23 points de %\n", "\n", - "Rendement moyen par quantile de prediction (0 quantiles):\n", - "Series([], Name: target, dtype: float32)\n" + "Pas assez de variance dans les predictions pour une analyse par quantile.\n" ] } ], @@ -2458,10 +2709,10 @@ "id": "cell-28", "metadata": { "papermill": { - "duration": 0.01955, - "end_time": "2026-09-23T17:52:20.304220", + "duration": 0.011141, + "end_time": "2026-09-25T02:51:15.190985+00:00", "exception": false, - "start_time": "2026-09-23T17:52:20.284670", + "start_time": "2026-09-25T02:51:15.179844+00:00", "status": "completed" }, "tags": [] @@ -2473,15 +2724,19 @@ "\n", "| Metrique | Valeur de CE run | Valeur typique annoncee | Signification |\n", "|----------|------------------|--------------------------|---------------|\n", - "| **Correlation** | `nan` | 0.02-0.08 | **Non definie ici** : la suite de predictions est constante (cf. limite ci-dessous) |\n", - "| **Direction Accuracy** | 55.51% | 51-55% | **Taux de la classe majoritaire**, pas un edge (cf. limite ci-dessous) |\n", - "| **MSE/MAE** | 8.639112 / 2.157524 | Dependent de l'echelle | Comparaison relative avec le LSTM |\n", + "| **Correlation** | `-0.0158` | — | **Nulle** : pas de signal lineaire a horizon 5 jours (cf. limite ci-dessous) |\n", + "| **Direction Accuracy** | 56.23% | — | **Taux de la classe majoritaire**, pas un edge (cf. limite ci-dessous) |\n", + "| **MSE/MAE** | 0.001647 / 0.027964 | Dependent de l'echelle | Sur le rendement simple (cible corrigee #17584) ; comparaison relative avec le LSTM |\n", "\n", - "> **Limite mesuree de ce run — a lire avant les chiffres.** L'entrainement committe n'apprend rien : la `Direction Accuracy` de validation vaut **57.34% aux treize epochs**, identique des l'epoch 1, et la perte de regression ne bouge que de **0.1%** (`reg` 1.7190 -> 1.7170). Les deux tetes sortent donc une **constante** : la tete de classification predit la classe majoritaire (d'ou les 57.34%, qui ne sont pas un edge predictif), et la tete de regression a une **variance nulle** — ce qui rend `np.corrcoef` indefini (`nan`) et laisse la serie de quantiles **vide** (`0 quantiles`).\n", + "> **Limite mesuree de ce run — a lire avant les chiffres.** La direction a horizon 5 jours est **proche du hasard** sur ce pipeline. Le correctif #17584 a repare la **mesure** (voir ci-dessous), pas la difficulté intrinseque : la regression s'effondre vers la moyenne et la classification vers la classe majoritaire.\n", ">\n", - "> Ce n'est **pas** un artefact de checkpoint repris : la cellule d'entrainement porte `Epochs: 1-25` et la banniere `FORCE_RETRAIN=True`, donc le modele a bien ete entraine depuis zero. Le meme notebook sur `main` donnait `Correlation 0.0160` avec `1 quantiles` et un `MSE` a **0.03%** pres : la degenerescence est **preexistante**, la re-execution honnete l'a rendue visible au lieu de la masquer derriere une correlation presque nulle.\n", + "> Ce que le correctif a change (diagnostic borne sur RTX 3070) :\n", + "> - la **cible de regression** etait le rendement *risque-ajuste* (`target_risk_adj`), un bruit de variance `std~3`, `p99~8.6` que le modele ne pouvait que moyenner — elle est remplacee par le **rendement simple** (`target_return`), la grandeur que le backtest compose ;\n", + "> - le **split** coupait un tableau trie *par ticker* a un index dit « temporel » — le futur fuyait dans le train. Il coupe desormais sur des **dates uniques** (`train <= 2021-10-04 < val <= 2023-05-15 < test`).\n", ">\n", - "> Cause suivie par **#17584**. Les quatre points ci-dessous decrivent ce qu'une **execution qui apprend** montrerait : ils ne sont pas observes ici.\n", + "> Avec ces deux reparations, la `Correlation` devient **definie** (`-0.0158`) ; en revanche l'**analyse par quantile reste vide** sur ce run (voir l'encadre ci-dessous). Mais la `Direction Accuracy` de validation reste a **53.00% de bout en bout** — le taux de la classe majoritaire — et le test confirme `56.23%` **=** la baseline majoritaire. Le modele n'apprend pas de direction exploitable a cet horizon. C'est une limite du probleme (signal directionnel quasi nul a 5 jours), pas un bug d'implementation : un **overfit test** sur 256 echantillons — execute **hors notebook** (diagnostic externe, non committe ; le chiffre n'est dans aucun output de ce notebook) — montre que le meme modele memorise (`corr +0.91`) quand le signal existe.\n", + "\n", + "> **Ce que ce run ne montre pas : l'analyse par quantile est vide.** La cellule d'evaluation precedente se termine sur la branche `except ValueError` — `Pas assez de variance dans les predictions pour une analyse par quantile.` : `pd.qcut` ne parvient pas a decouper les predictions en classes, donc **aucun quantile n'est peuple par cette execution** (la base, elle, imprimait `(0 quantiles): Series([], ...)`). La correlation mesuree dit deja pourquoi : la regression s'effondre vers la moyenne, et des predictions quasi constantes n'ont pas de quantiles a comparer. L'analyse par quantile reste donc un **controle non concluant sur ce run** — elle ne doit pas etre presentee comme peuplee.\n", "\n", "**Points cles** (a titre de repere, non observes dans ce run) :\n", "1. L'analyse par quantile est cruciale : si le rendement moyen croit monotone de Q1 a Q5, le modèle classe correctement les actions\n", @@ -2495,10 +2750,10 @@ "id": "cell-29", "metadata": { "papermill": { - "duration": 0.015499, - "end_time": "2026-09-23T17:52:20.336736", + "duration": 0.008842, + "end_time": "2026-09-25T02:51:15.208843+00:00", "exception": false, - "start_time": "2026-09-23T17:52:20.321237", + "start_time": "2026-09-25T02:51:15.200001+00:00", "status": "completed" }, "tags": [] @@ -2517,16 +2772,16 @@ "id": "cell-30", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:20.374791Z", - "iopub.status.busy": "2026-09-23T17:52:20.374791Z", - "iopub.status.idle": "2026-09-23T17:52:20.974752Z", - "shell.execute_reply": "2026-09-23T17:52:20.972597Z" + "iopub.execute_input": "2026-09-25T02:51:15.229912Z", + "iopub.status.busy": "2026-09-25T02:51:15.229912Z", + "iopub.status.idle": "2026-09-25T02:51:15.533110Z", + "shell.execute_reply": "2026-09-25T02:51:15.532598Z" }, "papermill": { - "duration": 0.62494, - "end_time": "2026-09-23T17:52:20.977273", + "duration": 0.314907, + "end_time": "2026-09-25T02:51:15.534395+00:00", "exception": false, - "start_time": "2026-09-23T17:52:20.352333", + "start_time": "2026-09-25T02:51:15.219488+00:00", "status": "completed" }, "tags": [] @@ -2534,7 +2789,7 @@ "outputs": [ { "data": { - "image/png": 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LQrBAZt7HZ+PABAt85s3o3JU+SIypi/N9wZ7PG264wZ05ZUF4O5PKxtSJdudtiwWKq1WrlrtvwQxUy5i2s+QsQG3ZwInSCHmzbIvLkhLsjLq8rGayBUKtXTZmtoSGgpO8Jc5ks8CzjeULC9paqYmd2a847LuIlXCwOUYs2G4BXUu0sO8HL7/8sssStkSPnfm+BKBolEcAUOoVrAuVGJTZaUyWKWoXCwzajKZ23X71TgwWbbCa97Sd4gTi8u6bd3BowVHLcE1MgpU3oFsUG5AmMnOtRm1eNvDL+3gSCv76XfB+bPCbmKzMBspWm8wes50GZRNNbE+iLpdlMySyVq1sQd77sowIG4xalogNdq0MhAU1rdbt9gbLedmg2OqD2b42ALX6wHkniks8ZhvwJZ5Dq8trA1W7XrVqVXd6oGXaWg0tCzJbVq4FrHdGYc9V3n63U9wS7UhcT5wuBwAAyr9EGSoL2BacX+Hvxqe2T2L8ZiWXEmMKy7610/0Tx06MMQv+WGwTV9k4KfGDcnHGmLVr1869nneMaeOuRE3e7Y0xi3Mf9uP939X3taBuYnyYeHx5J4y1M6lsTGclGez6jvZB3lIAiaSM4nxfsGCiZcTaWWP2OGwsaeW+8kq0xYLWeScQtmCkZSkn+tXGpYmzr6z2ro0VbXyfKD22I6wMm7Ul7zwceb+r2H0l6gUXnFAu0c92m8Ls7H7FYVnA9t0lUX7Dxu32urfvFhYYtsdg43gAuxdBWwBljs0Am6jNmreQv51aZfWabLCaqDdrJRisdpcNxqy2VaJ27vYk6q7aqW5WD8zYIOWqq65yp04lyh0kgrGWBWr3WViWgt0mMbGFtSMx+LPC/zZ4LVgC4e/Y/ViWsv3KbZmsVhLBgqyJMhF/V4PN6npZiQm7b5uswQareWfgtfq/dmwL0Nqss1Yr1+4v0R+JU8iKw7IWbCZgC7pauy2rwJ6PvM+h1TCzNlsGhGUG2HOYyBBI1OSyALBlPNj9W5D677JCCpP3S4o9X4lJKuzUL2MB2sSXHMsmtqzggpNrAACA8sl+rE7Uv7eJw4oT0Mx7Gxvv2RgmUdfVxhpWa9Zq0trcDYk5CiyAaGwMlqiPapmbNsa0bMtEDdq8Y8yifjC3zNRWrVq563Z6vWWW2ljm0UcfdVm21r4dGWMWJjFutsmsLFCZ95IIDFqwM3HWV+LxWX9acNJYFqb9SG/JFhaALW4fJDJfE7VjLSt2e/MNFHzOEuNIG+vZeNcSNyyIm3cMaWPeRLDX+s3WWz/aJLVW0zXvuDOR+JCYxPfQQw8tVkZ2QRaYtnG2TQ6W6KOnnnoq9zHb2N761EqT2YRyFsw29v0jUXs479lree3sfn/HxuCWCWzPXeIYNs63ILq9Ru31llgHYPfiXQWgzBkxYoTLHLCBiQ1GLQBo9V3tF14LStqgzQax//jHP9ztbdIpq4trtbuKMwi306cSgUoLBttg2/a1waKd0jRkyJB8p3HZL/F2/MRsrQXZINRO9bfBqZ3uZMezdcbau73JCgqy9tupWBbktICnPXa7jBkzJt+Asij2C7v1WeK0MMsQSNTrSkwwYQNRG3xb4NsC2IkJJKwP7HHsCMtUSexvAzo7rcpYvS4L5tog0ga9dl+W+WtfTBJZC9ZPxgKpFvi2tiSyg03BsgrbY4PgRHaBDZTtC5nV37IaX8YyehPPsw1A7fYHH3zwDj1WAABQtibEtTGIBVvtR2sLKFrNVvuBfmfYMSzYajVbLbhll8SEV4kf1208Y1mJifGIBUOPO+44N4a1sVAiIJYYYz7//PNunFfURLMWDLUft+1+7Lg2lrEArrHHsaP1VvOyjNfED9hWo9aCn3kv1ldWl9YkJvC1RAL7od3GaLaPtf22225z2yxoa+PI4vZB4q9leFqWq42XLRBeXIlxpI0d7biWpGBjcZPoTxsbJs7ieumll9x43l4XlhRi3zUseSHBns+8JRxszFyQ7WuXL774osh22TjexsfWR/Y9wNpp41BjY2brI3veEpm9VnrC+ijxurR9rJ3G+tbuzwLAprj77Sh7Hdr3rkQZDGPvG0vmsOfJ3k/2fSJv/WQAuwdBWwBljpUcsIClDQYtuGYDOBuk2GQKeQvgjxo1yg0Q7faJYKdlpxaHzcZrBfVtAjIbxNvAzSZdsOyJRHamTSLQoUMHl7lq7Sgq89MCvZZZa4M7O5XNjmeBYStrYGUDdpRNMHDfffe5wZJ9ObBAp9WqsqyAvIOpouQN7NpjKjiJg/3abwFLC6pa31pbbaKE4vZdQTaZWyLz2QZ9Fty2Y9rg2LJa7X6s7+zx2CmF9gXKWPDWvgBZHWJ7/uy5sDYkshps8ovisl/+7fls0KBBvuyN888/333hsS8d1o+23l4n1k5rFwAAKH/szB87Pd9O47cxiP3Yb2Mdq8Vv47qdYWMdC77ZXwuk2lk+Np6y0+kTwVMbz9jZPfajsdX+tKCX/bWMXFufyFS0QJuNTWycZ5PgJiZOLch+0LZsUPvR2QKQNpaxTE2rv2oB0V1hZbJszGptKipj1wKB5rvvvnM/sttcEhbAtfWW3Wr72+Ows62stNeO9IGNz+xx2XjMni8L7P5dGbC87MwtG9Ml5qiwgKV9NzDz58/PLeFgfW3rrZ0WOLaxoE0yZ/M75K1ta8dInD1ntylYasHYa8ou2zszzfa1Y1vb7PuF3aeVObNEkUTSiLHvCJY1a+NfG49bnWLL/k0EwY0Ffu3+8tZjLs5+O8Luw17X9njte0+CvV8sQGyvdQtm2/EL1gIGsOs88d0xmwsAAAAAAEA5ZEFeSyiwDGRLoLAEDwDY03KK5QAAAAAAACCXzYlhZ9dZsNYyhy2z1ObQAICSQHkEAAAAAACAAqw8RWIyOCtH9tBDD6l58+b0E4ASQXkEAAAAAAAAAChFyLQFAAAAAAAAgFKEoC0AAAAAAAAAlCIEbQEAAAAAAACgFPGrgli9enOxbxsI+BQOR/doe8oy+oe+4bXDe4vPntKFz2X6p7y/furUqZLsJpT58S2wK2rWrKR167bSiQDKPT7vUJrGt2TaFsLj2RNPR/lB/9A3vHZ4b/HZU7rwuUz/8PopOW+//babQbzgpU2bNm77rFmzdOyxx6pDhw465phj9Msvv+Tb/8MPP1Tfvn3d9gsvvFDr1q3L3RaPx3XXXXepe/fu6tq1q0aPHq1YLFaCjw4o/H+Mz+flfw2Aco/PO5Q2BG0BAACAYho8eLAmTJiQe/nqq6/UtGlTjRgxQhkZGTrnnHPUuXNnF9zt2LGjzj33XLfezJgxQ9dcc40uuugivfbaa9q0aZNGjhyZe+xnnnnGBXUffPBB3X///frggw/cOgAAAFQ8BG0BAACAYkpNTVWdOnVyL++//77LkL388sv10UcfKSUlRVdeeaVatmzpArSVKlXSJ5984vZ98cUXNWjQIA0dOtRl5lom7ddff63Fixe77c8//7wuueQSF/S1bFs75ksvvcRzAwAAUAERtAUAAAB2woYNG/TEE0/o3//+t4LBoKZPn65OnTrJ81fNEvt74IEHatq0aW7ZtltANqFBgwZq2LChW79y5UotX75cXbp0yd1ux1q6dKlWrVrF8wMAAFDBVJiJyAAAAIDd6ZVXXlHdunU1cOBAt7x69Wq1atUq321q1aqlefPmuesWfLXbF9y+YsUKt6/Ju7127drur20vuB8AACjcCy88q7fffl0ZGVt10EE9dMUVI1WpUuV8txk16r/6+OMPt9m3UaNGev3199z1f/3rQv3446R826+66lodeeRQd+xHHnlQ33zzpbKzs3XAAR112WVXqn79+jwt2G0I2gIAAAA7yEoivPHGGzrrrLNy12VmZrqM27xsORQKuetZWVlFbrdtieW820xi/4ICAR+TQ6HEJrsMBn2Kx+lwAKXbc889o8cee9CdzVK/fgN9/vk4VaqUrmuuuT7f7fbbb19t3bold3nZsqWaP3+e9tlnn9zPu4ULF6hq1WouIJvQpEkjt/222+7S2LEfqEmTvVy5pAkTvtHy5cv0wgsvy+8PlOhjRvlF0BYAAADYQTNnznQlDYYMGZK7zurZFgyw2rLVwd3e9rS0tHwBWrtd4rqx7YUJh6M8byixoG0oFCVoC6BUi0Qiev75Z91ZLM8996qCwRSdcMIwzZ07V9nZkdzyReboo//pLokfYs855zRVqVJFt9xyi/u8sxJIa9eu0eGH99Ytt4zOdz9bt2bps88+VY0aNfXss6+4/9vnn3+GZs6coZkzZ2n//duW+GNH+UTQFgAAANhB3377ratPW61atdx19erV05o1a/LdzpYTpQ2K2m4ZOrbNWJmExo0b5143th0AAGyfZcpu3rxJhx/eR+npldy6N954/2+77bPPPtHs2b/qggsucaWJ1qzZrAUL5rttGzdu1M03X6cqVarp+ONPctm7sVhU1113o/shK/FDa/XqNf+6/QaeJuw2TEQGAAAA7KAZM2a4Scby6tChg37++WeXsWPs79SpU936xPYpU6bk3t4mHrOLrbegrU1Klne7Xbd11LMFAODvrVixzP2NRiM6//wz1b9/T1177VV/G0h99dUXVblyFQ0bdmzuut9/X+D+/vzzFI0b97HefPNVl41rx0pJSVWvXn3Vu3ff3NIKP/74g3w+n1q3bsNThd2GoC0AAACwg2xysYKTjtmEZJs2bdKoUaM0f/5899fq3A4aNMhtP+GEE/Tee++5Wrhz5szRlVdeqcMPP1xNmjTJ3X7XXXdp0qRJ7nL33XdrxIgRPDcAABRDoj78t99+rU2bNqpu3Xr66qsvdMstNxS5z5w5s/Xbb3M1aNAR+coRWWbtAQccqOuuu0mffPKVBgwYrHXr1urll1/It7/dz1VX/cvdd79+A1WrVs4kosDuQHkEAAAAYAdZWYOqVavmW1e5cmU99thjuuGGG/T666+rdevWevzxx5Wenu62d+zYUTfddJPuv/9+d7rlIYccoptvvjl3/zPPPFNr167VRRdd5LJ1hg8frtNOO43nBgCAYrAatqZBg0aupq3VsB0x4p+aOPE7rVmzWrVrb1tuaPz4T93fnj175Vvfv/9Ad0k47rgTNW7cR5o165fcdRkZGbr88kv1++8L1bjxXrrkkv/jecJuRdAWAAAA2InyCIVp37693nnnnSL3GzZsmLsUxgK1I0eOdBcAALBjEuWEmjTZS35/TrirVat99Oeff2j16lWFBm1//nmq0tLS1bZt+3zrLci7YsUKtWmzrztWIODPnezMRKNRV3rBgriW0XvvvQ+patX/1bkHdgfKIwAAAAAAAKBM23vvfVyJg99+m6MtW7a42vKLFv3httkEYgVlZ2e721q5o0SQN+Huu2/XeeedrgkTvnbLkyf/4P62abOf+/v8809r8uSJrhbuPfc8VOjxgV1F0LaMGj78SPXo0Tn30rNnN5144jF6/fWXd+v9XHTROXrqqcfc9VGj/usufyccDuv9998p9Bil3Xvvva0jjuirfv0Odac4bI89JntsCePHf65169aVQCsBAAAAAEBeNkHYMcf8Uxs2rNeppx6vM888WfPm/abDD++j9evXaeTIf+u5557Kvb3VqLWM2aZNm2/TkUOHDnd/b7rpel188bl65JEHXEB4+PB/auvWLbm1ba000qOPPuCObZdffin8TBxgZ1AeoQy75JJ/q0+ffrkp+lOn/qTbb79ZVapUdUW0d7dLL728WLf7/PNx7lenf/zjaLd86613yu8PqCx45JH7deyxJ2jIkH+oTp2cUyuKcsIJp+jYY49311esWK7rr/+P3n13rCpX5pQIAAAAAABK2tlnn69YLKaxY99zmbT23d5qzc6dO8dNUBaNxnJva8FdU61a9W2O063bQbr++ptdbOPXX39Ry5Z7u+M0atRY3333rTIzM3JjAXZJ6N8/Z/JRYHcgaFuG2S86eWcmtEDtZ5+N0zfffLlHgrZ2f8VhpyDkVZbqutgpFB07dirWqQ2JSUUKe8wAAAAAAKBkWX34Cy64xF3yOvDAzrrqqms1ffrPuev23Xd/TZjwU5HHsgBsYUHYQw45dLv7AbsL5RG2JxQq+vJX8eli3TYc/vvb7iZ+vy83q9VO3b/nntE69tijNGzYEGVkbNXKlSt01VX/Up8+h7gSC08//bg7HSDh66+/1PHHD1Pfvj00Zswd7heqhILlEWzmRCvJYMc677wzXC0Yy/a99dYb3S9NVrZh+fJl25RH+OijD3TSScPVu/chOvPMUzRt2tTcbdamt99+Q+ecc5p69z5Yp512oubMmV3oY7X7OvrowXrjjVc1eHAfHXlk/3ynOliZhgceGKOhQwe58hF2bCt/kPe+Hn74fh111ACdfvqJrr3mkkvOyy17YPVrbJu1ZeDAw3XDDVe7GSILlkc49th/uL9Dhw5xjy/RlyeffKzrn7PPHqGff56y088rAAAAAADYOQsWzNczzzzhMm+BsoJM2+1Iv/euIrdFW7RU9vB//u+2D923bXA2cdu9mir7+JNyl9Mee1iev1LpEzKuvFq7wsojfPfdN6449tVX35C73gKIY8Y8qEAg6GZEvOSS89Wq1d565pmXtGbNGt15563yer067bSzXA1XO8XffpHq3v0QvfbaS5oxY5o6deqyzf1NmjRRt912ky677HJ17txNb775qq688l964433XdmGV199UU888ZyqV6+Rbz9rjwWS/+//rtL++7fV2LEf6IorLtXLL7+VW47g6acf05VXXqtmzZpr9OhRuu++O/XII08X+ritBs0nn4x1hb8tID1q1A2qUaOmK83wwgvP6PvvJ+iWW0arRo0af91utA49tKdq1qzl9v/ss080ZsxDLjhds2ZNHXXUQI0aNdpl2y5dusTNBmlt7dKlmxYvXqSbbrpW77//to4//uR87bDHevbZp+rZZ19UkybNXN0cC3BffvlI7bff/po48Ttdfvkleu65V9W4cZNdeq4BAEiKcFiByT8obOOC1FSeBAAAUGY0aNBQDz74uBo2bJTspgDFRtC2DLvrrttcENJYrRYrun3ccSfmS98/+OAeateug7v+00+TXQbs448/6wK1e+3VTBdeeJnLjLWgrQVUDzjgQP3znzkBZgtWWtCzMJax2q/fwNzi3HYcy/DdtGmjK6Ngx89buiHBgrvDhx+fW77h/PMvdpm2b731us477yK3btCgI3XYYYe768cff5ILnBbFsoT/85/r3CyRrVu30bx5J7q2WdC2Vat91KlTV7Vt287d9pRTTne/rFnwNRG0tb5q2bJVvmNaTWAr6bBx40ZddtkVubV57UPejlfYBGWJ4LT9tefh1Vdf0JFHDlX//gPdeqt9O23aFL3zzpu6+OJ/Ffl4AAAojbyLFynlk7HyrF8vz6ZNCg0akuwmAQCwRy1ZstglCaF8WbNm9Xa316hRSevXby2x9qD0qFmzVqlLsiNoux0Zl21n4i1v/soSGRdeWvRtPZ58i5nnXqDd4cwzz1XPnr3d9WAw6IKkVr8lr/r1G+Ze//PP311QdcCAnrnrLMPUAr4bN27QH38sdIHOBL/f74KhhVm06E8NHTosdzkQCOiiiy772zb/8ccfOv30s/Ots6CqtS0h75skPb2SyyIuimUP521j69b76pVXcmZxtMDvjz/+oAceuEeLFv3hyjeYvOUgGjQounZtkyZ7uQxlK7mwcOEC1z8WsB0wYHCxHufChZ+7rNy85Rq6dj3ob/cFAKDUCIUU/OZL+afmlPiJV6mq6D6Fjw0AAChPAduDDu6k7KysZDcFQAlJSU3VxO+nlKrALUHb7QkGk3/b7bAyAH/3YrJgboIFKy279vbb797mdpUqJSYZyz+hVqI+bkEW0N0Zedvzv3bF8s3gaAHg4ioYpLYgtMeTE1B//PGH9cEH72rw4CM1cOAQ/fvf/3F1bPO3J6XIY1uJgwsuOEs9ehzmMpAt6/f1118pVrusr0866VR3v3mlpBR9fwAAlCbeP35XyriP5Nm40S1HOnRUqGcvSiMAAMo9y7C1gG2TE7oppW7VZDcHwB6WvWqTFr8yyb33CdoiKZo0aerqvtop/FbCwFgm6kcffahrr71RzZu31C+/zMgXAJ0/f56rgVuQvYhtW94g5fHHH63rrrtJngKZxXnttVdT/frrLzr00JzyB+bXX2eqQ4eOO/WYtmzZ7CY7s9IFZs6cWWrVKqfcwXvvvaV//3ukevfu65YLK2uwPTbR2gEHdNQNN9ySu27JkkVq2rT5Nrct+JjtcS5fvjTfm/3hh+9zz4GVTQAAoFQLh5Xy0YfybNmseLVqyh4wWLFm2/7/AwCgPLOAbXrjmsluBoAKKv85/qVUKBTSEUccoUmTJuWuu+WWW9S6det8lxdffDGp7Sztunbtrvr16+umm65zMydOn/6zRo++VampqS5j1Wq3zpkz25UDsHICDz10r1auXF7osYYP/6c+/fRjffzxh+7UkQceGOOCvFZX1o63efMmVzu2YGkDq5f71luvuUnBrMTCI488oAUL5u1SIPOOO27RwoXz9dVXX+jNN1/T0Ucf59ZbXVqbnM0mFJs+fZpuvvn63NdTcVSrVs3106xZv7i2WpmF2bNnKRzedv/U1DT3d968ucrIyHC1hT///FO98car7v5ff/1lvfbay67kAgAApV4goFC/AYoc2EmZp59NwBYAAAAoYaW+PILVW/33v/+tefP+l9VpFixY4NYffXTOJFEmkT2Kwllg9vbbx+jee+/UOeec6urB9urVVxddlFOP17JC77jjbt1//xg999zTOvTQnure/ZBCj2XlAmyiMpvYa+3aNWrTZj+NHn2vm4SrU6cuatSoiU499Xg9/PCT+fbr06efSzd/8slH3V+roTtmzINq2rTZTj9t3bsf7MoY2OM599wLcif/Gjnyet199+065ZR/qk6dOi4wbH1ggVXb5+/YhGm//TZXl112oSvrYFm3Vo/388/HbXPb6tWra8CAQbr66qvc5GoWtLWs46efftxl2DZq1Fg33DDK9RsAAKVORoaCX36haNNmiv41gWd0733cBQAAAEDJ88Tj8fxFTEuR+fPnu8CsNXHu3Ll6/vnn1a1bN7ftsMMO06233qoePXoU61irV28u9v0Ggz6FQv+brAqls3+mTv1Jl1xyniZM+EmlRWnpm9KK/qF/eP3w3uKzp/RJXfibPB99LE/GVsXT0pV53oUu07Y0qVOnSrKbUCrtyPgW2FlWBax27Spas2azSu83R2D3mjFjmvr2PUytLu1HeQSgAshYsk7z7/tMn3/+jdq3P6DUjG9LdXmEyZMnuyDta6+9lm/9li1btHLlSjVrtvPZmQAAABXa1q1Kee9tBd552wVsY7VqK/uYY0tdwBYAAACoiEp1eYQTTzyx0PVWGsEmfnr00Uf1zTffuFPTTz/99HylEgoKBHzuV+Li8Pt9O9vkCqG09I89p4nszdKitPRNaUX/0D+8fnhv8dlTCsTj8s76Vf7PP5UnI1Nev0+Rgw9R7JAe8vtL9dAQAAAAqDDK5Mh84cKFLmjbokULnXzyyfrxxx913XXXuZq2/fr1K3SfcHjHTlnnFPfS3z/t2nV0pRFKQ1vyKm3tKW3oH/qH1w/vLT57ksuzapXS3nlHMUmxuvUU/8eRyq5ZV24F/8MAAACAUqFMBm2HDh2qXr16uQxb06ZNG/3xxx965ZVXigzaAgAAQIrXratw565SaqrC3Q5SMC1IsBYAAAAoZUp1TduiWJZtImCbYFm3VucWAAAAecZNmzYq5Z035Vm/LndduHdfhQ/uIfko6wMAAACURmUyaHvffffptNNOy7duzpw5LnALAACAnNq1/mlTlfb0E/LN+03Bzz+lWwAAAIAyokwGba00gtWxfeqpp7Ro0SK9/PLLevfdd3XGGWcku2kAAABJZ1m1Ka+9rOCnn1gxccUaNVaoNyWkAAAAgLKiTNa0bd++vcu2vf/++93fRo0a6e6771bHjh2T3TQAAIDkicXkn/qTgt9+bbOwSoGAQocdrkjHTpK3TP5WDwAAAFRIZSZoO3fu3HzLffv2dRcAAADk8M+cruD4z9316F5NFRo4WPHqNegeAAAAoIwpM0FbAAAAbF+kbXv5f/1Fkf3bKtL+AJu9lS4DAAAAyiDOkwMAACijPKtWKfjRh1I0mrPC51PWCScr0qEjAVsAAACgDCPTFgAAoKyJRhX44Xt3seuxmrUU6X5QzjayawEAAIAyj6AtAABAGeJdsVzBj8fKu3qVW47uvY+ibdsmu1kAAAAAdiOCtgAAAGVBJKLA9xMUmPyDFIspnpauUN/+irbZl+xaAAAAoJwhaAsAAFAGBD/9RP5fZrjrkX33U6h3P6lSpWQ3CwAAAMAeQNAWAACgDAh3P0i+JYsUOryPovu0TnZzAAAAAOxBBG0BAABKIe+iP+VdvlyRbt3dcrxmLWWedZ7k9Sa7aQAAAAD2MIK2AAAApUl2toLffCn/z1NdrdpY48aKNWqcs42ALQAAAFAhELQFAAAoJby/L1TKuI/k2bTJLUfaH6BYrdrJbhYAAACAEkbQFgAAINmyshT8arz8M6a5xXi1asoeMFixZs2T3TIAAAAASUDQFgAAIJnicaW+/IK8a1a7xUinzgodergUDPK8AAAAABUUQVsAAIBk8ngU6dJV/kkTFbLs2iZ78XwAAAAAFRxBWwAAgBLmmztH8WBQseYt3HKkbXtF2uwnBQI8FwAAAAAI2gIAAJSYLVuU8sWnOUHbKlWVefpZUmqqy7YlYAsAAAAggUxbAACAPS0el2/Wrwp+8Zk8WZmS16tI23aSn6EYAAAAgG3xTQEAAGAP8mzepOCnn8i3YL5bjtWtp9CgIYrVq0+/AwAAACgUQVsAAIA9GLBNfeZJebKyJJ9P4YN7KNy1u7sOAAAAAEUhaAsAALCHWN3aaPMW8m7YoOyBQxSvU4e+BgAAAPC3CNoCAADsLvG4/NN/VqTVPlLlym5VqP+gnEnGvF76GQAAAECxELQFAADYDTzr1yn4yUfyLV4k359/KPuoYTkbUlLoXwAAAAA7hKAtAADArojF5J/yo4ITvpHCYSkYVLTJXi7rVh4PfQsAAABghxG0BQAA2EmeNWuU8slYeZctdcvRvZoqNHCw4tVr0KcAAAAAdhpBWwAAgJ3g/X2hUt95U4pEFE9JUfjw3oq0P4DsWgAAAAC7jBkxAAAAdkKsYSPFK1VStEVLZZ1+liIdOhKwrSBCoZBuvPFGdenSRQcffLDGjBmjuJXDkDRr1iwde+yx6tChg4455hj98ssv+fb98MMP1bdvX7f9wgsv1Lp163K32THuuusude/eXV27dtXo0aMVi8VK/PEBAAAg+QjaAgAAFEc0Kv/M6Tm1ak1KirJOGqHsY45TvGo1+rACueWWW/T999/rqaee0t13363XX39dr732mjIyMnTOOeeoc+fOevvtt9WxY0ede+65br2ZMWOGrrnmGl100UXu9ps2bdLIkSNzj/vMM8+4oO6DDz6o+++/Xx988IFbBwAAgIqH8ggAAAB/w7tiuYIfj5V39SoXvI0ccKBbH69chb6rYDZs2KC33nrLBVPbt2/v1p1xxhmaPn26/H6/UlJSdOWVV8rj8bgA7TfffKNPPvlEw4YN04svvqhBgwZp6NChbj/LpO3Vq5cWL16sJk2a6Pnnn9cll1zigr7m8ssv13333aczzzwzqY8ZAAAAJY9MWwAAgKJEIgp8/aVSX3zOBWzjaemKp1eivyqwKVOmqHLlyq58QYJl1952220ucNupUycXsDX298ADD9S0adPcsm1PBGRNgwYN1LBhQ7d+5cqVWr58uSu5kGDHWrp0qVatWlWijxEAAADJR9AWAACgsEHS0iVKfe4pBSZNlGIxRfbdX5lnnK3oPq3prwrMsmIbNWqkd999VwMHDlSfPn300EMPudqzq1evVt26dfPdvlatWlqxYoW7bsHXorbbvibv9tq1a7u/if0BAABQcVAeAQAAoOAA6afJCn75hatfG69UWaH+AxXdex/6Ca4+7Z9//qlXX33VZddasPX6669XWlqaMjMzFQwG8/WSLdvEZSYrK6vI7bYtsZx3m0nsX1Ag4NNfSb3AHpN4jQWDvtyS3kB55/eT3wZU1Pd+MOhTaUHQFgAAoIBYo8YuUhHZv51CvfpIaWn0EXIGz36/tmzZ4iYgs4xbs2zZMr3yyitq2rTpNgFWW05NTXXXrd5tYdst4Js3QGu3S1w3tr0w4XCUZwUlFrQNhaIEbVFhRCKxZDcBQJLe+/b/rrTg5yMAAIDsbHkXLsjth1iDhq4UQmjwEQRskU+dOnVcUDURsDXNmzd39Wjr1aunNWvW5Lu9LSdKHhS13Y5p20yiTELe67YdAAAAFQtBWwAAUKFZsDbtmSeU+s6b8uQJqMVr1kpqu1A6dejQQdnZ2fr9999z1y1cuNAFcW3bzz//rPhf55Db36lTp7r1iX1tIrMEC/TaxdZb0NYmJcu73a7buoJ1cAEAAFD+EbQFAAAVk9UX/XisUt98TZ5NmxSvUkWeUHayW4VSrkWLFjr88MM1cuRIzZkzR99++60ef/xxnXDCCW5isk2bNmnUqFGaP3+++2t1bgcNGuT2tdu89957euONN9y+V155pTtWkyZNcrffddddmjRpkrtYCYYRI0Yk+REDAAAgGahpCwAAKhzf/HkKfvqJPFs2u4KN4U6dFe7R02baSXbTUAZYYPXmm292QVarN3vSSSfplFNOkcfj0WOPPaYbbrhBr7/+ulq3bu0Cuunp6W6/jh076qabbtL999+vjRs36pBDDnHHSTjzzDO1du1aXXTRRfL5fBo+fLhOO+20JD5SAAAAJIsnnjh/qxSzSRiGDRum6667Tt26dXPrFi9e7JanTZvmThu7+uqr1aNHjyKPsXr15mLfn80UV5oKD5c29A99w2uH9xafPaULn8s71j/BTz6Sf8Y0dz1Ws6ZCA4co1jgn07EiKguvnzp1qiS7CaXSjoxvgV2ZiKx27Spas2YzE5GhwpgxY5r69j1MrS7tp/TGNZPdHAB7WMaSdZp/32f6/PNv1L79ASot49tSXx7Baob93//9n+bNm5e7zuLMF154oWrXrq233npLRx11lMtIsJl7AQAAtidWo2ZOdm3X7so69cwKHbAFAAAAUDqV6vIIVgvs3//+d+5kDgk//PCDy7R99dVX3elmLVu21MSJE10A9+KLL05aewEAQCm0ZYs8G7coXqeOW4x06apos+aK16uX7JYBAAAAQNnLtJ08ebIrh/Daa6/lWz99+nTtt99+ufXBTKdOnVypBAAAACcel+/XXxR88jGlvP+OFInkrPd6CdgCAAAAKNVKdabtiSeeWOj61atXq27duvnW1apVSytWrCihlgEAgNLMs3mTm2jMt2C+PD6vVKmqPBlbFa9aLdlNAwAAAICyHbQtSmZmpoIFZne2ZZuwrCiBgM8V0S8Ov9+3q00s1+gf+obXDu8tPntKFz6X84jH5Z0+TYHxn0vZISkYULxnT8U6d1XAx/93Xj8AAABA2VAmg7YpKSnasGFDvnUWsE1NTS1yn3B4x2ZFLu2zKCcb/UPf8NrhvcVnT+nC57KbvVQp774l759/yP6Lxxo0VPbAIQo0qp/TP1H+t/P6AQAAAMqGMhm0rVevnpukLK81a9ZsUzIBAABUIImzcPx+hXr0VKRzF1e/FgAAAADKmjIZtO3QoYMef/xxZWVl5WbXTpkyxU1GBgAAKg7P+nWKp1ey03BkdZBCg4a4CcfiNWslu2kAAAAAsNPKZPpJ165d1aBBA40cOVLz5s1zAdwZM2Zo+PDhyW4aAAAoCbGY/D9OUtqzTyn49fjc1TbRGAFbAAAAAGVdmQza+nw+Pfzww1q9erWGDRum999/Xw899JAaNmyY7KYBAIA9zLNmjVJffkHBL7+wovXyrF9PvVoAAAAA5UqZKY8wd+7cfMtNmzbViy++mLT2AACAEhaNKvDjJAW++9Zdj6ekKNyrjyLtOrjSCAAAAABQXpSZoC0AAKi4POvWKuWD9+RducItR1u0VGjAIMWrVE120wCg1Js5c7rOP//MfOvq1Kmrd975qMh91qxZrRNPHK6qVavq66+/yrctGo3qpJOGa+3aNfrss29z12dkbNUjjzyob775UtnZ2TrggI667LIrVb9+/T3wqAAAKN8I2gIAgFIvnpIqz6ZNiqemKdSnn6L77U92LQAU04IF893fdu3aq3r1Gu56tWrVt7vP/fePcUFYC9rmFYvFdNddt2vJksVKS0vLt+2ee+7Uxx9/qMaN91Lt2nU0YcI3WrZsqZ5++iX5/Xz1BABgR/CfEwAAlEqe9esUr1EzZ6FSJWUPHaaYLVeunOymAUCZ8vvvC9zfK664Wi1atPrb2//44w8aP/6zbdYvWvSn7rzzVv3885RttoXDYX3xxWeqUaOmnnvuFaWkpOj888/QzJkzNHfuHO2/f9vd9GgAAKgYCNoCAIDSJRxW4PsJCkz+Qdn/OFrR1m3c6liTvZLdMgAo05m2Y8d+4MoedO9+sAYNOqLQ21rwdcyY0WrZslXufgk//PCdC9iedtpZevbZJ/Nti8Wiuu66GxWPywVsTfXqOT+8bdy4YQ89MgAAyi+CtgAAoNTwLl2i4Cdj5V271i37lizKDdoCAHYt0/a1115yf7/44lOtXLnCBV8Leuml57R48SI9+ODjuuiic/Jt23vv1nr88We1335ttwnapqSkqlevvrnLVhbBMnZ9Pp9a8zkOAMAOI2gLAACSLxRSYMLXCkz5SZamFa9cRaF+AxTde59ktwwAyrTs7Cx16HCgC55edNFlbvKwiy8+Vy+88IyGDTtWVatWy73t8uXL3Pr+/QfpgAMO3OZYHTt2KtZ9btq0UVdd9S9lZWVp4MAhqlWr9m59TAAAVAQEbQEAQFJ5lyxWykcfyLMh5/TZSLsOCh3eWyowwQ0AYMdZBuytt96Zu1yvXn117txV3333rSt/kDcQe++9d8rn8+uCCy7d6a7OyMjQ5Zdfqt9/X+gmJLvkkv/jaQMAYCcQtAUAAMkVDruAbbxqVWX3H6RYi5Y8IwCwm2RnZ7tSBX6/X03+qg0eCATc30gkku+2Fsg1Q4cOzF23YsVytW7dWm+++b7q12+43fuKRqO69tqrNGvWL6pbt57uvfehfJm8AACg+AjaAgCAEufZstmVQDCx5i2UPeQfirba21LCeDYAYDdatOgPnX76Sdp773305JMvKBQKaebMGS6I28o+d/M49NCe+Za//fZrN6lYjx49lJqa+rf39fzzT2vy5ImqXLmK7rnnIdWv34DnEgCAnUTQFgAAlJzMTAW//EK+eXOVdfpZiv+VgRXdvy3PAgDsAa1a7aN27dq7QO2pp56gUCjb1bUdOnS41q9fp9GjR6lNm/106qln6rbb7s63b48enVWjRk09/PDDWrNms5UcL9LWrVv08ssvuOuVK1fWo48+kLvtpJNOVdu27Xl+AQDYAQRtAQBAifDNn6fgp5+4LFt5PPL98bsi7Q+g9wFgD/J4PLrlltG6//4x+vHHSYrH4xo+/HhdcMEl+uWXGS6bNhqN7fL9TJv2szIzM3JLKtglwSY2AwAAO4agLQAA2LMyMhT84jP5Z//qFmM1ayo0cIhijZvQ8wBQAmrVqq0bb7x1m/UHHthZV111raZP/7nQ/SZM+Ml+YytyW16HHHLoNusAAMDOI2gLAAD2GN/cOQp+Nk6ejK0uuzbctbvCB/ewWXDodQBIsgUL5uuZZ57QddfdlOymAACAAgjaAgCAPca7fJkL2MZq11Fo0BDFGmx/5nEAQMlp0KChHnzwcTVs2IhuBwCglCFoCwAAdh+bpSY7W/prlvHwIYcqXqmSIgd2lnw+ehoASpH09HR3AQAApQ9BWwAAsFt4Nm9ScNzH8mRlKevEUySv15VBiHTpRg8D5cSSJYu1bt3aZDcDJaxGjUpav34r/V4B1axZS42pQQ8ASUHQFgAA7Jp4XP4Z0xT4arw8lmXr88m7cgWlEIByGLDtcXAnZWRlJbspAEpIemqqJnw/hcAtACQBQVsAALDTPBvWu+xa359/uOVYw0bKHjhE8dq16VWgnLEMWwvYvnh0J+1bp0qymwNgD5u9erNOfmeKe++TbQsAJY+gLQAA2Lns2p+nKPjNV1IoJPn9Ch3aU5FOXXLKIgAotyxge2CD6sluBgAAQLlG0BYAAOxc0PaXmS5gG22yl0IDBilesxY9CQAAAAC7AUFbAABQPLGYC9ZazVrLprUyCL4lixTp2EnyeOhFAAAAANhNCNoCAIC/5VmzRimfjFW0aTOFD+3p1sXr1lWkbl16DwAAAAB2M4K2AACgaNGoApN/UOD7Ce66Z/16hbt2l1JS6DUAAAAA2EMI2gIAgEJ5Vq502bXelSvccrRlK4X6DyRgCwAAAAB7GEFbAACQXySiwA/fu4vVsY2npinUp5+i++1P7VoAAAAAKAEEbQEAQD6erVsU+GmyC9hG92mt7L4DpMqV6SUAAAAAKCEEbQEAgAvQyut1PRGvVl3ZffpLgYCibfaldwAAAACghOV8OwMAABWWd8lipT7zhLx//pG7LtquPQFbAAAAAEgSMm0BAKioQiEFv/1K/qlTpHhcge8nKLtps2S3CgAAAAAqPIK2AABUQJZVmzLuI3k2bHDLkfYHKHR472Q3CwAAAABApi0AABVMVpaCX38p//Sf3WK8alVlDxisWPMWyW4ZAAAAAOAvZNoCAFCB+P74PTdgG+l4oEKH9ZJSUpLdLAAAAABAHgRtAQAo7+JxyeNxV6Ot2yjSqbMie7dWbK+myW4ZAAAAAKAQ3sJWAgCA8sE37zelPve0lJGRs8LjUahPfwK2AAAAAFCKkWkLAEB5tHWrguM/k3/2LLcYmPyDwkw0BgAAAABlQpnOtP3ss8/UunXrfJdLLrkk2c0CACB54nH5Zs9S2tNP5ARsvV6Fux2kcI/DeFaAEhiDzpo1S8cee6w6dOigY445Rr/88ku+fT/88EP17dvXbb/wwgu1bt26PG/fuO666y51795dXbt21ejRoxWLxXjeAAAAKqAynWk7f/589erVSzfffHPuuhQmUwEAVFCeLZsV/GycK4lgYnXqKjRoiGL1GyS7aUC5UtQYNCMjQ+ecc46OPPJI3X777XrllVd07rnnuiBvenq6ZsyYoWuuuUY33nij2rRpo1GjRmnkyJF67LHH3DGeeeYZF9R98MEHFYlEdMUVV6hWrVo688wzk/hoAQAAkAxlOtN2wYIF2meffVSnTp3cS9WqVZPdLAAAkiLww/c5AVvLrj3kUGWNOJ2ALVCCY9CPPvrIBW+vvPJKtWzZ0gVoK1WqpE8++cTt9+KLL2rQoEEaOnSoC9paJu3XX3+txYsXu+3PP/+8y9jt3Lmzy7a9/PLL9dJLL/EcAgAAVEBlPmjbrFmzZDcDAIBSIXTIYYq2bKXMEWe4oK18vmQ3CSiXihqDTp8+XZ06dZLH43HL9vfAAw/UtGnTcrdbQDahQYMGatiwoVu/cuVKLV++XF26dMndbsdaunSpVq1aVSKPCwAAAKVHmQ3aWs2v33//XRMmTNCAAQNcbTCrARYKhZLdNAAA9rx4XP7pPyv4wbvuupOWpuxjjlO8bl2eASAJY9DVq1erboH3n5U3WLFihbtuwdeittu+Ju/22rVru7+J/QEAAFBxlNmatsuWLVNmZqaCwaDuvfdeLVmyRLfccouysrJ07bXXbnP7QMCnv5Ie/pbfT2YS/bNzeO3QP7uC1w/9U2wb1ivw8Ufy/vGHW4z9vlBq0XKXXn/lGe8t+qekxqCJ9XnZciKpwG5T1HbblljOu80UlZSwI+Pb3cHvL7P5HgB28b0fDFas78h83gEVk7+Ufd6V2aBto0aNNGnSJFWrVs2derbvvvu62XVtwgab0MFX4JTQcDi6Q8cPhXbs9hUN/UPf8NrhvcVnT5Kya6f+pOA3XykeDisaCCjU4zB5mzXnc/lv8H+L/imJMWjXrl23CbDacmpqqrtu9W4L256WlpYvQJuYWDdxW9temB0d3+6qSCRWovcHoHSw935F+z/K5x1QMUVK2eddmQ3amurVq+dbtgkfsrOztXHjRtWsWTNp7QIAYHfzrFurlE8+kndJzoRF0b2aKjRgkOI1airotey30jO4AMq7osagNiHZmjVr8m2z5UTJg3r16hW63fazbcbKJDRu3Dj3urHtAAAAqFjK7DlO3377rbp16+ZOQ0uYPXu2G0QTsAUAlCvxuFLeeycnYGunUvcboOx/nugCtgBKzxjUJg77+eefXd3bnLduXFOnTlWHDh3csv2dMmVK7n428ZhdbL0FbW1Ssrzb7bqtK1gHFwAAAOVfmQ3aduzY0Z06ZvVrFy5cqK+//lqjR4/WWWedleymAQCwe3k8CvXtr2jzFso8/SxFOnZy6wCUrjHowIEDtWnTJo0aNUrz5893fy24O2jQILfvCSecoPfee09vvPGG5syZoyuvvFKHH364mjRpkrvdJjWz8gt2ufvuuzVixAieZgAAgAqozJZHqFy5sp566indeuutOuaYY1SpUiUdf/zxBG0BAGVfNKrA5B8UT0lR5MDOblWsyV7KbrJXslsGVHjbG4NajdvHHntMN9xwg15//XW1bt1ajz/+uNLT03MDvjfddJPuv/9+V87rkEMO0c0335zbp2eeeabWrl2riy66yM3PMHz4cJ122mkVvs8BAAAqojIbtDV77723nnnmmWQ3AwCA3ca7coWCH4+Vd9VKmxpe0b33UbxKVXoYKCNj0Pbt2+udd94pct9hw4a5S2EsUGsT6toFAAAAFVuZDtoCAFBuRCIKTPxOgUkTpVhM8dQ0VxIhXrlKslsGAAAAAChhBG0BAEgy7/JlCn70obxrc2aVj7TZV6He/awWULKbBgAAAABIAoK2AAAk09atSn3lRZdpG0+vpFC/AYq2bsNzAgAAAAAVGEFbAACSqVIlhbsdJM/69Qr17iv9NWERAAAAAKDiImgLAEBJCoUU/PYrRdq2V6xefbcqfHAPyePheQAAAAAAOARtAQAoId4/flfKuI/k2bhR3sWLlXXqGTnBWgK2AAAAAIA8CNoCALCnZWUp+PWX8k//2S3Gq1ZVqGcvgrUAAAAAgEIRtAUAYA/yLZyv4LhP5Nm8yS1HOh6o0GG9pJQU+h0AAAAAUCiCtgAA7CHe3xcq5c3X3fV4jRrKHjBYsb2a0t8AAAAAgO0iaAsAwB4Sa9Zc0SZ7uQnHwof2lAIB+hooJbKzszV37lw1b95cVapUSXZzAAAAgHy8+RcBAMBO27pVwS8+lUKhnGWPR9nHnaBw774EbIEkmz9/vo477jhNnTpVmzZt0tChQ93yYYcdph9++CHZzQMAAADyIWgLAMCuisflmz1LaU8/If+UnxSY8M3/tvl89C9QCtx4441q0qSJy6x98803tXnzZk2YMEHnnXee7rjjjmQ3DwAAAMiH8ggAAOwCz5bNCn42Tr55v7nlWJ26iu7flj4FSpkZM2boww8/VI0aNfT555+rX79+ql27to444gg9/PDDyW4eAAAAkA9BWwAAdja79peZCn75uTxZWS6jNnzQIQp3O4jsWqAUsrq1a9askd/v17Rp03Tuuee69bNnz1atWrWS3TwAAAAgH4K2AADshMDE73LLIMTqN1D2wCGK161LXwKl1LBhw3T++ecrGAyqcePG6tGjh1555RWNHj1al156abKbBwAAAORD0BYAgJ0Qadde/p+nKtypiyJdu0leysQDpdn//d//qV27dlq6dKkrieDz+dSwYUONGTNGvXr1SnbzAAAAgHwI2gIAUAyeDevl++23nACtVUeoUlWZ55wvBQL0H1BGWB3bvHr27Jm0tgAAAADbQ9AWAIDticfln/Kjgt9+LYXDiteqqWjLvXO2EbAFygzLsL333ns1c+ZMRSIRxePxfNu/+OKLpLUNAAAAKIigLQAARfCsXauUcR/Ju2SxW47u1VSxmkxYBJRFV155pdavX6+TTjpJlStXTnZzAAAAgO0iaAsAQEGxmPw/Tlbwu2+kSEQKBhU6vLciHTpKHg/9BZRBM2bM0DvvvKNWrVoluykAAADA3yJoCwBAASnvviXf/HnuerRZc4UGDla8ajX6CSjDmjVrpnXr1iW7GQAAAECxELQFAKCASLsOriRCuFcfRdq2J7sWKAfOPvtsXXvttTr99NPVtGlTBQrUpO7SpUvS2gYAAAAURNAWAFDheVeukGfL5twJxqJ776PMxudLaWkVvm+A8lTT1tx4443bbPN4PJo9e3YSWgUAAADspqDtu+++q8GDBysYDOZbn5GRoTfffFMjRozY0UMCAJAckYgCE79TYNJExYMpyjzjbCkxQREBW6BcmTNnTrKbAAAAAOzeoK3V/8rKynLXR44cqb333ls1atTIdxvLTrjrrrsI2gIAygTvsqUKfjxW3rVr3HK0WTPKIADlnI1n33//fS1YsEDRaFQtWrRwyQjVq1dPdtMAAACAHQ/aTp48WZdddpk7dcwMHz483/Z4PO7+/uMf/yjO4QAASJ5wWIEJ3yjw02T7B6Z4pcoK9e2vaOs2PCtAOfbbb7/prLPOks/nU9u2bV3Q9rPPPtMDDzygF154Qa1atUp2EwEAAIAdC9oOHDhQ48ePVywWU9++ffXGG2+oZs2audstmJuWlrZN9i0AAKVKOKzU556S968Z5CP7t1OoVx8pPT3ZLQOwh40aNUqHHHKIbr75Zvn9OUPgSCTiJie79dZb9fTTT/McAAAAoOzVtG3YsKH7Sz0wAECZFQgo1qy5POGIQv0H5E48BqD8mzZtmm644YbcgK2x62efffY2Z5EBAAAAZSJoa5OLPfjgg6paterf1qx9/vnnd1fbAADYZd4/fle8enXFq+ecDRI6rJfUo6eUmkrvAhVInTp1tGjRIlfHNi9bV6lSpaS1CwAAANjpoG3Xrl0VCATc9S5duuTWtgUAoNTKylLwq/Hyz5im6F5Nlf3PE3MmGgsGk90yAElw/PHHu1IIl156qdq3b+/WTZ8+Xffff7+OPfZYnhMAAACUvaDtRRddlHv94osv3pPtAQBgl/kWzFPw03HybN7kluO1a0vRqJ0LTe8CFdSZZ56pzMxM3XXXXdq4caNbV7t2bZ122mk644wzkt08AAAAIJ9ifXsdOXKkiuu2224r9m0BANitMjMV/OIz+Wf94hbjNWooe+AQxZrsRUcDFZydKWbJB3ZZu3atUlJSVLly5WQ3CwAAACjUDqccWYbCJ598onbt2rmLlU2YNWuWpk6dqqFDh+7o4QAA2C08q1cr9fVX5Nm6xZVBCHfuqnCPw9zkYwAqpnfffVeDBw9WMBh017eHcSwAAADKXNA2b/bsZZdd5sol5C2ZYJ588klNnDhx97ewDIrF4wpHYgr4vfJS/5fnIQmvr515DRa2z/aOU3BbYtnn8ygajRd6HH/Au1PtK+y+ssNRty0l4HN/Cy4n2pIdibrrlVMD8ntz7j8hFI1qw9ZspaX4VSmYE9hL3E/imJF4TKG/jp0a8Cst6M/XBvsbikW1fku2An6PqqamyO/zSnG52+Vtn93W8UixWFxZkYgyQ1HF7cbxuFJS/O6+Nm8JqWqVFKUH/PJ6PVq7JVMbtoSVFowrI9seo+T3BVStUk6bN24JKe6JSzEpPS2gFL9PWeGI1m7cqvVbsuQP+FU16NXKTdkKBjxK9wdVuUpQGzdnKzM7S1lZUVVKD7rnZ/mazVq9IUu1qwaUGgjK5/MqOxxTWqpfXsW0fEOWFA7LG/ApOytbWyNxpfg8CiimxRtjUlSqW1naEpV8Hsm6IuD3q0qaX2s3Z8m6Niskrd4seSJSWFKVFKlyJckXl1ZukWqkSTWrBJQZCmvlZnuiJHtGMuJSnTRJQSkUlmLZ0lZ7zAGpUqpUJRjV/jOXKjs7rlkHdFfVzBStemuiopGcdqT6pSxJkUxpfVbO/dnTHolLDWpI67bkVFCwdekpUnpQ2hqWvDHXBNVJ88qbkqpIKFvhmHW3R6l+r6L2Wgv65IvHtTkUV4t6VZSWGlBGVlShSEwNqqdqc1ZYG7NialEvXZGoX9FISBn2mojGFI9JtapVUv3alZUVimrNxgx5YjHFvF7VrJziXjsbMyJqXDtNVdJStSUzrEgkrkDQo3Ao5l5P/oBPQa9XqUGfO4Y9Z7WqpigWjWtLVlj20vd6vK6kr70mvfLI5/WqalrQvS5XbNyqzOyoalZNUcDjc8fJyI4oHo/L7/e649hr0V63Qb/PHcPeKzHF3bHcMfO8393r3b2uc17vkVhM2aGoKqcFXNvt+Pa4E58XBT83Cr7H8x47MxzJfU/b+sR73f4aO0bBz6DtsbbZY01P8ed+RhS2bndKfKZ53Pshut37KW1jitLWnr9j9Wp79uzpgrZ2fXtZuARtAQAAUKYzbb/66isXuC2oT58+euCBB1TRbc4Ma/byDdqaFVGlVL/2bVBdVdLI8uJ5KLnX1868BgvbxxR1nIK3b1Kjkhav36q1m7O1LiNbNdNTVKtKyjbHqVYpqAZV09xti9u+wu7rt5UbtcBF86TGNSq5uNDS9VvdcqMa6S64mhGKaPHarVq9OUPxuEeNaqVrYNvGalAj3d1u/oqNeuunP7RqowVbverUtKbqVk9TLCYX4MoKxTRv5Ub9sWaLtmZHXHCiTpVUHdSqrto3qeHaMHvpRi1et1UrN2YoFHGhV1VK8apmpVQXhKldOVUt6lRx639fvVlrNmcqEou7oMemjLA2Z4VkcamcUNO2LBhqwaeIkmCphTd3zp+ZBdfYIyj6UazPtqj2/5ZXWSR3U7jw22ZY9PavhXhcjdcu1dKaDRTLtuC4T7Na91RmME0xn09aVFTP5vHX3axcnWedRWhzXk75/LY+lufOC3uMOaatWFf0/f26ViXJQmp//VSQy3rKArFVU/1qVKOSVm7K1MqNWe51aGHDmlWC8ns9CodjClmw1mPviZxAatDvVbX0oOpUTnM/NmzOiqhmpaDaNKymA5vWdsef+ucazVm2Uas2ZSkWjykcjmtjVsi1xeP1qG6VVKUEfWpcvZLsJ4tKAb+2hiO5nxvuPb5ikxasyqlH3LJeldxjT5y3SlP+XKtoNKY61VLVvFYVReNxrdyYqazEjytBr+pVTc/9DNre58vy9RkaP2e5NmeEVSU9oN5tGrj1BdclPjd2h8Rn2tJ1GVqwepNSfD7VrJJS6P2UtjFFaWtPcYwfP77Q6wWtW7ed9y0AAABQFoK2zZs311tvvaV///vfuessE+ell15S69atVZKys7N144036tNPP1VqaqqbRCKZE0nYF1r7MrN6U5b7Umt/pQ3q3Lx2mchGKS/K6/NQnMe1M4+9sH3i8fVu25rN2dscx+S9/aqNmZq3cpOqpgW0bku2W28BlWgs5j4b8h5n1aZMzV62QdXSgqpejPYVbJvd128rNmpzZkTRWNwdf9JCi7bFVT09xWUR/rhwjWpWDigtJeD2jcfibl8L8n7hW6bju7dwx3136iItWZehgM/rMhG//m2l9m1QVe2a1NSvSzZo9eZMbcoMa93WkLsvC+Su2BjVpAUrtWrTVteGlZsztXTdVpepmbAlO6bMUIaqW0ZhNOYeszxxF3zdkBlWZnbYBW5DOfGl7cqOFgy3ISEtO0Pd5v6oxmuWaFqLDvqlWVu3fmsa9SnzKuwVZC89yw621/eaLevz3cYCt2s25wRYLYCbeJm6Zcvo9cploK7YkKlKKX6X1R2ORl0GbspfGeqzlmzQqs2Z7vMgOxJzwVT7KLD97SWdlR1xgT7LTq+WGlDc65HPYz9QxBSJRjVvxUbXtuhfMXf7ccSObYuTfl+tzOyIe9/OWbpRKzdkqkntSi7A+78s2bj7LLBgbt7PrYIsm9aCsxa4tYxmF8CdtcxlCFsQO3fdnOX6Z7fmuyXjNvGZZkFm+1Fo9eZs1aoUdFnFBe+ntP0vK23t2Rn77ruvvvvuO9WsWTPf+qVLl+qII47Qzz//nLS2AQAAALsctL3mmmt03nnnuUBpIkj766+/Kisry5VIKEmjR4/WL7/8oueee07Lli3TVVddpYYNG2rgwIFKBjtd0GUTpgeVHszpWlu29YlTpMHzsCdfXzvzGixsn42ZYYszFnqcxPXEtnA05oKflj1n0R8LdFispFJqwGWTxj3/O46FUP5YtUWNqqcXq30F22b39eearfJ5PS7oa4HhNVssrdOrqnaOvKS1W7JdZm12KOZOdw0GvC5AZKdUb9wadgGnUCTq2mb3ace1gIkLEllgyQImdsq1nf4ej7v7Mn6fx23LjsRdUMtOEc8JZRXO5/e5fa0Eg+LenFPK/TF33xYsKjychr8Vj6vFit/Ved4UBSMhV0IgXkYCRqXR9l6F1q1WQsJerS5L1mXc/lW+4K/b2HsrZ5vH/cBhnxt2PeD1KiXgVyhqactSwGeZulLAE3f7WiZ6RnZUlaoHtCEjrJpVg+5zIzXo15/rtsrv8aq6lf+Iy2XNr98SUiQed2UaqlcKuvvYkh1W2MouhGMueGzZwPaB4/PajyRS5RR/7udLasq2j88+Cyyb1j6zqqQG3bq1W7PdMfKus9vYba2UxK5KfKal/VVeokZ6wJVTqZYW2OZ+StuYorS1p7isju3bb7/trtsPfRdeeKGbjyGvVatWqU6dOklqIQAAALCbgradO3d2AduPP/5YCxYscOvOOussDRkyRFWrVlVJycjI0BtvvKEnnnhC+++/v7vMmzfPZfwmK2hrp1jb6YI52SfSxoyQ6lRNza2PCZ6HPf362pnXYGH71LYio39lyBZ2nLy335qVcwpxViTqIjvrNmerbtVUt972yXucrdk5t92SHXGBir9rX8G22TGtjqtluW7ICOXU2/RasCCn3IALMnk88njiSgl63XYL6NgpvZZ1Z/tasMjqaVqQd/2abJchGPqrJqbVYI1ZQDUel5XfteCUZdm6rF6r3Wn1QP0e1a4SdG3YXsgrGokqGvMrYO3zxF0GodXXtWxCArY7Jz1rq7rPnayGa5e55bVVa2lim27aULnGTh4RhZVPSLAgarTAsr0/Yq42bk6g3N5brj5tPO7KJBgrKZITTLWauDn7hv8qs2BZ6Wl/ZetaoM/e036/x/1QVLeq1eONqEZ60P2IsmFrTsDXSjXUqBzMKd/g87j1lmlrb9Wc4LD9mBLNl2lr1THsc6budj5f7LPAPo8sm9ZYZnCDamm5mba562qku9vuDonPNMu0tes5mbYebcwIq0HN/PdT2sYUpa09xdWvXz8tWbLEXZ88ebIOOOAAVapUKd9t0tPT3e0AAACA0mSnvoXYaWVHHXWUFi1apJYtWyocDqty5ZI9JXXOnDmKRCLq2LFj7rpOnTrp0UcfdV8qXbZcCbMAT04Nz5x6b/ZlxpbLymmD5UV5fR6K87h25rEXtY9J1C4seJy8t69bLU2dmtV2dWotO86CsUXVtK1bNU0dGtfMrWn7d+0r2LbEfeWtadu6frV8NW33rlc1t6ZtuEE8t6Zts1rp6rNvw9zAztAD98qtaWsTGiVq2lpMdb/G1ZUVqupOX5Ynf03bbi3/V9PWu9Qri1UXt6ZtwJepSHqwbNS0LWWarF6sQ2ZNlD8aVtTr0/Tm7TW7SRvFk/BZX5aUZE3b/RvlnHJuJRG8yzxu4rOdqWnbuZCatoljb8mI5Na0bdOoWm5NW0/ck6+mbd0q/6tpW9Tni30WWB3ZRP1aC84WrGmbWLe7JiP732eaFHGTu+WvaZv3fkrb/7LS1p7isgBtYvLcRo0auSQDYxOTGTtTy87SAgAAAMp80NbqyN50001655133PK4ceN0xx13KDMzU2PGjFG1atVUElavXq0aNWrkDrpN7dq1Xfs2bNiwTb2ykmKnilp9t7I0s3J5VF6fh+I8rp157EXtU9RxCrt9veppubO4F5y5PXHbSukBRcKx3NsWp31F3VfXFjmnsiZOy80707xJtMUy8BIzzecNiLSqX03/GtRWG7ZmKy3Fr0rBnNNlE/djDmtTT5F4TKFEMCjgV1rQn68NFsgKxaKuPmfA71HV1BQXuLZImd0ub/vsto7L6I0rKxJRZsjCVnGXxpiS4nf3tXlLSFWrpCg94HfBsrVbMrVhS1hpwbgysu0xWrmGgMscNhu3hBS389JjUnpawJ0qnhWOaO3GrVq/JUv+gF9Vg16t3JStYMCjdH9QlasEtXFztjKzs5SVFVWl9KD8Aa+Wr9ms1RuyVLtqQKmBoHw+r8tWTkv1y6qKLt+QJYXD8gZ8ys7K1tZI3AWXA4pp8caYS82sW1naErWsZ8m6IuD3q0qaX2s3Z7maqFkhafVmyRPJmQfMErsrV8o5FX/lFqlGmgUOA8oMheVi8yEpvXJVpSumSJ06+rVjN2WkVFOTbGmrPeaAZX9LlVMtM1LavNX6QdqrjlerNsUUjeS0I9UvWY5gJFNan5Vzf/a0W/Zngxo5+9pp9bYuPUVKD0pbw5I3ljM3WZ00r7wpqYqEsnPKZ8ijVL/X1Yf1BX3yxePaHIqrRb0qSksNKCMr6rK4G1RP1eassDZmxdSiXroiUb+ikZAy7DURjSkek2pVq6T6tSsrKxTVmo0Z8lhGq9frTtO3187GjIga105TlbRUbckMKxKJKxD0KByKudeTP+BT0Ot1Wa92DHvOalVNceUErGazvfQtiGpvN3tNemVlBLzuVHx7Xa7YuFWZ2VHVrJqigMfnjmPZsC6b3erJugCjx71uXamPv07vt6xUO5Y75l/v5UNb1895b7jXdc7r3UqCZIeiqmy1niPxnOzcmHI/Lwp+brj3V8ucWrR5j923XUMd0qZu7nva1ife64nyLXaMgp9BRbGgrNWRtcdqP7QkPiMKW7e7JD7TOjSJyePeD9Ei76e0/S8rbe3ZUV26dNGJJ56obt266YorrnDrjjnmGO2111667777VL9+/WQ3EQAAANj5oO2dd97pyiJY0Pb444936y6++GKNHDlSt9xyi9teEixInDdgaxLLoVDOKZV5BQI+92W1OPyuVuWuKax+XnmxO/qnpJT081BSfVOcx7Uzj72wfbZ3nILb/u621j9eT3Sn2rftffn/Zjnnb7qKntk8KJ8qF6hTmfd+Ch5z2zb9b3u9apWKfduiWP9ELHW3Xv71f3dsFVWKsWEtlVmxmDxLlii+1165qwKrD1K4Vh0dQXZt0a+dndSqkHqtVS1yvZOK83rf2WMU9V7f2c9m+xxITw387brdLdHuymnFv21p+d9VVsc4//3vf122bd5Jaz/66CPdcMMNbmLbRx55JKntAwAAAPLa4W9VVs/2oYceyp2EzNj1m2++Od8geE9LSUnZJjibWE5NzamjmVf4r0y54goVZ2r3Coz+oW947fDe2lM8a9cq5ZOx8i5bqqyTRijWsFHOhjr1/vrs4fOZz+Udx/8t+mfKlCl67733VKvW/37QsrO2/vWvf7mMWwAAAKA02eFz/rZu3aq0tG3TQqyObNTOKy0h9erV0/r1611d27wlEyxgW5ITogEAdpNYTP4fJirtuafkXbpE8WBQnk05dU0BYFdZgHbWrFnbrF+4cGGJz80AAAAA7PZM2969e+uee+5xdWwTFi9e7Eoj9OzZUyVl3333ld/v17Rp09S5c+fcDIp27dolZRIyAMDO86xalZNdu2K5W442b6HQgEGKVy2ZOukAyr9TTjlF1113nSvztf/+++dObPvss8+W6NliAAAAwB4J2l5//fW6+uqr1bVrV5dda6eTbd68WT169HAD4ZJi2b5Dhw519cluvfVWrVq1Sk8//bRuu+22EmsDAGDX+SdPUvDbr9wsYPHUVIV69VW0bTsVuxA5ABTD6aef7saPr7/+up588kn343/Tpk3dvAxHHXUUfQgAAICyHbS1kgQPPPCAy661TAUrT9C8eXO1bNlSJc0G2Ra0PfXUU91pbTYhWv/+/Uu8HQCAXWCzGkWjiu69j0L9BiheuQrdCWCPsEl0ExPpAgAAAOUqaHvCCSfoscceU9u2bdWkSRMlk2VLWJmGvKUaAAClXCQiz4YNiteunbPYroNiVasp1rQZ2bUAdqsHH3xQZ555phsz2vXtueiii3bqPs455xzVrFlTt99+u1u2urk33HCDfvvtN7Vq1Uo33nijGzcnfPjhh7r33nvdXAx2pppN5mv7m3g8rrvvvltvvvmmO6Nt+PDhuvzyyyn9BQAAUAHtcPHX2rVra+3atXumNQCAcs27bKlSn3taqW+8KmVn56z0eBRr1pyALYDdbtKkSQqHw7nXi7pMnjx5p44/duxYff3117nLGRkZLohr8y28/fbb6tixo84991y33syYMUPXXHONCxC/9tpr2rRpkztzLOGZZ55xQV0LMN9///364IMP3DoAAABUPDucabvffvvpggsucBN+NWrUSMFgMN92asoCALYRDivw7dcKTPnRUskUr1RZ3vXrFKvfgM4CsMe88MILhV7fHTZs2KDRo0e7MXHCRx99pJSUFF155ZXyeDwuQPvNN9/ok08+0bBhw/Tiiy9q0KBBbl4GY/v36tXLlR2zM9ief/55XXLJJbmT7FqW7X333eeyhQEAAFCx7HDQ1vzjH//Y/S0BAJRL3kV/KmXcR/KsX++WI/u3U6h3X6txk+ymASjn3n333WLfNhFILS4rz2UTmNlkuAnTp09Xp06dXMDW2N8DDzxQ06ZNc0Fb23722Wfn3r5BgwZq2LChW2+JEMuXL1eXLl1yt9uxli5d6u6jbt26O9Q+AAAAVLCgLZm0AIBiicUUHP+Z/FOnuMV4laoKDRioaItWdCCAEmElBvKyoKgFRy2rNRAI6M8//1R2drbatGmzQ0HbiRMn6qeffnLlC2xS3ASrU2t1bPOqVauW5s2b564XFny17StWrHD7mrzbrSyZse0EbQEAACqWncq0feONN1wdrgULFriJEVq3bq2TTz5ZgwcP3v0tBACUTV6vlJnprkY6dFSoZy8pNTXZrQJQgYwfPz73+iOPPKKZM2fq1ltvVfXq1d26LVu26Prrr88NjhaHBXltojHbL7XAZ1pmZuY2pcNsORQKuetZWVlFbrdtieW820xi/4ICAZ+VBS8xfv8OT4cBoByw934w6FNFwucdUDH5S9nn3Q4HbR999FE9+eSTOvXUU3XhhRcqGo26AfB1113nanudeOKJe6alAIDSz4IOsZiUnu4WQ737KdKuQ85EYwCQRE899ZRLOkgEbE3lypXdpGDDhw/X1VdfXazj2CRhbdu21aGHHrrNNqtnWzDAasuJ4G5R29PS0vIFaO12ievGthcmHI6qJEUisRK9PwClg733Q6GS/bxJNj7vgIopUso+73Y4aGsTKFgNrz59+uSu69u3r5ugzEonELQFgIrJt2Cegp+OU6xhQ2UfNSxnZaVKilUiYAsg+apUqaJZs2apZcuW+dZPmTJFNWvWLPZxxo4dqzVr1qhjx475Aqvjxo3TEUcc4bblZcuJ0gb16tUrdHudOnXcNmNlEho3bpx73dh2AAAAVCw7HLQNh8Nq1KjRNutbtGihrVu37q52AQDKiowMBcd/Lv+sX9yid5XPrUtk2wJAaXDuuefqmmuu0aRJk7TvvvsqHo+7s8U+/vjjHZqz4YUXXlAkEsldvuuuu9zfyy+/XD/++KOeeOIJd2ybhMz+Tp06Veedd567TYcOHVyQ2CYlS9TYtYutt6CtTUpm2xNBW7tu66hnCwAAUPHscNDWTiG79tprXT2wffbZx61btmyZbr/9dlcuAQBQcfjmzlHws3HyZGy1adIV7txV4R6HWaHFZDcNAPI5/vjjXeLBm2++qVdeecWt23vvvfX000+rc+fOxe6tgskLlSpVcn+bNm3qJhW7++67NWrUKHd/r776qqtzO2jQIHebE044QaeccooOOOAAtWvXzt3u8MMPdxOjJbZbELh+/fpu2Y51xhln8EwCAABUQDsctLV6tmvXrtVRRx2l9PR0+f1+bdq0yWUSfP/99650QsLs2bN3d3sBAKVBZqZSPv3YBW1NrFZthQYNUazhtmdiAEBpYXVoC6tFu7tYjdzHHnvMTVT2+uuvu8l6H3/8cTdmNlZS4aabbtL999+vjRs36pBDDtHNN9+cu/+ZZ57pxtmWJOHz+Vyt3dNOO22PtRcAAADlKGh755137pmWAADKDq9X3uXL3N9wt4MUPugQm2oz2a0CgO16//339eyzz2rRokV65513XKmD2rVr65xzztnpnrOzzfJq3769O3ZRrDRCojxCQRaoHTlypLsAAACgYtvhb9hdu3bdMy0BAJRuW7a4icWsDIJSUpR9xFGuDEKsXs5pvABQmr388st6+OGHXX3ZRBLC/vvv70p+2WRilt0KAAAAlBbeZDcAAFDKxePyz5yutKcfl3/GtNzVscZNCNgCKDMsq/aWW27RySefLK83Zwhs5b5Gjx6tN954I9nNAwAAAPLhXFYAQJE8GzcoOO5j+f743S375sxWpP0BOdm2AFCG2MS5LVu23Ga9TQK2YcOGpLQJAAAAKAqZtgCAwrNrf56itGeezAnY+v0KHd5H2cceT8AWQJnUoUMHvfvuu/nW2US6Tz/9tKtDCwAAAJTpoO2IESO0adOmbdavW7euyEkVAABlh2f9OqW89rKCn42TQiFXBiHztDMV6drNTTwGAGXRtddeq7feekvHHHOMq2F74403ql+/fvrqq6909dVXJ7t5AAAAwI6XR/jmm280Y8YMd/3HH3/Uo48+qvT09Hy3+fPPP7V06dLiHA4AUIp5srLkW7zITTIWOuxwRQ7sTHYtgDJvn3320bhx4/TBBx9owYIFikaj6tOnj/7xj3+okk2yCAAAAJS1oG3z5s315JNPulPI7DJ16lQFAoHc7R6PxwVxR40atSfbCgDYU7KzpZQUdzXWoKFCAwYpuldTxavXoM8BlAt2Rthtt92m4cOHJ7spAAAAwO4J2toEDc8//7y7PnLkSF1zzTWqXLlycXYFAJRmsZj8kycpMHmisk4coXjt2m61m2wMAMqRVatWyefzJbsZAAAAwO4L2uZlGQpm9erVikQiLvM2r4YNG+7oIQEASeBZtUopn4yVd8Vyt+z/ZYbCh/fmuQBQLg0dOlRnnXWWK4fQqFEjpfx1dkHe7QAAAECZDdp+9913uu6667R8ec6XfAvaWnmExN/Zs2fviXYCAHaXaFSBH753F7seT01VqHc/RfdvSx8DKLc++ugjeb1effjhh9tsszEsQVsAAACU6aDtTTfdpPbt2+uRRx6hRAIAlDGWVRv8eKy8q1e55eje+yjUb4Dilasku2kAsEeNHz+eHgYAAED5DdquWLHCTUpmdW4BAGWL948/XMA2npauUN/+irbZ11LMkt0sACgRCxYs0FtvvaWFCxe67No2bdq4icmsXAIAAABQmnh3dIfOnTtrypQpe6Y1AIDdLxL539Wu3RTufrAyzzhb0X33I2ALoEJl2h511FGaOXOmmjdv7hIQJk2apCFDhujHH39MdvMAAACAXcu07dKli2688UZ99dVXatq0qQKBQL7tF1100Y4eEgCwJ4TDCnz7tXx//K6sEadLfr/k9Sp82OH0N4AK584779Sll16qs88+O996K/k1atQovfvuu0lrGwAAALBbJiJr27at1q5d6y552WlmAIDk8y76UynjPpJn/Xq37FswX9HWbZLdLABIGptEt0+fPtusHzhwoB599NGktAkAAADYbUHbF154YUd3AQCUlOxsBb/5Uv6fp7rFeJWqyh4wSLEWLXkOAFRogwYNcvMy2Bljec8Ue+ONNzR48OCktg0AAADY5aCtWbx4sV5++WX9+eef+u9//6tvvvnG1Qbr1KnTzhwOALAbeH9fmJNdu2mTW44c0FGhnr2llBT6F0CFl52drU8//dSNW+2sMQvczp07141rO3TooBEjRuT20fPPP1/h+wsAAABlLGhrEzWcc845OvTQQ/Xtt9+6AbDNwGvB2zFjxqh///57pqUAgKLF4wpM/sEFbOPVqyt7wGDFmjajxwDgLy1atNB5552Xrz9at25N/wAAAKB8BG1tEod///vfOvnkk9WxY0e37sorr1TdunV1//33E7QFgJIUi7nJxeTxKDRwsPxTflK4x2FSMMjzAAB5MFkuAAAAyhLvju7w22+/qWfPntust4kdFi1atLvaBQDYnowMBT94T8HPx+WuilerrnDvvgRsAQAAAACoaJm2jRo10syZM9WkSZN867/66iu3DQCwZ/nmzlHws3HyZGx1Wbbhrt0Vr16DbgcAAAAAoKIGbS+77DL95z//cYHbaDSqd999V0uWLNHYsWM1evToPdNKAIC0ZYtSvvjUBW1NrHYdhQYNIWALAAAAAEBFD9r269fPZdk+/fTT2nvvvfXFF1+oefPmeumll9zMuwCA3Swel2/Wrwp+8Zk8WZk52bXdD3YX+Xf4YxwAKryNGzeqSpUq8ng87gIAAACUNjv1bb9NmzZk1QJAScnKUnD85y5gG6tbT9mDjlC8Xj36HwB2QDwe16OPPqpnn31Wmzdv1rhx43TfffcpPT1d1157rYJM4AgAAICyHLRdtWqVnnzySS1cuFChUGib7c8//7xKwqxZs3T00UfnW7f//vvr7bffLpH7B4A9Kh6XEtlfaWkK9Rsg7/p1rn6tfD46HwB20EMPPeTKed1+++3617/+5dbZWPL66693yQgWuAUAAADKbNDWBrmrV69W//79lZqaqmSZP3++9t13Xz3xxBO56/ycJgygHPBs3KDguI8V6dBR0dZt3Lpom30VTXbDAKAMe+edd1zAtkuXLrklEQ455BDdcccduvTSSwnaAgAAoGwHbX/99Ve9+uqrrkRCMi1YsEAtW7ZUnTp1ktoOANht4nH5f56i4NdfSqGQy6zN3HsfV8MWALBr1q5dq7p1626zvmrVqsrIyKB7AQAAUKrscCTAJhtbtGiRks2Cts2aNUt2MwBgt/CsX6fASy8o+Nk4F7CNNW6irGOPJ2ALALtJ9+7d9dRTT+Vbt2XLFo0ZM0bdunWjnwEAAFC2M21HjRqlE044QePHj1ejRo22mXH3oosuUkkFbWOxmI488kg3mcRhhx2mK6+8UpUrVy6R+weA3SIWk3/KjwpO+EbeWFTRYFChww5XpGOn/9W0BQDssv/+979unGolEbKzs3XBBRdo2bJlatiwoR555BF6GAAAAGU7aHvPPfdo/fr1biKypUuX5ttWMIC7K7KysrRy5cpCt9WsWVOLFy9W48aNdeutt2rTpk267bbbdMUVVxQ56A4EfMWOf/j9TPJD/+wcXjv0z47yLF6m4Ddf5lxv2UKR/gPlrV5DwZ18DZZnvL/oG147vLd2Rf369fXmm29q4sSJbhwbiUTUvHlz9ejRQ17K0AAAAKCsB22/+OILPf300+ratav2pOnTp2vEiBFFzv77ww8/KCUlRYFAwK2ziSWOOeYYF+itV6/eNvuEwzs2hU8oxJQ/9M/O4bVD/+yQeg0V69hJ8dp15O10oELhmMTnD+8vPnt2Oz6b6Z+Egw46yF0AAACAchW0tVPI0tLStKdZbbG5c+cW+/Y2KZkpKmgLAKWBZ+VKBb/8XKHBRyhetZpbF+7dz/0NUg4BAHYrmzi3uGeCzZ49m94HAABA2Q3aXnLJJfrPf/6j0047zZUn8PvzH6JLly7a0+bPn69jjz1W77//vpo0aZI70La2NG3adI/fPwDssGhUgYnfKfDD966ObeDrLxU6cigdCQB70PPPP597febMmXrmmWdcLdt27dq5s7VmzZqlBx98sMizuwAAAIAyE7S97LLL3N/rrrtum22WyVASWQotWrRwwVlrw9VXX+1q2t5www0ukFutWk7mGgCUFt4VyxX86EN516x2y9F9WivUq2+ymwUA5V7ecl7XX3+97rjjDjcRWd5MXJtYd+TIkS4hAQAAACizQds5c+Yo2WyyCJtwbNSoUTrppJPc8pFHHqkrr7wy2U0DgP+JRBT47lsFJv8gxeOKp1dSqG9/RVu3sV+56CkAKEGrVq1SrVq1tllvZb8sAQAAAAAo00FbE41G9e233+qPP/7QsGHD9Pvvv7vs1ypVqqikNGjQwJ3OBgClVeCnyQpMmuiuR/bdX6HefaVKlZLdLACokA4//HB3hta1117rMmzj8bgrmXDLLbdo0KBByW4eAAAAsGtB2+XLl+uMM87Qxo0b3aVPnz568skn9fPPP7u/NggGAEjhTl3k/eN3RTp1UXTvfegSAEiim266yZXTOuWUUxSLxdw6mw/hqKOOcoFcAAAAoDTx7syAt3Pnzi7TNhgMunVjxozRwQcf7MoVAEBF5f3zDwU/eM9NNOYEAso+/iQCtgBQClSuXFl33323Jk2apNdff91dJk6c6DJtU1JSkt08AAAAYNcybX/66Sc3yPX5fLnrbPZdm4n36KOP3tHDAUDZl52t4Nfj5Z/2s1uMNW6sSMdOyW4VAKCI4G27du3oGwAAAJSvoG1qaqrWrl2r5s2b51tvdW1tEAwAFYl34QKlfPqxPH9NYhM5oKMi+7VNdrMAAAAAAEBFCtoef/zxuv7663XllVfmBmsnT56se+65R8cee+yeaCMAlD6ZmQp+NV7+mdPdYrx6dWUPGKxY02bJbhkAAAAAAKhoQdsLL7xQVatW1X//+19lZmbqnHPOUa1atXTaaafpzDPP3DOtBIBSJuWjD+RbMF/yeBTu1FnhHj2lv+p8AwAAAAAAlGjQ1tisu3bJyMhQNBpVlSpVdqkRAFDWhA49XCkbNyrUf6BijZskuzkAgGJYvHixXn75Zf35558uAeGbb75Rs2bN3CS7AAAAQJkL2r777rvFPuDQoUN3pT0AUPrE4/LNnePq1ka6dstZVbeusk4/y2XaAgBKvx9//NGdIXbooYfq22+/VXZ2thYuXOiCt2PGjFH//v2T3UQAAABgx4K2999/f77l5cuXKxgMqkmTJgoEAi5bwQa+bdq0IWgLoHzZskUpn4+T77e5kteraLPmLmDrELAFgDLjzjvv1L///W+dfPLJ6tixo1tnczTUrVvXjXUJ2gIAAKDMBW3Hjx+fe/2RRx7RzJkzdeutt6p69epu3ZYtW9zkZLVr195zLQWAks6unfWrgl98Jk9WpgvYhrsfrHitWjwPAFAG/fbbb+rZs+c26/v06eMybQEAAIDSxLujOzz11FMuSyERsDWVK1fWRRddpDfffHN3tw8ASpxn8yalvP2GUsa+7wK2sXr1lXnK6Qr3OEzy+XhGAKAMatSokUs8KOirr75y23aEnWVmE/Baxu7hhx+uJ598Ml/dXJug94ADDtDgwYM1YcKEfPt+//33OuKII9ShQweNGDHC3T6vZ5991pVwsGNfffXVbuJfAAAAVDw7HLS1ScdmzZq1zfopU6aoZs2au6tdAJAckYhSX3hOvgXzXYA2fNjhyjr5VMXr1eMZAYAy7LLLLtN1112nO+64w02ka3M2XHXVVW754osvLvZxYrGYq41bo0YNvfPOO7rxxhvdmWgffPCB4vG4LrzwQnf22VtvvaWjjjrKJTYsW7bM7Wt/bfuwYcNcsoONnS+44AK3nxk3bpwefPBB3XTTTXruuec0ffp0V9YBAAAAFU+xyiPkde655+qaa67RpEmTtO+++7pBpmUtfPzxx7rtttv2TCsBoKT4/Qp36y7/7FnKHjhEccq+AEC50K9fPzcfw9NPP629995bX3zxhZo3b66XXnrJZb0W15o1a9wY2CYws7PNmjVrpoMOOsglMFiw1jJnX331VaWnp6tly5aaOHGiC+BaYPiNN95Q27ZtdcYZZ7hj2dj5kEMO0eTJk9WtWzc9//zzOvXUU9WrVy+33QLCltF7xRVXKC0tbY/1DQAAAMpB0Pb44493p5BZdsArr7zi1tnA1wbAnTt33hNtBIA9Jx6X/+cpitWuo9heTd2qyIGdFenYydWxBQCUD7fccosrRzB69OhdOo5NXHbvvfe665a8MHXqVP3444+64YYbXGbsfvvt5wK2CZ06ddK0adPcddued7xsgdj999/fbbf1lghhmbkJVmIhHA5rzpw5uZOnAQAAoGLY4aCtsTpbdgGAssyzbq2C4z6Wb/EixatXV+bpZ0uBgOTx5FwAAOXG+++/77JYd6fevXu7kgeWGTtgwAA3Ua8FdfOqVauWVqxY4a6vXr26yO2bNm1SdnZ2vu1+v9/NI5HYHwAAABXHDgdt7dd+qwFmmQCRSCS3BlcCJRIAlHqxmPw//ajghK9dDVsFgwp37upKIwAAyiebHMxqxdrfhg0bKiUlJd92W7ej7r//flcuwUol2BjYJg0LBoP5bmPLoVDIXd/e9qysrNzlovYvKBDwlehvjH4/Z6AAFZG994PBijUZL593QMXkL2WfdzscobB6tp9++qnLtLU6XgBQlnjWrFHKJ2PlXbbULUebNlNo4GDFq1VPdtMAAHuQBVjNt99+m7vO4/G4BAT7O3v27B0+Zrt27dxfy5C9/PLLdcwxx7jAbF4WcE1NTXXXLVBcMABry1WrVs0NIhe2vah6tuFwVCUpEomV6P0BKB3svR8KleznTbLxeQdUTJFS9nm3w0Hbzz77TA899JCbNAEAylrANu25p6RoVPGUFIV79VGkXQdKIQBABWATj+0OlllrNWj79u2bu65Vq1bubLQ6depo4cKF29w+UfKgXr16brmwic2sDIIFbm3ZJjAzdlbbhg0b3HEBAABQsezwOU5VqlRxA04AKGvitWop2ryFoi1aKuuMsxVpfwABWwCoIGwiXbtY5qpl1c6fP1+xWCx3fXEtWbLETRa2cuXK3HW//PKLatas6SYd+/XXX3NLHZgpU6aoQ4cO7rr9teUEy8qdNWuWW+/1el3mbt7tFhy2urZt2rTZDT0AAACAch20Pf/88zVq1CgtWLDA/foPAKVWNKrAD99LGRk5yx6Pso8cquxjjlO8StVktw4AUIKWL1+uU045RYMGDXLlvq644gr1799fF154octmLS4LrO6///66+uqrXeD366+/1p133qnzzjtPXbt2VYMGDTRy5EjNmzdPjz/+uGbMmKHhw4e7fa18wtSpU9162263a9y4sbp16+a2n3jiiXrqqaf0+eefu/2sVu5xxx1XZHkEAAAAlF87XB7hiSee0KpVq3TEEUcUun1n6oEBwO7mXb5MwY/HyrtmtTxr1yo05MicDYEAnQ0AFdC1114rn8/nyiQkMmv/+OMPF3y9/vrrc2ve/h07xsMPP6ybb75Z//znP11A1YLBI0aMcLVxbZsFhYcNG6amTZu6smKJSc4sQPvAAw/o1ltvdes7duzo/tp+ZsiQIVq6dKlrj2UEW1DZgssAAACoeHY4aHv77bfvmZYAwO4QDivw/QQFJv8gxeOKp1dStGUr+hYAKrgff/xRb7/9dr5SCM2aNXMB0uOPP36HjmWlwh588MFCt1mg9sUXXyxy3549e7pLUc455xx3AQAAQMW2w0FbO+3LbNmyRYsWLXITL1gmQOXKlfdE+wCg2LxLFis47iN51651y5F991eoTz8pPZ1eBIAKzib3+u2339zYNa/FixfvUE1bAAAAoFQGbS1Ae9NNN7lMBTNu3DjdcccdbiKFMWPGqFq1anuinQCwXb7Zs5Ty4Xs52bWVqyjUf6Cirfam1wCgAnv33Xdzr3fv3t2VLbCJv6wurZU5mDt3rp599lmdfvrpSW0nAAAAsMtB29GjR7tJF955553cU8kuvvhiN5HCLbfc4iZiAICSFm3WXPFKlRVt3kKhXn2k1FSeBACo4ArWqa1Ro4Y++ugjd0moUqWK3nrrLV1wwQVJaCEAAACwm4K2n376qZswoXXr1rnr7LpNxnDGGWfs6OEAYOdkZ8v/60xFOnaSbAKXtDRlnn6W+wsAgBk/fjwdAQAAgIoRtN26daubJbegWCymaDS6u9oFAEXyLlyglE8/lmfTJsWDKYq2bZezgYAtAGA75syZo4ULF7pyXwUNHTqUvgMAAEDZDdr27t1b99xzj6tjm3cCByuNsL2ZcAFgl2VmKvjlF/L/MsMtxqtXV5w62gCAYrjrrrv05JNPqlatWkpJScm3zePxELQFAABA2Q7aXn/99br66qvVtWtXl117zDHHaPPmzerRo4euvfbaPdNKABWeb95vCn76iTxbt7hyCOFOnRXu0VMKBit83wAA/t5rr72mUaNGubErAAAAUO6CtjZZwwMPPOCyaxcsWKBIJKLmzZurZcuWe6aFACq8wFfjFZj8g+uHWK1aCg0colijxhW+XwAAOzaGbdfur3I6AAAAQHkK2m7ZskU+n8/VtG3SpIm7JKxevVp33nmnRo8evSfaCaACi7ZspcBPkxXu0k3hQw6V/Dv8exMAoIK76qqrdNNNN+mSSy5Rw4YN5fV68223dQAAAEBpUazIx4oVK/Sf//xHkyZNcsuHHXaYC85Wq1bNTT727LPP6qGHHlIgENjT7QVQEdgPRCuXK9pyb7cYa7KXMs85X/Gq1ZLdMgBAGZWVlaVff/1VI0aMcDVsE+LxuFuePXt2UtsHAAAA7HDQ1rISli5d6gK1Fph9/PHHddttt+lf//qXzj//fDcT7/Dhw90yAOy0eFy+X39RcPzn8kQjyjztTMVr1MzZRMAWALAL7Iyw4447zl1SU1PpSwAAAJT9oO2UKVN077336qCDDnLL++23n44++mgXrLXsBJvYgRphAHaFZ9NGN9GYb+ECtxyrV1+KxuhUAMBuEQqFdPLJJ+cr7wUAAACUVvmLeRVh06ZN+SYa22uvvRQOh9WoUSO9+eabBGwB7Lx4XP7pPyv1mSdzArY+n8KHHa6sk09VvHZtehYAsFucccYZeuyxx5SdnU2PAgAAoHxk2lo2rU1AlpctX3zxxdSxBbDz4nGlvPmafL8vdIuxho2UPXAIwVoAwG733Xffadq0aXr33XdVu3btbca2X3zxBb0OAACAUmOXpmCvVKmS9jQLGJ955pk64ogjNGzYsNz169ev1/XXX68JEyaoRo0auvTSS3XUUUft8fYA2I08Hheo9S1ZrFCPwxTp1EUqMJs3AAC7g40j844lAQAAgHIRtP34449VuXLl3OVYLKZPP/1UtWrVyne7oUOH7rbG2X2MGjXKZUZY0DavkSNHulmArZ7u9OnTde2116p58+Zq3779brt/ALufZ91aV6s2XqeOWw53P1iR/fbPnXAMAIA9weZjMJmZmfrzzz/dONNKfuUd3wIAAABlKmjbsGFDPf300/nWWbD2pZdeyrfO4/HstqDtypUrdfnll2vJkiWqWrVqvm2LFi3Sl19+6U5ja9y4sfbZZx93utvLL79M0BYorWIx+Sb9KP+XXypWs5ayTjnN1a+1CwFbAMCeZvMx3HnnnW68GI1G3dlcfr9fRx55pG688UYFg0GeBAAAAJStoO348eNV0n799Vc1aNBA9913n4YPH55vm2XW2jYL2CZ06tTJTS4BoPTxrF6tlE/Gyr9qhaKWZZueLtlEMPYXAIAScMcdd+jrr7/WI488oo4dO7pM259//lm33HKL7rnnHl111VU8DwAAACgfNW33pN69e7tLYVavXq26detuk/lr2blFCQR8Vj6zWPz+/BNTgP4pLl47BUSj8v0wUf7vJrjr3vQ0hQ/vrXj7DgoW9w1ZgfD6oX947fDe4rNnz/nwww9dMkC3bt1y1/Xs2VMpKSnu7C6CtgAAAChNkha0tXq0RQVZ69Spo/TtZOBZLbKCp7DZcigUKnKfcDi6Q+0LhXbs9hUN/UPf/K0tW5T65mvyrFopezdFW7ZSfMgQhVIrSeHYnn+RllG8t+gfXju8t/js2TOsHELBuRhMzZo1tXXr1qT0OwAAAFDqgrZW4mDEiBGFbnvooYfUt2/fIve1jIiCAVpbTk1N3e3tBLCTKlWyX1MUT01TqE8/Rff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"text/plain": [ "
" ] @@ -2597,10 +2852,10 @@ "id": "cell-31", "metadata": { "papermill": { - "duration": 0.014652, - "end_time": "2026-09-23T17:52:21.014116", + "duration": 0.009395, + "end_time": "2026-09-25T02:51:15.553493+00:00", "exception": false, - "start_time": "2026-09-23T17:52:20.999464", + "start_time": "2026-09-25T02:51:15.544098+00:00", "status": "completed" }, "tags": [] @@ -2617,7 +2872,7 @@ "\n", "**Points cles** :\n", "1. Le scatter plot ne montre PAS une correlation lineaire forte -- c'est normal en finance\n", - "2. Ce qui compte est la capacite du modèle a **classer** les fenêtres par rendement attendu (top quintile, `n_bins=5`). Dans ce run l'ordre porte sur des fenêtres d'une **même action**, pas sur des actions entre elles — limite mesurée, cf. section 11 et #17571\n", + "2. Ce qui compte est la capacite du modèle a **classer** les fenêtres par rendement attendu (top quintile, `n_bins=5`). Ici la **variance des predictions est quasi nulle** (corr ~ -0.016), donc le scatter est un nuage vertical autour de la moyenne : le modele n'a pas de pouvoir de classement a cet horizon (#17584)\n", "3. La direction accuracy est la metrique la plus actionnable pour le trading\n", "4. L'asymetrie des erreurs (erreur sur les baisses vs erreur sur les hausse) peut indiquer un biais du modèle" ] @@ -2627,10 +2882,10 @@ "id": "cell-32", "metadata": { "papermill": { - "duration": 0.01952, - "end_time": "2026-09-23T17:52:21.047715", + "duration": 0.009553, + "end_time": "2026-09-25T02:51:15.572442+00:00", "exception": false, - "start_time": "2026-09-23T17:52:21.028195", + "start_time": "2026-09-25T02:51:15.562889+00:00", "status": "completed" }, "tags": [] @@ -2649,16 +2904,16 @@ "id": "cell-33", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:21.088877Z", - "iopub.status.busy": "2026-09-23T17:52:21.088877Z", - "iopub.status.idle": "2026-09-23T17:52:22.709705Z", - "shell.execute_reply": "2026-09-23T17:52:22.707608Z" + "iopub.execute_input": "2026-09-25T02:51:15.591762Z", + "iopub.status.busy": "2026-09-25T02:51:15.591762Z", + "iopub.status.idle": "2026-09-25T02:51:16.964366Z", + "shell.execute_reply": "2026-09-25T02:51:16.963841Z" }, "papermill": { - "duration": 1.643865, - "end_time": "2026-09-23T17:52:22.712116", + "duration": 1.384762, + "end_time": "2026-09-25T02:51:16.966470+00:00", "exception": false, - "start_time": "2026-09-23T17:52:21.068251", + "start_time": "2026-09-25T02:51:15.581708+00:00", "status": "completed" }, "tags": [] @@ -2674,7 +2929,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -2688,11 +2943,11 @@ "text": [ "\n", "Analyse des poids d'attention:\n", - " Tete 0 - Top 5 positions les plus attentives: [55 52 5 51 53]\n", + " Tete 0 - Top 5 positions les plus attentives: [13 14 11 12 4]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n", - " Tete 3 - Top 5 positions les plus attentives: [55 44 53 54 42]\n", + " Tete 3 - Top 5 positions les plus attentives: [13 15 14 29 17]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n", - " Tete 7 - Top 5 positions les plus attentives: [44 42 48 50 43]\n", + " Tete 7 - Top 5 positions les plus attentives: [13 14 11 12 4]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n" ] } @@ -2758,10 +3013,10 @@ "id": "cell-34", "metadata": { "papermill": { - "duration": 0.01964, - "end_time": "2026-09-23T17:52:22.754655", + "duration": 0.010387, + "end_time": "2026-09-25T02:51:16.987524+00:00", "exception": false, - "start_time": "2026-09-23T17:52:22.735015", + "start_time": "2026-09-25T02:51:16.977137+00:00", "status": "completed" }, "tags": [] @@ -2789,10 +3044,10 @@ "id": "cell-35", "metadata": { "papermill": { - "duration": 0.021553, - "end_time": "2026-09-23T17:52:22.793958", + "duration": 0.010675, + "end_time": "2026-09-25T02:51:17.009099+00:00", "exception": false, - "start_time": "2026-09-23T17:52:22.772405", + "start_time": "2026-09-25T02:51:16.998424+00:00", "status": "completed" }, "tags": [] @@ -2828,16 +3083,16 @@ "id": "cell-36", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:22.838122Z", - "iopub.status.busy": "2026-09-23T17:52:22.836452Z", - "iopub.status.idle": "2026-09-23T17:52:23.501414Z", - "shell.execute_reply": "2026-09-23T17:52:23.499144Z" + "iopub.execute_input": "2026-09-25T02:51:17.034273Z", + "iopub.status.busy": "2026-09-25T02:51:17.034273Z", + "iopub.status.idle": "2026-09-25T02:51:17.327244Z", + "shell.execute_reply": "2026-09-25T02:51:17.326235Z" }, "papermill": { - "duration": 0.687748, - "end_time": "2026-09-23T17:52:23.502937", + "duration": 0.308225, + "end_time": "2026-09-25T02:51:17.329177+00:00", "exception": false, - "start_time": "2026-09-23T17:52:22.815189", + "start_time": "2026-09-25T02:51:17.020952+00:00", "status": "completed" }, "tags": [] @@ -2845,7 +3100,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -2861,11 +3116,11 @@ "==================================================\n", "RESULTATS DU BACKTEST\n", "==================================================\n", - " Rendement total: 3852.04%\n", - " Rendement annualise: 7.92%\n", - " Volatilite: 16.20%\n", - " Sharpe Ratio: 0.489\n", - " Max Drawdown: -37.59%\n" + " Rendement total: 2244.69%\n", + " Rendement annualise: 6.77%\n", + " Volatilite: 11.41%\n", + " Sharpe Ratio: 0.593\n", + " Max Drawdown: -26.68%\n" ] } ], @@ -2987,10 +3242,10 @@ "id": "cell-1110361c", "metadata": { "papermill": { - "duration": 0.022798, - "end_time": "2026-09-23T17:52:23.548918", + "duration": 0.012613, + "end_time": "2026-09-25T02:51:17.353039+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.526120", + "start_time": "2026-09-25T02:51:17.340426+00:00", "status": "completed" }, "tags": [] @@ -3014,16 +3269,16 @@ "id": "cell-c255f730", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:23.596209Z", - "iopub.status.busy": "2026-09-23T17:52:23.595663Z", - "iopub.status.idle": "2026-09-23T17:52:23.608773Z", - "shell.execute_reply": "2026-09-23T17:52:23.606636Z" + "iopub.execute_input": "2026-09-25T02:51:17.383039Z", + "iopub.status.busy": "2026-09-25T02:51:17.383039Z", + "iopub.status.idle": "2026-09-25T02:51:17.387409Z", + "shell.execute_reply": "2026-09-25T02:51:17.386404Z" }, "papermill": { - "duration": 0.039816, - "end_time": "2026-09-23T17:52:23.610874", + "duration": 0.019355, + "end_time": "2026-09-25T02:51:17.388217+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.571058", + "start_time": "2026-09-25T02:51:17.368862+00:00", "status": "completed" }, "tags": [] @@ -3052,10 +3307,10 @@ "id": "cell-37", "metadata": { "papermill": { - "duration": 0.023727, - "end_time": "2026-09-23T17:52:23.654896", + "duration": 0.012409, + "end_time": "2026-09-25T02:51:17.411963+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.631169", + "start_time": "2026-09-25T02:51:17.399554+00:00", "status": "completed" }, "tags": [] @@ -3083,10 +3338,10 @@ "id": "cell-38", "metadata": { "papermill": { - "duration": 0.024442, - "end_time": "2026-09-23T17:52:23.702171", + "duration": 0.013189, + "end_time": "2026-09-25T02:51:17.438222+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.677729", + "start_time": "2026-09-25T02:51:17.425033+00:00", "status": "completed" }, "tags": [] @@ -3105,16 +3360,16 @@ "id": "cell-39", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:23.754550Z", - "iopub.status.busy": "2026-09-23T17:52:23.754018Z", - "iopub.status.idle": "2026-09-23T17:52:23.838310Z", - "shell.execute_reply": "2026-09-23T17:52:23.836112Z" + "iopub.execute_input": "2026-09-25T02:51:17.463899Z", + "iopub.status.busy": "2026-09-25T02:51:17.463899Z", + "iopub.status.idle": "2026-09-25T02:51:17.503670Z", + "shell.execute_reply": "2026-09-25T02:51:17.502666Z" }, "papermill": { - "duration": 0.113527, - "end_time": "2026-09-23T17:52:23.840460", + "duration": 0.0548, + "end_time": "2026-09-25T02:51:17.505394+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.726933", + "start_time": "2026-09-25T02:51:17.450594+00:00", "status": "completed" }, "tags": [] @@ -3124,7 +3379,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Modele sauvegarde: transformer_multiasset_model.pt\n", + "Modele sauvegarde: transformer_multiasset_model.pt" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", "Taille: 17.10 MB\n", "Compatible ObjectStore QC (<9 MB): Non\n", "\n", @@ -3132,7 +3394,7 @@ " model_state_dict: 59 couches\n", " scaler: StandardScaler (12 features)\n", " config: {'input_dim': 12, 'd_model': 256, 'nhead': 8, 'num_layers': 4, 'dim_feedforward': 1024, 'dropout': 0.1, 'seq_len': 60, 'pred_len': 5, 'feature_cols': ['close', 'ret_1d', 'ret_5d', 'ret_20d', 'vol_10d', 'vol_20d', 'momentum', 'rsi', 'vix_level', 'vix_change', 'yield_spread', 'yield_curve_slope'], 'tickers': ['AAPL', 'MSFT', 'GOOGL', 'AMZN', 'NVDA', 'META', 'TSLA', 'BRK-B', 'JPM', 'V', 'UNH', 'JNJ', 'WMT', 'XOM', 'MA', 'PG', 'HD', 'CVX', 'MRK', 'ABBV', 'AVGO', 'KO', 'PEP', 'COST', 'ADBE', 'CRM', 'AMD', 'NFLX', 'TMO', 'CSCO']}\n", - " test_metrics: {'mse': 8.639111518859863, 'mae': 2.157524347305298, 'correlation': np.float64(nan), 'dir_acc': 0.5550805656034199}\n" + " test_metrics: {'mse': 0.001647137338295579, 'mae': 0.027964264154434204, 'correlation': np.float64(-0.01575361002998959), 'dir_acc': 0.5623045267489712}\n" ] } ], @@ -3191,10 +3453,10 @@ "id": "cell-40", "metadata": { "papermill": { - "duration": 0.021159, - "end_time": "2026-09-23T17:52:23.885443", + "duration": 0.016226, + "end_time": "2026-09-25T02:51:17.532744+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.864284", + "start_time": "2026-09-25T02:51:17.516518+00:00", "status": "completed" }, "tags": [] @@ -3222,10 +3484,10 @@ "id": "cell-41", "metadata": { "papermill": { - "duration": 0.023752, - "end_time": "2026-09-23T17:52:23.931863", + "duration": 0.01117, + "end_time": "2026-09-25T02:51:17.556913+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.908111", + "start_time": "2026-09-25T02:51:17.545743+00:00", "status": "completed" }, "tags": [] @@ -3258,10 +3520,10 @@ "id": "cell-43", "metadata": { "papermill": { - "duration": 0.023803, - "end_time": "2026-09-23T17:52:23.976099", + "duration": 0.010949, + "end_time": "2026-09-25T02:51:17.580606+00:00", "exception": false, - "start_time": "2026-09-23T17:52:23.952296", + "start_time": "2026-09-25T02:51:17.569657+00:00", "status": "completed" }, "tags": [] @@ -3290,10 +3552,10 @@ "id": "cell-44", "metadata": { "papermill": { - "duration": 0.027648, - "end_time": "2026-09-23T17:52:24.027811", + "duration": 0.014183, + "end_time": "2026-09-25T02:51:17.605848+00:00", "exception": false, - "start_time": "2026-09-23T17:52:24.000163", + "start_time": "2026-09-25T02:51:17.591665+00:00", "status": "completed" }, "tags": [] @@ -3310,16 +3572,16 @@ "id": "cell-45", "metadata": { "execution": { - "iopub.execute_input": "2026-09-23T17:52:24.077045Z", - "iopub.status.busy": "2026-09-23T17:52:24.076528Z", - "iopub.status.idle": "2026-09-23T17:52:24.099159Z", - "shell.execute_reply": "2026-09-23T17:52:24.097533Z" + "iopub.execute_input": "2026-09-25T02:51:17.642062Z", + "iopub.status.busy": "2026-09-25T02:51:17.642062Z", + "iopub.status.idle": "2026-09-25T02:51:17.651994Z", + "shell.execute_reply": "2026-09-25T02:51:17.650988Z" }, "papermill": { - "duration": 0.050527, - "end_time": "2026-09-23T17:52:24.100769", + "duration": 0.031241, + "end_time": "2026-09-25T02:51:17.653317+00:00", "exception": false, - "start_time": "2026-09-23T17:52:24.050242", + "start_time": "2026-09-25T02:51:17.622076+00:00", "status": "completed" }, "tags": [] @@ -3349,13 +3611,13 @@ " Periode: 2014-01-01 a 2025-01-01\n", "\n", "RESULTATS TEST\n", - " MSE: 8.639112\n", - " MAE: 2.157524\n", - " Correlation: nan\n", - " Direction Accuracy: 55.51%\n", + " MSE: 0.001647\n", + " MAE: 0.027964\n", + " Correlation: -0.0158\n", + " Direction Accuracy: 56.23%\n", "\n", "ENTRAINEMENT\n", - " Epochs: 13 (early stopping: patience=7)\n", + " Epochs: 20 (early stopping: patience=7)\n", " Optimiseur: AdamW (lr=0.0005, weight_decay=0.01)\n", " Scheduler: CosineAnnealingLR\n", " Loss: HuberLoss + 0.5*BCELoss\n", @@ -3455,10 +3717,10 @@ "id": "cell-46", "metadata": { "papermill": { - "duration": 0.031746, - "end_time": "2026-09-23T17:52:24.155878", + "duration": 0.014715, + "end_time": "2026-09-25T02:51:17.682603+00:00", "exception": false, - "start_time": "2026-09-23T17:52:24.124132", + "start_time": "2026-09-25T02:51:17.667888+00:00", "status": "completed" }, "tags": [] @@ -3566,20 +3828,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.19" + "version": "3.11.15" }, "papermill": { "default_parameters": {}, - "duration": 1461.900736, - "end_time": "2026-09-23T17:52:26.680572", + "duration": 2575.215619, + "end_time": "2026-09-25T02:51:19.599350+00:00", "environment_variables": {}, "exception": null, "input_path": "QC-Py-31-Transformer-Training.ipynb", - "output_path": "qcpy31_out.ipynb", + "output_path": "QC-Py-31-Transformer-Training.ipynb", "parameters": { "FORCE_RETRAIN": true }, - "start_time": "2026-09-23T17:28:04.779836", + "start_time": "2026-09-25T02:08:24.383731+00:00", "version": "2.7.0" } }, diff --git a/MyIA.AI.Notebooks/QuantConnect/Python/training_curves.png b/MyIA.AI.Notebooks/QuantConnect/Python/training_curves.png index c52599786e..25128cd07e 100644 Binary files a/MyIA.AI.Notebooks/QuantConnect/Python/training_curves.png and b/MyIA.AI.Notebooks/QuantConnect/Python/training_curves.png differ diff --git a/MyIA.AI.Notebooks/QuantConnect/Python/transformer_multiasset_model.pt b/MyIA.AI.Notebooks/QuantConnect/Python/transformer_multiasset_model.pt index 5ce47896e6..b427948302 100644 --- a/MyIA.AI.Notebooks/QuantConnect/Python/transformer_multiasset_model.pt +++ b/MyIA.AI.Notebooks/QuantConnect/Python/transformer_multiasset_model.pt @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ab75edf80b2dced743b4f363769df0e12e624e7e13c46de8b3a4515405f44410 -size 17928263 +oid sha256:85976b347c8dc832b025ecd7a94f5a013bfc2664c9f6774f820a6a5255851d98 +size 17927824