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return agent intermediate steps

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Harrison Chase
2022-12-11 00:20:37 -08:00
parent e02d6b2288
commit 27601a13c4
4 changed files with 134 additions and 31 deletions
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docs/getting_started/agents.ipynb
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@@ -118,40 +118,40 @@
"name": "stdout",
"output_type": "stream",
"text": [
"What is the age of Olivia Wilde's boyfriend raised to the 0.23 power?\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to find the age of Olivia Wilde's boyfriend\n",
"Action: Search\n",
"Action Input: \"Olivia Wilde's boyfriend\"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mOlivia Wilde started dating Harry Styles after ending her years-long engagement to Jason Sudeikis — see their relationship timeline.\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to find the age of Harry Styles\n",
"Action: Search\n",
"Action Input: \"Harry Styles age\"\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3m28 years\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to calculate 28 to the 0.23 power\n",
"Action: Calculator\n",
"Action Input: 28^0.23\u001b[0m\n",
"\n",
"\u001b[1m> Entering new chain...\u001b[0m\n",
"28^0.23\u001b[32;1m\u001b[1;3m\n",
"\n",
"\u001b[1m> Entering new ZeroShotAgent chain...\u001b[0m\n",
"How old is Olivia Wilde's boyfriend? What is that number raised to the 0.23 power?\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to find out how old Olivia Wilde's boyfriend is, and then use a calculator to calculate the power.\n",
"Action: Search\n",
"Action Input: Olivia Wilde's boyfriend age\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mWhile Wilde, 37, and Styles, 27, have both kept a low profile when it comes to talking about their relationship, Wilde did address their ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m Olivia Wilde's boyfriend is 27 years old.\n",
"Action: Calculator\n",
"Action Input: 27^0.23\u001b[0m\n",
"\n",
"\u001b[1m> Entering new LLMMathChain chain...\u001b[0m\n",
"27^0.23\u001b[32;1m\u001b[1;3m\n",
"\n",
"```python\n",
"print(28**0.23)\n",
"import math\n",
"print(math.pow(27, 0.23))\n",
"```\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m2.1520202182226886\n",
"Answer: \u001b[33;1m\u001b[1;3m2.1340945944237553\n",
"\u001b[0m\n",
"\u001b[1m> Finished chain.\u001b[0m\n",
"\u001b[1m> Finished LLMMathChain chain.\u001b[0m\n",
"\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 2.1520202182226886\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 2.1340945944237553\n",
"\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m I now know the final answer\n",
"Final Answer: 2.1520202182226886\u001b[0m"
"Thought:\n",
"\u001b[1m> Finished ZeroShotAgent chain.\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
"'2.1520202182226886'"
"'2.1340945944237553'"
]
},
"execution_count": 4,
@@ -165,10 +165,86 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 5,
"id": "2f0852ff",
"metadata": {},
"outputs": [],
"source": [
"# We can also return the intermediate steps\n",
"llm = OpenAI(temperature=0)\n",
"agent = initialize_agent(tools, llm, agent=\"zero-shot-react-description\", verbose=True, return_intermediate_steps=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "837211e8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\u001b[1m> Entering new ZeroShotAgent chain...\u001b[0m\n",
"How old is Olivia Wilde's boyfriend? What is that number raised to the 0.23 power?\n",
"Thought:\u001b[32;1m\u001b[1;3m I need to find out how old Olivia Wilde's boyfriend is, and then use a calculator to calculate the power.\n",
"Action: Search\n",
"Action Input: Olivia Wilde's boyfriend age\u001b[0m\n",
"Observation: \u001b[36;1m\u001b[1;3mWhile Wilde, 37, and Styles, 27, have both kept a low profile when it comes to talking about their relationship, Wilde did address their ...\u001b[0m\n",
"Thought:\u001b[32;1m\u001b[1;3m Olivia Wilde's boyfriend is 27 years old.\n",
"Action: Calculator\n",
"Action Input: 27^0.23\u001b[0m\n",
"\n",
"\u001b[1m> Entering new LLMMathChain chain...\u001b[0m\n",
"27^0.23\u001b[32;1m\u001b[1;3m\n",
"\n",
"```python\n",
"import math\n",
"print(math.pow(27, 0.23))\n",
"```\n",
"\u001b[0m\n",
"Answer: \u001b[33;1m\u001b[1;3m2.1340945944237553\n",
"\u001b[0m\n",
"\u001b[1m> Finished LLMMathChain chain.\u001b[0m\n",
"\n",
"Observation: \u001b[33;1m\u001b[1;3mAnswer: 2.1340945944237553\n",
"\u001b[0m\n",
"Thought:\n",
"\u001b[1m> Finished ZeroShotAgent chain.\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
"{'input': \"How old is Olivia Wilde's boyfriend? What is that number raised to the 0.23 power?\",\n",
" 'output': '2.1340945944237553',\n",
" 'intermediate_steps': [{'log': \" I need to find out how old Olivia Wilde's boyfriend is, and then use a calculator to calculate the power.\\nAction: Search\\nAction Input: Olivia Wilde's boyfriend age\",\n",
" 'tool': 'Search',\n",
" 'tool_input': \"Olivia Wilde's boyfriend age\",\n",
" 'observation': 'While Wilde, 37, and Styles, 27, have both kept a low profile when it comes to talking about their relationship, Wilde did address their ...'},\n",
" {'log': \" Olivia Wilde's boyfriend is 27 years old.\\nAction: Calculator\\nAction Input: 27^0.23\",\n",
" 'tool': 'Calculator',\n",
" 'tool_input': '27^0.23',\n",
" 'observation': 'Answer: 2.1340945944237553\\n'}]}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agent({\"input\":\"How old is Olivia Wilde's boyfriend? What is that number raised to the 0.23 power?\"})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9256ff6b",
"metadata": {},
"outputs": [],
"source": []
}
],
@@ -188,7 +264,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
"version": "3.10.8"
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