{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fc00c2fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dspy\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a1670ba",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "194bf39b",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt_5_mini = dspy.LM(\n",
    "    model=\"openai/gpt-5-mini\",\n",
    "    api_key=os.getenv(\"OPENAI_API_KEY\"),\n",
    "    temperature=float(os.getenv(\"TEMPERATURE\", 1.0)),\n",
    "    max_tokens= None,\n",
    "    # max_completion_tokens=3000,\n",
    "    cache=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "011b0ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "dspy.configure(lm= gpt_5_mini)\n",
    "\n",
    "session = dspy.Predict(\"question->code\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0217d501",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Prediction(\n",
       "    code='Do you mean “what is a breakpoint” (in debugging) or are you asking about a specific command like “help breakpoint” in a debugger? Quick summary and examples:\\n\\n- What is a breakpoint?\\n  - A breakpoint is a marker that tells the debugger to pause program execution at a specified line or function so you can inspect variables, call stack, and program state.\\n\\n- Common features\\n  - Set/clear breakpoints, list them, enable/disable, conditional breakpoints (pause only when a condition is true), hit counts, and log-only breakpoints (print a message instead of pausing).\\n\\n- Examples\\n  - gdb (C/C++):\\n    - Set: break myfile.c:42 or break my_function\\n    - List: info breakpoints\\n    - Delete: delete 1\\n    - Conditional: break myfile.c:42 if x==0\\n  - Python (pdb):\\n    - Set: b 42 or b MyClass.my_method\\n    - List: b\\n    - Disable: disable 1\\n    - Clear: clear filename:lineno\\n  - Chrome DevTools (JavaScript):\\n    - Click the gutter next to a line to toggle a breakpoint.\\n    - Right-click a breakpoint to make it conditional or edit its log message.\\n    - You can also use the debugger; statement in code to cause a pause.\\n  - Visual Studio:\\n    - Click margin to toggle breakpoint, right-click to set conditions or actions.\\n\\n- Built-in help\\n  - Many debuggers provide a help command: e.g. in gdb `help breakpoints` or in pdb `help break`.\\n\\nIf you meant something else (a specific tool, language, or the exact “help breakpoint” command), tell me which debugger or environment and I’ll give exact commands and usage.'\n",
       ")"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session(question=\"Whta the help breakpoint\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2bf84f7e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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