"Note that we've specified `input_messages_key` (the key to be treated as the latest input message) and `history_messages_key` (the key to add historical messages to).\n",
"\n",
":::"
]
},
{
"cell_type": "markdown",
"id": "35222c30",
"metadata": {},
"source": [
"When invoking this new runnable, we specify the corresponding chat history via a configuration parameter:"
]
},
@ -161,7 +170,7 @@
{
"data": {
"text/plain": [
"AIMessage(content='Cosine is a trigonometric function that represents the ratio of the adjacent side to the hypotenuse of a right triangle.', response_metadata={'id': 'msg_017rAM9qrBTSdJ5i1rwhB7bT', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 32, 'output_tokens': 31}}, id='run-65e94a5e-a804-40de-ba88-d01b6cd06864-0')"
"AIMessage(content='Cosine is a trigonometric function that represents the ratio of the adjacent side to the hypotenuse of a right triangle.', response_metadata={'id': 'msg_01DH8iRBELVbF3sqM8U5sk8A', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 32, 'output_tokens': 31}}, id='run-e07fc012-a4f6-4e47-8ef8-250f296eba5b-0')"
]
},
"execution_count": 4,
@ -185,7 +194,7 @@
{
"data": {
"text/plain": [
"AIMessage(content='Cosine is a trigonometric function that represents the ratio of the adjacent side to the hypotenuse of a right triangle.', response_metadata={'id': 'msg_017hK1Q63ganeQZ9wdeqruLP', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 68, 'output_tokens': 31}}, id='run-a42177ef-b04a-4968-8606-446fb465b943-0')"
"AIMessage(content='The inverse of the cosine function is called the arccosine or inverse cosine.', response_metadata={'id': 'msg_015TeeRQBvTvc7XG1JxYqZyq', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 72, 'output_tokens': 22}}, id='run-32ae22ea-3b2f-4d38-8c8a-cb8702e2f3e7-0')"
"Note that in this case the context is preserved via the chat history for the provided `session_id`, so the model knows that \"it\" refers to \"cosine\" in this case.\n",
"\n",
":::"
]
},
{
"cell_type": "markdown",
"id": "a44f8d5f",
"metadata": {},
"source": [
"Now let's try a different `session_id`"
]
},
{
"cell_type": "code",
"execution_count": 6,
@ -210,7 +239,7 @@
{
"data": {
"text/plain": [
"AIMessage(content=\"I'm an AI assistant skilled in mathematics. How can I help you with a math-related task?\", response_metadata={'id': 'msg_01AYwfQ6SH5qz8ZQMW3nYtGU', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 28, 'output_tokens': 24}}, id='run-c57d93e3-305f-4c0e-bdb9-ef82f5b49f61-0')"
"AIMessage(content='The inverse of a function is the function that undoes the original function.', response_metadata={'id': 'msg_01M8WbHWg2sjWTz3m3NKqZuF', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 32, 'output_tokens': 18}}, id='run-b64c73d6-03ee-4b0a-85e0-34beb45408d4-0')"
"When we pass a different `session_id`, we start a new chat history, so the model does not know what \"it\" refers to."
]
},
{
"cell_type": "markdown",
"id": "a6710e65",
"metadata": {},
"source": [
"### Customization"
]
},
{
"cell_type": "markdown",
"id": "d29497be-3366-408d-bbb9-d4a8bf4ef37c",
@ -243,7 +288,7 @@
{
"data": {
"text/plain": [
"AIMessage(content='Hello! How can I assist you with math today?', response_metadata={'id': 'msg_01UdhnwghuSE7oRM57STFhHL', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 27, 'output_tokens': 14}}, id='run-3d53f67a-4ea7-4d78-8e67-37db43d4af5d-0')"
"AIMessage(content=\"Why can't a bicycle stand up on its own? It's two-tired!\", response_metadata={'id': 'msg_011qHi8pvbNkKhRb9XYRm2kc', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 30, 'output_tokens': 20}}, id='run-5d1d5b5a-ccec-4c2c-b11a-f1953dbe85a3-0')"
"AIMessage(content='The joke was about a bicycle not being able to stand up on its own because it\\'s \"two-tired\" (too tired).', response_metadata={'id': 'msg_01LbrkfidZgseBMxxRjQXJQH', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 59, 'output_tokens': 30}}, id='run-8b2ca810-77d7-44b8-b27b-677e0062b19a-0')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# remembers\n",
"with_message_history.invoke(\n",
" {\"ability\": \"jokes\", \"input\": \"What was the joke about?\"},\n",
"AIMessage(content=\"I'm afraid I don't have enough context to provide a relevant joke. As an AI assistant, I don't actually have pre-programmed jokes. I'd be happy to try generating a humorous response if you provide more details about the context.\", response_metadata={'id': 'msg_01PgSp46hNJnKyNfNKPDauQ9', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 32, 'output_tokens': 54}}, id='run-ed202892-27e4-4da9-a26d-e0dc16b10940-0')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# New user_id --> does not remember\n",
"with_message_history.invoke(\n",
" {\"ability\": \"jokes\", \"input\": \"What was the joke about?\"},\n",
"Note that in this case the context was preserved for the same `user_id`, but once we changed it, the new chat history was started, even though the `conversation_id` was the same."
]
},
{
"cell_type": "markdown",
"id": "18f1a459-3f88-4ee6-8542-76a907070dd6",
@ -314,17 +417,17 @@
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 10,
"id": "17733d4f-3a32-4055-9d44-5d58b9446a26",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'output_message': AIMessage(content='Simone de Beauvoir was a prominent French existentialist philosopher who had some key beliefs about free will:\\n\\n1. Radical Freedom: De Beauvoir believed that humans have radical freedom - the ability to choose and define themselves through their actions. She rejected determinism and believed that we are not simply products of our biology, upbringing, or social circumstances.\\n\\n2. Ambiguity of the Human Condition: However, de Beauvoir also recognized the ambiguity of the human condition. While we have radical freedom, we are also situated beings constrained by our facticity (our given circumstances and limitations). This creates a tension and anguish in the human experience.\\n\\n3. Responsibility and Bad Faith: With this radical freedom comes great responsibility. De Beauvoir criticized \"bad faith\" - the tendency of people to deny their freedom and responsibility by making excuses or hiding behind social roles and norms.\\n\\n4. Ethical Engagement: For de Beauvoir, true freedom and authenticity required ethical engagement with the world and with others. We must take responsibility for our choices and their impact on others.\\n\\nOverall, de Beauvoir saw free will as a core aspect of the human condition, but one that is fraught with difficulty and ambiguity. Her philosophy emphasized the importance of owning our freedom and using it to ethically shape our lives and world.', response_metadata={'id': 'msg_01A78LdxxsCm6uR8vcAdMQBt', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 20, 'output_tokens': 293}}, id='run-9447a229-5d17-4b20-a48b-7507b78b225a-0')}"
"{'output_message': AIMessage(content='Simone de Beauvoir was a prominent French existentialist philosopher who had some key beliefs about free will:\\n\\n1. Radical Freedom: De Beauvoir believed that humans have radical freedom - the ability to choose and define themselves through their actions. She rejected determinism and believed that we are not simply products of our biology, upbringing, or social circumstances.\\n\\n2. Ambiguity of the Human Condition: However, de Beauvoir also recognized the ambiguity of the human condition. While we have radical freedom, we are also situated beings constrained by our facticity (our given circumstances and limitations). This creates a tension and anguish in the human experience.\\n\\n3. Responsibility and Bad Faith: With radical freedom comes great responsibility. De Beauvoir criticized \"bad faith\" - the denial or avoidance of this responsibility by making excuses or pretending we lack free will. She believed we must courageously embrace our freedom and the burdens it entails.\\n\\n4. Ethical Engagement: For de Beauvoir, freedom is not just an abstract philosophical concept, but something that must be exercised through ethical engagement with the world and others. Our choices and actions have moral implications that we must grapple with.\\n\\nOverall, de Beauvoir\\'s perspective on free will was grounded in existentialist principles - the belief that we are fundamentally free, yet this freedom is fraught with difficulty and responsibility. Her views emphasized the centrality of human agency and the ethical dimensions of our choices.', response_metadata={'id': 'msg_01QFXHx74GSzcMWnWc8YxYSJ', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 20, 'output_tokens': 324}}, id='run-752513bc-2b4f-4cad-87f0-b96fee6ebe43-0')}"
]
},
"execution_count": 9,
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@ -356,17 +459,17 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 11,
"id": "efb57ef5-91f9-426b-84b9-b77f071a9dd7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'output_message': AIMessage(content=\"Simone de Beauvoir's views on free will were quite similar, but not identical, to those of her long-time partner Jean-Paul Sartre, another prominent existentialist philosopher.\\n\\nKey similarities:\\n\\n1. Radical Freedom: Both de Beauvoir and Sartre believed that humans have radical, unconditioned freedom to choose and define themselves.\\n\\n2. Rejection of Determinism: They both rejected deterministic views that see humans as products of their circumstances or biology.\\n\\n3. Emphasis on Responsibility: They agreed that with radical freedom comes great responsibility for one's choices and their consequences.\\n\\nKey differences:\\n\\n1. Ambiguity of the Human Condition: While Sartre emphasized the pure, unconditioned nature of human freedom, de Beauvoir recognized the ambiguity of the human condition - our freedom is constrained by our facticity (circumstances).\\n\\n2. Ethical Engagement: De Beauvoir placed more emphasis on the importance of ethical engagement with the world and others, whereas Sartre's focus was more on the individual's freedom.\\n\\n3. Gendered Perspectives: As a woman, de Beauvoir's perspective was more attuned to issues of gender and the lived experience of women, which shaped her views on freedom and ethics.\\n\\nSo in summary, while Sartre and de Beauvoir shared a core existentialist philosophy centered on radical human freedom, de Beauvoir's thought incorporated a greater recognition of the ambiguity and ethical dimensions of the human condition. This reflected her distinct feminist and phenomenological approach.\", response_metadata={'id': 'msg_01U6X3KNPufVg3zFvnx24eKq', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 324, 'output_tokens': 338}}, id='run-c4a984bd-33c6-4e26-a4d1-d58b666d065c-0')}"
"{'output_message': AIMessage(content='Simone de Beauvoir\\'s views on free will were quite similar to those of her long-time partner and fellow existentialist philosopher, Jean-Paul Sartre. There are some key parallels and differences:\\n\\nSimilarities:\\n\\n1. Radical Freedom: Both de Beauvoir and Sartre believed that humans have radical, unconditioned freedom to choose and define themselves.\\n\\n2. Rejection of Determinism: They both rejected deterministic views that see humans as products of their circumstances or nature.\\n\\n3. Emphasis on Responsibility: They agreed that with radical freedom comes great responsibility for one\\'s choices and actions.\\n\\n4. Critique of \"Bad Faith\": Both philosophers criticized the tendency of people to deny or avoid their freedom through self-deception and making excuses.\\n\\nDifferences:\\n\\n1. Gendered Perspectives: While Sartre developed a more gender-neutral existentialist philosophy, de Beauvoir brought a distinctly feminist lens, exploring the unique challenges and experiences of women\\'s freedom.\\n\\n2. Ethical Engagement: De Beauvoir placed more emphasis on the importance of ethical engagement with the world and others, whereas Sartre\\'s focus was more individualistic.\\n\\n3. Ambiguity of the Human Condition: De Beauvoir was more attuned to the ambiguity and tensions inherent in the human condition, whereas Sartre\\'s views were sometimes seen as more absolutist.\\n\\n4. Influence of Phenomenology: De Beauvoir was more influenced by the phenomenological tradition, which shaped her understanding of embodied, situated freedom.\\n\\nOverall, while Sartre and de Beauvoir shared a core existentialist framework, de Beauvoir\\'s unique feminist perspective and emphasis on ethical engagement with others distinguished her views on free will and the human condition.', response_metadata={'id': 'msg_01BEANW4VX6cUWYjkv3CanLz', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 355, 'output_tokens': 388}}, id='run-e786ab3a-1a42-45f3-94a3-f0c591430df3-0')}"
" | ChatAnthropic(model='claude-3-haiku-20240307', temperature=0.0, anthropic_api_url='https://api.anthropic.com', anthropic_api_key=SecretStr('**********'), _client=<anthropic.Anthropic object at 0x1077ff5b0>, _async_client=<anthropic.AsyncAnthropic object at 0x1321c71f0>), config_factories=[<function Runnable.with_listeners.<locals>.<lambda> at 0x1473df6d0>]), config={'run_name': 'RunnableWithMessageHistory'}), get_session_history=<function get_session_history at 0x1374c7be0>, input_messages_key='input_messages', history_factory_config=[ConfigurableFieldSpec(id='session_id', annotation=<class 'str'>, name='Session ID', description='Unique identifier for a session.', default='', is_shared=True, dependencies=None)])"
" | ChatAnthropic(model='claude-3-haiku-20240307', temperature=0.0, anthropic_api_url='https://api.anthropic.com', anthropic_api_key=SecretStr('**********'), _client=<anthropic.Anthropic object at 0x105682720>, _async_client=<anthropic.AsyncAnthropic object at 0x106a08fe0>), config_factories=[<function Runnable.with_listeners.<locals>.<lambda> at 0x106aef560>]), config={'run_name': 'RunnableWithMessageHistory'}), get_session_history=<function get_session_history at 0x106aee520>, input_messages_key='input_messages', history_factory_config=[ConfigurableFieldSpec(id='session_id', annotation=<class 'str'>, name='Session ID', description='Unique identifier for a session.', default='', is_shared=True, dependencies=None)])"
]
},
"execution_count": 13,
@ -478,7 +581,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 14,
"id": "477d04b3-c2b6-4ba5-962f-492c0d625cd5",
"metadata": {},
"outputs": [],
@ -499,7 +602,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 15,
"id": "cd6a250e-17fe-4368-a39d-1fe6b2cbde68",
"metadata": {},
"outputs": [],
@ -522,7 +625,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 16,
"id": "2afc1556-8da1-4499-ba11-983b66c58b18",
"metadata": {},
"outputs": [],
@ -541,7 +644,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 17,
"id": "ca7c64d8-e138-4ef8-9734-f82076c47d80",
"metadata": {},
"outputs": [],
@ -571,17 +674,17 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 18,
"id": "a85bcc22-ca4c-4ad5-9440-f94be7318f3e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AIMessage(content='Cosine is a trigonometric function that represents the ratio of the adjacent side to the hypotenuse in a right triangle.')"
"AIMessage(content='Cosine is a trigonometric function that represents the ratio of the adjacent side to the hypotenuse of a right triangle.', response_metadata={'id': 'msg_01DwU2BD8KPLoXeZ6bZPqxxJ', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 164, 'output_tokens': 31}}, id='run-c2a443c4-79b1-4b07-bb42-5e9112e5bbfc-0')"
]
},
"execution_count": 11,
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
@ -595,17 +698,17 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 19,
"id": "ab29abd3-751f-41ce-a1b0-53f6b565e79d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AIMessage(content='The inverse of cosine is the arccosine function, denoted as acos or cos^-1, which gives the angle corresponding to a given cosine value.')"
"AIMessage(content='The inverse of cosine is called arccosine or inverse cosine.', response_metadata={'id': 'msg_01XYH5iCUokxV1UDhUa8xzna', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'input_tokens': 202, 'output_tokens': 19}}, id='run-97dda3a2-01e3-42e5-8241-f948e7535ffc-0')"
Vadym Barda
4 months ago
committed by
GitHub