From 81195d5d282adb37c580fa3b37bfa9f11a3ddd95 Mon Sep 17 00:00:00 2001 From: jsboige Date: Wed, 23 Sep 2026 03:52:15 +0200 Subject: [PATCH 1/2] =?UTF-8?q?fix(qc,#16795):=20determinisme=20GPU=20stri?= =?UTF-8?q?ct=20=E2=80=94=20residu=20non=20couvert=20(QC-Py-31/32,=20resea?= =?UTF-8?q?rch=5Frl=5Fgrpo)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Three notebooks from the closed QC determinism series whose re-executed states were NOT covered on main (arbitrage c.38 volet QC, DM po2026-arb-16795-qc-volet) : main already carries the same fixes for QC-Py-22/23/24/33/34 + 6 research via #16803/#16806/#16807/#16811/#16812/#16815/#16816/#16818/#16822/#16823/#16824. Cherry-picked states from the retained branches feature/16795-qcdet-pr{A,B,C}. C.2: execution_count+outputs coherents (17/17, 15/15, 7/7), 0 error, 0 NotImplementedError; machine attestee dans les sorties (PyTorch 2.6.0+cu124, device cuda, NVIDIA RTX 3080 Ti; GRPO 4 seeds pour research_rl_grpo). Co-Authored-By: Claude Sonnet 5 --- .../QC-Py-31-Transformer-Training.ipynb | 780 +++++++++++------- .../Python/QC-Py-32-RL-DQN-Trading.ipynb | 548 ++++++------ .../research/research_rl_grpo.ipynb | 310 +++++-- 3 files changed, 1024 insertions(+), 614 deletions(-) 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 9706b8965c..5cc089576a 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 @@ -5,10 +5,10 @@ "id": "cell-0", "metadata": { "papermill": { - "duration": 0.007475, - "end_time": "2026-04-29T15:28:25.747416+00:00", + "duration": 0.004895, + "end_time": "2026-09-19T10:58:30.676711", "exception": false, - "start_time": "2026-04-29T15:28:25.739941+00:00", + "start_time": "2026-09-19T10:58:30.671816", "status": "completed" }, "tags": [] @@ -63,10 +63,10 @@ "id": "cell-1", "metadata": { "papermill": { - "duration": 0.009052, - "end_time": "2026-04-29T15:28:25.762334+00:00", + "duration": 0.004439, + "end_time": "2026-09-19T10:58:30.685025", "exception": false, - "start_time": "2026-04-29T15:28:25.753282+00:00", + "start_time": "2026-09-19T10:58:30.680586", "status": "completed" }, "tags": [] @@ -83,10 +83,10 @@ "id": "cell-2", "metadata": { "papermill": { - "duration": 0.00771, - "end_time": "2026-04-29T15:28:25.779583+00:00", + "duration": 0.004153, + "end_time": "2026-09-19T10:58:30.693902", "exception": false, - "start_time": "2026-04-29T15:28:25.771873+00:00", + "start_time": "2026-09-19T10:58:30.689749", "status": "completed" }, "tags": [] @@ -108,10 +108,10 @@ "id": "cell-3", "metadata": { "papermill": { - "duration": 0.0098, - "end_time": "2026-04-29T15:28:25.798677+00:00", + "duration": 0.004117, + "end_time": "2026-09-19T10:58:30.702064", "exception": false, - "start_time": "2026-04-29T15:28:25.788877+00:00", + "start_time": "2026-09-19T10:58:30.697947", "status": "completed" }, "tags": [] @@ -162,16 +162,16 @@ "id": "cell-4", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:25.814908Z", - "iopub.status.busy": "2026-04-29T15:28:25.814639Z", - "iopub.status.idle": "2026-04-29T15:28:31.577869Z", - "shell.execute_reply": "2026-04-29T15:28:31.576529Z" + "iopub.execute_input": "2026-09-19T10:58:30.711670Z", + "iopub.status.busy": "2026-09-19T10:58:30.711670Z", + "iopub.status.idle": "2026-09-19T10:58:33.795494Z", + "shell.execute_reply": "2026-09-19T10:58:33.794508Z" }, "papermill": { - "duration": 5.772923, - "end_time": "2026-04-29T15:28:31.580324+00:00", + "duration": 3.08904, + "end_time": "2026-09-19T10:58:33.795494", "exception": false, - "start_time": "2026-04-29T15:28:25.807401+00:00", + "start_time": "2026-09-19T10:58:30.706454", "status": "completed" }, "tags": [] @@ -181,7 +181,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PyTorch version: 2.11.0+cu128\n", + "PyTorch version: 2.6.0+cu124\n", "Device: cuda\n", "GPU: NVIDIA GeForce RTX 3080 Ti Laptop GPU\n", "VRAM: 17.2 GB\n", @@ -190,7 +190,8 @@ " Sequence: 60 jours -> Prediction: 5 jours\n", " Transformer: d_model=256, nhead=8, layers=4\n", " FFN dim: 1024, Dropout: 0.1\n", - " Batch size: 32, Epochs: 25, LR: 0.0005\n" + " Batch size: 32, Epochs: 25, LR: 0.0005\n", + "Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\n" ] } ], @@ -253,7 +254,16 @@ "print(f\" Sequence: {SEQ_LEN} jours -> Prediction: {PRED_LEN} jours\")\n", "print(f\" Transformer: d_model={D_MODEL}, nhead={NHEAD}, layers={NUM_LAYERS}\")\n", "print(f\" FFN dim: {DIM_FEEDFORWARD}, Dropout: {DROPOUT}\")\n", - "print(f\" Batch size: {BATCH_SIZE}, Epochs: {EPOCHS}, LR: {LR}\")" + "print(f\" Batch size: {BATCH_SIZE}, Epochs: {EPOCHS}, LR: {LR}\")\n", + "\n", + "# Determinisme GPU (issue #16795) : une graine seule ne garantit rien --\n", + "# cuDNN choisit ses algorithmes de facon non deterministe par defaut.\n", + "torch.use_deterministic_algorithms(True)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False\n", + "import os\n", + "os.environ['CUBLAS_WORKSPACE_CONFIG'] = ':4096:8'\n", + "print(f\"Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\")\n" ] }, { @@ -261,10 +271,10 @@ "id": "cell-5", "metadata": { "papermill": { - "duration": 0.010539, - "end_time": "2026-04-29T15:28:31.602384+00:00", + "duration": 0.004378, + "end_time": "2026-09-19T10:58:33.805380", "exception": false, - "start_time": "2026-04-29T15:28:31.591845+00:00", + "start_time": "2026-09-19T10:58:33.801002", "status": "completed" }, "tags": [] @@ -295,10 +305,10 @@ "id": "cell-6", "metadata": { "papermill": { - "duration": 0.010684, - "end_time": "2026-04-29T15:28:31.623774+00:00", + "duration": 0.004118, + "end_time": "2026-09-19T10:58:33.814028", "exception": false, - "start_time": "2026-04-29T15:28:31.613090+00:00", + "start_time": "2026-09-19T10:58:33.809910", "status": "completed" }, "tags": [] @@ -328,16 +338,16 @@ "id": "cell-7", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:31.646717Z", - "iopub.status.busy": "2026-04-29T15:28:31.646047Z", - "iopub.status.idle": "2026-04-29T15:28:34.740828Z", - "shell.execute_reply": "2026-04-29T15:28:34.739612Z" + "iopub.execute_input": "2026-09-19T10:58:33.824149Z", + "iopub.status.busy": "2026-09-19T10:58:33.824149Z", + "iopub.status.idle": "2026-09-19T10:58:36.132793Z", + "shell.execute_reply": "2026-09-19T10:58:36.131793Z" }, "papermill": { - "duration": 3.108098, - "end_time": "2026-04-29T15:28:34.742273+00:00", + "duration": 2.314177, + "end_time": "2026-09-19T10:58:36.132793", "exception": false, - "start_time": "2026-04-29T15:28:31.634175+00:00", + "start_time": "2026-09-19T10:58:33.818616", "status": "completed" }, "tags": [] @@ -420,7 +430,15 @@ "output_type": "stream", "text": [ "\r", - "[************ 24% ] 8 of 33 completed" + "[************* 27% ] 9 of 33 completed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + "[************** 30% ] 10 of 33 completed" ] }, { @@ -428,7 +446,6 @@ "output_type": "stream", "text": [ "\r", - "[************** 30% ] 10 of 33 completed\r", "[************** 30% ] 10 of 33 completed" ] }, @@ -453,8 +470,14 @@ "output_type": "stream", "text": [ "\r", - "[******************* 39% ] 13 of 33 completed\r", - "[**********************45% ] 15 of 33 completed\r", + "[******************** 42% ] 14 of 33 completed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", "[**********************45% ] 15 of 33 completed" ] }, @@ -463,7 +486,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************52% ] 17 of 33 completed" + "[**********************48% ] 16 of 33 completed" ] }, { @@ -479,7 +502,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************58%*** ] 19 of 33 completed" + "[**********************55%* ] 18 of 33 completed" ] }, { @@ -487,7 +510,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************61%**** ] 20 of 33 completed" + "[**********************58%*** ] 19 of 33 completed" ] }, { @@ -495,7 +518,8 @@ "output_type": "stream", "text": [ "\r", - "[**********************64%****** ] 21 of 33 completed" + "[**********************58%*** ] 19 of 33 completed\r", + "[**********************58%*** ] 19 of 33 completed" ] }, { @@ -535,7 +559,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************79%************* ] 26 of 33 completed" + "[**********************76%*********** ] 25 of 33 completed" ] }, { @@ -559,10 +583,17 @@ "output_type": "stream", "text": [ "\r", - "[**********************88%***************** ] 29 of 33 completed\r", "[**********************88%***************** ] 29 of 33 completed" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + "[**********************91%******************* ] 30 of 33 completed" + ] + }, { "name": "stderr", "output_type": "stream", @@ -576,15 +607,15 @@ "output_type": "stream", "text": [ "\r", - "[**********************97%********************** ] 32 of 33 completed\r", - "[*********************100%***********************] 33 of 33 completed" + "[**********************97%********************** ] 32 of 33 completed" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "\n" + "\r", + "[*********************100%***********************] 33 of 33 completed" ] }, { @@ -608,11 +639,18 @@ "Apercu des 5 premieres lignes:\n", "Ticker AAPL MSFT GOOGL AMZN NVDA\n", "Date \n", - "2014-01-02 17.140663 30.760904 27.627512 19.898500 0.373844\n", - "2014-01-03 16.764154 30.553986 27.425978 19.822001 0.369365\n", - "2014-01-06 16.855570 29.908302 27.731756 19.681499 0.374315\n", - "2014-01-07 16.735023 30.140079 28.266376 19.901501 0.380444\n", - "2014-01-08 16.841005 29.602013 28.325201 20.096001 0.385630\n" + "2014-01-02 17.110126 30.636768 27.593285 19.898500 0.372991\n", + "2014-01-03 16.734287 30.430653 27.391998 19.822001 0.368523\n", + "2014-01-06 16.825544 29.787577 27.697401 19.681499 0.373462\n", + "2014-01-07 16.705214 30.018419 28.231359 19.901501 0.379576\n", + "2014-01-08 16.811001 29.482523 28.290108 20.096001 0.384750\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -679,10 +717,10 @@ "id": "cell-8", "metadata": { "papermill": { - "duration": 0.006105, - "end_time": "2026-04-29T15:28:34.754968+00:00", + "duration": 0.006007, + "end_time": "2026-09-19T10:58:36.144303", "exception": false, - "start_time": "2026-04-29T15:28:34.748863+00:00", + "start_time": "2026-09-19T10:58:36.138296", "status": "completed" }, "tags": [] @@ -711,10 +749,10 @@ "id": "cell-9", "metadata": { "papermill": { - "duration": 0.006194, - "end_time": "2026-04-29T15:28:34.770610+00:00", + "duration": 0.006007, + "end_time": "2026-09-19T10:58:36.155322", "exception": false, - "start_time": "2026-04-29T15:28:34.764416+00:00", + "start_time": "2026-09-19T10:58:36.149315", "status": "completed" }, "tags": [] @@ -742,16 +780,16 @@ "id": "cell-10", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:34.792192Z", - "iopub.status.busy": "2026-04-29T15:28:34.791246Z", - "iopub.status.idle": "2026-04-29T15:28:35.358023Z", - "shell.execute_reply": "2026-04-29T15:28:35.356775Z" + "iopub.execute_input": "2026-09-19T10:58:36.168343Z", + "iopub.status.busy": "2026-09-19T10:58:36.167341Z", + "iopub.status.idle": "2026-09-19T10:58:36.460238Z", + "shell.execute_reply": "2026-09-19T10:58:36.459626Z" }, "papermill": { - "duration": 0.578469, - "end_time": "2026-04-29T15:28:35.359636+00:00", + "duration": 0.301413, + "end_time": "2026-09-19T10:58:36.461243", "exception": false, - "start_time": "2026-04-29T15:28:34.781167+00:00", + "start_time": "2026-09-19T10:58:36.159830", "status": "completed" }, "tags": [] @@ -768,23 +806,23 @@ "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 87.0794 0.0011 0.0055 0.0219 0.0155 0.0160 \n", - "std 65.8283 0.0176 0.0370 0.0767 0.0085 0.0075 \n", - "min 15.4874 -0.1286 -0.1753 -0.2677 0.0036 0.0048 \n", - "25% 28.0757 -0.0070 -0.0159 -0.0243 0.0099 0.0110 \n", - "50% 51.1730 0.0010 0.0067 0.0231 0.0137 0.0144 \n", - "75% 145.9233 0.0101 0.0272 0.0753 0.0189 0.0191 \n", - "max 257.6127 0.1198 0.1841 0.3453 0.0801 0.0680 \n", + "mean 86.9242 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% 28.0257 -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% 145.6633 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", "\n", " momentum rsi vix_level vix_change yield_spread \\\n", "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 3.1801 9.1400 -0.2816 -0.9900 \n", - "25% -1.5844 43.0726 13.1975 -0.0432 -0.7223 \n", + "min -11.5655 3.1800 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 97.3974 82.6900 1.1560 0.1800 \n", + "75% 5.6948 69.3731 20.7925 0.0364 -0.2157 \n", + "max 19.9282 97.3975 82.6900 1.1560 0.1800 \n", "\n", " yield_curve_slope \n", "count 2768.0000 \n", @@ -902,39 +940,77 @@ }, { "cell_type": "markdown", - "metadata": {}, + "id": "cell-ab2bb9c5", + "metadata": { + "papermill": { + "duration": 0.006017, + "end_time": "2026-09-19T10:58:36.472771", + "exception": false, + "start_time": "2026-09-19T10:58:36.466754", + "status": "completed" + }, + "tags": [] + }, "source": [ - "### Exercice 1 : Ajouter des features de correlation inter-actifs\n\nLe Transformer peut exploiter les relations entre actifs. Ajoutez une feature de **correlation rolling 20j** entre chaque action et SPY.\n\n**Indices** :\n- `# Indice` : Utilisez `close.pct_change().rolling(20).corr(spy_returns)`\n- `# Étape 1` : Calculer les returns de SPY comme reference\n- `# Étape 2` : Pour chaque ticker, calculer la correlation rolling 20j avec SPY\n- `# Étape 3` : Ajouter la colonne `corr_spy_20d` au DataFrame" - ], - "id": "cell-ab2bb9c5" + "### Exercice 1 : Ajouter des features de correlation inter-actifs\n", + "\n", + "Le Transformer peut exploiter les relations entre actifs. Ajoutez une feature de **correlation rolling 20j** entre chaque action et SPY.\n", + "\n", + "**Indices** :\n", + "- `# Indice` : Utilisez `close.pct_change().rolling(20).corr(spy_returns)`\n", + "- `# Étape 1` : Calculer les returns de SPY comme reference\n", + "- `# Étape 2` : Pour chaque ticker, calculer la correlation rolling 20j avec SPY\n", + "- `# Étape 3` : Ajouter la colonne `corr_spy_20d` au DataFrame" + ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 4, + "id": "cell-b3d5cdef", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T10:58:36.485822Z", + "iopub.status.busy": "2026-09-19T10:58:36.485822Z", + "iopub.status.idle": "2026-09-19T10:58:36.491822Z", + "shell.execute_reply": "2026-09-19T10:58:36.490822Z" + }, + "papermill": { + "duration": 0.013051, + "end_time": "2026-09-19T10:58:36.491822", + "exception": false, + "start_time": "2026-09-19T10:58:36.478771", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Exercice a completer\n" + "Exercice a completer : Features de correlation inter-actifs\n" ] } ], "source": [ - "# Exercice 1 : Features de correlation inter-actifs\n# TODO etudiant : Ajouter la correlation rolling 20j avec SPY\n# Etape 1 : Calculer les returns SPY comme reference\n# Etape 2 : Calculer corr(returns_ticker, returns_spy).rolling(20)\n# Etape 3 : Ajouter au DataFrame\ncorr_features = None # TODO etudiant : remplacer par le calcul\nprint(\"Exercice a completer : Features de correlation inter-actifs\")" - ], - "id": "cell-b3d5cdef" + "# Exercice 1 : Features de correlation inter-actifs\n", + "# TODO etudiant : Ajouter la correlation rolling 20j avec SPY\n", + "# Etape 1 : Calculer les returns SPY comme reference\n", + "# Etape 2 : Calculer corr(returns_ticker, returns_spy).rolling(20)\n", + "# Etape 3 : Ajouter au DataFrame\n", + "corr_features = None # TODO etudiant : remplacer par le calcul\n", + "print(\"Exercice a completer : Features de correlation inter-actifs\")" + ] }, { "cell_type": "markdown", "id": "cell-11", "metadata": { "papermill": { - "duration": 0.009636, - "end_time": "2026-04-29T15:28:35.376305+00:00", + "duration": 0.006537, + "end_time": "2026-09-19T10:58:36.504470", "exception": false, - "start_time": "2026-04-29T15:28:35.366669+00:00", + "start_time": "2026-09-19T10:58:36.497933", "status": "completed" }, "tags": [] @@ -969,10 +1045,10 @@ "id": "cell-12", "metadata": { "papermill": { - "duration": 0.011782, - "end_time": "2026-04-29T15:28:35.399558+00:00", + "duration": 0.006, + "end_time": "2026-09-19T10:58:36.515469", "exception": false, - "start_time": "2026-04-29T15:28:35.387776+00:00", + "start_time": "2026-09-19T10:58:36.509469", "status": "completed" }, "tags": [] @@ -1001,20 +1077,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "cell-13", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:35.422268Z", - "iopub.status.busy": "2026-04-29T15:28:35.421860Z", - "iopub.status.idle": "2026-04-29T15:28:36.899978Z", - "shell.execute_reply": "2026-04-29T15:28:36.898860Z" + "iopub.execute_input": "2026-09-19T10:58:36.527981Z", + "iopub.status.busy": "2026-09-19T10:58:36.527981Z", + "iopub.status.idle": "2026-09-19T10:58:37.431479Z", + "shell.execute_reply": "2026-09-19T10:58:37.430479Z" }, "papermill": { - "duration": 1.48864, - "end_time": "2026-04-29T15:28:36.901881+00:00", + "duration": 0.9105, + "end_time": "2026-09-19T10:58:37.431479", "exception": false, - "start_time": "2026-04-29T15:28:35.413241+00:00", + "start_time": "2026-09-19T10:58:36.520979", "status": "completed" }, "tags": [] @@ -1024,13 +1100,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Construction des sequences...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Construction des sequences...\n", "Sequences totales: 81090\n", "Shape X: (81090, 60, 12) [n_samples, seq_len, n_features]\n", "Shape y_reg: (81090,)\n", @@ -1050,7 +1120,7 @@ "\n", "Normalisation appliquee (StandardScaler fitte sur train)\n", " Features: 12\n", - " Train mean: 0.0000, std: 1.0000\n", + " Train mean: -0.0000, std: 1.0000\n", "\n", "DataLoaders crees:\n", " Train batches: 1774\n", @@ -1173,10 +1243,10 @@ "id": "cell-14", "metadata": { "papermill": { - "duration": 0.008779, - "end_time": "2026-04-29T15:28:36.925355+00:00", + "duration": 0.006, + "end_time": "2026-09-19T10:58:37.443990", "exception": false, - "start_time": "2026-04-29T15:28:36.916576+00:00", + "start_time": "2026-09-19T10:58:37.437990", "status": "completed" }, "tags": [] @@ -1206,10 +1276,10 @@ "id": "cell-15", "metadata": { "papermill": { - "duration": 0.006732, - "end_time": "2026-04-29T15:28:36.938480+00:00", + "duration": 0.00503, + "end_time": "2026-09-19T10:58:37.454876", "exception": false, - "start_time": "2026-04-29T15:28:36.931748+00:00", + "start_time": "2026-09-19T10:58:37.449846", "status": "completed" }, "tags": [] @@ -1239,20 +1309,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "cell-16", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:36.953156Z", - "iopub.status.busy": "2026-04-29T15:28:36.952851Z", - "iopub.status.idle": "2026-04-29T15:28:37.204955Z", - "shell.execute_reply": "2026-04-29T15:28:37.203104Z" + "iopub.execute_input": "2026-09-19T10:58:37.467959Z", + "iopub.status.busy": "2026-09-19T10:58:37.467959Z", + "iopub.status.idle": "2026-09-19T10:58:37.617433Z", + "shell.execute_reply": "2026-09-19T10:58:37.616725Z" }, "papermill": { - "duration": 0.26228, - "end_time": "2026-04-29T15:28:37.207439+00:00", + "duration": 0.158061, + "end_time": "2026-09-19T10:58:37.617937", "exception": false, - "start_time": "2026-04-29T15:28:36.945159+00:00", + "start_time": "2026-09-19T10:58:37.459876", "status": "completed" }, "tags": [] @@ -1502,39 +1572,78 @@ }, { "cell_type": "markdown", - "metadata": {}, + "id": "cell-5e739084", + "metadata": { + "papermill": { + "duration": 0.004999, + "end_time": "2026-09-19T10:58:37.628873", + "exception": false, + "start_time": "2026-09-19T10:58:37.623874", + "status": "completed" + }, + "tags": [] + }, "source": [ - "### Exercice 2 : Modifier le nombre de têtes d'attention\n\nChangez le **nombre de têtes d'attention** de 4 a 8 et observez l'impact sur les performances. Plus de tetes permet de capturer des patterns différents mais augmente le cout de calcul.\n\n**Indices** :\n- `# Indice` : Le paramètre `nhead` est défini dans la configuration du modèle\n- `# Indice` : `d_model` doit etre divisible par `nhead`\n- `# Étape 1` : Verifier que d_model est divisible par 8\n- `# Étape 2` : Modifier nhead=8 dans la configuration\n- `# Étape 3` : Relancer l'entrainement et comparer" - ], - "id": "cell-5e739084" + "### Exercice 2 : Modifier le nombre de têtes d'attention\n", + "\n", + "Changez le **nombre de têtes d'attention** de 4 a 8 et observez l'impact sur les performances. Plus de tetes permet de capturer des patterns différents mais augmente le cout de calcul.\n", + "\n", + "**Indices** :\n", + "- `# Indice` : Le paramètre `nhead` est défini dans la configuration du modèle\n", + "- `# Indice` : `d_model` doit etre divisible par `nhead`\n", + "- `# Étape 1` : Verifier que d_model est divisible par 8\n", + "- `# Étape 2` : Modifier nhead=8 dans la configuration\n", + "- `# Étape 3` : Relancer l'entrainement et comparer" + ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 7, + "id": "cell-a0cbecac", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T10:58:37.641114Z", + "iopub.status.busy": "2026-09-19T10:58:37.640114Z", + "iopub.status.idle": "2026-09-19T10:58:37.648467Z", + "shell.execute_reply": "2026-09-19T10:58:37.647716Z" + }, + "papermill": { + "duration": 0.014956, + "end_time": "2026-09-19T10:58:37.648467", + "exception": false, + "start_time": "2026-09-19T10:58:37.633511", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Exercice a completer\n" + "Exercice a completer : Impact du nombre de tetes d'attention\n" ] } ], "source": [ - "# Exercice 2 : Impact du nombre de tetes d'attention\n# TODO etudiant : Tester nhead=8 et comparer avec nhead=4\n# Etape 1 : Verifier d_model % 8 == 0\n# Etape 2 : Modifier nhead dans la config\n# Etape 3 : Comparer les performances\nnhead_comparison = None # TODO etudiant : remplacer par les resultats\nprint(\"Exercice a completer : Impact du nombre de tetes d'attention\")" - ], - "id": "cell-a0cbecac" + "# Exercice 2 : Impact du nombre de tetes d'attention\n", + "# TODO etudiant : Tester nhead=8 et comparer avec nhead=4\n", + "# Etape 1 : Verifier d_model % 8 == 0\n", + "# Etape 2 : Modifier nhead dans la config\n", + "# Etape 3 : Comparer les performances\n", + "nhead_comparison = None # TODO etudiant : remplacer par les resultats\n", + "print(\"Exercice a completer : Impact du nombre de tetes d'attention\")" + ] }, { "cell_type": "markdown", "id": "cell-17", "metadata": { "papermill": { - "duration": 0.012569, - "end_time": "2026-04-29T15:28:37.235425+00:00", + "duration": 0.005023, + "end_time": "2026-09-19T10:58:37.659598", "exception": false, - "start_time": "2026-04-29T15:28:37.222856+00:00", + "start_time": "2026-09-19T10:58:37.654575", "status": "completed" }, "tags": [] @@ -1567,10 +1676,10 @@ "id": "cell-18", "metadata": { "papermill": { - "duration": 0.01175, - "end_time": "2026-04-29T15:28:37.257760+00:00", + "duration": 0.006686, + "end_time": "2026-09-19T10:58:37.670801", "exception": false, - "start_time": "2026-04-29T15:28:37.246010+00:00", + "start_time": "2026-09-19T10:58:37.664115", "status": "completed" }, "tags": [] @@ -1598,20 +1707,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "cell-19", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:37.280617Z", - "iopub.status.busy": "2026-04-29T15:28:37.280153Z", - "iopub.status.idle": "2026-04-29T15:28:37.296183Z", - "shell.execute_reply": "2026-04-29T15:28:37.295146Z" + "iopub.execute_input": "2026-09-19T10:58:37.683961Z", + "iopub.status.busy": "2026-09-19T10:58:37.682962Z", + "iopub.status.idle": "2026-09-19T10:58:37.709822Z", + "shell.execute_reply": "2026-09-19T10:58:37.709822Z" }, "papermill": { - "duration": 0.029238, - "end_time": "2026-04-29T15:28:37.297892+00:00", + "duration": 0.035387, + "end_time": "2026-09-19T10:58:37.711326", "exception": false, - "start_time": "2026-04-29T15:28:37.268654+00:00", + "start_time": "2026-09-19T10:58:37.675939", "status": "completed" }, "tags": [] @@ -1768,10 +1877,10 @@ "id": "cell-20", "metadata": { "papermill": { - "duration": 0.009724, - "end_time": "2026-04-29T15:28:37.318109+00:00", + "duration": 0.005, + "end_time": "2026-09-19T10:58:37.722333", "exception": false, - "start_time": "2026-04-29T15:28:37.308385+00:00", + "start_time": "2026-09-19T10:58:37.717333", "status": "completed" }, "tags": [] @@ -1792,20 +1901,20 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "id": "cell-21", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:37.337012Z", - "iopub.status.busy": "2026-04-29T15:28:37.336601Z", - "iopub.status.idle": "2026-04-29T15:28:40.048971Z", - "shell.execute_reply": "2026-04-29T15:28:40.047551Z" + "iopub.execute_input": "2026-09-19T10:58:37.735848Z", + "iopub.status.busy": "2026-09-19T10:58:37.734848Z", + "iopub.status.idle": "2026-09-19T10:58:39.420710Z", + "shell.execute_reply": "2026-09-19T10:58:39.420710Z" }, "papermill": { - "duration": 2.725582, - "end_time": "2026-04-29T15:28:40.050591+00:00", + "duration": 1.693411, + "end_time": "2026-09-19T10:58:39.422259", "exception": false, - "start_time": "2026-04-29T15:28:37.325009+00:00", + "start_time": "2026-09-19T10:58:37.728848", "status": "completed" }, "tags": [] @@ -1822,7 +1931,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Modele final trouve: d:\\dev\\CoursIA\\MyIA.AI.Notebooks\\QuantConnect\\Python\\transformer_multiasset_model.pt\n", + "Modele final trouve: D:\\Dev\\CoursIA-qcdetA\\MyIA.AI.Notebooks\\QuantConnect\\Python\\transformer_multiasset_model.pt\n", "Modele charge, entrainement saute.\n", "\n", "Modele deja entraine et charge. Aucun entrainement necessaire.\n" @@ -1986,10 +2095,10 @@ "id": "cell-22", "metadata": { "papermill": { - "duration": 0.013664, - "end_time": "2026-04-29T15:28:40.074316+00:00", + "duration": 0.006038, + "end_time": "2026-09-19T10:58:39.433385", "exception": false, - "start_time": "2026-04-29T15:28:40.060652+00:00", + "start_time": "2026-09-19T10:58:39.427347", "status": "completed" }, "tags": [] @@ -2018,10 +2127,10 @@ "id": "cell-23", "metadata": { "papermill": { - "duration": 0.006841, - "end_time": "2026-04-29T15:28:40.094690+00:00", + "duration": 0.005988, + "end_time": "2026-09-19T10:58:39.445378", "exception": false, - "start_time": "2026-04-29T15:28:40.087849+00:00", + "start_time": "2026-09-19T10:58:39.439390", "status": "completed" }, "tags": [] @@ -2041,20 +2150,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "cell-24", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:40.120651Z", - "iopub.status.busy": "2026-04-29T15:28:40.119987Z", - "iopub.status.idle": "2026-04-29T15:28:40.619400Z", - "shell.execute_reply": "2026-04-29T15:28:40.618173Z" + "iopub.execute_input": "2026-09-19T10:58:39.458943Z", + "iopub.status.busy": "2026-09-19T10:58:39.457911Z", + "iopub.status.idle": "2026-09-19T10:58:39.751577Z", + "shell.execute_reply": "2026-09-19T10:58:39.750667Z" }, "papermill": { - "duration": 0.514825, - "end_time": "2026-04-29T15:28:40.620966+00:00", + "duration": 0.3002, + "end_time": "2026-09-19T10:58:39.751577", "exception": false, - "start_time": "2026-04-29T15:28:40.106141+00:00", + "start_time": "2026-09-19T10:58:39.451377", "status": "completed" }, "tags": [] @@ -2062,7 +2171,7 @@ "outputs": [ { "data": { - "image/png": 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AAADAS/r3H2L+PX36lPTs2TVWCTxLXF/z77/XpG3bZ2Tbtp+latVqsT4WAAAAkg4SfwAAAAAAwNZu3g53+5y/n58EB/p7uK9IcHCAy74pgx58Bl2LFg2lePGScvDgnzJt2ruyfPln8uuv28wMvXTp0suYMZMka9asZgbf5s2/yrx578n586Hy998n5fTp01K16qPy2mv97vs+ly5dklu3bkr69BnM47VrV8snn3woERER8tBDBaRv3wGSOnUa2bRpg8ye/Y6kSJFCHn64tBw5clhmzJj9wJ8PAAAA8Y/EHwAAcBg9erh8/fVKty0ybdosKV++osct1qNHFylXroJ06tSVVgYAAElW53lb3D5X5j+Zpe9TDzsev7zwJ7l1JyLGfYvlzCAjW5Z3PH51yTZ5t0PVOJ1b5cqPyJtvjjNlQI8dOyKzZs035ThHjRom33yzRp577nmX/TVJ+M47c+XOnTvSunVzady4uRQsWCjG8qDh4Xfk4sV/JG/efNK7dx8pWfJhOXbsqHzxxTJ59925kiJFSlm4cJ7Mnz9H2rRpL2+9NV7ee2+B5MiRUyZPHh+nzwUAAJIO+oN8C4k/AADgoB0+PXv2ltu3w+Xbb7+Rjz9eLHPmLHQ8b40C99SYMRMlMDCIFgYAAHhAOrNO5cmTV3r1el1WrvxS/vrruOzZs1ty5codbf8KFSpJcHCwuelrrly5fM9Sn59++qE5ZtWq1c3j7du3mSRj164dzWNNIOr77N79m5QsWdok/VSjRk1l6tRJfK8AAPhIf1C3bj3MffqDkj8SfwAAwCFt2rSmPFVYWLi57+/vL1myZH3gFoptohAAAMAb5naqds9Sn85mtq96z1Kfzqa0qRznc0uZMqX5d//+fTJs2AB59tnnpVatOhIQ4C+RkZHR9teEn7OY9nHWqlVr+fnnH2XGjCkyYMBQCQ+PkDp16sorr/Q1z9+4cUNu3w6TXbt+k8jImGc6AgCA5E37gPRm3ac/KHkj8QcAQCLRThd3ZaESSopAf/GL0ln1oE6fPiUtWzaSzp27yccfL5F69erLq6++IR988L6sWPGFhIaekwwZMkrjxs2kY8cu0Up9atmI9OnTS2hoqGzZ8r3Zt0uX7lK/foN4OT8AAIAHFZt1+BJq3/vZuXO7lC9fSZo2bSHXrl2TSZPGSbVqNeLl2D16vCodO7aR5s1bmdhNqz60a9dRMmfOItOmvSWpUqWUdu06mfKeZ86ckRw5csiaNaviLc4EAMDXJec+IfqDkh8SfwAAJFKAN/KLXXLw7JVEbe8iOdLLkMZl4rVTZvfuXTJv3gcSERFhOnw+/fQjGT58tOTOnUe2bv3x/zuhHpOiRYtFe+2yZZ/Kiy++JF27viyfffaJTJw4RqpXr+kYVQYAAICY1alTTwYO7Cvt2z8rAQGBUqhQYTl16u94aa4CBQrKk08+LdOnT5Hp09+Tjh1flFde6S4REZGSP39+6dnzVUmdOrX06TNA3nijtynlni9ffkmRIgVfFwAANukToj8o+SDxBwBAIvGVAdGtWj1nknxKZ/kNHDhMKla8W8aqSZMW8v77c+To0cMxJv4KFSoibdq0N/c7d+4qS5d+ZPYtVapMIn8KAACApCVnzlzy2WcrXLY5Pw4Jyeay9rKzzZt/Nf9qlQVnM2bMvuf+zvr1G+y4//TTTczN2ZUrV2Tv3t9l/vwlEhgYaAZ/aSwIAADs0SdEf1DyQeIPAIBEoKOrdJRVci3rELVTylK+fEXZu3ePzJo1Q44fPyp//nlALly4YGYDxiRPnryO+2nS3J3ld+fOnXg9PwAAAMS/dOnSSVjYLenQ4Tkz4zBPnjzSr98QmhoAAJv0CdEflHyQ+AMAIJFosBWf67x4S3BwsOO+ru2n6740bNhYatasLS+//Ir06tXN7WuDgoJiLHkBAACApB/L9uz5mvTs6e0zAQAg+fGFPiH6g5IPEn8AAOCBffHFMnnhhc7SunU78/jq1avyzz8XSOYBAAAAAAD4KPqDkjYSfwAA4IFlyJBBfv11m1SvXlOuX78us2fPNKU7b98Oo1UBAAAAAAB8EP1BSRuJPwAA8MB69+4jY8aMkA4dWkumTJmkTp26kjJlKrPWHwAAAAAAAHwP/UFJm18kC+vEKDT0amJ/F8lGcHCAhIWFe/s0bId2p+3thmuetk+KQkLSefsUkg1iKff4/eYdtLv30Pa0u91wzbtHLOU5Yil+xpIafrfR9nbDNU/bJ+dYyj/BzwQAAAAAAAAAAABAgqPUJwAAAAAAgJe8/PKL0rBhE6lfv4FjW3h4uDRr1kDeeWeu5M6dJ9prRo8eLuXKVZCnnmrosr1Fi4aSMmVKCQwMMo+vXbsqxYoVl0GDRkiqVKkS4dMAAADA20j8AQAAAAAAe7t9y/1zfn4igcGe7xucynXfoBT3fOunn24s69Z97ZL427btJ8mXL3+MSb/7mThxquTMmevu29++Ld27d5I1a1ZJ06YtYn0sAAAAJD8k/gAAAAAAgK2FzH7R7XO38pWRK0+/7nicdf7L4ncnLMZ9w3IVkxvPDHE8zrLoNbnQaeY937tWrcdl2rS35J9/LkjmzFnMtq+/XmUSgr/9tl1mz54pt27dkqtXr0rXri/L448/4fHn0hl/165dk/Tp05vH27b9LHPmvGNmFGbNmk3eeGOgZM0aIrt2/SZvvTVB/P39pEyZ8vLTT5vlk0++8Ph9AAAAkHSQ+AMAAAAAAPASLc1Zq1YdWb9+rbRq1dok+Hbt2iGDBg2XN98cIn37DpICBQrKjh2/yttvT7xv4q9v394SEBAg//zzj4SEhEizZq2kdu26cunSJXnnnWkybdq7kj59BjPLUI83fPgYGTFisIwZM1GKFSshH364yCQGAQAAkDyR+AMAAAAAALYW2mXOvct3Ojnf8R4z+Pz8xKkoqFxo95ZH76+z+3TGnSb+vv12ndSsWVtSpEghQ4a8KT/++IN8//1G2bv3d7lx44bHpT43bdogU6dOlho1aoqfn595/Zkzp6VXr5fMfpGREeLn5y+HDx+SjBkzmqSfatSomXz++VKPzhsAAABJD4k/AAAAAABgb/dZhy+h9y1R4mEJC7slf/11zKzH9/rr/cz2l19+UcqWLS8VKlSUChUqmZl5ntLk4datP8nYsSNl6tR3JSIiXMqUKSvjx09xrP939eoVuXDhgkRERHr+mQAAAJCk+Xv7BAAAAAAAAOxOZ/19/PESk5ArXLioXLlyWU6cOC4vvviSVK1a3azPFxEREatj6mv37ftDvv/+O5Nc1Fl/f/113DynJT0nThwr+fM/JP/+e00OHNhvtq9Zs9LMEAQAAEDyxIw/AAAAAAAAL6tX7ylp1uwp6dnzNfNY1+F7+ukm0rZtK0mTJo2ULFlKbt68KdevX/f4mJkyZZY2bdqZtf0WL/5U+vcfKsOGDTBr+GXKlEWGDBkpQUFBMmzYaBk/fpQWAJVChYqYMqMAAABInvwiIyOp5xCD0NCrif9tJBPBwQESFsZC37S7fXDN0+520b17Z8mePYeMHj022u/5deu+NuvOfPXVWgkOdl655q7Tp09Jy5aNZOnSr8yaMtWrV5Rp02ZJ+fIVo+27Y8ev0qtXN9m8+VePzmvDhvVSrlx503E1b9578ttv22XGjNniDSEh6bzyvskRsZR7/F3xDtrde2h72t1ukts1r91Cmhjs0KGTpEmTVn744TtZu/ZrGTVqfLy/F7GU54ilfOdnzFfQ7rS93djtmrf6hIYN04FA4tU+Iee2T0p9QkmBp7EUM/4AAIDx+ONPyOzZM015qajVwDds+Eb++9/aMQZ4MfnyyzVmlHpcnTlzWoYO7W+CR/Xcc22lZctn+cYAAADiiZb1zJQpk3Tt+oIEBgaZ+/36eb6WIAAA8K0+Ia0G4Iw+oeSHNf4AAIBRq9bjcuPGDbN+jDNd80W31a1b3+OWypIla7RA8UFELUyQOnXqeEkoAgAA4H9at24nixcvlQULPpQpU2ZKjhw5aR4AAGzYJ/Trr1tdttMnlDwx4w8AgMSiSaw7YYnb3oHBOozbo111dHfFilVk48YNUqnSo47tP/ywySTb/vOffDJ48Bvy66+/yK1bN+WhhwrIK6/0ldKly0Y7lnNZBw0SJ0wYIz/+uNkkBBs1auKy7+7dO+Xdd6fLn3/uNyPOy5Ytb9afyZo1qykVofTfgQOHmfIRzmUd9uzZLTNnTpWDBw841rBp0qSFeW706OGSPn16CQ0NlS1bvpcMGTJKly7dpX79BnFqUgAAAAAAAF/sE9q0aaNUrVrdq31CQ4dqf05m+oTigMQfAACJITJSMn4+SoLOHEzU9r6ds7BcajrY40Dv8cfrycyZb8vrrw+QgIAARz31OnXqysiRQyRt2nTy3nvvS0REhMyaNV0mTx4nCxd+fM9jTpw4Vv7665hJ1l26dNEk5CzXrl2TN954RZ55po0MGTJSzp8PlTFjRsrixe+bAHLOnIXy4ovtzb8FChSUxYsXOl577NhR6dXrJXnmmdYyYMAQ2bt3jzmfTJmySM2atcw+y5Z9Ki+++JJ07fqyfPbZJzJx4hipXr2mpE2b9gFbFAAAAAAAwHf7hMLDB3q1T2jBgvnSq1cf+oTigFKfAAAkFs/iLK/ShJmWdti16zdHEPbLL1rm80mpUeO/8uqrfSVfvvxmZFezZq3k6NEj9zyevn7jxvUmiVe0aDGpUqWqdOjQ2fG8jhJr376z2ZYrV24zUkzXErSOmzFjJse/KVKkdDn2ihXLpUiRoiap95//5Jcnn3xamjd/Rj78cJFjn0KFikibNu0ld+480rlzV7l165YcPXo4XtsMAAAAAADAF/qErl/3fp/QkSP0CcUVM/4AAEgMfn53R1kl4bIOKnXqNFKtWg357rtvTUmGH374TnLmzCXFihWXggULyfr1a015zePHj8mBA/vNKK97OXHiuISHh0vhwkUc24oXL+G4r2UeNGH3ySdL5ODBP80svkOH/pRSpcrc91yPHTsmJUqUdNlWqlRp+fLLZY7HefLkddxPk+buLL87d+542BoAAAAAAAD26RN69NHqXu8TKlMmevnQqOgTujcSfwAAJBYNtoJSJPn2fuKJJ2XSpPHy6qtvyIYN38jjjz9hgrlXX31Zrl69ako8VKv2mNy+fVsGDerr0TEjtZb9/wsMDHLcDw09J507t5WiRYubWvKNGjU1dd/37v39vscMDg6Oti08PMLcLEFBQfc8FwAAAAAAgASXTPqE6tatL2+/PdGrfUL79u257zHpE7o3En8AAMBFtWrV5c03h8mOHb/K9u2/SK9er8uxY0dk584dsmLFN2bBZ/X550vvm0jTxZ8DAwNl374/pGLFymbbwYMHHM9///1GSZcug0yY8LZjm67FZ9GFne91bD0nZ3v37jbbAQAAkotx496U/fv3yZ07t+XkyROSP38Bs71hwybSvHkrj47RoUNrWbDgQ4/fUzvrFi6cZ0by+/n5S1BQoLzwQhczyv/06VPSs2dX+eyzFQ/8mQAAQPJUtWo1GTt2hFf7hKxj0if04Ej8AQCAaKOmHnuslsyYMUUKFCgkefP+R86dOyv+/v7y7bdrpXr1mrJv316ZP/89s39YmPtSFVpes379Bma02IABw0z99vnzZzueT58+g5w9e0Z+/XWbKR+htd83bdogxYrdLf2QMmUq86+WesiQIaPLsZs2bSlLl34s770305SG0FmCGnjqqDQAAIDYuHk73PybItDf0cl0JzxC7kRESoC/nwQF+EfbNzjQX/yj7KuPg4MDXPZNGfS/xzHp33+I+ddKuMUmgWeJ7WtGjx5uYr7ZsxeYdZT/+uu49OrVTcaMmSiZMmWO9fsDAADfkBT6hKxlXegTenD/i1wBAAD+X926T5j66vqvypYtu7z+en9ZsmSRtG3bSj74YIH07t1HAgICXEZrxUQXf3744dKmLIR2MjVv/ozjudq165rSooMH95POnduZEWU9erwix48fNcFjxowZzfNDhw6QlSu/cDlujhw5ZMKEKbJ164/Svv2zZtR6jx6vSoMGjfgeAQBArHSet8Xcrt687di2audJs23hD4dc9n154U9m+4Wrtxzb1u89ZbbN/c41Lnp1ybY4fRMtWjSUIUP6y7PPNjOdbjrg6cUX28tzzzWTLl06yPnz581+1atXNP/Om/eejB8/yiTxWrZsLG+9NT7aMXVW4ZYt35vBUpr0s0bkjxgxVtKlS++y7+bNm6RjxzbSqVNbE8tdvPhPnD4PAABI+rzdJ3T0KH1CceUXyUI3MQoNvRrnxvVVOnoxLOzuCEfQ7nbANU+72w3XvHshIekS8ZtI3oil3ONnzDtod++h7Wn35OD5Wd+bf99p/4ikT3V3HeEvt/8lS385Jv8tlkM6/7eIY99OczfLrTsRMqV1ZQlJfzdxtmb3SVn84xF5tFCIvPLUw47/M7+04Cd5t0NVj84hphKbmvhr376TKfupCbuZM9+WUaMmmI62UaOGScGCheW55543ib/Nm381ib+fftoi77wzV+7cuSOtWzeXyZOnS8GChRzH1NH0H374gcyZs/C+5/HCC61l8OCR5vVaaSFPnrymBNiDIpbyHLGUe/xd8Q7a3Xtoe9rdbrjm4x5LUeoTAAAAAADY2txO1RylPi0NyuaRJ0rnNqU+nc1sX9VR6tPyeMlc8t/iOR2lPy1T2txdzyYudJS80qSbrrOzcuWXpjTnnj27JVeu3NH2r1ChkinTpTd9zZUrl12e11Jdno4Br1Hjv9K3b2+pUaOmVK/+mFSq9Ij4mlu3bsmIESNk3bp1kjJlSunYsaO5xeTAgQMyfPhw2bt3r+TLl08GDRokjzxyt020WsWUKVNk1apVcuPGDalcubIMGTLEVKlQ33zzjfTo0cPleE888YRMmzYtET4lAACwE0p9AgAAAAAAW9N1+PRmre+nAgP8zTbn9f2c9/WPYV/nZKC1b5zPLeXdWYX79++TV17pLhEREVKrVh157LH/xpjA04Sfs6j7FC1aQo4dO2KSU85WrPgiWmn1jh27yNtvzzTr7rzzzjRTWt3XTJgwQfbs2SMLFy6UYcOGyYwZM2TNmjXR9rt69apJCBYqVEhWrFghdevWNYm8CxcumOc1gbd+/XqZNGmSfPTRR2bGpT5vtf+hQ4ekVq1asnnzZsdt1KhRif55AQCA7yPxBwAAAAAAkMTt3LldypevJE2btpD8+QvItm1bTRIwtnQGWrVqj8mUKRPMbDd15MhhmT9/tuTPX9BlX13HRz377PPSqlVr+fPP/eJLrl+/LkuXLjUz90qWLGmSeZ07d5YlS5ZE23f58uWSOnVqM+NPZ/v16tXL/KtJQ+v5V1991cz00+Tgm2++Kb///rscP37cPH/48GEpUqSIhISEOG7p07uuqQgAABAfKPUJAAAAAACQxNWpU08GDuwr7ds/KwEBgVKoUGE5dervBzrWwIFD5d13Z0jHjm0kMDBIgoOD5I03BsrDD5cya/xZunXrKUOG9DfvpzMP+/TpL75k//79ZmZeuXLlHNsqVKggs2bNMklVLYtq2bZtm9SpU8esr2hZtmyZ+Vf3nThxopQoUSLGmYJW4u/RRx9N4E8EAAAg4hfpaWF3m2ERZfdYXNM7aHfvoe1pd7vhmo/7IsogluJnLOnhdxttbzdc87R9UpTUYqm1a9fKyJEjZcuWLY5tmqB76qmn5KeffpLMmTM7tjdu3FgaNGggJ06ckA0bNkju3LmlX79+JlEYEy35+dlnn8n3338vQUFBJrlYu3Ztsz5geHi41K9f38wajFqa1UK/lHv8fvMO2t17aHva3W645uMeSwX6ygLLf/zxh6nF/ueff5qSCvq6hx9+ONp+X3/9tbzyyitmQWYAAABfRiwFAADgnq5zGDXxZj0OCwuLVhZ09uzZ0q5dO5kzZ46sWrVKOnXqZPqZcubM6bKvrvU3f/580zelx/v7778d7/X222/LyZMnzfp+N2/elMGDB8d4bkFmzUm+vZgEBsZ97UzEHu3uPbQ97W43XPNxF5hcFlg+deqUGUmVK1cuMyoqavDVpUsXadiwoYwbN84soty1a1f55ptvTP11y5UrV2T06NFe+CQAAACJj1gKAADAvRQpUkRL8FmPdQC6My3xWbx4cTNLT2lZT50p+OWXX0q3bt1ckn464Pz555+Xli1bmm06O3Dr1q2SIUMG8fPzM8fR8qB9+/aVAQMGuJQPtdy+Hc5Xdw9hYbSPN9Du3kPb0+52wzUfN/8rVp6MF1hevXq1CdbeeOMNKViwoHlNmjRpZM2aNdE6v/LmzZuInwIAAMA7iKUAAADuLXv27HLx4kWzzp8lNDTUJP3Sp0/vsm9ISIgUKFDAZVv+/Pnl9OnTjsc6C7B3797yzDPPyMCBA132zZgxo0n6WbT/SqszXL58ma8JAADYI/HnboHlXbt2mVFRznSbPmcFUPpv+fLlZefOnS6LMOvNeRQWAACAryKWAgAAuDedeRcYGOjSf7R9+3YpVaqU+Pu7dpmVLVs22rIxR44cMbP5lK4JqAPS27RpI0OGDHHZ74cffpAqVaqYcp+Wffv2mWSg8zqCAAAAPp340xFWmTJlcqm1njVrVjMa6tKlS9H2zZYtm8u2LFmyyJkzZxxlGjToGjp0aLRSDQAAAL6IWAoAAODeUqVKJU2aNJHhw4fL7t27HWvz6Tp+Vjyl6/CpZ5991iT+pk+fLsePH5epU6fKiRMnpHHjxmbgus7wq1Spkrz44ovmddZN+6R0ULtWqtL1/DRZuGnTJlOVSitbAQCQVLRo0VCqV6/ouNWoUUmefLK29O//mpw9eyZB33f16hWSWN57b6asWPGFuf/nn/tdPrPeOnVq69j31Km/pXfv7vL449Xl+edbyrZtPzueu3DhvHTv3lnq1asp48ePlsjISMdzy5Z9KlOnTnZ538uXL0nHjm1Mjsu2a/zFZoFld/ta+82cOdOUC61evbqpqe4JFlF2j8U1vYN29x7anna3G65530AslXTxM0a72w3XPO1uN1zzyYuusaeJv/bt20vatGmlZ8+eUq9ePfOc9iONHTtWmjVrZmb2zZ07V0aPHi2zZ882pTr1Xy0XqjMGT506ZW76GmeLFi0ys/3mzZsnY8aMkebNm5vlaTSRSOIPAJDU9Or1utSpU9fc18qLx44dkYkTx8ro0cNl2rRZktz99dcx+f77jbJw4cfm8bFjR6Vw4SIyadI0xz5aDUBpIm/AgD5SsGAhmTv3A/nhh+9k4MA+snjxZ5IjRw5ZsmShZMyYSd577315441XZMuW76V69Zpy+/ZtWbr0Y5kxY7bLe2fIkFGqVXtMFi9eIJ06dbVn4i82Cyy721f3+/PPP+XTTz+VFStilzFmEeV7Y3FN76DdvYe2p93thms++SOWStr4GaPd7YZrnna3m9hc8y+//KI0bNhE6tdv4NgWHh4uzZo1kHfemSu5c+eJ9hrtfCtXroI89VRDl+3aQbV06Ufy9dcrRQed64ooLVs+59hPR7Fv3vxrnD6bL876Gz9+vLlFFbW0py4z8/nnn0fbL6YyoFEVLlxY3n///Xg4YwAAEo4OgsmSJavjcUhINuncuZuMHDlErl27Zp5PzhYvXij16z/tSO5p4i9fvodcPrNlx45f5dSpkzJr1nwTL+TP/5D8+usvsmrVlyZxpxUAHnvsv/LQQwWkRImH5fjxYybxt3Lll1K1ajVTwTKqJk2aS5s2LaV163bmmLYr9RmbBZZ13/Pnz7ts08da/nPdunVmoeS6deua0gpackHp/a+++iqRPg0AAEDiIpYCACAWbt+6e3Mq0SThd+5uC7/tZt+I6PvecR2UbLbdx9NPN5Z167522bZt20+SL1/+GJN+9zJ79juydevPMm3ae7JgwYcyefJ0Mxp906YNsToOAACIfzqwx91NZ9d5uq/ePNk3vgQFBZl/rfVvjx49Iq+91kPq1n1Matd+1JS71ASalSzT0p3Ll38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" ] @@ -2146,10 +2255,10 @@ "id": "cell-25", "metadata": { "papermill": { - "duration": 0.007252, - "end_time": "2026-04-29T15:28:40.640527+00:00", + "duration": 0.005001, + "end_time": "2026-09-19T10:58:39.763577", "exception": false, - "start_time": "2026-04-29T15:28:40.633275+00:00", + "start_time": "2026-09-19T10:58:39.758576", "status": "completed" }, "tags": [] @@ -2177,10 +2286,10 @@ "id": "cell-26", "metadata": { "papermill": { - "duration": 0.014198, - "end_time": "2026-04-29T15:28:40.670059+00:00", + "duration": 0.005508, + "end_time": "2026-09-19T10:58:39.776810", "exception": false, - "start_time": "2026-04-29T15:28:40.655861+00:00", + "start_time": "2026-09-19T10:58:39.771302", "status": "completed" }, "tags": [] @@ -2195,20 +2304,20 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "cell-27", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:40.692568Z", - "iopub.status.busy": "2026-04-29T15:28:40.692020Z", - "iopub.status.idle": "2026-04-29T15:28:45.710054Z", - "shell.execute_reply": "2026-04-29T15:28:45.708691Z" + "iopub.execute_input": "2026-09-19T10:58:39.791166Z", + "iopub.status.busy": "2026-09-19T10:58:39.789810Z", + "iopub.status.idle": "2026-09-19T10:58:42.200547Z", + "shell.execute_reply": "2026-09-19T10:58:42.199560Z" }, "papermill": { - "duration": 5.031274, - "end_time": "2026-04-29T15:28:45.711364+00:00", + "duration": 2.41769, + "end_time": "2026-09-19T10:58:42.200547", "exception": false, - "start_time": "2026-04-29T15:28:40.680090+00:00", + "start_time": "2026-09-19T10:58:39.782857", "status": "completed" }, "tags": [] @@ -2223,16 +2332,18 @@ "============================================================\n", "\n", "Metriques de regression:\n", - " MSE: 8.636657\n", - " MAE: 2.155941\n", - " Correlation: nan\n", + " MSE: 8.636676\n", + " MAE: 2.155939\n", + " Correlation: 0.0160\n", "\n", "Metriques de classification:\n", " Direction Accuracy: 55.51%\n", " Amelioration vs random: 5.5 points de %\n", "\n", - "Rendement moyen par quantile de prediction (0 quantiles):\n", - "Series([], Name: target, dtype: float32)\n" + "Rendement moyen par quantile de prediction (1 quantiles):\n", + "pred_quantile\n", + "Q1 0.3918\n", + "Name: target, dtype: float32\n" ] } ], @@ -2282,10 +2393,10 @@ "id": "cell-28", "metadata": { "papermill": { - "duration": 0.014637, - "end_time": "2026-04-29T15:28:45.741615+00:00", + "duration": 0.006698, + "end_time": "2026-09-19T10:58:42.212796", "exception": false, - "start_time": "2026-04-29T15:28:45.726978+00:00", + "start_time": "2026-09-19T10:58:42.206098", "status": "completed" }, "tags": [] @@ -2313,10 +2424,10 @@ "id": "cell-29", "metadata": { "papermill": { - "duration": 0.011409, - "end_time": "2026-04-29T15:28:45.766292+00:00", + "duration": 0.005566, + "end_time": "2026-09-19T10:58:42.225223", "exception": false, - "start_time": "2026-04-29T15:28:45.754883+00:00", + "start_time": "2026-09-19T10:58:42.219657", "status": "completed" }, "tags": [] @@ -2331,20 +2442,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "cell-30", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:45.790349Z", - "iopub.status.busy": "2026-04-29T15:28:45.789618Z", - "iopub.status.idle": "2026-04-29T15:28:46.239646Z", - "shell.execute_reply": "2026-04-29T15:28:46.238449Z" + "iopub.execute_input": "2026-09-19T10:58:42.239566Z", + "iopub.status.busy": "2026-09-19T10:58:42.239566Z", + "iopub.status.idle": "2026-09-19T10:58:42.465918Z", + "shell.execute_reply": "2026-09-19T10:58:42.464935Z" }, "papermill": { - "duration": 0.467093, - "end_time": "2026-04-29T15:28:46.241010+00:00", + "duration": 0.235756, + "end_time": "2026-09-19T10:58:42.467525", "exception": false, - "start_time": "2026-04-29T15:28:45.773917+00:00", + "start_time": "2026-09-19T10:58:42.231769", "status": "completed" }, "tags": [] @@ -2352,7 +2463,7 @@ "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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" ] @@ -2415,10 +2526,10 @@ "id": "cell-31", "metadata": { "papermill": { - "duration": 0.010183, - "end_time": "2026-04-29T15:28:46.262460+00:00", + "duration": 0.006837, + "end_time": "2026-09-19T10:58:42.481234", "exception": false, - "start_time": "2026-04-29T15:28:46.252277+00:00", + "start_time": "2026-09-19T10:58:42.474397", "status": "completed" }, "tags": [] @@ -2445,10 +2556,10 @@ "id": "cell-32", "metadata": { "papermill": { - "duration": 0.008224, - "end_time": "2026-04-29T15:28:46.285173+00:00", + "duration": 0.009142, + "end_time": "2026-09-19T10:58:42.499320", "exception": false, - "start_time": "2026-04-29T15:28:46.276949+00:00", + "start_time": "2026-09-19T10:58:42.490178", "status": "completed" }, "tags": [] @@ -2463,20 +2574,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "cell-33", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:46.309614Z", - "iopub.status.busy": "2026-04-29T15:28:46.308941Z", - "iopub.status.idle": "2026-04-29T15:28:47.482858Z", - "shell.execute_reply": "2026-04-29T15:28:47.481607Z" + "iopub.execute_input": "2026-09-19T10:58:42.519409Z", + "iopub.status.busy": "2026-09-19T10:58:42.517797Z", + "iopub.status.idle": "2026-09-19T10:58:43.122214Z", + "shell.execute_reply": "2026-09-19T10:58:43.121205Z" }, "papermill": { - "duration": 1.190443, - "end_time": "2026-04-29T15:28:47.484102+00:00", + "duration": 0.615401, + "end_time": "2026-09-19T10:58:43.122719", "exception": false, - "start_time": "2026-04-29T15:28:46.293659+00:00", + "start_time": "2026-09-19T10:58:42.507318", "status": "completed" }, "tags": [] @@ -2492,7 +2603,7 @@ }, { "data": { - "image/png": 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" ] @@ -2508,9 +2619,9 @@ "Analyse des poids d'attention:\n", " Tete 0 - Top 5 positions les plus attentives: [55 7 42 52 10]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n", - " Tete 3 - Top 5 positions les plus attentives: [48 42 55 47 40]\n", + " Tete 3 - Top 5 positions les plus attentives: [48 42 47 55 40]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n", - " Tete 7 - Top 5 positions les plus attentives: [49 47 40 41 37]\n", + " Tete 7 - Top 5 positions les plus attentives: [49 47 40 37 43]\n", " Poids correspondants: [0.017 0.017 0.017 0.017 0.017]\n" ] } @@ -2576,10 +2687,10 @@ "id": "cell-34", "metadata": { "papermill": { - "duration": 0.11842, - "end_time": "2026-04-29T15:28:47.614087+00:00", + "duration": 0.007692, + "end_time": "2026-09-19T10:58:43.138359", "exception": false, - "start_time": "2026-04-29T15:28:47.495667+00:00", + "start_time": "2026-09-19T10:58:43.130667", "status": "completed" }, "tags": [] @@ -2607,10 +2718,10 @@ "id": "cell-35", "metadata": { "papermill": { - "duration": 0.025146, - "end_time": "2026-04-29T15:28:47.660136+00:00", + "duration": 0.007398, + "end_time": "2026-09-19T10:58:43.151357", "exception": false, - "start_time": "2026-04-29T15:28:47.634990+00:00", + "start_time": "2026-09-19T10:58:43.143959", "status": "completed" }, "tags": [] @@ -2627,20 +2738,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "cell-36", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:47.705026Z", - "iopub.status.busy": "2026-04-29T15:28:47.704324Z", - "iopub.status.idle": "2026-04-29T15:28:48.083213Z", - "shell.execute_reply": "2026-04-29T15:28:48.082079Z" + "iopub.execute_input": "2026-09-19T10:58:43.167119Z", + "iopub.status.busy": "2026-09-19T10:58:43.167119Z", + "iopub.status.idle": "2026-09-19T10:58:43.419798Z", + "shell.execute_reply": "2026-09-19T10:58:43.418902Z" }, "papermill": { - "duration": 0.405909, - "end_time": "2026-04-29T15:28:48.085418+00:00", + "duration": 0.26094, + "end_time": "2026-09-19T10:58:43.419798", "exception": false, - "start_time": "2026-04-29T15:28:47.679509+00:00", + "start_time": "2026-09-19T10:58:43.158858", "status": "completed" }, "tags": [] @@ -2648,7 +2759,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -2770,39 +2881,78 @@ }, { "cell_type": "markdown", - "metadata": {}, + "id": "cell-1110361c", + "metadata": { + "papermill": { + "duration": 0.008148, + "end_time": "2026-09-19T10:58:43.436614", + "exception": false, + "start_time": "2026-09-19T10:58:43.428466", + "status": "completed" + }, + "tags": [] + }, "source": [ - "### Exercice 3 : Ajouter une metrique de Calmar Ratio au backtest\n\nLe **Calmar Ratio** = CAGR / |Max Drawdown|. Il mesure le rendement ajuste au risque de drawdown. Calculez-le pour les predictions du Transformer.\n\n**Indices** :\n- `# Indice` : CAGR = (valeur_finale / valeur_initiale)^(252/nb_jours) - 1\n- `# Indice` : Max Drawdown = min(cumulative / cummax - 1)\n- `# Étape 1` : Calculer le CAGR a partir de la courbe de portefeuille\n- `# Étape 2` : Calculer le Max Drawdown\n- `# Étape 3` : Calculer le Calmar Ratio = CAGR / |MaxDD|" - ], - "id": "cell-1110361c" + "### Exercice 3 : Ajouter une metrique de Calmar Ratio au backtest\n", + "\n", + "Le **Calmar Ratio** = CAGR / |Max Drawdown|. Il mesure le rendement ajuste au risque de drawdown. Calculez-le pour les predictions du Transformer.\n", + "\n", + "**Indices** :\n", + "- `# Indice` : CAGR = (valeur_finale / valeur_initiale)^(252/nb_jours) - 1\n", + "- `# Indice` : Max Drawdown = min(cumulative / cummax - 1)\n", + "- `# Étape 1` : Calculer le CAGR a partir de la courbe de portefeuille\n", + "- `# Étape 2` : Calculer le Max Drawdown\n", + "- `# Étape 3` : Calculer le Calmar Ratio = CAGR / |MaxDD|" + ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 15, + "id": "cell-c255f730", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T10:58:43.453599Z", + "iopub.status.busy": "2026-09-19T10:58:43.453599Z", + "iopub.status.idle": "2026-09-19T10:58:43.466831Z", + "shell.execute_reply": "2026-09-19T10:58:43.465942Z" + }, + "papermill": { + "duration": 0.023311, + "end_time": "2026-09-19T10:58:43.467335", + "exception": false, + "start_time": "2026-09-19T10:58:43.444024", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Exercice a completer\n" + "Exercice a completer : Calmar Ratio du Transformer\n" ] } ], "source": [ - "# Exercice 3 : Calmar Ratio du Transformer\n# TODO etudiant : Calculer le Calmar Ratio (CAGR / |MaxDD|) des predictions Transformer\n# Etape 1 : Calculer le CAGR\n# Etape 2 : Calculer le Max Drawdown\n# Etape 3 : Calmar = CAGR / |MaxDD|\ncalmar_ratio = None # TODO etudiant : remplacer par le calcul\nprint(\"Exercice a completer : Calmar Ratio du Transformer\")" - ], - "id": "cell-c255f730" + "# Exercice 3 : Calmar Ratio du Transformer\n", + "# TODO etudiant : Calculer le Calmar Ratio (CAGR / |MaxDD|) des predictions Transformer\n", + "# Etape 1 : Calculer le CAGR\n", + "# Etape 2 : Calculer le Max Drawdown\n", + "# Etape 3 : Calmar = CAGR / |MaxDD|\n", + "calmar_ratio = None # TODO etudiant : remplacer par le calcul\n", + "print(\"Exercice a completer : Calmar Ratio du Transformer\")" + ] }, { "cell_type": "markdown", "id": "cell-37", "metadata": { "papermill": { - "duration": 0.012511, - "end_time": "2026-04-29T15:28:48.118946+00:00", + "duration": 0.00721, + "end_time": "2026-09-19T10:58:43.482367", "exception": false, - "start_time": "2026-04-29T15:28:48.106435+00:00", + "start_time": "2026-09-19T10:58:43.475157", "status": "completed" }, "tags": [] @@ -2830,10 +2980,10 @@ "id": "cell-38", "metadata": { "papermill": { - "duration": 0.022983, - "end_time": "2026-04-29T15:28:48.157565+00:00", + "duration": 0.008624, + "end_time": "2026-09-19T10:58:43.499114", "exception": false, - "start_time": "2026-04-29T15:28:48.134582+00:00", + "start_time": "2026-09-19T10:58:43.490490", "status": "completed" }, "tags": [] @@ -2848,20 +2998,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "id": "cell-39", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:48.201024Z", - "iopub.status.busy": "2026-04-29T15:28:48.200464Z", - "iopub.status.idle": "2026-04-29T15:28:48.251971Z", - "shell.execute_reply": "2026-04-29T15:28:48.250645Z" + "iopub.execute_input": "2026-09-19T10:58:43.516305Z", + "iopub.status.busy": "2026-09-19T10:58:43.516305Z", + "iopub.status.idle": "2026-09-19T10:58:43.559533Z", + "shell.execute_reply": "2026-09-19T10:58:43.559533Z" }, "papermill": { - "duration": 0.073644, - "end_time": "2026-04-29T15:28:48.254193+00:00", + "duration": 0.054894, + "end_time": "2026-09-19T10:58:43.561214", "exception": false, - "start_time": "2026-04-29T15:28:48.180549+00:00", + "start_time": "2026-09-19T10:58:43.506320", "status": "completed" }, "tags": [] @@ -2879,7 +3029,7 @@ " 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': 8.636656761169434, 'mae': 2.1559407711029053, 'correlation': np.float64(nan), 'dir_acc': 0.5550805656034199}\n" + " test_metrics: {'mse': 8.636675834655762, 'mae': 2.1559391021728516, 'correlation': np.float64(0.0159689077001281), 'dir_acc': 0.5550805656034199}\n" ] } ], @@ -2938,10 +3088,10 @@ "id": "cell-40", "metadata": { "papermill": { - "duration": 0.011228, - "end_time": "2026-04-29T15:28:48.286793+00:00", + "duration": 0.007844, + "end_time": "2026-09-19T10:58:43.577075", "exception": false, - "start_time": "2026-04-29T15:28:48.275565+00:00", + "start_time": "2026-09-19T10:58:43.569231", "status": "completed" }, "tags": [] @@ -2969,10 +3119,10 @@ "id": "cell-41", "metadata": { "papermill": { - "duration": 0.016968, - "end_time": "2026-04-29T15:28:48.322691+00:00", + "duration": 0.008239, + "end_time": "2026-09-19T10:58:43.592439", "exception": false, - "start_time": "2026-04-29T15:28:48.305723+00:00", + "start_time": "2026-09-19T10:58:43.584200", "status": "completed" }, "tags": [] @@ -3005,10 +3155,10 @@ "id": "cell-43", "metadata": { "papermill": { - "duration": 0.01183, - "end_time": "2026-04-29T15:28:48.396976+00:00", + "duration": 0.00805, + "end_time": "2026-09-19T10:58:43.607768", "exception": false, - "start_time": "2026-04-29T15:28:48.385146+00:00", + "start_time": "2026-09-19T10:58:43.599718", "status": "completed" }, "tags": [] @@ -3037,10 +3187,10 @@ "id": "cell-44", "metadata": { "papermill": { - "duration": 0.013302, - "end_time": "2026-04-29T15:28:48.422829+00:00", + "duration": 0.007862, + "end_time": "2026-09-19T10:58:43.623386", "exception": false, - "start_time": "2026-04-29T15:28:48.409527+00:00", + "start_time": "2026-09-19T10:58:43.615524", "status": "completed" }, "tags": [] @@ -3053,20 +3203,20 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "cell-45", "metadata": { "execution": { - "iopub.execute_input": "2026-04-29T15:28:48.453185Z", - "iopub.status.busy": "2026-04-29T15:28:48.452521Z", - "iopub.status.idle": "2026-04-29T15:28:48.463822Z", - "shell.execute_reply": "2026-04-29T15:28:48.462810Z" + "iopub.execute_input": "2026-09-19T10:58:43.640408Z", + "iopub.status.busy": "2026-09-19T10:58:43.640408Z", + "iopub.status.idle": "2026-09-19T10:58:43.653518Z", + "shell.execute_reply": "2026-09-19T10:58:43.653518Z" }, "papermill": { - "duration": 0.029019, - "end_time": "2026-04-29T15:28:48.465106+00:00", + "duration": 0.024087, + "end_time": "2026-09-19T10:58:43.654633", "exception": false, - "start_time": "2026-04-29T15:28:48.436087+00:00", + "start_time": "2026-09-19T10:58:43.630546", "status": "completed" }, "tags": [] @@ -3096,9 +3246,9 @@ " Periode: 2014-01-01 a 2025-01-01\n", "\n", "RESULTATS TEST\n", - " MSE: 8.636657\n", - " MAE: 2.155941\n", - " Correlation: nan\n", + " MSE: 8.636676\n", + " MAE: 2.155939\n", + " Correlation: 0.0160\n", " Direction Accuracy: 55.51%\n", "\n", "ENTRAINEMENT\n", @@ -3202,10 +3352,10 @@ "id": "cell-46", "metadata": { "papermill": { - "duration": 0.024807, - "end_time": "2026-04-29T15:28:48.505758+00:00", + "duration": 0.008802, + "end_time": "2026-09-19T10:58:43.670426", "exception": false, - "start_time": "2026-04-29T15:28:48.480951+00:00", + "start_time": "2026-09-19T10:58:43.661624", "status": "completed" }, "tags": [] @@ -3281,6 +3431,23 @@ } ], "metadata": { + "cost": { + "api_provider": "none", + "api_usd_est": 0.0, + "cpu_min": 4, + "external_account": "none", + "free_alternative": "self", + "gpu_min": 5, + "gpu_required": true, + "metadata_written": "2026-08-03", + "network": false, + "notes": "Transformer encoder training (SEQ_LEN=60, BATCH=32, EPOCHS=25). torch.cuda thermal-safe laptop GPU. ~15 min GPU.", + "reduced_pedagogical": null, + "reproducibility": "HIGH", + "validator": "manual", + "vram_gb": 4, + "vram_tier": "LOW" + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -3296,38 +3463,21 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.12" + "version": "3.10.19" }, "papermill": { "default_parameters": {}, - "duration": 26.60323, - "end_time": "2026-04-29T15:28:50.063095+00:00", + "duration": 15.265766, + "end_time": "2026-09-19T10:58:44.577548", "environment_variables": {}, "exception": null, - "input_path": "MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training.ipynb", - "output_path": "MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-31-Transformer-Training-executed.ipynb", + "input_path": "QC-Py-31-Transformer-Training.ipynb", + "output_path": "QC-Py-31-Transformer-Training_det.ipynb", "parameters": {}, - "start_time": "2026-04-29T15:28:23.459865+00:00", + "start_time": "2026-09-19T10:58:29.311782", "version": "2.7.0" - }, - "cost": { - "api_usd_est": 0.0, - "api_provider": "none", - "cpu_min": 4, - "gpu_min": 5, - "gpu_required": true, - "vram_gb": 4, - "vram_tier": "LOW", - "network": false, - "external_account": "none", - "free_alternative": "self", - "reduced_pedagogical": null, - "reproducibility": "HIGH", - "metadata_written": "2026-08-03", - "validator": "manual", - "notes": "Transformer encoder training (SEQ_LEN=60, BATCH=32, EPOCHS=25). torch.cuda thermal-safe laptop GPU. ~15 min GPU." } }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-32-RL-DQN-Trading.ipynb b/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-32-RL-DQN-Trading.ipynb index 934f22b3a5..10b5253fc1 100644 --- a/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-32-RL-DQN-Trading.ipynb +++ b/MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-32-RL-DQN-Trading.ipynb @@ -5,10 +5,10 @@ "id": "55d9a3d7", "metadata": { "papermill": { - "duration": 0.006965, - "end_time": "2026-08-20T01:50:06.984545+00:00", + "duration": 0.005569, + "end_time": "2026-09-19T11:04:18.305075", "exception": false, - "start_time": "2026-08-20T01:50:06.977580+00:00", + "start_time": "2026-09-19T11:04:18.299506", "status": "completed" }, "tags": [] @@ -30,10 +30,10 @@ "id": "8a2835f9", "metadata": { "papermill": { - "duration": 0.004549, - "end_time": "2026-08-20T01:50:06.996201+00:00", + "duration": 0.007176, + "end_time": "2026-09-19T11:04:18.320334", "exception": false, - "start_time": "2026-08-20T01:50:06.991652+00:00", + "start_time": "2026-09-19T11:04:18.313158", "status": "completed" }, "tags": [] @@ -55,10 +55,10 @@ "id": "79c943c0", "metadata": { "papermill": { - "duration": 0.00433, - "end_time": "2026-08-20T01:50:07.004796+00:00", + "duration": 0.00627, + "end_time": "2026-09-19T11:04:18.332631", "exception": false, - "start_time": "2026-08-20T01:50:07.000466+00:00", + "start_time": "2026-09-19T11:04:18.326361", "status": "completed" }, "tags": [] @@ -74,10 +74,10 @@ "id": "c438b578", "metadata": { "papermill": { - "duration": 0.004501, - "end_time": "2026-08-20T01:50:07.013798+00:00", + "duration": 0.004504, + "end_time": "2026-09-19T11:04:18.341027", "exception": false, - "start_time": "2026-08-20T01:50:07.009297+00:00", + "start_time": "2026-09-19T11:04:18.336523", "status": "completed" }, "tags": [] @@ -122,10 +122,10 @@ "id": "c342b437", "metadata": { "papermill": { - "duration": 0.00443, - "end_time": "2026-08-20T01:50:07.022882+00:00", + "duration": 0.004515, + "end_time": "2026-09-19T11:04:18.351310", "exception": false, - "start_time": "2026-08-20T01:50:07.018452+00:00", + "start_time": "2026-09-19T11:04:18.346795", "status": "completed" }, "tags": [] @@ -139,10 +139,10 @@ "id": "d3af45cd", "metadata": { "papermill": { - "duration": 0.004331, - "end_time": "2026-08-20T01:50:07.031666+00:00", + "duration": 0.005003, + "end_time": "2026-09-19T11:04:18.360320", "exception": false, - "start_time": "2026-08-20T01:50:07.027335+00:00", + "start_time": "2026-09-19T11:04:18.355317", "status": "completed" }, "tags": [] @@ -157,16 +157,16 @@ "id": "0f4b7b71", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:07.041987Z", - "iopub.status.busy": "2026-08-20T01:50:07.041987Z", - "iopub.status.idle": "2026-08-20T01:50:13.279907Z", - "shell.execute_reply": "2026-08-20T01:50:13.279483Z" + "iopub.execute_input": "2026-09-19T11:04:18.373641Z", + "iopub.status.busy": "2026-09-19T11:04:18.373641Z", + "iopub.status.idle": "2026-09-19T11:04:21.498795Z", + "shell.execute_reply": "2026-09-19T11:04:21.497806Z" }, "papermill": { - "duration": 6.245485, - "end_time": "2026-08-20T01:50:13.281586+00:00", + "duration": 3.13471, + "end_time": "2026-09-19T11:04:21.499794", "exception": false, - "start_time": "2026-08-20T01:50:07.036101+00:00", + "start_time": "2026-09-19T11:04:18.365084", "status": "completed" }, "tags": [] @@ -176,10 +176,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "PyTorch version: 2.12.0+cpu\n", - "CUDA available: False\n", - "Device: cpu\n", - "Seed: 42 (reproductible)\n" + "PyTorch version: 2.6.0+cu124\n", + "CUDA available: True\n", + "GPU: NVIDIA GeForce RTX 3080 Ti Laptop GPU\n", + "VRAM: 17.2 GB\n", + "Device: cuda\n", + "Seed: 42 (reproductible)\n", + "Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\n" ] } ], @@ -214,7 +217,15 @@ "if torch.cuda.is_available():\n", " torch.cuda.manual_seed_all(SEED)\n", "print(f\"Seed: {SEED} (reproductible)\")\n", - "\n" + "\n", + "# Determinisme GPU (issue #16795) : une graine seule ne garantit rien --\n", + "# cuDNN choisit ses algorithmes de facon non deterministe par defaut.\n", + "torch.use_deterministic_algorithms(True)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False\n", + "import os\n", + "os.environ['CUBLAS_WORKSPACE_CONFIG'] = ':4096:8'\n", + "print(f\"Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\")\n" ] }, { @@ -222,10 +233,10 @@ "id": "5ac04e30", "metadata": { "papermill": { - "duration": 0.002682, - "end_time": "2026-08-20T01:50:13.287146+00:00", + "duration": 0.004001, + "end_time": "2026-09-19T11:04:21.507957", "exception": false, - "start_time": "2026-08-20T01:50:13.284464+00:00", + "start_time": "2026-09-19T11:04:21.503956", "status": "completed" }, "tags": [] @@ -249,16 +260,16 @@ "id": "1c0bd5db", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:13.293380Z", - "iopub.status.busy": "2026-08-20T01:50:13.292373Z", - "iopub.status.idle": "2026-08-20T01:50:17.317811Z", - "shell.execute_reply": "2026-08-20T01:50:17.316607Z" + "iopub.execute_input": "2026-09-19T11:04:21.518360Z", + "iopub.status.busy": "2026-09-19T11:04:21.518360Z", + "iopub.status.idle": "2026-09-19T11:04:23.219734Z", + "shell.execute_reply": "2026-09-19T11:04:23.218717Z" }, "papermill": { - "duration": 4.028996, - "end_time": "2026-08-20T01:50:17.318672+00:00", + "duration": 1.708648, + "end_time": "2026-09-19T11:04:23.220680", "exception": false, - "start_time": "2026-08-20T01:50:13.289676+00:00", + "start_time": "2026-09-19T11:04:21.512032", "status": "completed" }, "tags": [] @@ -292,7 +303,14 @@ "output_type": "stream", "text": [ "\r", - "[****** 13% ] 2 of 15 completed\r", + "[********** 20% ] 3 of 15 completed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", "[************* 27% ] 4 of 15 completed" ] }, @@ -301,6 +319,7 @@ "output_type": "stream", "text": [ "\r", + "[**************** 33% ] 5 of 15 completed\r", "[**************** 33% ] 5 of 15 completed" ] }, @@ -309,7 +328,7 @@ "output_type": "stream", "text": [ "\r", - "[******************* 40% ] 6 of 15 completed" + "[**********************47% ] 7 of 15 completed" ] }, { @@ -317,7 +336,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************47% ] 7 of 15 completed" + "[**********************53% ] 8 of 15 completed" ] }, { @@ -333,7 +352,7 @@ "output_type": "stream", "text": [ "\r", - "[**********************60%**** ] 9 of 15 completed" + "[**********************67%******* ] 10 of 15 completed" ] }, { @@ -341,8 +360,6 @@ "output_type": "stream", "text": [ "\r", - "[**********************60%**** ] 9 of 15 completed\r", - "[**********************73%********** ] 11 of 15 completed\r", "[**********************73%********** ] 11 of 15 completed" ] }, @@ -351,7 +368,15 @@ "output_type": "stream", "text": [ "\r", - "[**********************87%***************** ] 13 of 15 completed" + "[**********************80%************* ] 12 of 15 completed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + "[**********************80%************* ] 12 of 15 completed" ] }, { @@ -417,10 +442,10 @@ "id": "aa259963", "metadata": { "papermill": { - "duration": 0.003242, - "end_time": "2026-08-20T01:50:17.325032+00:00", + "duration": 0.006003, + "end_time": "2026-09-19T11:04:23.232708", "exception": false, - "start_time": "2026-08-20T01:50:17.321790+00:00", + "start_time": "2026-09-19T11:04:23.226705", "status": "completed" }, "tags": [] @@ -455,16 +480,16 @@ "id": "86536b99", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:17.332268Z", - "iopub.status.busy": "2026-08-20T01:50:17.331267Z", - "iopub.status.idle": "2026-08-20T01:50:17.349017Z", - "shell.execute_reply": "2026-08-20T01:50:17.348280Z" + "iopub.execute_input": "2026-09-19T11:04:23.243253Z", + "iopub.status.busy": "2026-09-19T11:04:23.243253Z", + "iopub.status.idle": "2026-09-19T11:04:23.282947Z", + "shell.execute_reply": "2026-09-19T11:04:23.281631Z" }, "papermill": { - "duration": 0.022297, - "end_time": "2026-08-20T01:50:17.350148+00:00", + "duration": 0.047279, + "end_time": "2026-09-19T11:04:23.283976", "exception": false, - "start_time": "2026-08-20T01:50:17.327851+00:00", + "start_time": "2026-09-19T11:04:23.236697", "status": "completed" }, "tags": [] @@ -635,10 +660,10 @@ "id": "cell-ac30b999", "metadata": { "papermill": { - "duration": 0.003782, - "end_time": "2026-08-20T01:50:17.357237+00:00", + "duration": 0.008315, + "end_time": "2026-09-19T11:04:23.298896", "exception": false, - "start_time": "2026-08-20T01:50:17.353455+00:00", + "start_time": "2026-09-19T11:04:23.290581", "status": "completed" }, "tags": [] @@ -662,16 +687,16 @@ "id": "cell-6c6ecc9e", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:17.365415Z", - "iopub.status.busy": "2026-08-20T01:50:17.364407Z", - "iopub.status.idle": "2026-08-20T01:50:17.380301Z", - "shell.execute_reply": "2026-08-20T01:50:17.379293Z" + "iopub.execute_input": "2026-09-19T11:04:23.318834Z", + "iopub.status.busy": "2026-09-19T11:04:23.318834Z", + "iopub.status.idle": "2026-09-19T11:04:23.328460Z", + "shell.execute_reply": "2026-09-19T11:04:23.327827Z" }, "papermill": { - "duration": 0.021057, - "end_time": "2026-08-20T01:50:17.381567+00:00", + "duration": 0.020827, + "end_time": "2026-09-19T11:04:23.329468", "exception": false, - "start_time": "2026-08-20T01:50:17.360510+00:00", + "start_time": "2026-09-19T11:04:23.308641", "status": "completed" }, "tags": [] @@ -700,10 +725,10 @@ "id": "903e4402", "metadata": { "papermill": { - "duration": 0.003259, - "end_time": "2026-08-20T01:50:17.387927+00:00", + "duration": 0.004983, + "end_time": "2026-09-19T11:04:23.340557", "exception": false, - "start_time": "2026-08-20T01:50:17.384668+00:00", + "start_time": "2026-09-19T11:04:23.335574", "status": "completed" }, "tags": [] @@ -727,10 +752,10 @@ "id": "f15a908a", "metadata": { "papermill": { - "duration": 0.002984, - "end_time": "2026-08-20T01:50:17.394076+00:00", + "duration": 0.005912, + "end_time": "2026-09-19T11:04:23.351794", "exception": false, - "start_time": "2026-08-20T01:50:17.391092+00:00", + "start_time": "2026-09-19T11:04:23.345882", "status": "completed" }, "tags": [] @@ -744,10 +769,10 @@ "id": "c68a1ae0", "metadata": { "papermill": { - "duration": 0.003298, - "end_time": "2026-08-20T01:50:17.400914+00:00", + "duration": 0.005025, + "end_time": "2026-09-19T11:04:23.361814", "exception": false, - "start_time": "2026-08-20T01:50:17.397616+00:00", + "start_time": "2026-09-19T11:04:23.356789", "status": "completed" }, "tags": [] @@ -761,10 +786,10 @@ "id": "e217f4f9", "metadata": { "papermill": { - "duration": 0.003427, - "end_time": "2026-08-20T01:50:17.407272+00:00", + "duration": 0.007525, + "end_time": "2026-09-19T11:04:23.379288", "exception": false, - "start_time": "2026-08-20T01:50:17.403845+00:00", + "start_time": "2026-09-19T11:04:23.371763", "status": "completed" }, "tags": [] @@ -802,16 +827,16 @@ "id": "7c7e1cd6", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:17.417894Z", - "iopub.status.busy": "2026-08-20T01:50:17.417894Z", - "iopub.status.idle": "2026-08-20T01:50:17.458272Z", - "shell.execute_reply": "2026-08-20T01:50:17.457066Z" + "iopub.execute_input": "2026-09-19T11:04:23.402142Z", + "iopub.status.busy": "2026-09-19T11:04:23.402142Z", + "iopub.status.idle": "2026-09-19T11:04:23.559663Z", + "shell.execute_reply": "2026-09-19T11:04:23.558689Z" }, "papermill": { - "duration": 0.046646, - "end_time": "2026-08-20T01:50:17.459185+00:00", + "duration": 0.170929, + "end_time": "2026-09-19T11:04:23.561660", "exception": false, - "start_time": "2026-08-20T01:50:17.412539+00:00", + "start_time": "2026-09-19T11:04:23.390731", "status": "completed" }, "tags": [] @@ -827,7 +852,7 @@ " Hidden dim: 256\n", " Architecture: Dueling (Value + Advantage)\n", " Parametres: 135,045\n", - " Device: cpu\n" + " Device: cuda\n" ] } ], @@ -906,10 +931,10 @@ "id": "cell-e6c51132", "metadata": { "papermill": { - "duration": 0.003609, - "end_time": "2026-08-20T01:50:17.466534+00:00", + "duration": 0.010353, + "end_time": "2026-09-19T11:04:23.582510", "exception": false, - "start_time": "2026-08-20T01:50:17.462925+00:00", + "start_time": "2026-09-19T11:04:23.572157", "status": "completed" }, "tags": [] @@ -932,16 +957,16 @@ "id": "cell-bb0dd230", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:17.476520Z", - "iopub.status.busy": "2026-08-20T01:50:17.475997Z", - "iopub.status.idle": "2026-08-20T01:50:17.488406Z", - "shell.execute_reply": "2026-08-20T01:50:17.487668Z" + "iopub.execute_input": "2026-09-19T11:04:23.602953Z", + "iopub.status.busy": "2026-09-19T11:04:23.601960Z", + "iopub.status.idle": "2026-09-19T11:04:23.623013Z", + "shell.execute_reply": "2026-09-19T11:04:23.622197Z" }, "papermill": { - "duration": 0.019866, - "end_time": "2026-08-20T01:50:17.489900+00:00", + "duration": 0.031852, + "end_time": "2026-09-19T11:04:23.624123", "exception": false, - "start_time": "2026-08-20T01:50:17.470034+00:00", + "start_time": "2026-09-19T11:04:23.592271", "status": "completed" }, "tags": [] @@ -970,10 +995,10 @@ "id": "ac394d1d", "metadata": { "papermill": { - "duration": 0.004096, - "end_time": "2026-08-20T01:50:17.498515+00:00", + "duration": 0.004213, + "end_time": "2026-09-19T11:04:23.632951", "exception": false, - "start_time": "2026-08-20T01:50:17.494419+00:00", + "start_time": "2026-09-19T11:04:23.628738", "status": "completed" }, "tags": [] @@ -1004,16 +1029,16 @@ "id": "4482cb70", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:17.509518Z", - "iopub.status.busy": "2026-08-20T01:50:17.509518Z", - "iopub.status.idle": "2026-08-20T01:50:19.311705Z", - "shell.execute_reply": "2026-08-20T01:50:19.310975Z" + "iopub.execute_input": "2026-09-19T11:04:23.642856Z", + "iopub.status.busy": "2026-09-19T11:04:23.642856Z", + "iopub.status.idle": "2026-09-19T11:04:24.988815Z", + "shell.execute_reply": "2026-09-19T11:04:24.987911Z" }, "papermill": { - "duration": 1.810166, - "end_time": "2026-08-20T01:50:19.313008+00:00", + "duration": 1.351958, + "end_time": "2026-09-19T11:04:24.989814", "exception": false, - "start_time": "2026-08-20T01:50:17.502842+00:00", + "start_time": "2026-09-19T11:04:23.637856", "status": "completed" }, "tags": [] @@ -1143,10 +1168,10 @@ "id": "a6917b67", "metadata": { "papermill": { - "duration": 0.003149, - "end_time": "2026-08-20T01:50:19.319598+00:00", + "duration": 0.005425, + "end_time": "2026-09-19T11:04:24.999952", "exception": false, - "start_time": "2026-08-20T01:50:19.316449+00:00", + "start_time": "2026-09-19T11:04:24.994527", "status": "completed" }, "tags": [] @@ -1176,10 +1201,10 @@ "id": "b415464d", "metadata": { "papermill": { - "duration": 0.003657, - "end_time": "2026-08-20T01:50:19.326427+00:00", + "duration": 0.004742, + "end_time": "2026-09-19T11:04:25.009829", "exception": false, - "start_time": "2026-08-20T01:50:19.322770+00:00", + "start_time": "2026-09-19T11:04:25.005087", "status": "completed" }, "tags": [] @@ -1193,10 +1218,10 @@ "id": "2f5320bf", "metadata": { "papermill": { - "duration": 0.003238, - "end_time": "2026-08-20T01:50:19.333050+00:00", + "duration": 0.004008, + "end_time": "2026-09-19T11:04:25.018936", "exception": false, - "start_time": "2026-08-20T01:50:19.329812+00:00", + "start_time": "2026-09-19T11:04:25.014928", "status": "completed" }, "tags": [] @@ -1211,16 +1236,16 @@ "id": "9c27dfe8", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T01:50:19.340888Z", - "iopub.status.busy": "2026-08-20T01:50:19.340368Z", - "iopub.status.idle": "2026-08-20T02:01:49.942686Z", - "shell.execute_reply": "2026-08-20T02:01:49.941520Z" + "iopub.execute_input": "2026-09-19T11:04:25.031082Z", + "iopub.status.busy": "2026-09-19T11:04:25.030062Z", + "iopub.status.idle": "2026-09-19T11:30:55.495518Z", + "shell.execute_reply": "2026-09-19T11:30:55.494191Z" }, "papermill": { - "duration": 690.610838, - "end_time": "2026-08-20T02:01:49.947027+00:00", + "duration": 1590.474048, + "end_time": "2026-09-19T11:30:55.498525", "exception": false, - "start_time": "2026-08-20T01:50:19.336189+00:00", + "start_time": "2026-09-19T11:04:25.024477", "status": "completed" }, "tags": [] @@ -1241,72 +1266,72 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ep 20 | reward= -65.88 | steps= 280 | eps=0.908 | loss=0.0086 | val_sharpe=-2.440 | best=-2.440\n" + "Ep 20 | reward= -68.13 | steps= 154 | eps=0.908 | loss=0.0111 | val_sharpe=+0.588 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 40 | reward= -72.27 | steps= 204 | eps=0.835 | loss=0.0174 | val_sharpe=+0.405 | best=+0.405\n" + "Ep 40 | reward= -67.38 | steps= 207 | eps=0.832 | loss=0.0255 | val_sharpe=+0.366 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 60 | reward= -70.17 | steps= 167 | eps=0.764 | loss=0.0202 | val_sharpe=+1.528 | best=+1.528\n" + "Ep 60 | reward= -67.21 | steps= 157 | eps=0.771 | loss=0.0292 | val_sharpe=+0.587 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 80 | reward= -63.42 | steps= 233 | eps=0.699 | loss=0.0220 | val_sharpe=-2.918 | best=+1.528\n" + "Ep 80 | reward= -68.04 | steps= 256 | eps=0.684 | loss=0.0242 | val_sharpe=-1.398 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 100 | reward= -69.03 | steps= 132 | eps=0.651 | loss=0.0264 | val_sharpe=-1.982 | best=+1.528\n" + "Ep 100 | reward= -68.39 | steps= 321 | eps=0.584 | loss=0.0115 | val_sharpe=-4.526 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 120 | reward= -60.49 | steps= 118 | eps=0.607 | loss=0.0451 | val_sharpe=-1.662 | best=+1.528\n" + "Ep 120 | reward= -48.90 | steps= 132 | eps=0.500 | loss=0.0196 | val_sharpe=+0.449 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 140 | reward= -71.42 | steps= 98 | eps=0.569 | loss=0.0623 | val_sharpe=+0.899 | best=+1.528\n" + "Ep 140 | reward= -69.59 | steps= 624 | eps=0.430 | loss=0.0340 | val_sharpe=+0.087 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 160 | reward= -65.70 | steps= 133 | eps=0.529 | loss=0.0632 | val_sharpe=-1.417 | best=+1.528\n" + "Ep 160 | reward= +32.23 | steps=2014 | eps=0.096 | loss=0.0037 | val_sharpe=-1.608 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 180 | reward= +66.51 | steps=2014 | eps=0.288 | loss=0.0049 | val_sharpe=+0.119 | best=+1.528\n" + "Ep 180 | reward= -57.15 | steps= 109 | eps=0.050 | loss=0.0134 | val_sharpe=-0.779 | best=+0.588\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Ep 200 | reward= +62.17 | steps=2014 | eps=0.050 | loss=0.0064 | val_sharpe=+0.165 | best=+1.528\n", + "Ep 200 | reward=+167.64 | steps=2014 | eps=0.050 | loss=0.0065 | val_sharpe=+0.539 | best=+0.588\n", "--------------------------------------------------------------------------------\n", - "Entrainement termine. Meilleur Sharpe: 1.528 (episode 60)\n" + "Entrainement termine. Meilleur Sharpe: 0.588 (episode 20)\n" ] } ], @@ -1414,10 +1439,10 @@ "id": "cell-27029b86", "metadata": { "papermill": { - "duration": 0.005249, - "end_time": "2026-08-20T02:01:49.956659+00:00", + "duration": 0.005229, + "end_time": "2026-09-19T11:30:55.509600", "exception": false, - "start_time": "2026-08-20T02:01:49.951410+00:00", + "start_time": "2026-09-19T11:30:55.504371", "status": "completed" }, "tags": [] @@ -1441,16 +1466,16 @@ "id": "cell-d1511916", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:49.970149Z", - "iopub.status.busy": "2026-08-20T02:01:49.969575Z", - "iopub.status.idle": "2026-08-20T02:01:49.989125Z", - "shell.execute_reply": "2026-08-20T02:01:49.987488Z" + "iopub.execute_input": "2026-09-19T11:30:55.521896Z", + "iopub.status.busy": "2026-09-19T11:30:55.521896Z", + "iopub.status.idle": "2026-09-19T11:30:55.541728Z", + "shell.execute_reply": "2026-09-19T11:30:55.540211Z" }, "papermill": { - "duration": 0.02759, - "end_time": "2026-08-20T02:01:49.990130+00:00", + "duration": 0.028734, + "end_time": "2026-09-19T11:30:55.543344", "exception": false, - "start_time": "2026-08-20T02:01:49.962540+00:00", + "start_time": "2026-09-19T11:30:55.514610", "status": "completed" }, "tags": [] @@ -1479,10 +1504,10 @@ "id": "3cd5eb9c", "metadata": { "papermill": { - "duration": 0.005417, - "end_time": "2026-08-20T02:01:50.001586+00:00", + "duration": 0.005515, + "end_time": "2026-09-19T11:30:55.554330", "exception": false, - "start_time": "2026-08-20T02:01:49.996169+00:00", + "start_time": "2026-09-19T11:30:55.548815", "status": "completed" }, "tags": [] @@ -1523,16 +1548,16 @@ "id": "19597fd0", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:50.013984Z", - "iopub.status.busy": "2026-08-20T02:01:50.013462Z", - "iopub.status.idle": "2026-08-20T02:01:50.762804Z", - "shell.execute_reply": "2026-08-20T02:01:50.761798Z" + "iopub.execute_input": "2026-09-19T11:30:55.566647Z", + "iopub.status.busy": 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" ] @@ -1611,10 +1636,10 @@ "id": "673d15ec", "metadata": { "papermill": { - "duration": 0.004261, - "end_time": "2026-08-20T02:01:50.772785+00:00", + "duration": 0.005712, + "end_time": "2026-09-19T11:30:56.299179", "exception": false, - "start_time": "2026-08-20T02:01:50.768524+00:00", + "start_time": "2026-09-19T11:30:56.293467", "status": "completed" }, "tags": [] @@ -1654,10 +1679,10 @@ "id": "085c7304", "metadata": { "papermill": { - "duration": 0.00417, - "end_time": "2026-08-20T02:01:50.781177+00:00", + "duration": 0.005725, + "end_time": "2026-09-19T11:30:56.311000", "exception": false, - "start_time": "2026-08-20T02:01:50.777007+00:00", + "start_time": "2026-09-19T11:30:56.305275", "status": "completed" }, "tags": [] @@ -1671,10 +1696,10 @@ "id": "cbb850b9", "metadata": { "papermill": { - "duration": 0.004027, - "end_time": "2026-08-20T02:01:50.789260+00:00", + "duration": 0.005741, + "end_time": "2026-09-19T11:30:56.322839", "exception": false, - "start_time": "2026-08-20T02:01:50.785233+00:00", + "start_time": "2026-09-19T11:30:56.317098", "status": "completed" }, "tags": [] @@ -1689,16 +1714,16 @@ "id": "faeb20e1", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:50.799226Z", - "iopub.status.busy": "2026-08-20T02:01:50.799226Z", - "iopub.status.idle": "2026-08-20T02:01:54.632819Z", - "shell.execute_reply": "2026-08-20T02:01:54.631291Z" + "iopub.execute_input": "2026-09-19T11:30:56.335557Z", + "iopub.status.busy": "2026-09-19T11:30:56.335557Z", + "iopub.status.idle": "2026-09-19T11:31:00.179348Z", + "shell.execute_reply": "2026-09-19T11:31:00.178399Z" }, "papermill": { - "duration": 3.840981, - "end_time": "2026-08-20T02:01:54.634200+00:00", + "duration": 3.850502, + "end_time": "2026-09-19T11:31:00.179348", "exception": false, - "start_time": "2026-08-20T02:01:50.793219+00:00", + "start_time": "2026-09-19T11:30:56.328846", "status": "completed" }, "tags": [] @@ -1708,7 +1733,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Meilleur modele charge: episode 60, val_sharpe=1.528\n" + "Meilleur modele charge: episode 20, val_sharpe=0.588\n" ] }, { @@ -1717,13 +1742,13 @@ "text": [ "\n", "Resultats sur la periode de validation (NON out-of-sample : le checkpoint a ete selectionne dessus) :\n", - " Rendement total: +5406.52%\n", - " Rendement annuel: +283.16%\n", - " Sharpe Ratio: 1.528\n", - " Max Drawdown: -78.02%\n", - " Win Rate: 53.32%\n", - " Nb trades: 7762\n", - " Actions - Hold: 1972, Buy: 5411, Sell: 3884, Close: 13\n" + " Rendement total: -71.67%\n", + " Rendement annuel: -68.92%\n", + " Sharpe Ratio: 0.588\n", + " Max Drawdown: -92.83%\n", + " Win Rate: 51.47%\n", + " Nb trades: 3908\n", + " Actions - Hold: 172, Buy: 1857, Sell: 2051, Close: 0\n" ] } ], @@ -1780,10 +1805,35 @@ "cell_type": "markdown", "id": "sel-bias-disclosure-11634", "metadata": { + "papermill": { + "duration": 0.006147, + "end_time": "2026-09-19T11:31:00.192381", + "exception": false, + "start_time": "2026-09-19T11:31:00.186234", + "status": "completed" + }, "tags": [] }, "source": [ - "### Biais de selection : pourquoi le Sharpe rapporte est une borne superieure, pas une mesure out-of-sample\n\nLe tableau ci-dessous detaille les 10 evaluations successives sur l ensemble validation 2022-2024\ntelles qu imprimees par la cellule d evaluation precedente (la source canonique des valeurs\nruntime : re-executer le notebook sur un autre environnement d execution (version torch/CUDA, GPU) donnera\ndes chiffres differents : le notebook fixe SEED=42 (cellule d initialisation), le run est donc\nreproductible pour un environnement donne mais dependant de celui-ci).\n\n- **Moyenne** : -0.730 (sur 10 evaluations validation 2022-2024, valeurs de ce run)\n- **Ecart-type** : 1.534\n- **Max** : +1.528 (selectionne comme checkpoint, episode 60)\n- **Biais ascendant** : +2.258 (max - moyenne, sur 10 mesures)\n- **Evaluations negatives** : 5 sur 10\n\nATTENTION : le **+1.528** rapporte dans la cellule ci-dessus n est PAS une mesure out-of-sample. C est le MAXIMUM de 10 evaluations sur la periode 2022-2024, choisi comme checkpoint pendant l entrainement, puis evalue sur la MEME periode. Un estimateur systematiquement au-dessus de la moyenne du modele.\n\nLe chiffre a retenir ici n est pas le +1.528, c est la **moyenne : -0.730**. En moyenne, cette procedure d entrainement produit une politique **perdante** sur la validation ; ce que le notebook rapporte est son instantane le plus chanceux, pris a l episode 60 alors qu epsilon valait encore environ 0,76 — c est-a-dire une politique encore largement exploratoire. Le biais ascendant de **+2.258** mesure exactement l ecart entre « ce que la methode produit » et « ce qu on en publie ».\n\nPour une mesure out-of-sample reelle : 3 splits (train / val / test), selection du checkpoint sur val, evaluation finale sur test uniquement." + "### Biais de selection : pourquoi le Sharpe rapporte est une borne superieure, pas une mesure out-of-sample\n", + "\n", + "Le tableau ci-dessous detaille les 10 evaluations successives sur l ensemble validation 2022-2024\n", + "telles qu imprimees par la cellule d evaluation precedente (la source canonique des valeurs\n", + "runtime : re-executer le notebook sur un autre environnement d execution (version torch/CUDA, GPU) donnera\n", + "des chiffres differents : le notebook fixe SEED=42 (cellule d initialisation), le run est donc\n", + "reproductible pour un environnement donne mais dependant de celui-ci).\n", + "\n", + "- **Moyenne** : -0.730 (sur 10 evaluations validation 2022-2024, valeurs de ce run)\n", + "- **Ecart-type** : 1.534\n", + "- **Max** : +1.528 (selectionne comme checkpoint, episode 60)\n", + "- **Biais ascendant** : +2.258 (max - moyenne, sur 10 mesures)\n", + "- **Evaluations negatives** : 5 sur 10\n", + "\n", + "ATTENTION : le **+1.528** rapporte dans la cellule ci-dessus n est PAS une mesure out-of-sample. C est le MAXIMUM de 10 evaluations sur la periode 2022-2024, choisi comme checkpoint pendant l entrainement, puis evalue sur la MEME periode. Un estimateur systematiquement au-dessus de la moyenne du modele.\n", + "\n", + "Le chiffre a retenir ici n est pas le +1.528, c est la **moyenne : -0.730**. En moyenne, cette procedure d entrainement produit une politique **perdante** sur la validation ; ce que le notebook rapporte est son instantane le plus chanceux, pris a l episode 60 alors qu epsilon valait encore environ 0,76 — c est-a-dire une politique encore largement exploratoire. Le biais ascendant de **+2.258** mesure exactement l ecart entre « ce que la methode produit » et « ce qu on en publie ».\n", + "\n", + "Pour une mesure out-of-sample reelle : 3 splits (train / val / test), selection du checkpoint sur val, evaluation finale sur test uniquement." ] }, { @@ -1791,10 +1841,10 @@ "id": "fb7b5f5a", "metadata": { "papermill": { - "duration": 0.006974, - "end_time": "2026-08-20T02:01:54.661994+00:00", + "duration": 0.00643, + "end_time": "2026-09-19T11:31:00.204312", "exception": false, - "start_time": "2026-08-20T02:01:54.655020+00:00", + "start_time": "2026-09-19T11:31:00.197882", "status": "completed" }, "tags": [] @@ -1842,16 +1892,16 @@ "id": "943dce62", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:54.677910Z", - "iopub.status.busy": "2026-08-20T02:01:54.677513Z", - "iopub.status.idle": "2026-08-20T02:01:56.052042Z", - "shell.execute_reply": "2026-08-20T02:01:56.052042Z" + "iopub.execute_input": "2026-09-19T11:31:00.217429Z", + "iopub.status.busy": "2026-09-19T11:31:00.215603Z", + "iopub.status.idle": "2026-09-19T11:31:01.084298Z", + "shell.execute_reply": "2026-09-19T11:31:01.083346Z" }, "papermill": { - "duration": 1.384622, - "end_time": "2026-08-20T02:01:56.053664+00:00", + "duration": 0.874282, + "end_time": "2026-09-19T11:31:01.084298", "exception": false, - "start_time": "2026-08-20T02:01:54.669042+00:00", + "start_time": "2026-09-19T11:31:00.210016", "status": "completed" }, "tags": [] @@ -1859,7 +1909,7 @@ "outputs": [ { "data": { - "image/png": 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", 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"iopub.execute_input": "2026-08-20T02:01:56.094386Z", - "iopub.status.busy": "2026-08-20T02:01:56.094386Z", - "iopub.status.idle": "2026-08-20T02:01:56.241467Z", - "shell.execute_reply": "2026-08-20T02:01:56.240848Z" + "iopub.execute_input": "2026-09-19T11:31:01.147703Z", + "iopub.status.busy": "2026-09-19T11:31:01.147119Z", + "iopub.status.idle": "2026-09-19T11:31:01.426122Z", + "shell.execute_reply": "2026-09-19T11:31:01.425114Z" }, "papermill": { - "duration": 0.154704, - "end_time": "2026-08-20T02:01:56.243119+00:00", + "duration": 0.288509, + "end_time": "2026-09-19T11:31:01.426122", "exception": false, - "start_time": "2026-08-20T02:01:56.088415+00:00", + "start_time": "2026-09-19T11:31:01.137613", "status": "completed" }, "tags": [] @@ -2007,8 +2057,8 @@ " Taille: 3.0 MB\n", " Actions: 4 (Hold/Buy/Sell/Close)\n", " Assets: 15\n", - " Val Sharpe: 1.528\n", - " Val Return: +5406.5%\n" + " Val Sharpe: 0.588\n", + " Val Return: -71.7%\n" ] } ], @@ -2056,10 +2106,10 @@ "id": "c0e34baa", "metadata": { "papermill": { - "duration": 0.005028, - "end_time": "2026-08-20T02:01:56.253543+00:00", + "duration": 0.007891, + "end_time": "2026-09-19T11:31:01.441181", "exception": false, - "start_time": "2026-08-20T02:01:56.248515+00:00", + "start_time": "2026-09-19T11:31:01.433290", "status": "completed" }, "tags": [] @@ -2091,16 +2141,16 @@ "id": "50a46566", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:56.265483Z", - "iopub.status.busy": "2026-08-20T02:01:56.264486Z", - "iopub.status.idle": "2026-08-20T02:01:56.272594Z", - "shell.execute_reply": "2026-08-20T02:01:56.271595Z" + "iopub.execute_input": "2026-09-19T11:31:01.456775Z", + "iopub.status.busy": "2026-09-19T11:31:01.455737Z", + "iopub.status.idle": "2026-09-19T11:31:01.472063Z", + "shell.execute_reply": "2026-09-19T11:31:01.471076Z" }, "papermill": { - "duration": 0.015268, - "end_time": "2026-08-20T02:01:56.273858+00:00", + "duration": 0.025336, + "end_time": "2026-09-19T11:31:01.473060", "exception": false, - "start_time": "2026-08-20T02:01:56.258590+00:00", + "start_time": "2026-09-19T11:31:01.447724", "status": "completed" }, "tags": [] @@ -2198,10 +2248,10 @@ "id": "6220ff20", "metadata": { "papermill": { - "duration": 0.004957, - "end_time": "2026-08-20T02:01:56.284048+00:00", + "duration": 0.006549, + "end_time": "2026-09-19T11:31:01.486850", "exception": false, - "start_time": "2026-08-20T02:01:56.279091+00:00", + "start_time": "2026-09-19T11:31:01.480301", "status": "completed" }, "tags": [] @@ -2231,10 +2281,10 @@ "id": "6cc416cf", "metadata": { "papermill": { - "duration": 0.00497, - "end_time": "2026-08-20T02:01:56.294433+00:00", + "duration": 0.005611, + "end_time": "2026-09-19T11:31:01.500173", "exception": false, - "start_time": "2026-08-20T02:01:56.289463+00:00", + "start_time": "2026-09-19T11:31:01.494562", "status": "completed" }, "tags": [] @@ -2248,10 +2298,10 @@ "id": "f6927e78", "metadata": { "papermill": { - "duration": 0.00714, - "end_time": "2026-08-20T02:01:56.306328+00:00", + "duration": 0.00755, + "end_time": "2026-09-19T11:31:01.516100", "exception": false, - "start_time": "2026-08-20T02:01:56.299188+00:00", + "start_time": "2026-09-19T11:31:01.508550", "status": "completed" }, "tags": [] @@ -2365,16 +2415,16 @@ "id": "9798f82e", "metadata": { "execution": { - "iopub.execute_input": "2026-08-20T02:01:56.317070Z", - "iopub.status.busy": "2026-08-20T02:01:56.317070Z", - "iopub.status.idle": "2026-08-20T02:01:56.335033Z", - "shell.execute_reply": "2026-08-20T02:01:56.333524Z" + "iopub.execute_input": "2026-09-19T11:31:01.530856Z", + "iopub.status.busy": "2026-09-19T11:31:01.530856Z", + "iopub.status.idle": "2026-09-19T11:31:01.549795Z", + "shell.execute_reply": "2026-09-19T11:31:01.548836Z" }, "papermill": { - "duration": 0.024928, - "end_time": "2026-08-20T02:01:56.336289+00:00", + "duration": 0.026396, + "end_time": "2026-09-19T11:31:01.549795", "exception": false, - "start_time": "2026-08-20T02:01:56.311361+00:00", + "start_time": "2026-09-19T11:31:01.523399", "status": "completed" }, "tags": [] @@ -2393,12 +2443,12 @@ "Action dim: 4 (Hold/Buy/Sell/Close)\n", "Parametres: 135,045\n", "Episodes: 200\n", - "Meilleur episode: 60\n", - "Val Sharpe: 1.528\n", - "Val Return: +5406.5%\n", - "Val MaxDD: -78.02%\n", - "Val Win Rate: 53.32%\n", - "Trades val: 7762\n", + "Meilleur episode: 20\n", + "Val Sharpe: 0.588\n", + "Val Return: -71.7%\n", + "Val MaxDD: -92.83%\n", + "Val Win Rate: 51.47%\n", + "Trades val: 3908\n", "============================================================\n" ] } @@ -2457,9 +2507,21 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.10.19" + }, + "papermill": { + "default_parameters": {}, + "duration": 1605.509673, + "end_time": "2026-09-19T11:31:02.457456", + "environment_variables": {}, + "exception": null, + "input_path": "QC-Py-32-RL-DQN-Trading.ipynb", + "output_path": "QC-Py-32-RL-DQN-Trading_det.ipynb", + "parameters": {}, + "start_time": "2026-09-19T11:04:16.947783", + "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/MyIA.AI.Notebooks/QuantConnect/research/research_rl_grpo.ipynb b/MyIA.AI.Notebooks/QuantConnect/research/research_rl_grpo.ipynb index 7f6d405063..1323beb97a 100644 --- a/MyIA.AI.Notebooks/QuantConnect/research/research_rl_grpo.ipynb +++ b/MyIA.AI.Notebooks/QuantConnect/research/research_rl_grpo.ipynb @@ -2,7 +2,17 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-header", + "metadata": { + "papermill": { + "duration": 0.002953, + "end_time": "2026-09-19T12:01:07.479793", + "exception": false, + "start_time": "2026-09-19T12:01:07.476840", + "status": "completed" + }, + "tags": [] + }, "source": [ "# RL-6 : GRPO — Group Relative Policy Optimization pour le Trading\n", "\n", @@ -26,20 +36,36 @@ "L'hypothèse GRPO : la **relative performance** d'une action par rapport aux alternatives au même instant est un signal plus robuste qu'une estimation absolue de valeur.\n", "\n", "**Durée estimée** : ~6 min (Papermill) | **Prérequis** : PyTorch, panier L1/L2" - ], - "id": "rl6-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 1, + "id": "rl6-imports", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:07.485486Z", + "iopub.status.busy": "2026-09-19T12:01:07.485486Z", + "iopub.status.idle": "2026-09-19T12:01:09.719067Z", + "shell.execute_reply": "2026-09-19T12:01:09.718060Z" + }, + "papermill": { + "duration": 2.238029, + "end_time": "2026-09-19T12:01:09.720067", + "exception": false, + "start_time": "2026-09-19T12:01:07.482038", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "PyTorch 2.11.0+cu128, CUDA=True\n", - "GRPO config: group_size=8, kl_coef=0.05, episodes=120\n" + "PyTorch 2.6.0+cu124, CUDA=True\n", + "GRPO config: group_size=8, kl_coef=0.05, episodes=120\n", + "Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\n" ] } ], @@ -69,31 +95,64 @@ "\n", "DATA_PATH = Path(\"../datasets/panier/panier_close_all.csv\")\n", "print(f\"PyTorch {torch.__version__}, CUDA={torch.cuda.is_available()}\")\n", - "print(f\"GRPO config: group_size={GROUP_SIZE}, kl_coef={KL_COEF}, episodes={N_EPISODES}\")" - ], - "id": "rl6-imports" + "print(f\"GRPO config: group_size={GROUP_SIZE}, kl_coef={KL_COEF}, episodes={N_EPISODES}\")\n", + "\n", + "# Determinisme GPU (issue #16795) : une graine seule ne garantit rien --\n", + "# cuDNN choisit ses algorithmes de facon non deterministe par defaut.\n", + "torch.use_deterministic_algorithms(True)\n", + "torch.backends.cudnn.deterministic = True\n", + "torch.backends.cudnn.benchmark = False\n", + "import os\n", + "os.environ['CUBLAS_WORKSPACE_CONFIG'] = ':4096:8'\n", + "print(f\"Determinisme: use_deterministic_algorithms=True, cudnn.deterministic=True\")\n" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-data-header", + "metadata": { + "papermill": { + "duration": 0.003216, + "end_time": "2026-09-19T12:01:09.727637", + "exception": false, + "start_time": "2026-09-19T12:01:09.724421", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 1. Chargement du panier\n", "\n", "Même panier 24-actifs que RL-04/RL-05." - ], - "id": "rl6-data-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 2, + "id": "rl6-load-data", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:09.737290Z", + "iopub.status.busy": "2026-09-19T12:01:09.736717Z", + "iopub.status.idle": "2026-09-19T12:01:09.796020Z", + "shell.execute_reply": "2026-09-19T12:01:09.795038Z" + }, + "papermill": { + "duration": 0.065636, + "end_time": "2026-09-19T12:01:09.797019", + "exception": false, + "start_time": "2026-09-19T12:01:09.731383", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Panier: 24 assets, 3097 business days\n", - "Range: 2017-11-10 to 2026-05-03\n" + "Panier: 24 assets, 3096 business days\n", + "Range: 2017-11-10 to 2026-05-02\n" ] } ], @@ -112,23 +171,47 @@ "\n", "print(f\"Panier: {n_assets} assets, {len(returns)} business days\")\n", "print(f\"Range: {returns.index.min().date()} to {returns.index.max().date()}\")" - ], - "id": "rl6-load-data" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-env-header", + "metadata": { + "papermill": { + "duration": 0.002001, + "end_time": "2026-09-19T12:01:09.801020", + "exception": false, + "start_time": "2026-09-19T12:01:09.799019", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 2. Environnement Portfolio (réutilisé de RL-04)\n", "\n", "Allocation via Dirichlet (toujours valide : positif, somme=1)." - ], - "id": "rl6-env-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 3, + "id": "rl6-env", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:09.808621Z", + "iopub.status.busy": "2026-09-19T12:01:09.808621Z", + "iopub.status.idle": "2026-09-19T12:01:09.827119Z", + "shell.execute_reply": "2026-09-19T12:01:09.826612Z" + }, + "papermill": { + "duration": 0.023079, + "end_time": "2026-09-19T12:01:09.828124", + "exception": false, + "start_time": "2026-09-19T12:01:09.805045", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "class PortfolioEnv:\n", @@ -180,25 +263,49 @@ " reward = (port_ret - bh_ret) * 100\n", " info = {\"port_ret\": port_ret, \"bh_ret\": bh_ret}\n", " return self._get_state() if not done else np.zeros(self.state_dim), reward, done, info" - ], - "id": "rl6-env" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-policy-header", + "metadata": { + "papermill": { + "duration": 0.002987, + "end_time": "2026-09-19T12:01:09.834228", + "exception": false, + "start_time": "2026-09-19T12:01:09.831241", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 3. Policy Network (Actor seul — pas de Critic)\n", "\n", "GRPO n'a besoin que d'un **policy network**. L'avantage est estimé via les récompenses relatives au sein du groupe.\n", "\n", "L'Actor utilise **Softplus + concentration de base** pour la distribution Dirichlet (poids toujours valides)." - ], - "id": "rl6-policy-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 4, + "id": "rl6-policy", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:09.843225Z", + "iopub.status.busy": "2026-09-19T12:01:09.842269Z", + "iopub.status.idle": "2026-09-19T12:01:09.858448Z", + "shell.execute_reply": "2026-09-19T12:01:09.857898Z" + }, + "papermill": { + "duration": 0.022256, + "end_time": "2026-09-19T12:01:09.859481", + "exception": false, + "start_time": "2026-09-19T12:01:09.837225", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "class GRPOPolicy(nn.Module):\n", @@ -234,12 +341,21 @@ "def dirichlet_log_prob(dist, weights):\n", " \"\"\"Log probability under Dirichlet.\"\"\"\n", " return dist.log_prob(weights)" - ], - "id": "rl6-policy" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-grpo-header", + "metadata": { + "papermill": { + "duration": 0.002032, + "end_time": "2026-09-19T12:01:09.865199", + "exception": false, + "start_time": "2026-09-19T12:01:09.863167", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 4. GRPO Update\n", "\n", @@ -248,13 +364,28 @@ "2. Calculer l'avantage par **normalisation intra-groupe** : `A_i = (R_i - mean(R)) / std(R)`\n", "3. Pas besoin de Critic — la baseline est implicite dans le groupe\n", "4. PPO-clip + penalty KL vs old policy" - ], - "id": "rl6-grpo-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 5, + "id": "rl6-grpo", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:09.869191Z", + "iopub.status.busy": "2026-09-19T12:01:09.869191Z", + "iopub.status.idle": "2026-09-19T12:01:09.889787Z", + "shell.execute_reply": "2026-09-19T12:01:09.888786Z" + }, + "papermill": { + "duration": 0.0246, + "end_time": "2026-09-19T12:01:09.890787", + "exception": false, + "start_time": "2026-09-19T12:01:09.866187", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "def grpo_update(policy, optimizer, states, actions_group, rewards_group, old_log_probs, device,\n", @@ -304,50 +435,74 @@ " optimizer.step()\n", " \n", " return loss.item()" - ], - "id": "rl6-grpo" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-train-header", + "metadata": { + "papermill": { + "duration": 0.001999, + "end_time": "2026-09-19T12:01:09.893785", + "exception": false, + "start_time": "2026-09-19T12:01:09.891786", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 5. Boucle d'entraînement GRPO multi-seed\n", "\n", "Chaque épisode : on échantillonne G trajectoires en parallèle, on calcule les avantages relatifs, on met à jour la policy." - ], - "id": "rl6-train-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 6, + "id": "rl6-train", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:01:09.899786Z", + "iopub.status.busy": "2026-09-19T12:01:09.898786Z", + "iopub.status.idle": "2026-09-19T12:24:18.936150Z", + "shell.execute_reply": "2026-09-19T12:24:18.935153Z" + }, + "papermill": { + "duration": 1389.04145, + "end_time": "2026-09-19T12:24:18.937236", + "exception": false, + "start_time": "2026-09-19T12:01:09.895786", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Seed 0: Sharpe port=0.680, BH=0.697, delta=-0.017, episodes=120\n" + "Seed 0: Sharpe port=0.714, BH=0.732, delta=-0.018, episodes=120\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Seed 1: Sharpe port=0.664, BH=0.697, delta=-0.032, episodes=120\n" + "Seed 1: Sharpe port=0.698, BH=0.732, delta=-0.034, episodes=120\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Seed 7: Sharpe port=0.676, BH=0.697, delta=-0.021, episodes=120\n" + "Seed 7: Sharpe port=0.711, BH=0.732, delta=-0.021, episodes=120\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Seed 42: Sharpe port=0.689, BH=0.697, delta=-0.008, episodes=120\n", + "Seed 42: Sharpe port=0.725, BH=0.732, delta=-0.008, episodes=120\n", "\n", "Done: 4 seeds on cuda\n" ] @@ -505,21 +660,45 @@ " f\"delta={r['delta_sharpe']:+.3f}, episodes={r['n_episodes']}\")\n", "\n", "print(f\"\\nDone: {len(results)} seeds on {device}\")" - ], - "id": "rl6-train" + ] }, { "cell_type": "markdown", - "metadata": {}, + "id": "rl6-results-header", + "metadata": { + "papermill": { + "duration": 0.001994, + "end_time": "2026-09-19T12:24:18.940969", + "exception": false, + "start_time": "2026-09-19T12:24:18.938975", + "status": "completed" + }, + "tags": [] + }, "source": [ "## 6. Résultats et verdict GRPO" - ], - "id": "rl6-results-header" + ] }, { "cell_type": "code", - "metadata": {}, "execution_count": 7, + "id": "rl6-verdict", + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-19T12:24:18.946905Z", + "iopub.status.busy": "2026-09-19T12:24:18.946905Z", + "iopub.status.idle": "2026-09-19T12:24:18.966767Z", + "shell.execute_reply": "2026-09-19T12:24:18.965793Z" + }, + "papermill": { + "duration": 0.024397, + "end_time": "2026-09-19T12:24:18.967321", + "exception": false, + "start_time": "2026-09-19T12:24:18.942924", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -528,10 +707,10 @@ "======================================================================\n", "VERDICT -- QC-Py-RL-06: GRPO (Group Relative Policy Optimization)\n", "======================================================================\n", - "GRPO Portfolio Sharpe (mean): +0.677\n", - "Equal-Weight Sharpe: 0.697\n", + "GRPO Portfolio Sharpe (mean): +0.712\n", + "Equal-Weight Sharpe: 0.732\n", "Delta mean: -0.020\n", - "Sigma edge: -1.93\n", + "Sigma edge: -1.86\n", "Seeds positive vs EW: 0/4\n", "\n", ">>> VERDICT: NO BEATS <<<\n", @@ -603,8 +782,7 @@ "]\n", "for name, v, pr in series:\n", " print(f\" {name:40s} | {v:15s} | {pr}\")" - ], - "id": "rl6-verdict" + ] } ], "metadata": { @@ -614,10 +792,30 @@ "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "version": "3.13.0" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.19" + }, + "papermill": { + "default_parameters": {}, + "duration": 1393.598348, + "end_time": "2026-09-19T12:24:19.747004", + "environment_variables": {}, + "exception": null, + "input_path": "research_rl_grpo.ipynb", + "output_path": "research_rl_grpo_det.ipynb", + "parameters": {}, + "start_time": "2026-09-19T12:01:06.148656", + "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file From 510cc4a1636dc03457e895915df86a93ce5250d0 Mon Sep 17 00:00:00 2001 From: jsboige Date: Wed, 23 Sep 2026 04:22:27 +0200 Subject: [PATCH 2/2] ci: force fresh pull_request event (body Diagnostic derive kernel ajoutee)