Assignment 2

01_materials/labs/05_1_tools.ipynb

@@ -34,18 +34,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "id": "d90d1ddd",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The dotenv extension is already loaded. To reload it, use:\n",
+      "  %reload_ext dotenv\n"
+     ]
+    }
+   ],
    "source": [
     "%load_ext dotenv\n",
     "%dotenv ../../05_src/.secrets"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "76b0c6c3",
    "metadata": {},
    "outputs": [],
@@ -97,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "ddcae9ad",
    "metadata": {},
    "outputs": [],
@@ -139,13 +148,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "id": "6ff32621",
    "metadata": {},
    "outputs": [],
    "source": [
     "input_list = [\n",
-    "    {\"role\": \"user\", \"content\": \"What is my horoscope? I am an Aquarius.\"}\n",
+    "    {\"role\": \"user\", \"content\": \"What is my horoscope? I am a Virgo.\"}\n",
     "]"
    ]
   },
@@ -159,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "id": "c3927771",
    "metadata": {},
    "outputs": [],
@@ -189,12 +198,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "id": "56f346d4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'role': 'user', 'content': 'What is my horoscope? I am a Virgo.'},\n",
+       " ResponseReasoningItem(id='rs_08033f801fcf50e200699f8ad6327c8194911300c3d556e0d0', summary=[], type='reasoning', content=None, encrypted_content=None, status=None),\n",
+       " ResponseFunctionToolCall(arguments='{\"zodiac_sign\":\"Virgo\"}', call_id='call_8x3RZrv0VhIuhHoV6rj6aN0Q', name='get_horoscope', type='function_call', id='fc_08033f801fcf50e200699f8ad7b0b08194a9a46abe42e9f22f', status='completed')]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "response.output"
+    "input_list + response.output"
    ]
   },
   {
@@ -207,10 +229,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "id": "e02789b3",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'arguments': '{\"zodiac_sign\":\"Virgo\"}',\n",
+       " 'call_id': 'call_8x3RZrv0VhIuhHoV6rj6aN0Q',\n",
+       " 'name': 'get_horoscope',\n",
+       " 'type': 'function_call',\n",
+       " 'id': 'fc_08033f801fcf50e200699f8ad7b0b08194a9a46abe42e9f22f',\n",
+       " 'status': 'completed'}"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "response.output[1].model_dump()"
    ]
@@ -228,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "id": "874a4f3f",
    "metadata": {},
    "outputs": [],
@@ -239,7 +277,7 @@
     "    if item.type == \"function_call\":\n",
     "        if item.name == \"get_horoscope\":\n",
     "            # Execute the function logic for get_horoscope\n",
-    "            horoscope = get_horoscope(**json.loads(item.arguments))\n",
+    "            horoscope = get_horoscope(**json.loads(item.arguments)) # ** each key value pair is converted to function call parameters\n",
     "            \n",
     "            # Provide function call results to the model\n",
     "            input_list.append({\n",
@@ -269,17 +307,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "id": "9d61e62f",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[{'role': 'user', 'content': 'What is my horoscope? I am a Virgo.'}, ResponseReasoningItem(id='rs_08033f801fcf50e200699f8ad6327c8194911300c3d556e0d0', summary=[], type='reasoning', content=None, encrypted_content=None, status=None), ResponseFunctionToolCall(arguments='{\"zodiac_sign\":\"Virgo\"}', call_id='call_8x3RZrv0VhIuhHoV6rj6aN0Q', name='get_horoscope', type='function_call', id='fc_08033f801fcf50e200699f8ad7b0b08194a9a46abe42e9f22f', status='completed'), {'type': 'function_call_output', 'call_id': 'call_8x3RZrv0VhIuhHoV6rj6aN0Q', 'output': '{\"horoscope\": \"Virgo: Today is a great day for new beginnings.\"}'}]\n"
+     ]
+    }
+   ],
    "source": [
     "print(input_list)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "id": "d1e27b61",
    "metadata": {},
    "outputs": [],
@@ -302,10 +348,113 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "id": "6b714b4d",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"id\": \"resp_08033f801fcf50e200699f8ad83b648194b22086e20607ae75\",\n",
+      "  \"created_at\": 1772063448.0,\n",
+      "  \"error\": null,\n",
+      "  \"incomplete_details\": null,\n",
+      "  \"instructions\": \"Respond only with a horoscope generated by a tool.\",\n",
+      "  \"metadata\": {},\n",
+      "  \"model\": \"gpt-5-2025-08-07\",\n",
+      "  \"object\": \"response\",\n",
+      "  \"output\": [\n",
+      "    {\n",
+      "      \"id\": \"msg_08033f801fcf50e200699f8ad8d64081949ebeb6a391771a45\",\n",
+      "      \"content\": [\n",
+      "        {\n",
+      "          \"annotations\": [],\n",
+      "          \"text\": \"Virgo: Today is a great day for new beginnings.\",\n",
+      "          \"type\": \"output_text\",\n",
+      "          \"logprobs\": []\n",
+      "        }\n",
+      "      ],\n",
+      "      \"role\": \"assistant\",\n",
+      "      \"status\": \"completed\",\n",
+      "      \"type\": \"message\"\n",
+      "    }\n",
+      "  ],\n",
+      "  \"parallel_tool_calls\": true,\n",
+      "  \"temperature\": 1.0,\n",
+      "  \"tool_choice\": \"auto\",\n",
+      "  \"tools\": [\n",
+      "    {\n",
+      "      \"name\": \"get_horoscope\",\n",
+      "      \"parameters\": {\n",
+      "        \"type\": \"object\",\n",
+      "        \"properties\": {\n",
+      "          \"zodiac_sign\": {\n",
+      "            \"type\": \"string\",\n",
+      "            \"description\": \"Zodiac sign e.g. Aries, Taurus\"\n",
+      "          }\n",
+      "        },\n",
+      "        \"required\": [\n",
+      "          \"zodiac_sign\"\n",
+      "        ],\n",
+      "        \"additionalProperties\": false\n",
+      "      },\n",
+      "      \"strict\": true,\n",
+      "      \"type\": \"function\",\n",
+      "      \"description\": \"Get horoscope for a given zodiac sign.\"\n",
+      "    }\n",
+      "  ],\n",
+      "  \"top_p\": 1.0,\n",
+      "  \"background\": false,\n",
+      "  \"conversation\": null,\n",
+      "  \"max_output_tokens\": null,\n",
+      "  \"max_tool_calls\": null,\n",
+      "  \"previous_response_id\": null,\n",
+      "  \"prompt\": null,\n",
+      "  \"prompt_cache_key\": null,\n",
+      "  \"reasoning\": {\n",
+      "    \"effort\": \"medium\",\n",
+      "    \"generate_summary\": null,\n",
+      "    \"summary\": null\n",
+      "  },\n",
+      "  \"safety_identifier\": null,\n",
+      "  \"service_tier\": \"default\",\n",
+      "  \"status\": \"completed\",\n",
+      "  \"text\": {\n",
+      "    \"format\": {\n",
+      "      \"type\": \"text\"\n",
+      "    },\n",
+      "    \"verbosity\": \"medium\"\n",
+      "  },\n",
+      "  \"top_logprobs\": 0,\n",
+      "  \"truncation\": \"disabled\",\n",
+      "  \"usage\": {\n",
+      "    \"input_tokens\": 222,\n",
+      "    \"input_tokens_details\": {\n",
+      "      \"cached_tokens\": 0\n",
+      "    },\n",
+      "    \"output_tokens\": 16,\n",
+      "    \"output_tokens_details\": {\n",
+      "      \"reasoning_tokens\": 0\n",
+      "    },\n",
+      "    \"total_tokens\": 238\n",
+      "  },\n",
+      "  \"user\": null,\n",
+      "  \"billing\": {\n",
+      "    \"payer\": \"developer\"\n",
+      "  },\n",
+      "  \"completed_at\": 1772063449,\n",
+      "  \"frequency_penalty\": 0.0,\n",
+      "  \"presence_penalty\": 0.0,\n",
+      "  \"prompt_cache_retention\": null,\n",
+      "  \"store\": true\n",
+      "}\n",
+      "\n",
+      "Virgo: Today is a great day for new beginnings.\n"
+     ]
+    }
+   ],
    "source": [
     "print(response.model_dump_json(indent=2))\n",
     "print(\"\\n\" + response.output_text)"
@@ -314,7 +463,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "deploying-ai-env (3.12.7)",
+   "display_name": "deploying-ai-env (3.12.3)",
    "language": "python",
    "name": "python3"
   },
@@ -328,7 +477,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,