mirror of
https://github.com/langchain-ai/langgraph.git
synced 2026-08-25 17:12:26 +02:00
docs: update cloud how-tos (#747)
This commit is contained in:
Vadym Barda
@@ -13,7 +13,7 @@
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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": 1,
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"id": "b8e6408a-b37e-428f-9567-077fa55d58e8",
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"metadata": {},
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"outputs": [],
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@@ -26,22 +26,22 @@
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"execution_count": 2,
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"id": "4947e9bc-111f-4991-8c41-1041da9bf0ba",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
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" 'graph_id': 'agent',\n",
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" 'config': {},\n",
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" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
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" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
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" 'metadata': {'created_by': 'system'}}]"
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"{'assistant_id': 'e90fee30-be91-43aa-a33c-d54bd219072e',\n",
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" 'graph_id': 'agent',\n",
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" 'created_at': '2024-06-18T18:06:55.102231+00:00',\n",
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" 'updated_at': '2024-06-18T18:06:55.102231+00:00',\n",
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" 'config': {'configurable': {'model_name': 'anthropic'}},\n",
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" 'metadata': {}}"
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]
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},
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"execution_count": 7,
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -49,53 +49,36 @@
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"source": [
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"# List available assistants\n",
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"assistants = await client.assistants.search()\n",
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"assistants"
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"assistants[0]"
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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": 9,
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"execution_count": 3,
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"id": "230c0464-a6e5-420f-9e38-ca514e5634ce",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
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" 'graph_id': 'agent',\n",
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" 'config': {},\n",
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" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
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" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
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" 'metadata': {'created_by': 'system'}}"
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]
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},
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"execution_count": 9,
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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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"outputs": [],
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"source": [
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"# Get the first assistant, we will use this one\n",
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"assistant = assistants[0]\n",
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"assistant"
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"# NOTE: we can use `assistant_id` UUID from the above response, or just pass graph ID instead when creating runs. we'll use graph ID here\n",
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"assistant_id = \"agent\""
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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": 10,
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"execution_count": 4,
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"id": "56aa5159-5583-4134-9210-709b969bda6f",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
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" 'created_at': '2024-05-18T00:50:26.367620+00:00',\n",
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" 'updated_at': '2024-05-18T00:50:26.367620+00:00',\n",
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"{'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
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" 'created_at': '2024-06-21T14:58:02.079462+00:00',\n",
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" 'updated_at': '2024-06-21T14:58:02.079462+00:00',\n",
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" 'metadata': {}}"
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]
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},
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"execution_count": 10,
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -108,7 +91,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"execution_count": 5,
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"id": "147c3f98-f889-4f05-a090-6b31f2a0b291",
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"metadata": {},
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"outputs": [
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@@ -118,7 +101,7 @@
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"[]"
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]
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},
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"execution_count": 11,
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -131,35 +114,51 @@
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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": "8c7b44ef-4816-496d-88a1-2f7327cf576d",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Let's kick off a run\n",
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"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf\"}]}\n",
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"run = await client.runs.create(thread['thread_id'], assistant[\"assistant_id\"], input=input)\n"
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"run = await client.runs.create(thread['thread_id'], assistant_id, input=input)"
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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": 13,
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"execution_count": 7,
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"id": "d84b4d80-b0aa-4d9f-a05d-0744b2fe8f72",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
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" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
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"{'run_id': '1ef2fdea-814c-6165-8b2a-a40e2a028198',\n",
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" 'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
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" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
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" 'created_at': '2024-05-18T00:50:27.618761+00:00',\n",
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" 'updated_at': '2024-05-18T00:50:27.618761+00:00',\n",
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" 'created_at': '2024-06-21T14:58:02.095911+00:00',\n",
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" 'updated_at': '2024-06-21T14:58:02.095911+00:00',\n",
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" 'metadata': {},\n",
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" 'status': 'pending',\n",
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" 'metadata': {}}"
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" 'kwargs': {'input': {'messages': [{'role': 'human',\n",
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" 'content': 'what's the weather in sf'}]},\n",
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" 'config': {'metadata': {'created_by': 'system'},\n",
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" 'configurable': {'run_id': '1ef2fdea-814c-6165-8b2a-a40e2a028198',\n",
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" 'user_id': '',\n",
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" 'graph_id': 'agent',\n",
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" 'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
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" 'thread_ts': None,\n",
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" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'}},\n",
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" 'webhook': None,\n",
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" 'temporary': False,\n",
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" 'stream_mode': ['events'],\n",
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" 'feedback_keys': None,\n",
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" 'interrupt_after': None,\n",
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" 'interrupt_before': None},\n",
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" 'multitask_strategy': 'reject'}"
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]
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},
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"execution_count": 13,
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -171,306 +170,50 @@
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "ce124bd3-f197-4b73-9ff6-bb36730dd003",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[{'event_id': '3ac6d963-442f-481c-9fde-b8a27bc0e277',\n",
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" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
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" 'received_at': '2024-05-18T00:50:29.570649+00:00',\n",
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" 'span_id': 'd4e4a6ee-da2f-4b5f-b656-1a1f73065161',\n",
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" 'event': 'on_tool_start',\n",
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" 'name': 'tavily_search_results_json',\n",
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" 'data': {'input': {'query': 'weather in san francisco'}},\n",
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" 'metadata': {'graph_id': 'agent',\n",
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" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
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" 'created_by': 'system',\n",
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" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
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" 'tags': ['seq:step:1']},\n",
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" {'event_id': 'f8961760-6f13-40e6-9eef-6d4d68e0ed19',\n",
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||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
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" 'received_at': '2024-05-18T00:50:29.569708+00:00',\n",
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" 'span_id': '73295bb1-6cd3-403d-abc1-4f9d96a63894',\n",
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" 'event': 'on_chain_start',\n",
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" 'name': 'action',\n",
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" 'data': {},\n",
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" 'metadata': {'graph_id': 'agent',\n",
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" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
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" 'created_by': 'system',\n",
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" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
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" 'tags': ['graph:step:2']},\n",
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" {'event_id': '44b5f815-f60c-468f-8d23-96dfdaa0ed20',\n",
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||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
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" 'received_at': '2024-05-18T00:50:29.568202+00:00',\n",
|
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" 'span_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
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" 'event': 'on_chain_stream',\n",
|
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" 'name': 'LangGraph',\n",
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" 'data': {'chunk': {'messages': [{'id': '46b31c3a-01bf-4946-bd5a-fa6a7f6c97ce',\n",
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" 'name': None,\n",
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" 'type': 'human',\n",
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" 'content': 'what's the weather in sf',\n",
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" 'example': False,\n",
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" 'additional_kwargs': {},\n",
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" 'response_metadata': {}},\n",
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" {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
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" 'name': None,\n",
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" 'type': 'ai',\n",
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" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
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" 'name': 'tavily_search_results_json',\n",
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" 'type': 'tool_use',\n",
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" 'input': {'query': 'weather in san francisco'}}],\n",
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" 'example': False,\n",
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" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
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" 'args': {'query': 'weather in san francisco'},\n",
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" 'name': 'tavily_search_results_json'}],\n",
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" 'additional_kwargs': {},\n",
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" 'response_metadata': {},\n",
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" 'invalid_tool_calls': []}]}},\n",
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" 'metadata': {'graph_id': 'agent',\n",
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" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
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" 'created_by': 'system',\n",
|
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" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
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" 'tags': []},\n",
|
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" {'event_id': '0917b31d-f49d-43d4-a8ed-a9eebd8904e8',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.566761+00:00',\n",
|
||||
" 'span_id': 'f469ac2e-17a3-491c-bc03-0c56aa30a68b',\n",
|
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" 'event': 'on_chain_end',\n",
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" 'name': 'agent',\n",
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" 'data': {'input': {'messages': [{'role': 'human',\n",
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" 'content': 'what's the weather in sf'}]},\n",
|
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" 'output': {'messages': [{'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
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" 'name': None,\n",
|
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" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
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" 'type': 'tool_use',\n",
|
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" 'input': {'query': 'weather in san francisco'}}],\n",
|
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" 'example': False,\n",
|
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" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
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" 'args': {'query': 'weather in san francisco'},\n",
|
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" 'name': 'tavily_search_results_json'}],\n",
|
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" 'additional_kwargs': {},\n",
|
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" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]}},\n",
|
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" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
||||
" 'tags': ['graph:step:1']},\n",
|
||||
" {'event_id': 'bbe33ebf-04ba-43d5-8718-e2da23295675',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.566076+00:00',\n",
|
||||
" 'span_id': 'f469ac2e-17a3-491c-bc03-0c56aa30a68b',\n",
|
||||
" 'event': 'on_chain_stream',\n",
|
||||
" 'name': 'agent',\n",
|
||||
" 'data': {'chunk': {'messages': [{'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
||||
" 'tags': ['graph:step:1']},\n",
|
||||
" {'event_id': '38333127-fa97-4830-8157-f76264778d81',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.564195+00:00',\n",
|
||||
" 'span_id': 'ef55c681-be15-4f3d-9aee-3a9ff05d8746',\n",
|
||||
" 'event': 'on_chain_end',\n",
|
||||
" 'name': 'should_continue',\n",
|
||||
" 'data': {'input': {'messages': [{'id': 'abc3581e-417b-4ca1-ab31-de7108e64b3b',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'human',\n",
|
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" 'content': 'what's the weather in sf',\n",
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" 'example': False,\n",
|
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" 'additional_kwargs': {},\n",
|
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" 'response_metadata': {}},\n",
|
||||
" {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
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" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]},\n",
|
||||
" 'output': 'continue'},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
||||
" 'tags': ['seq:step:3']},\n",
|
||||
" {'event_id': '408a7785-c715-4bcb-a5aa-950f414baa77',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.563289+00:00',\n",
|
||||
" 'span_id': 'ef55c681-be15-4f3d-9aee-3a9ff05d8746',\n",
|
||||
" 'event': 'on_chain_start',\n",
|
||||
" 'name': 'should_continue',\n",
|
||||
" 'data': {'input': {'messages': [{'id': 'abc3581e-417b-4ca1-ab31-de7108e64b3b',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'human',\n",
|
||||
" 'content': 'what's the weather in sf',\n",
|
||||
" 'example': False,\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {}},\n",
|
||||
" {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
||||
" 'tags': ['seq:step:3']},\n",
|
||||
" {'event_id': '679c8ae7-5cd2-4462-936e-20f0ea45cfb8',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.560628+00:00',\n",
|
||||
" 'span_id': '4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'event': 'on_chat_model_end',\n",
|
||||
" 'name': 'ChatAnthropic',\n",
|
||||
" 'data': {'input': {'messages': [[{'id': None,\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'human',\n",
|
||||
" 'content': 'what's the weather in sf',\n",
|
||||
" 'example': False,\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {}}]]},\n",
|
||||
" 'output': {'run': None,\n",
|
||||
" 'llm_output': None,\n",
|
||||
" 'generations': [[{'text': '',\n",
|
||||
" 'type': 'ChatGeneration',\n",
|
||||
" 'message': {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []},\n",
|
||||
" 'generation_info': None}]]}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'ls_model_type': 'chat'},\n",
|
||||
" 'tags': ['seq:step:1']},\n",
|
||||
" {'event_id': '055fcf73-36e7-444b-990d-6263ec50925c',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:29.559491+00:00',\n",
|
||||
" 'span_id': '4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'event': 'on_chat_model_stream',\n",
|
||||
" 'name': 'ChatAnthropic',\n",
|
||||
" 'data': {'chunk': {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'AIMessageChunk',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
||||
" 'tool_call_chunks': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': '{\"query\": \"weather in san francisco\"}',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'index': 0}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'ls_model_type': 'chat'},\n",
|
||||
" 'tags': ['seq:step:1']},\n",
|
||||
" {'event_id': 'cf90f755-5a12-46bd-8f60-adc862388635',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:27.873602+00:00',\n",
|
||||
" 'span_id': '4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'event': 'on_chat_model_start',\n",
|
||||
" 'name': 'ChatAnthropic',\n",
|
||||
" 'data': {'input': {'messages': [[{'id': None,\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'human',\n",
|
||||
" 'content': 'what's the weather in sf',\n",
|
||||
" 'example': False,\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {}}]]}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'ls_model_type': 'chat'},\n",
|
||||
" 'tags': ['seq:step:1']}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 14,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"execution_count": 8,
|
||||
"id": "3639da3c-bfe5-454c-ab1e-8ed7af394dfe",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# We can list events for the run\n",
|
||||
"await client.runs.list_events(thread['thread_id'], run['run_id'])"
|
||||
"# Wait until the run finishes\n",
|
||||
"await client.runs.join(thread['thread_id'], run['run_id'])"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": 9,
|
||||
"id": "8fa206ed-515e-4607-9a80-bebafe76cc24",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
"{'run_id': '1ef2fdea-814c-6165-8b2a-a40e2a028198',\n",
|
||||
" 'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'created_at': '2024-05-18T00:50:27.618761+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:50:27.618761+00:00',\n",
|
||||
" 'created_at': '2024-06-21T14:58:02.095911+00:00',\n",
|
||||
" 'updated_at': '2024-06-21T14:58:02.095911+00:00',\n",
|
||||
" 'metadata': {},\n",
|
||||
" 'status': 'success',\n",
|
||||
" 'metadata': {}}"
|
||||
" 'kwargs': {'input': {'messages': [{'role': 'human',\n",
|
||||
" 'content': 'what's the weather in sf'}]},\n",
|
||||
" 'config': {'metadata': {'created_by': 'system'},\n",
|
||||
" 'configurable': {'run_id': '1ef2fdea-814c-6165-8b2a-a40e2a028198',\n",
|
||||
" 'user_id': '',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
|
||||
" 'thread_ts': None,\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'}},\n",
|
||||
" 'webhook': None,\n",
|
||||
" 'temporary': False,\n",
|
||||
" 'stream_mode': ['events'],\n",
|
||||
" 'feedback_keys': None,\n",
|
||||
" 'interrupt_after': None,\n",
|
||||
" 'interrupt_before': None},\n",
|
||||
" 'multitask_strategy': 'reject'}"
|
||||
]
|
||||
},
|
||||
"execution_count": 15,
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@@ -482,86 +225,114 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"execution_count": 10,
|
||||
"id": "8de4495f-7873-487c-b1a8-ad2a78a1ff35",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# We can get the final results\n",
|
||||
"results = await client.runs.list_events(thread['thread_id'], run['run_id'])"
|
||||
"final_result = await client.threads.get_state(thread['thread_id'])"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": 11,
|
||||
"id": "9da76fce-66e4-4f1b-8c24-09759889e50e",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# The results are sorted by time, so the most recent (final) step is the 0 index\n",
|
||||
"final_result = results[0]"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 22,
|
||||
"id": "02279ff3-c153-4ec4-be4d-1613a0dff4ee",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'event_id': '1af2076e-8ec7-4f2e-bc2c-6fbbf586397c',\n",
|
||||
" 'run_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'received_at': '2024-05-18T00:50:35.557925+00:00',\n",
|
||||
" 'span_id': 'e843abcb-e478-421b-91e1-a8ae171b14f4',\n",
|
||||
" 'event': 'on_chain_end',\n",
|
||||
" 'name': 'LangGraph',\n",
|
||||
" 'data': {'output': {'messages': [{'id': '46b31c3a-01bf-4946-bd5a-fa6a7f6c97ce',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'human',\n",
|
||||
" 'content': 'what's the weather in sf',\n",
|
||||
" 'example': False,\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {}},\n",
|
||||
" {'id': 'run-4885d5a0-cd89-4f00-8558-e85b542a710c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use',\n",
|
||||
" 'input': {'query': 'weather in san francisco'}}],\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []},\n",
|
||||
" {'id': '045e936d-ee47-4236-95ff-793b6b32b590',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool',\n",
|
||||
" 'content': '[{\"url\": \"https://www.weatherapi.com/\", \"content\": \"{\\'location\\': {\\'name\\': \\'San Francisco\\', \\'region\\': \\'California\\', \\'country\\': \\'United States of America\\', \\'lat\\': 37.78, \\'lon\\': -122.42, \\'tz_id\\': \\'America/Los_Angeles\\', \\'localtime_epoch\\': 1715993410, \\'localtime\\': \\'2024-05-17 17:50\\'}, \\'current\\': {\\'last_updated_epoch\\': 1715993100, \\'last_updated\\': \\'2024-05-17 17:45\\', \\'temp_c\\': 17.8, \\'temp_f\\': 64.0, \\'is_day\\': 1, \\'condition\\': {\\'text\\': \\'Partly cloudy\\', \\'icon\\': \\'//cdn.weatherapi.com/weather/64x64/day/116.png\\', \\'code\\': 1003}, \\'wind_mph\\': 15.0, \\'wind_kph\\': 24.1, \\'wind_degree\\': 300, \\'wind_dir\\': \\'WNW\\', \\'pressure_mb\\': 1013.0, \\'pressure_in\\': 29.9, \\'precip_mm\\': 0.0, \\'precip_in\\': 0.0, \\'humidity\\': 65, \\'cloud\\': 25, \\'feelslike_c\\': 17.8, \\'feelslike_f\\': 64.0, \\'vis_km\\': 16.0, \\'vis_miles\\': 9.0, \\'uv\\': 5.0, \\'gust_mph\\': 16.2, \\'gust_kph\\': 26.1}}\"}]',\n",
|
||||
" 'tool_call_id': 'toolu_018yyEfJHihdVfWypRNLqDug',\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {}},\n",
|
||||
" {'id': 'run-069f1ddd-64b3-451d-bb84-75dec23a7286',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': \"The search results provide the current weather conditions in San Francisco. According to the data, as of 5:45pm on May 17, 2024, the weather in San Francisco is partly cloudy with a temperature of around 64°F (17.8°C). The wind is blowing from the west-northwest at 15 mph (24 km/h) with gusts up to 16 mph (26 km/h). The humidity is 65% and visibility is 9 miles (16 km). The UV index is 5.\\n\\nSo in summary, it's a partly cloudy spring day in San Francisco with mild temperatures and moderate winds. The weather seems pleasant for being outdoors during the daytime hours.\",\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]}},\n",
|
||||
" 'metadata': {'graph_id': 'agent',\n",
|
||||
" 'thread_id': '6ada015b-b47a-4c4f-a5cd-580893cb6d0c',\n",
|
||||
"{'values': {'messages': [{'content': 'what's the weather in sf',\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'human',\n",
|
||||
" 'name': None,\n",
|
||||
" 'id': 'bfe07fff-cb40-40be-84d5-a061d2c40006',\n",
|
||||
" 'example': False},\n",
|
||||
" {'content': [{'id': 'toolu_01QUzhhfDQkpbPSediUrXvQb',\n",
|
||||
" 'input': {'query': 'weather in san francisco'},\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'name': None,\n",
|
||||
" 'id': 'run-6d8665ca-a77d-4b44-9a7b-4e975b155fb1',\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'name': 'tavily_search_results_json',\n",
|
||||
" 'args': {'query': 'weather in san francisco'},\n",
|
||||
" 'id': 'toolu_01QUzhhfDQkpbPSediUrXvQb'}],\n",
|
||||
" 'invalid_tool_calls': [],\n",
|
||||
" 'usage_metadata': None},\n",
|
||||
" {'content': '[{\"url\": \"https://www.timeanddate.com/weather/usa/san-francisco/historic\", \"content\": \"San Francisco Weather History for the Previous 24 Hours Show weather for: Previous 24 hours June 17, 2024 June 16, 2024 June 15, 2024 June 14, 2024 June 13, 2024 June 12, 2024 June 11, 2024 June 10, 2024 June 9, 2024 June 8, 2024 June 7, 2024 June 6, 2024 June 5, 2024 June 4, 2024 June 3, 2024 June 2, 2024\"}]',\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'tool',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'id': '257a1f29-2f66-4f9e-b35d-c8818dbbaa3f',\n",
|
||||
" 'tool_call_id': 'toolu_01QUzhhfDQkpbPSediUrXvQb'},\n",
|
||||
" {'content': [{'text': 'The search results provide historic weather data for San Francisco, but do not give the current weather conditions. To get the current weather forecast for San Francisco, I would need to refine my search query. Here is an updated search:',\n",
|
||||
" 'type': 'text'},\n",
|
||||
" {'id': 'toolu_01RLJEcWYRvRoBhiHdrhoRZx',\n",
|
||||
" 'input': {'query': 'san francisco weather forecast today'},\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'type': 'tool_use'}],\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'name': None,\n",
|
||||
" 'id': 'run-ca41dbf8-7e89-4ff2-a245-87098d7928ba',\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [{'name': 'tavily_search_results_json',\n",
|
||||
" 'args': {'query': 'san francisco weather forecast today'},\n",
|
||||
" 'id': 'toolu_01RLJEcWYRvRoBhiHdrhoRZx'}],\n",
|
||||
" 'invalid_tool_calls': [],\n",
|
||||
" 'usage_metadata': None},\n",
|
||||
" {'content': '[{\"url\": \"https://www.weatherapi.com/\", \"content\": \"{\\'location\\': {\\'name\\': \\'San Francisco\\', \\'region\\': \\'California\\', \\'country\\': \\'United States of America\\', \\'lat\\': 37.78, \\'lon\\': -122.42, \\'tz_id\\': \\'America/Los_Angeles\\', \\'localtime_epoch\\': 1718981382, \\'localtime\\': \\'2024-06-21 7:49\\'}, \\'current\\': {\\'last_updated_epoch\\': 1718981100, \\'last_updated\\': \\'2024-06-21 07:45\\', \\'temp_c\\': 12.8, \\'temp_f\\': 55.0, \\'is_day\\': 1, \\'condition\\': {\\'text\\': \\'Overcast\\', \\'icon\\': \\'//cdn.weatherapi.com/weather/64x64/day/122.png\\', \\'code\\': 1009}, \\'wind_mph\\': 6.9, \\'wind_kph\\': 11.2, \\'wind_degree\\': 200, \\'wind_dir\\': \\'SSW\\', \\'pressure_mb\\': 1011.0, \\'pressure_in\\': 29.84, \\'precip_mm\\': 0.01, \\'precip_in\\': 0.0, \\'humidity\\': 86, \\'cloud\\': 100, \\'feelslike_c\\': 12.2, \\'feelslike_f\\': 53.9, \\'windchill_c\\': 11.2, \\'windchill_f\\': 52.1, \\'heatindex_c\\': 12.0, \\'heatindex_f\\': 53.5, \\'dewpoint_c\\': 9.4, \\'dewpoint_f\\': 48.8, \\'vis_km\\': 16.0, \\'vis_miles\\': 9.0, \\'uv\\': 3.0, \\'gust_mph\\': 7.6, \\'gust_kph\\': 12.2}}\"}]',\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'tool',\n",
|
||||
" 'name': 'tavily_search_results_json',\n",
|
||||
" 'id': 'c80a3720-6a9f-4ff0-9ce2-6112e66a6f81',\n",
|
||||
" 'tool_call_id': 'toolu_01RLJEcWYRvRoBhiHdrhoRZx'},\n",
|
||||
" {'content': 'The updated search provides the current weather forecast for San Francisco. According to the results, as of 7:49am on June 21, 2024 in San Francisco, the temperature is 55°F (12.8°C), it is overcast with 100% cloud cover, and there are light winds from the south-southwest around 7 mph (11 km/h). The forecast also shows low precipitation of 0.01 mm, high humidity of 86%, and visibility of 9 miles (16 km).\\n\\nIn summary, the current weather in San Francisco is cool, overcast, and breezy based on this weather forecast data. Let me know if you need any other details!',\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'name': None,\n",
|
||||
" 'id': 'run-4f23b53d-a8ec-4038-b3ed-08b2560bf81c',\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [],\n",
|
||||
" 'invalid_tool_calls': [],\n",
|
||||
" 'usage_metadata': None}]},\n",
|
||||
" 'next': [],\n",
|
||||
" 'config': {'configurable': {'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
|
||||
" 'thread_ts': '1ef2fdea-f879-65a5-8005-443b6a4039aa'}},\n",
|
||||
" 'metadata': {'step': 5,\n",
|
||||
" 'run_id': '1ef2fdea-814c-6165-8b2a-a40e2a028198',\n",
|
||||
" 'source': 'loop',\n",
|
||||
" 'writes': {'agent': {'messages': [{'id': 'run-4f23b53d-a8ec-4038-b3ed-08b2560bf81c',\n",
|
||||
" 'name': None,\n",
|
||||
" 'type': 'ai',\n",
|
||||
" 'content': 'The updated search provides the current weather forecast for San Francisco. According to the results, as of 7:49am on June 21, 2024 in San Francisco, the temperature is 55°F (12.8°C), it is overcast with 100% cloud cover, and there are light winds from the south-southwest around 7 mph (11 km/h). The forecast also shows low precipitation of 0.01 mm, high humidity of 86%, and visibility of 9 miles (16 km).\\n\\nIn summary, the current weather in San Francisco is cool, overcast, and breezy based on this weather forecast data. Let me know if you need any other details!',\n",
|
||||
" 'example': False,\n",
|
||||
" 'tool_calls': [],\n",
|
||||
" 'usage_metadata': None,\n",
|
||||
" 'additional_kwargs': {},\n",
|
||||
" 'response_metadata': {},\n",
|
||||
" 'invalid_tool_calls': []}]}},\n",
|
||||
" 'user_id': '',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
|
||||
" 'created_by': 'system',\n",
|
||||
" 'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca'},\n",
|
||||
" 'tags': []}"
|
||||
" 'created_at': '2024-06-21T14:58:14.591805+00:00',\n",
|
||||
" 'parent_config': {'configurable': {'thread_id': '5fc20631-47b7-48cd-8aa2-9f2eace9778d',\n",
|
||||
" 'thread_ts': '1ef2fdea-d44c-6fc4-8004-d2713436777d'}}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 22,
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@@ -572,40 +343,32 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 28,
|
||||
"execution_count": 12,
|
||||
"id": "ddd6e698-4609-4389-b84a-bb8939fff08b",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"\"The search results provide the current weather conditions in San Francisco. According to the data, as of 5:45pm on May 17, 2024, the weather in San Francisco is partly cloudy with a temperature of around 64°F (17.8°C). The wind is blowing from the west-northwest at 15 mph (24 km/h) with gusts up to 16 mph (26 km/h). The humidity is 65% and visibility is 9 miles (16 km). The UV index is 5.\\n\\nSo in summary, it's a partly cloudy spring day in San Francisco with mild temperatures and moderate winds. The weather seems pleasant for being outdoors during the daytime hours.\""
|
||||
"'The updated search provides the current weather forecast for San Francisco. According to the results, as of 7:49am on June 21, 2024 in San Francisco, the temperature is 55°F (12.8°C), it is overcast with 100% cloud cover, and there are light winds from the south-southwest around 7 mph (11 km/h). The forecast also shows low precipitation of 0.01 mm, high humidity of 86%, and visibility of 9 miles (16 km).\\n\\nIn summary, the current weather in San Francisco is cool, overcast, and breezy based on this weather forecast data. Let me know if you need any other details!'"
|
||||
]
|
||||
},
|
||||
"execution_count": 28,
|
||||
"execution_count": 12,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# We can get the content of the final message\n",
|
||||
"final_result['data']['output']['messages'][-1]['content']"
|
||||
"final_result['values']['messages'][-1]['content']"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "535638f7-48a9-49bb-9a0b-57a5b36d0696",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3 (ipykernel)",
|
||||
"display_name": "langgraph-example-dev",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
"name": "langgraph-example-dev"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
@@ -617,7 +380,7 @@
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.11.1"
|
||||
"version": "3.11.9"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
|
||||
@@ -28,7 +28,7 @@
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"client = get_client()\n",
|
||||
"assistant = await client.assistants.create(\"agent\")\n",
|
||||
"assistant_id = \"agent\"\n",
|
||||
"thread = await client.threads.create()"
|
||||
]
|
||||
},
|
||||
@@ -41,7 +41,7 @@
|
||||
"# this run will be interrupted\n",
|
||||
"first_run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf?\"}]},\n",
|
||||
")"
|
||||
]
|
||||
@@ -54,7 +54,7 @@
|
||||
"source": [
|
||||
"second_run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in nyc?\"}]},\n",
|
||||
" multitask_strategy=\"enqueue\",\n",
|
||||
")"
|
||||
@@ -175,10 +175,14 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "",
|
||||
"name": ""
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
|
||||
@@ -35,35 +35,6 @@
|
||||
"client = get_client()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"id": "4947e9bc-111f-4991-8c41-1041da9bf0ba",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'config': {},\n",
|
||||
" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'metadata': {'created_by': 'system'}}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# There should always be a default assistant with no configuration\n",
|
||||
"assistants = await client.assistants.search()\n",
|
||||
"assistants = [a for a in assistants if not a['config']]\n",
|
||||
"assistants"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
@@ -87,8 +58,7 @@
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"assistant = assistants[0]\n",
|
||||
"assistant"
|
||||
"assistant_id = \"agent\""
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -188,7 +158,7 @@
|
||||
"source": [
|
||||
"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf\"}]}\n",
|
||||
"async for chunk in client.runs.stream(\n",
|
||||
" thread['thread_id'], assistant['assistant_id'], input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
" thread['thread_id'], assistant_id, input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
"):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
@@ -239,7 +209,7 @@
|
||||
"source": [
|
||||
"input = None\n",
|
||||
"async for chunk in client.runs.stream(\n",
|
||||
" thread['thread_id'], assistant['assistant_id'], input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
" thread['thread_id'], assistant_id, input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
"):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
@@ -289,7 +259,7 @@
|
||||
"source": [
|
||||
"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in la?\"}]}\n",
|
||||
"async for chunk in client.runs.stream(\n",
|
||||
" thread['thread_id'], assistant['assistant_id'], input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
" thread['thread_id'], assistant_id, input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
"):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
@@ -492,7 +462,7 @@
|
||||
"source": [
|
||||
"input = None\n",
|
||||
"async for chunk in client.runs.stream(\n",
|
||||
" thread['thread_id'], assistant['assistant_id'], input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
" thread['thread_id'], assistant_id, input=input, stream_mode=\"updates\", interrupt_before=['action']\n",
|
||||
"):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
@@ -641,7 +611,7 @@
|
||||
"input = None\n",
|
||||
"async for chunk in client.runs.stream(\n",
|
||||
" thread['thread_id'], \n",
|
||||
" assistant['assistant_id'], \n",
|
||||
" assistant_id, \n",
|
||||
" input=input, \n",
|
||||
" stream_mode=\"updates\", \n",
|
||||
" interrupt_before=['action'],\n",
|
||||
@@ -677,7 +647,7 @@
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.11.1"
|
||||
"version": "3.11.9"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
|
||||
@@ -30,7 +30,7 @@
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"client = get_client()\n",
|
||||
"assistant = await client.assistants.create(\"agent\")\n",
|
||||
"assistant_id = \"agent\"\n",
|
||||
"thread = await client.threads.create()"
|
||||
]
|
||||
},
|
||||
@@ -43,13 +43,13 @@
|
||||
"# the first run will be interrupted\n",
|
||||
"interrupted_run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf?\"}]},\n",
|
||||
")\n",
|
||||
"await asyncio.sleep(2)\n",
|
||||
"run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in nyc?\"}]},\n",
|
||||
" multitask_strategy=\"interrupt\",\n",
|
||||
")"
|
||||
@@ -166,10 +166,14 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "",
|
||||
"name": ""
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
|
||||
@@ -28,24 +28,8 @@
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"client = get_client()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"assistant = await client.assistants.create(\"agent\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"client = get_client()\n",
|
||||
"assistant_id = \"agent\"\n",
|
||||
"thread = await client.threads.create()"
|
||||
]
|
||||
},
|
||||
@@ -57,7 +41,7 @@
|
||||
"source": [
|
||||
"run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf?\"}]},\n",
|
||||
")"
|
||||
]
|
||||
@@ -80,7 +64,7 @@
|
||||
"try:\n",
|
||||
" await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in nyc?\"}]},\n",
|
||||
" multitask_strategy=\"reject\",\n",
|
||||
" )\n",
|
||||
@@ -163,10 +147,14 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "",
|
||||
"name": ""
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
|
||||
@@ -31,7 +31,7 @@
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"client = get_client()\n",
|
||||
"assistant = await client.assistants.create(\"agent\")\n",
|
||||
"assistant_id = \"agent\"\n",
|
||||
"thread = await client.threads.create()"
|
||||
]
|
||||
},
|
||||
@@ -44,13 +44,13 @@
|
||||
"# the first run will be interrupted\n",
|
||||
"rolled_back_run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in sf?\"}]},\n",
|
||||
")\n",
|
||||
"await asyncio.sleep(2)\n",
|
||||
"run = await client.runs.create(\n",
|
||||
" thread[\"thread_id\"],\n",
|
||||
" assistant[\"assistant_id\"],\n",
|
||||
" assistant_id,\n",
|
||||
" input={\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in nyc?\"}]},\n",
|
||||
" multitask_strategy=\"rollback\",\n",
|
||||
")"
|
||||
@@ -146,10 +146,14 @@
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "",
|
||||
"name": ""
|
||||
},
|
||||
"language_info": {
|
||||
"name": "python"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -40,75 +40,29 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"id": "4947e9bc-111f-4991-8c41-1041da9bf0ba",
|
||||
"id": "230c0464-a6e5-420f-9e38-ca514e5634ce",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'config': {},\n",
|
||||
" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'metadata': {'created_by': 'system'}}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# There should always be a default assistant with no configuration\n",
|
||||
"assistants = await client.assistants.search()\n",
|
||||
"assistants = [a for a in assistants if not a['config']]\n",
|
||||
"assistants"
|
||||
"assistant_id = \"agent\""
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"id": "230c0464-a6e5-420f-9e38-ca514e5634ce",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'config': {},\n",
|
||||
" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'metadata': {'created_by': 'system'}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 4,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"assistant = assistants[0]\n",
|
||||
"assistant"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"id": "56aa5159-5583-4134-9210-709b969bda6f",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'thread_id': '1eee9bd4-ec61-4300-a38a-2e13b8925d39',\n",
|
||||
" 'created_at': '2024-05-18T19:57:36.509105+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T19:57:36.509105+00:00',\n",
|
||||
"{'thread_id': '979e3c89-a702-4882-87c2-7a59a250ce16',\n",
|
||||
" 'created_at': '2024-06-21T15:22:07.453100+00:00',\n",
|
||||
" 'updated_at': '2024-06-21T15:22:07.453100+00:00',\n",
|
||||
" 'metadata': {}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 5,
|
||||
"execution_count": 4,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@@ -120,7 +74,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"execution_count": 5,
|
||||
"id": "147c3f98-f889-4f05-a090-6b31f2a0b291",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
@@ -130,7 +84,7 @@
|
||||
"[]"
|
||||
]
|
||||
},
|
||||
"execution_count": 6,
|
||||
"execution_count": 5,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@@ -180,7 +134,7 @@
|
||||
],
|
||||
"source": [
|
||||
"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in la\"}]}\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant['assistant_id'], input=input, stream_mode=\"updates\", ):\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant_id, input=input, stream_mode=\"updates\", ):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
" print(\"\\n\\n\")"
|
||||
@@ -211,7 +165,7 @@
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.11.1"
|
||||
"version": "3.11.9"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
|
||||
@@ -40,57 +40,11 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"id": "4947e9bc-111f-4991-8c41-1041da9bf0ba",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"[{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'config': {},\n",
|
||||
" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'metadata': {'created_by': 'system'}}]"
|
||||
]
|
||||
},
|
||||
"execution_count": 3,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# There should always be a default assistant with no configuration\n",
|
||||
"assistants = await client.assistants.search()\n",
|
||||
"assistants = [a for a in assistants if not a['config']]\n",
|
||||
"assistants"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"id": "230c0464-a6e5-420f-9e38-ca514e5634ce",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'assistant_id': 'fe096781-5601-53d2-b2f6-0d3403f7e9ca',\n",
|
||||
" 'graph_id': 'agent',\n",
|
||||
" 'config': {},\n",
|
||||
" 'created_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'updated_at': '2024-05-18T00:19:39.688822+00:00',\n",
|
||||
" 'metadata': {'created_by': 'system'}}"
|
||||
]
|
||||
},
|
||||
"execution_count": 4,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"assistant = assistants[0]\n",
|
||||
"assistant"
|
||||
"assistant_id = \"agent\""
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -139,7 +93,7 @@
|
||||
"source": [
|
||||
"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in la\"}]}\n",
|
||||
"thread = await client.threads.create()\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant['assistant_id'], input=input):\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant_id, input=input):\n",
|
||||
" print(f\"Receiving new event of type: {chunk.event}...\")\n",
|
||||
" print(chunk.data)\n",
|
||||
" print(\"\\n\\n\")"
|
||||
@@ -163,7 +117,7 @@
|
||||
"input = {\"messages\": [{\"role\": \"human\", \"content\": \"what's the weather in la\"}]}\n",
|
||||
"thread = await client.threads.create()\n",
|
||||
"final_answer = None\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant['assistant_id'], input=input):\n",
|
||||
"async for chunk in client.runs.stream(thread['thread_id'], assistant_id, input=input):\n",
|
||||
" if chunk.event == \"values\":\n",
|
||||
" final_answer = chunk.data"
|
||||
]
|
||||
@@ -250,7 +204,7 @@
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.11.1"
|
||||
"version": "3.11.9"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
|
||||
Reference in New Issue
Block a user