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https://github.com/hwchase17/langchain.git
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feat: add Momento as a standard cache and chat message history provider (#5221)
# Add Momento as a standard cache and chat message history provider This PR adds Momento as a standard caching provider. Implements the interface, adds integration tests, and documentation. We also add Momento as a chat history message provider along with integration tests, and documentation. [Momento](https://www.gomomento.com/) is a fully serverless cache. Similar to S3 or DynamoDB, it requires zero configuration, infrastructure management, and is instantly available. Users sign up for free and get 50GB of data in/out for free every month. ## Before submitting ✅ We have added documentation, notebooks, and integration tests demonstrating usage. Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
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@@ -41,7 +41,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 6,
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"id": "f69f6283",
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"metadata": {},
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"outputs": [],
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@@ -612,6 +612,115 @@
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"llm(\"Tell me joke\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "726fe754",
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"metadata": {},
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"source": [
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"## Momento Cache\n",
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"Use [Momento](../../../../integrations/momento.md) to cache prompts and responses.\n",
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"\n",
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"Requires momento to use, uncomment below to install:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e8949f29",
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"metadata": {},
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"outputs": [],
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"source": [
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"# !pip install momento"
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]
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},
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{
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"cell_type": "markdown",
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"id": "56ea6a08",
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"metadata": {},
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"source": [
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"You'll need to get a Momemto auth token to use this class. This can either be passed in to a momento.CacheClient if you'd like to instantiate that directly, as a named parameter `auth_token` to `MomentoChatMessageHistory.from_client_params`, or can just be set as an environment variable `MOMENTO_AUTH_TOKEN`."
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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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"id": "2005f03a",
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"metadata": {},
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"outputs": [],
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"source": [
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"from datetime import timedelta\n",
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"\n",
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"from langchain.cache import MomentoCache\n",
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"\n",
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"\n",
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"cache_name = \"langchain\"\n",
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"ttl = timedelta(days=1)\n",
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"langchain.llm_cache = MomentoCache.from_client_params(cache_name, ttl)"
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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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"id": "c6a6c238",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: user 40.7 ms, sys: 16.5 ms, total: 57.2 ms\n",
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"Wall time: 1.73 s\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!'"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"# The first time, it is not yet in cache, so it should take longer\n",
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"llm(\"Tell me a joke\")"
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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": 11,
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"id": "b8f78f9d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: user 3.16 ms, sys: 2.98 ms, total: 6.14 ms\n",
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"Wall time: 57.9 ms\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!'"
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]
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},
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"execution_count": 11,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"# The second time it is, so it goes faster\n",
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"# When run in the same region as the cache, latencies are single digit ms\n",
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"llm(\"Tell me a joke\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "934943dc",
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@@ -909,9 +1018,9 @@
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"display_name": "venv",
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"language": "python",
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"name": "python3"
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"name": "venv"
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},
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"language_info": {
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"codemirror_mode": {
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@@ -923,7 +1032,7 @@
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.8"
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"version": "3.11.3"
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}
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},
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"nbformat": 4,
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