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Merge pull request #59 from langchain-ai/wfh/update-nb

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Wfh/update nb
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Harrison Chase
2024-01-23 09:16:47 -08:00
committed by GitHub
parent 14c840c1e8 90665f2416
commit 1e3cca4015
3 changed files with 83 additions and 77 deletions
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examples/multi_agent/agent_supervisor.ipynb
+15 -21
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@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"id": "30c2f3de-c730-4aec-85a6-af2c2f058803",
"metadata": {},
"outputs": [],
@@ -68,7 +68,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 2,
"id": "f04c6778-403b-4b49-9b93-678e910d5cec",
"metadata": {},
"outputs": [],
@@ -97,7 +97,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 3,
"id": "c4823dd9-26bd-4e1a-8117-b97b2860211a",
"metadata": {},
"outputs": [],
@@ -124,12 +124,7 @@
" )\n",
" agent = create_openai_tools_agent(llm, tools, prompt)\n",
" executor = AgentExecutor(agent=agent, tools=tools)\n",
" chain = executor | (\n",
" # So the agents properly role-play in this simulation, we will\n",
" # tag their final message as a human message\n",
" lambda x: {\"messages\": [HumanMessage(content=x[\"output\"], name=name)]}\n",
" )\n",
" workflow.add_node(name, chain)"
" return executor"
]
},
{
@@ -142,7 +137,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 4,
"id": "80862241-a1a7-4726-bce5-f867b233832e",
"metadata": {},
"outputs": [],
@@ -164,12 +159,13 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 5,
"id": "311f0a58-b425-4496-adac-dc4cd8ffb912",
"metadata": {},
"outputs": [],
"source": [
"from langchain.output_parsers.openai_functions import JsonOutputFunctionsParser\n",
"from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n",
"\n",
"members = [\"Researcher\", \"Coder\"]\n",
"system_prompt = (\n",
@@ -212,6 +208,8 @@
" ]\n",
").partial(options=str(options), members=\", \".join(members))\n",
"\n",
"llm = ChatOpenAI(model=\"gpt-4-1106-preview\")\n",
"\n",
"supervisor_chain = (\n",
" prompt\n",
" | llm.bind_functions(functions=[function_def], function_call=\"route\")\n",
@@ -231,7 +229,7 @@
},
{
"cell_type": "code",
"execution_count": 12,
"execution_count": 6,
"id": "6a430af7-8fce-4e66-ba9e-d940c1bc48e8",
"metadata": {},
"outputs": [],
@@ -253,10 +251,6 @@
" next: str\n",
"\n",
"\n",
"\n",
"\n",
"llm = ChatOpenAI(model=\"gpt-4-1106-preview\")\n",
"\n",
"research_agent = create_agent(llm, [tavily_tool], \"You are a web researcher.\")\n",
"research_node = functools.partial(agent_node, agent=research_agent, name=\"Researcher\")\n",
"\n",
@@ -280,7 +274,7 @@
},
{
"cell_type": "code",
"execution_count": 13,
"execution_count": 7,
"id": "14778e86-077b-4e6a-893c-400e59b0cdbf",
"metadata": {},
"outputs": [],
@@ -311,7 +305,7 @@
},
{
"cell_type": "code",
"execution_count": 14,
"execution_count": 8,
"id": "56ba78e9-d9c1-457c-a073-d606d5d3e013",
"metadata": {},
"outputs": [
@@ -334,7 +328,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"{'Coder': {'messages': [HumanMessage(content=\"The code `print('Hello, World!')` was executed, and it printed `Hello, World!` to the terminal.\", name='Coder')]}}\n",
"{'Coder': {'messages': [HumanMessage(content=\"The code `print('Hello, World!')` was executed, and the output is:\\n\\n```\\nHello, World!\\n```\", name='Coder')]}}\n",
"----\n",
"{'supervisor': {'next': 'FINISH'}}\n",
"----\n"
@@ -356,7 +350,7 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 9,
"id": "45a92dfd-0e11-47f5-aad4-b68d24990e34",
"metadata": {},
"outputs": [
@@ -366,7 +360,7 @@
"text": [
"{'supervisor': {'next': 'Researcher'}}\n",
"----\n",
"{'Researcher': {'messages': [HumanMessage(content='## Research Report on Pikas\\n\\nPikas are small, mountain-dwelling mammals native to Asia and North America. They are characterized by their short limbs, rounded ears, and stout bodies. Unlike rodents, with which they are sometimes confused, pikas are more closely related to rabbits and hares, belonging to the order Lagomorpha.\\n\\n### Physical Description\\nPikas are typically 15 to 23 cm (5.9 to 9.1 inches) in body length. They have an even coat of fur, no external tail, and resemble their close relatives, the rabbits, but with short, rounded ears. Their thick fur and small ears are adaptations to their cold habitats.\\n\\n### Habitat and Distribution\\nPikas inhabit mountainous regions where they have adapted to life in rocky terrains. These creatures can be found at high altitudes, with the large-eared pika of the Himalayas living at elevations of more than 6,000 meters.\\n\\n### Diet and Behavior\\nPikas are herbivorous and primarily feed on plants. They are known for their diligent behavior of collecting and storing food in their tunnels for winter. During the warmer months, pikas spend their days gathering grass in montane meadows and creating hay piles. These animals are also remarkable for their distinctive vocalizations used for communication.\\n\\n### Reproduction and Lifespan\\nDetails on pika reproduction and lifespan were not provided in the immediate search results, but like many small mammals, pikas would typically have a breeding season and a relatively short lifespan in the wild.\\n\\n### Conservation\\nPikas are currently facing challenges due to environmental changes. As their habitats are affected by the expansion of agriculture and the increasing temperatures due to climate change, pikas may find themselves in competition for resources. They are notably heat intolerant, which makes them particularly vulnerable to global warming.\\n\\n### Conclusion\\nPikas are fascinating creatures with unique adaptations to their high-altitude environments. Their role in the ecosystem, distinctive behaviors, and close relation to the rabbit make them an interesting subject for further study, especially in the context of environmental conservation.\\n\\n**Sources:**\\n- [Animals.net - Pika](https://animals.net/pika/)\\n- [OneKindPlanet - American Pika](https://www.onekindplanet.org/animal/american-pika/)\\n- [Facts.net - 12 Facts About Pika](https://facts.net/nature/animals/12-facts-about-pika/)\\n- [Wikipedia - Pika](https://en.wikipedia.org/wiki/Pika)\\n- [HowStuffWorks - Pikas](https://animals.howstuffworks.com/mammals/pika.htm)', name='Researcher')]}}\n",
"{'Researcher': {'messages': [HumanMessage(content='**Research Report on Pikas**\\n\\nPikas are small mammals related to rabbits, known for their distinctive chirping sounds. They inhabit some of the most challenging environments, particularly boulder fields at high elevations, such as those found along the treeless slopes of the Southern Rockies, where they can be found at altitudes of up to 14,000 feet. Pikas are well-adapted to cold climates and typically do not fare well in warmer temperatures.\\n\\nRecent studies have shown that pikas are being impacted by climate change. Research by Peter Billman, a Ph.D. student from the University of Connecticut, indicates that pikas have moved upslope by approximately 1,160 feet. This upslope retreat is a direct response to changing climatic conditions, as pikas seek cooler temperatures at higher elevations.\\n\\nPikas are also known to be industrious foragers, particularly during the summer months when they gather vegetation to create haypiles for winter sustenance. Their behavior is encapsulated in the saying, \"making hay while the sun shines,\" reflecting their proactive approach to survival in harsh conditions.\\n\\nThe effects of climate change on pikas are not limited to the Southern Rockies. Studies published in Global Change Biology suggest that climate change is influencing pikas even in areas where they were previously thought to be less vulnerable, such as the Northern Rockies. These findings point to a broader trend of pikas moving to higher elevations, a behavior that may indicate a search for cooler, more suitable habitats.\\n\\nMoreover, researchers are exploring the possibility that pikas at lower elevations may have developed warm adaptations that could be beneficial for their future survival, given the ongoing climatic shifts. This line of research could help conservationists understand how pikas might cope with a warming world.\\n\\nIn conclusion, pikas are a species that not only fascinate with their unique behaviors and adaptations but also serve as indicators of environmental changes. Their upslope migration in response to climate change highlights the urgency for understanding and mitigating the effects of global warming on mountain ecosystems and the species that inhabit them.\\n\\n**Sources:**\\n- [Colorado Sun](https://coloradosun.com/2023/08/27/colorado-pika-population-climate-change/)\\n- [Wildlife.org](https://wildlife.org/climate-change-affects-pikas-even-in-unlikely-areas/)', name='Researcher')]}}\n",
"----\n",
"{'supervisor': {'next': 'FINISH'}}\n",
"----\n"
examples/multi_agent/hierarchical_agent_teams.ipynb
+56 -24
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@@ -42,7 +42,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 3,
"id": "30c2f3de-c730-4aec-85a6-af2c2f058803",
"metadata": {},
"outputs": [],
@@ -85,7 +85,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 19,
"id": "4024eb89-843d-4cc3-ab3f-e1eb4d031179",
"metadata": {},
"outputs": [],
@@ -108,7 +108,7 @@
" docs = loader.load()\n",
" return \"\\n\\n\".join(\n",
" [\n",
" f'<Document name=\"{doc.metadata[\"title\"]}\">\\n{doc.page_content}\\n</Document>'\n",
" f'<Document name=\"{doc.metadata.get(\"title\", \"\")}\">\\n{doc.page_content}\\n</Document>'\n",
" for doc in docs\n",
" ]\n",
" )"
@@ -129,7 +129,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 5,
"id": "f20a18ca-2709-4c12-84f3-88678591a9fa",
"metadata": {},
"outputs": [],
@@ -244,7 +244,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 20,
"id": "e09fb60f-1aac-455b-b67d-8d2e4ccfd747",
"metadata": {},
"outputs": [],
@@ -347,7 +347,7 @@
},
{
"cell_type": "code",
"execution_count": 18,
"execution_count": 21,
"id": "53db0c78-e357-48ba-ae5f-3fc04735a3b7",
"metadata": {},
"outputs": [],
@@ -401,7 +401,7 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 22,
"id": "1a7a1260-d9f6-4011-b2b1-13fab5126997",
"metadata": {},
"outputs": [],
@@ -455,7 +455,7 @@
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": 10,
"id": "912b0604-a178-4246-a36f-2dedae606680",
"metadata": {},
"outputs": [
@@ -465,7 +465,7 @@
"text": [
"{'supervisor': {'next': 'Search'}}\n",
"---\n",
"{'Search': {'messages': [HumanMessage(content='Taylor Swift\\'s next tour, titled \"The Eras Tour,\" began on March 17, 2023, in Glendale, Arizona. The tour is scheduled to continue with various dates throughout 2023 and has added new U.S. dates for 2024. The tour will also go international this year and the next, with dates yet to be announced for the international leg. For specific dates and locations, fans can check the official announcements and ticketing websites.\\n\\nTo get the most updated information on the tour dates and locations, fans should refer to Taylor Swift\\'s official channels or trusted ticketing platforms.', name='Search')]}}\n",
"{'Search': {'messages': [HumanMessage(content='Taylor Swift\\'s next tour, named \"The Eras Tour,\" has dates scheduled for both 2023 and 2024. Some of the upcoming dates mentioned in the search results include:\\n\\n- November 25-26, 2023, in São Paulo, Brazil at the Allianz Parque\\n- February 7-9, 2024, in Tokyo, Japan at the Tokyo Dome\\n\\nFor a complete and detailed list of all the dates and locations for Taylor Swift\\'s \"The Eras Tour,\" you would need to visit official sources or ticketing websites such as Ticketmaster, as the search results suggest additional dates have been added due to overwhelming demand. The tour is set to wrap up in Indianapolis on November 3, 2024. Keep in mind that the schedule may be subject to change, and it\\'s a good idea to verify the dates on an official ticketing or event site for the latest information.', name='Search')]}}\n",
"---\n",
"{'supervisor': {'next': 'FINISH'}}\n",
"---\n"
@@ -496,7 +496,7 @@
},
{
"cell_type": "code",
"execution_count": 25,
"execution_count": 12,
"id": "1bcdbf44-9481-430c-8429-fa142ed8a626",
"metadata": {},
"outputs": [],
@@ -592,7 +592,7 @@
},
{
"cell_type": "code",
"execution_count": 32,
"execution_count": 13,
"id": "9c5c644f-8966-4d2e-98d2-80d73520e9fe",
"metadata": {},
"outputs": [],
@@ -645,7 +645,7 @@
},
{
"cell_type": "code",
"execution_count": 33,
"execution_count": 14,
"id": "9860fd46-c24d-40a5-a6ba-e8fddcd43369",
"metadata": {},
"outputs": [
@@ -655,11 +655,7 @@
"text": [
"{'supervisor': {'next': 'Note Taker'}}\n",
"---\n",
"{'Note Taker': {'messages': [HumanMessage(content='The poem \"Whispers of the Ancient Wind\" is now written and saved to disk as follows:\\n\\n1. **Introduction**\\n In the hush of early dawn, where shadows softly tread,\\n\\n2. **Setting the Scene**\\n The whispers of the ancient wind stir the slumbering bed.\\n\\n3. **Rising Action**\\n It speaks in tongues of yesteryears, a wisdom deep and wide,\\n Through rustling leaves and bending boughs, it shares what time can\\'t hide.\\n\\n4. **Climax**\\n The gale then rises, fierce and bold, a truth it must impart,\\n With howling force and chilling breath, it seeks the willing heart.\\n\\n5. **Falling Action**\\n Yet as the gusts begin to wane, the message becomes clear,\\n\\n6. **Resolution**\\n In every gust and gentle breeze, the past is always near.\\n\\n7. **Conclusion**\\n So listen close when breezes blow, and hear the silent din,\\n Of stories old and lessons told, in whispers of the wind.\\n\\nThis structure captures the narrative flow of the poem, moving from the calm introduction to the intense climax, and finally to the insightful conclusion.', name='Note Taker')]}}\n",
"---\n",
"{'supervisor': {'next': 'Doc Writer'}}\n",
"---\n",
"{'Doc Writer': {'messages': [HumanMessage(content='The poem \"Whispers of the Ancient Wind\" has been successfully written and saved to disk with the file name \"WhispersOfTheAncientWind.txt\".', name='Doc Writer')]}}\n",
"{'Note Taker': {'messages': [HumanMessage(content='The outline and poem have been successfully written and saved. The poem, titled \"Whispers of the Wind,\" captures the essence of the wind\\'s journey from a gentle beginning to a powerful crescendo and then a calming end, concluding with the cyclical nature of this elemental force.\\n\\nHere is the completed poem:\\n\\n---\\n\\n**Whispers of the Wind**\\n\\nEmbracing the essence of nature\\'s breath,\\nA zephyr stirs, the dawn\\'s own cheer,\\nWhispering secrets, meant for no ear,\\nThe gentle beginnings, a soft caress.\\n\\nA gale ascends, midday\\'s fierce guest,\\nTwirling leaves in a wild, untamed dance,\\nNature\\'s raw power in its vast expanse,\\nThe crescendo of gusts, a forceful dance.\\n\\nAs dusk falls, the tempest does wane,\\nA soft sighing through the willow\\'s mane,\\nIn the quietude, peace finds its chance,\\nThe calming aftermath, a serene trance.\\n\\nThrough whispers, roars, and silent chants,\\nThe wind carries on, no pause nor glance,\\nIn its journey, a boundless, spirited lance,\\nThe enduring cycle, a timeless romance.\\n\\n---\\n\\nThe poem is a testament to the wind\\'s ever-present and ever-changing presence in the world around us.', name='Note Taker')]}}\n",
"---\n",
"{'supervisor': {'next': 'FINISH'}}\n",
"---\n"
@@ -690,7 +686,7 @@
},
{
"cell_type": "code",
"execution_count": 40,
"execution_count": 23,
"id": "95ae7e52-92ed-41a3-88c4-21b6d7c8b041",
"metadata": {},
"outputs": [],
@@ -714,7 +710,7 @@
},
{
"cell_type": "code",
"execution_count": 44,
"execution_count": 24,
"id": "4880e573-612f-4d24-97c1-2079382a4a2f",
"metadata": {},
"outputs": [],
@@ -759,7 +755,7 @@
},
{
"cell_type": "code",
"execution_count": 47,
"execution_count": 25,
"id": "6b8badbf-d728-44bd-a2a7-5b4e587c92fe",
"metadata": {},
"outputs": [
@@ -769,11 +765,47 @@
"text": [
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='# Research Report on North American Sturgeon\\n\\n## Overview\\nSturgeons are a group of fish that belong to the family Acipenseridae. There are 27 species of sturgeon found in rivers and seas throughout the world, with 9 species endemic to North America. These species are known for their longevity, late maturity, and distinctive physical characteristics, such as a heterocercal caudal fin. \\n\\n## North American Species\\nThe following are some of the sturgeon species found in North America:\\n\\n- **Atlantic Sturgeon (Acipenser oxyrinchus)**\\n - The largest of the three sturgeons found in New York State, capable of living 30 to 60 years, growing 6 to 14 feet in length, and weighing over 200 pounds.\\n- **Lake Sturgeon (Acipenser fulvescens)**\\n - It has fewer than a dozen large and stable populations in North America, with some expected to be evaluated for Endangered Species Act protection by 2024.\\n- **Pallid Sturgeon (Scaphirhynchus albus)**\\n- **White Sturgeon (Acipenser transmontanus)**\\n- **Green Sturgeon (Acipenser medirostris)**\\n\\n## Conservation Status\\nMany sturgeon species are now critically endangered due to overfishing, habitat loss, and pollution. Conservation efforts are aimed at restoring sturgeon populations to rivers and tributaries where they once spawned.\\n\\n## Chart: Sturgeon Species in North America\\n\\n| Species | Habitat | Size | Conservation Status |\\n|-------------------|--------------------------|---------------|----------------------|\\n| Atlantic Sturgeon | Eastern North America | 6-14 ft, 200+ lbs | Endangered |\\n| Lake Sturgeon | Great Lakes, Mississippi | Varies | Under Review (2024) |\\n| Pallid Sturgeon | Missouri River basin | Varies | Critically Endangered|\\n| White Sturgeon | Pacific Northwest | Varies | Not Listed |\\n| Green Sturgeon | West Coast | Varies | Threatened |\\n\\n## Conclusion\\nNorth American sturgeons are an integral part of the aquatic biodiversity and play a crucial role in the ecosystem. However, they face significant threats from human activities. Efforts to conserve and protect sturgeon species are vital for their survival and the health of their habitats.\\n\\n## References\\n- [American Oceans](https://www.americanoceans.org/facts/types-of-sturgeon/)\\n- [Earthwave Society](https://www.earthwave.org/sturgeon)\\n- [New York Natural Heritage Program](https://guides.nynhp.org/atlantic-sturgeon/)\\n- [Center for Biological Diversity](https://biologicaldiversity.org/w/news/press-releases/lake-sturgeon-will-get-endangered-species-decision-in-2024-2021-09-15/)\\n- [Wikipedia](https://en.wikipedia.org/wiki/Sturgeon)\\n\\n*(Please note that the sizes mentioned are approximate and can vary. The conservation status is also subject to change as new assessments are made.)*', name='Search')]}}\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.', name='Web Scraper')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='Based on the information gathered from the provided URLs, here is a detailed research report on the North American sturgeon along with a chart that summarizes some of the key data:\\n\\n**North American Sturgeon Research Report**\\n\\n**Overview:**\\nNorth American sturgeons are ancient fish that belong to the Acipenseridae family. These bony, bottom-dwelling fish are characterized by their elongated bodies, scutes (bony plates), and barbels near the mouth. They are anadromous, meaning they migrate from saltwater to freshwater to spawn.\\n\\n**Species and Distribution:**\\n- Atlantic Sturgeon (*Acipenser oxyrinchus*): Found along the East Coast from Canada to Florida.\\n- Green Sturgeon (*Acipenser medirostris*): Found on the West Coast from Alaska to California.\\n- Shortnose Sturgeon (*Acipenser brevirostrum*): Distributed along the East Coast in estuarine and riverine habitats.\\n\\n**Conservation Status:**\\n- Atlantic Sturgeon: Multiple distinct population segments (DPSs) listed as endangered or threatened under the Endangered Species Act (ESA).\\n- Green Sturgeon: Southern DPS listed as threatened under the ESA.\\n- Shortnose Sturgeon: Listed as endangered throughout its range under the ESA.\\n\\n**Threats:**\\n- Bycatch in commercial fisheries.\\n- Habitat degradation and loss due to dams, pollution, and development.\\n- Climate change affecting water temperatures and spawning conditions.\\n- Vessel strikes, particularly for Atlantic sturgeon in high-traffic rivers.\\n\\n**Conservation Efforts:**\\nEfforts include habitat restoration, removal of barriers to improve fish passage, protection from bycatch, and public education. Critical habitat has been designated for certain species, and regulations prohibit the retention of green sturgeon in recreational and commercial fisheries.\\n\\n**Chart Information:**\\nThe chart would include species names, conservation status, geographic distribution, and key threats.\\n\\n| Species | Conservation Status | Distribution | Key Threats |\\n|---------------------|---------------------|-------------------------------------|------------------------------------------------|\\n| Atlantic Sturgeon | Endangered/Threatened | East Coast (Canada to Florida) | Bycatch, habitat loss, vessel strikes |\\n| Green Sturgeon | Southern DPS Threatened | West Coast (Alaska to California) | Bycatch, habitat degradation, climate change |\\n| Shortnose Sturgeon | Endangered | East Coast estuarine and riverine habitats | Bycatch, habitat degradation, dams |\\n\\n**Conclusion:**\\nNorth American sturgeons face numerous threats that have led to a decline in their populations. However, ongoing conservation efforts, including habitat restoration and protective regulations, are crucial in supporting their recovery and ensuring the survival of these ancient and ecologically important species.')]}}\n",
"---\n",
"{'supervisor': {'next': 'Paper writing team'}}\n",
"---\n",
"{'Paper writing team': {'messages': [HumanMessage(content='The research report on North American Sturgeon has been successfully written and saved under the file name \"NorthAmericanSturgeonResearchReport.txt\". This document offers a detailed examination of sturgeon species in North America, highlighting their conservation status and the importance of preserving these vital components of aquatic ecosystems. The report is now ready for review and any necessary revisions.', name='Doc Writer')]}}\n",
"{'Paper writing team': {'messages': [HumanMessage(content='The contents of the \"AnalysisOfWhispersOfTheWindPoem.txt\" file have been successfully retrieved. It appears to contain the structured paper that was conceptualized earlier, including the introduction, a detailed analysis of the poem\\'s structure and content, exploration of poetic devices and imagery, discussion on the philosophical and environmental implications, and the paper\\'s conclusion.\\n\\nWith this analysis, the paper provides a comprehensive examination of the poem \"Whispers of the Wind,\" capturing the essence of the poem\\'s use of the wind as a symbol to articulate themes related to the natural world. It reflects on how the poet utilizes language and form to convey the power and beauty of nature, as well as the philosophical undertones that underscore human connection with the environment.\\n\\nThe conclusion of the paper emphasizes the significance of the poem in fostering a greater appreciation for nature and highlights the relevance of its message in the context of contemporary environmental discourse. This analysis serves as an important contribution to the understanding of the poem\\'s artistic and thematic dimensions.', name='Doc Writer')]}}\n",
"---\n",
"{'supervisor': {'next': 'Research team'}}\n",
"---\n",
"{'Research team': {'messages': [HumanMessage(content='The contents of the \"AnalysisOfWhispersOfTheWindPoem.txt\" file have been successfully retrieved. It appears to contain the structured paper that was conceptualized earlier, including the introduction, a detailed analysis of the poem\\'s structure and content, exploration of poetic devices and imagery, discussion on the philosophical and environmental implications, and the paper\\'s conclusion.\\n\\nWith this analysis, the paper provides a comprehensive examination of the poem \"Whispers of the Wind,\" capturing the essence of the poem\\'s use of the wind as a symbol to articulate themes related to the natural world. It reflects on how the poet utilizes language and form to convey the power and beauty of nature, as well as the philosophical undertones that underscore human connection with the environment.\\n\\nThe conclusion of the paper emphasizes the significance of the poem in fostering a greater appreciation for nature and highlights the relevance of its message in the context of contemporary environmental discourse. This analysis serves as an important contribution to the understanding of the poem\\'s artistic and thematic dimensions.')]}}\n",
"---\n",
"{'supervisor': {'next': 'FINISH'}}\n",
"---\n"
@@ -797,7 +829,7 @@
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"cell_type": "code",
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"id": "8ea8bcec-c049-4f85-862d-9991ef07d793",
"id": "fb1b06f5-648c-459c-84f3-431807373782",
"metadata": {},
"outputs": [],
"source": []
@@ -819,7 +851,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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examples/multi_agent/multi-agent-collaboration.ipynb
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