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‎Tutorial - Claude 3.ipynb

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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"execution_count": 1,
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"id": "d89fbadf-9e42-495d-b0f2-a2e0b4ff69ce",
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"metadata": {},
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"outputs": [
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"True"
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]
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"execution_count": 12,
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 2,
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"id": "37409412-ad44-41bd-baa5-9148ea3cec19",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"execution_count": 3,
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"id": "0fe33a13-ff20-4666-9416-14d402f7a247",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The ethical implications of AI becoming more powerful are complex and multifaceted. Some key issues to consider include:\n",
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"There are a number of important ethical considerations as AI systems become more advanced and powerful:\n",
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"\n",
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"Privacy and data rights: As AI systems become more advanced, they will be able to collect, analyze and use vast amounts of personal data. This raises concerns about individual privacy, data rights, and the potential for misuse or abuse of that information.\n",
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"Privacy and data rights - As AI systems become more sophisticated at processing and analyzing large datasets, there are significant risks to individual privacy and the rights over personal data. Careful regulation and controls will be needed.\n",
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"\n",
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"Algorithmic bias and fairness: AI systems can reflect and amplify the biases present in their training data and algorithms. This could lead to unfair or discriminatory decision-making, with significant impacts on individuals and society.\n",
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"Bias and fairness - AI systems can perpetuate or even amplify existing biases in data and decision-making. Ensuring AI is developed and deployed equitably is crucial.\n",
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"\n",
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"Transparency and accountability: As AI systems become more opaque and complex, it may be difficult to understand how they arrive at decisions. This lack of transparency makes it challenging to hold AI developers and deployers accountable.\n",
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"Accountability and transparency - As AI is used for high-stakes decisions, there need to be clear lines of accountability and transparency around how the systems work.\n",
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"\n",
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"Existential risk: Some experts worry that as AI becomes superintelligent, it could pose an existential threat to humanity if not developed and deployed with extreme care and safeguards.\n",
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"Alignment with human values - As AI capabilities grow, it will be critical that the systems are designed to be aligned with human ethics and values, not just optimized for narrow objectives.\n",
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"\n",
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"Employment and economic disruption: AI automation may displace many human workers, leading to job loss and economic upheaval. This could exacerbate inequality and social instability.\n",
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"Existential risk - Some experts are concerned that advanced AI systems could pose existential risks to humanity if not developed and controlled extremely carefully.\n",
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"\n",
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"These are just some of the key ethical implications. Ultimately, the responsible development and use of powerful AI will require careful consideration of these issues, as well as robust governance frameworks, public engagement, and ongoing ethical deliberation.\n"
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"These are just some of the key ethical issues. Grappling with the societal implications of transformative AI will require careful interdisciplinary collaboration between AI developers, ethicists, policymakers and the public.\n"
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]
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}
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],
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "f85720af-a7d9-43f1-af49-83b35ff49993",
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"cell_type": "markdown",
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"id": "e1f3e531",
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"### Tools in Claude3"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 5,
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"id": "7bbedb3d-212c-49a4-9b1a-3dd29025e9ee",
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"metadata": {},
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"outputs": [],
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"source": []
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"To get the current weather in San Francisco, I can use the get_weather function. Let me fetch that information for you.\n"
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]
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}
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],
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"source": [
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"import anthropic\n",
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"\n",
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"client = anthropic.Anthropic()\n",
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"\n",
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"response = client.messages.create(\n",
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" model=\"claude-3-5-sonnet-20240620\",\n",
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" max_tokens=1024,\n",
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" tools=[\n",
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" {\n",
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" \"name\": \"get_weather\",\n",
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" \"description\": \"Get the current weather in a given location\",\n",
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" \"input_schema\": {\n",
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" \"type\": \"object\",\n",
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" \"properties\": {\n",
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" \"location\": {\n",
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" \"type\": \"string\",\n",
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" \"description\": \"The city and state, e.g. San Francisco, CA\",\n",
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" }\n",
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" },\n",
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" \"required\": [\"location\"],\n",
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" },\n",
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" }\n",
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" ],\n",
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" messages=[{\"role\": \"user\", \"content\": \"What's the weather like in San Francisco?\"}],\n",
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")\n",
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"print(response.content[0].text)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "fd97c3f4-e4b1-40dc-8651-3b01866dac60",
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"cell_type": "markdown",
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"id": "8d7aea17",
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"### Simple Tool"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 6,
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"id": "18e73651-cd86-4053-9528-5ea1da7003b6",
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"metadata": {},
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"outputs": [],
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"source": []
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"18537750266060\n"
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]
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}
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],
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"source": [
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"from anthropic import Anthropic\n",
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"client = Anthropic()\n",
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"\n",
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"# A relatively simple math problem\n",
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"response = client.messages.create(\n",
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" model=\"claude-3-5-sonnet-20240620\",\n",
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" messages=[\n",
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" {\n",
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" 'role':'user',\n",
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" 'content':\"Multiply 1984135 by 9343116. Only repond with the result.\"\n",
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" }\n",
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" ],\n",
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" max_tokens=400\n",
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")\n",
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"\n",
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"print(response.content[0].text)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 7,
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"id": "a90d4e7b-3ae9-41e5-88bd-fe6ae2922195",
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"# Define the calculator function\n",
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"def calculator(operation, operand1, operand2):\n",
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" if operation == \"add\":\n",
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" return operand1 + operand2\n",
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" elif operation == \"subtract\":\n",
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" return operand1 - operand2\n",
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" elif operation == \"multiply\":\n",
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" return operand1 * operand2\n",
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" elif operation == \"divide\":\n",
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" if operand2 == 0:\n",
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" raise ValueError(\"Cannot divide by zero.\")\n",
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" return operand1 / operand2\n",
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" else:\n",
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" raise ValueError(f\"Unsupported operation: {operation}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 8,
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"id": "029d0807-24d6-4e9e-af83-e051256d7e85",
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"metadata": {},
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"outputs": [],
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"source": []
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"outputs": [
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{
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"data": {
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"text/plain": [
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"13"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"calculator (\"add\", 10 ,3 )"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 12,
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"id": "3f4b8e96-84fe-4e63-9a7f-4d79057cbf60",
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"metadata": {},
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"outputs": [],
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"source": []
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'name': 'send_email',\n",
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" 'description': 'Sends an email ot the specified receipient with the given subject and body.',\n",
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" 'input_schema': {'type': 'object',\n",
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" 'properties': {'to': {'type': 'string',\n",
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" 'description': 'The email address of the recipient'},\n",
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" 'subject': {'type': 'string',\n",
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" 'description': 'The subject line of the email'},\n",
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" 'body': {'type': 'string',\n",
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" 'description': 'The content of the email message'}},\n",
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" 'required': ['to', 'subject', 'body']}}"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Define the tool for the Send Email\n",
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"{\n",
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" \"name\":\"send_email\",\n",
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" \"description\":\"Sends an email ot the specified receipient with the given subject and body.\",\n",
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" \"input_schema\":{\n",
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" \"type\":\"object\",\n",
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" \"properties\":{\n",
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" \"to\":{\n",
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" \"type\":\"string\",\n",
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" \"description\":\"The email address of the recipient\"\n",
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" },\n",
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" \"subject\":{\n",
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" \"type\":\"string\",\n",
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" \"description\":\"The subject line of the email\"\n",
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" },\n",
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" \"body\":{\n",
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" \"type\":\"string\",\n",
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" \"description\":\"The content of the email message\"\n",
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" }\n",
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" },\n",
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" \"required\":[\"to\",\"subject\",\"body\"]\n",
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" }\n",
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"}"
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]
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{
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"cell_type": "code",
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"id": "58c14651-2415-4e5e-87db-3076f9c11665",
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"metadata": {},
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"outputs": [],
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"source": []
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'name': 'search_product',\n",
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" 'description': 'Search for a product name or keyword and return its current price and availability.',\n",
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" 'input_schema': {'type': 'object',\n",
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" 'properties': {'query': {'type': 'string',\n",
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" 'description': \"The product name or search keyword, e.g. 'iPhone13 Pro' or 'wireless headphones'\"},\n",
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" 'category': {'type': 'string',\n",
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" 'enum': ['electronics', 'clothing', 'home', 'toys', 'sports'],\n",
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" 'description': 'The product category to narrow down the search results'},\n",
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" 'max_price': {'type': 'number',\n",
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" 'description': 'The maximum price of the product, used to filter the search results'}},\n",
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" 'required': ['query']}}"
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]
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},
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"execution_count": 13,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Define the tool for product's search\n",
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"{\n",
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" \"name\":\"search_product\",\n",
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" \"description\":\"Search for a product name or keyword and return its current price and availability.\",\n",
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" \"input_schema\":{\n",
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" \"type\":\"object\",\n",
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" \"properties\":{\n",
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" \"query\":{\n",
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" \"type\":\"string\",\n",
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" \"description\":\"The product name or search keyword, e.g. 'iPhone13 Pro' or 'wireless headphones'\"\n",
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" },\n",
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" \"category\":{\n",
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" \"type\":\"string\",\n",
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" \"enum\":[\"electronics\",\"clothing\",\"home\", \"toys\",\"sports\"],\n",
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" \"description\":\"The product category to narrow down the search results\"\n",
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" },\n",
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" \"max_price\":{\n",
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" \"type\":\"number\",\n",
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" \"description\":\"The maximum price of the product, used to filter the search results\"\n",
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" }\n",
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" },\n",
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" \"required\":[\"query\"]\n",
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" }\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 14,
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"id": "d05bbb0c-b625-4cf5-9c72-a8dabd020bec",
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"# define the tool for the calculator function\n",
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"caclulator_tool = {\n",
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" \"name\":\"calculator\",\n",
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" \"description\":\"A simple calculator that performs basic arithmetic operations.\",\n",
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" \"input_schema\":{\n",
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" \"type\":\"object\",\n",
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" \"properties\":{\n",
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" \"operation\":{\n",
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" \"type\":\"string\",\n",
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" \"enum\":[\"add\",\"subtract\",\"multiply\",\"divide\"],\n",
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" \"description\":\"The arithmetic operation to perform.\"\n",
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" },\n",
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" \"operand1\":{\n",
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" \"type\":\"number\",\n",
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" \"description\":\"The first operand.\"\n",
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" },\n",
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" \"operand2\":{\n",
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" \"type\":\"number\",\n",
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" \"description\":\"The second operand.\"\n",
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" }\n",
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" },\n",
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" \"required\":[\"operation\",\"operand1\",\"operand2\"]\n",
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" }\n",
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"}"
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]
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},
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{
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"cell_type": "code",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.7"
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"version": "3.11.5"
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}
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},
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"nbformat": 4,

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