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26 | 26 | }, |
27 | 27 | { |
28 | 28 | "cell_type": "code", |
29 | | - "execution_count": 1, |
| 29 | + "execution_count": null, |
30 | 30 | "metadata": {}, |
31 | 31 | "outputs": [ |
32 | 32 | { |
|
52 | 52 | ], |
53 | 53 | "source": [ |
54 | 54 | "# ### Step 1: Importing the Necessary Modules\n", |
55 | | - "# To begin, let’s import the required modules for the Epstein Civil Violence model:\n", |
| 55 | + "# To begin, let's import the required modules for the Epstein Civil Violence model:\n", |
56 | 56 | "\n", |
57 | 57 | "from epstein_civil_violence.model import EpsteinCivilViolenceRL\n", |
58 | 58 | "from epstein_civil_violence.server import run_model\n", |
59 | 59 | "from epstein_civil_violence.train_config import config\n", |
60 | 60 | "from train import train_model\n", |
61 | 61 | "\n", |
62 | | - "# Here’s a breakdown of the modules:\n", |
| 62 | + "# Here's a breakdown of the modules:\n", |
63 | 63 | "# - `EpsteinCivilViolenceRL`: Contains the core model and environment.\n", |
64 | 64 | "# - `run_model`: Configures and runs the model for inference.\n", |
65 | 65 | "# - `config`: Defines the parameters for training the model.\n", |
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93 | 93 | "# ### Step 3: Running the Environment with Random Actions\n", |
94 | 94 | "\n", |
95 | 95 | "# To get a feel for how the environment operates, let's run it for a few steps using random actions.\n", |
96 | | - "# We’ll sample the action space for these actions:\n", |
| 96 | + "# We'll sample the action space for these actions:\n", |
97 | 97 | "\n", |
98 | 98 | "for _ in range(10):\n", |
99 | 99 | " action_dict = {}\n", |
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