diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
new file mode 100644
index 0000000000000000000000000000000000000000..5b9f2903fe6b14a7649a3e23ba802591cf23d082
--- /dev/null
+++ b/.github/workflows/docs.yml
@@ -0,0 +1,58 @@
+name: Release Docs
+
+on:
+ push:
+ branches:
+ - main
+
+jobs:
+ build-docs:
+ permissions:
+ contents: read
+ id-token: write
+ name: Build Docs
+ runs-on: ubuntu-latest
+ strategy:
+ matrix:
+ python-version:
+ - "3.11"
+ env:
+ POETRY_VERSION: "1.8.3"
+ steps:
+ - uses: actions/checkout@v4
+ - name: Cache Poetry
+ uses: actions/cache@v2
+ with:
+ path: ~/.poetry
+ key: ${{ runner.os }}-poetry-${{ hashFiles('**/poetry.lock') }}
+ restore-keys: |
+ ${{ runner.os }}-poetry-
+ - name: Install poetry
+ run: |
+ pipx install poetry==$POETRY_VERSION
+ - name: Set up Python ${{ matrix.python-version }}
+ uses: actions/setup-python@v4
+ with:
+ python-version: ${{ matrix.python-version }}
+ cache: poetry
+ - name: Install dependencies
+ run: |
+ poetry install --all-extras
+ - name: Build docs
+ run: |
+ poetry run sphinx-build -M html docs/source docs/build
+ - name: Authenticate to Google Cloud
+ id: auth
+ uses: google-github-actions/auth@v2
+ with:
+ credentials_json: ${{ secrets.GOOGLE_CREDENTIALS }}
+ - name: Upload Docs
+ run: |
+ gcloud storage rsync docs/build/html gs://docs-bucket-production/semantic-router --recursive --delete-unmatched-destination-objects
+ # - name: Upload Docs
+ # id: upload-directory
+ # uses: google-github-actions/upload-cloud-storage@v2
+ # with:
+ # path: docs/build/html
+ # destination: docs-bucket-production/semantic-router
+ # parent: false
\ No newline at end of file
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 6e80f4754906209547892274f1f398c8dcb33c1c..d2f79c4b4622511037f048e3bdb6fd0891be395c 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -44,7 +44,7 @@ jobs:
pip install nltk
- name: Download nltk data
run: |
- python -m nltk.downloader punkt stopwords wordnet
+ python -m nltk.downloader punkt stopwords wordnet punkt_tab
- name: Pytest All
env:
PINECONE_API_KEY: ${{ secrets.PINECONE_API_KEY }}
diff --git a/.gitignore b/.gitignore
index f571c929c0d2ee5508fbe603d2d11bd8d7de76dd..094c61f44a8c7dbc513b20a7b486e6f7d1c48dcc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -27,6 +27,7 @@ node_modules
package-lock.json
package.json
test.ipynb
+test_sync.ipynb
```
# docs
diff --git a/docs/source/_autosummary/semantic_router.encoders.AutoEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.AutoEncoder.rst
index 74cf9bec1cf79be0b2c517940e47899cfab58a6e..bd6e51bc4e9af1663ed6acd04b4d7b1e1fb43fef 100644
--- a/docs/source/_autosummary/semantic_router.encoders.AutoEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.AutoEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.AutoEncoder
+semantic\_router.encoders.AutoEncoder
=====================================
.. currentmodule:: semantic_router.encoders
diff --git a/docs/source/_autosummary/semantic_router.encoders.base.BaseEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.base.BaseEncoder.rst
index 2eab803d61f0366df287f1ffb7f71cccb51cd6c8..8d9e0e7a9db2e40abe11a14c6ef1f85ea09249b2 100644
--- a/docs/source/_autosummary/semantic_router.encoders.base.BaseEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.base.BaseEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.base.BaseEncoder
+semantic\_router.encoders.base.BaseEncoder
==========================================
.. currentmodule:: semantic_router.encoders.base
diff --git a/docs/source/_autosummary/semantic_router.encoders.bedrock.BedrockEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.bedrock.BedrockEncoder.rst
index cc8f7e33b62ebccf8067bc050921e7db2cc7ed3e..ccc1a0ee577b479d02fbd117a2d275956a2ff010 100644
--- a/docs/source/_autosummary/semantic_router.encoders.bedrock.BedrockEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.bedrock.BedrockEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.bedrock.BedrockEncoder
+semantic\_router.encoders.bedrock.BedrockEncoder
================================================
.. currentmodule:: semantic_router.encoders.bedrock
diff --git a/docs/source/_autosummary/semantic_router.encoders.bm25.BM25Encoder.rst b/docs/source/_autosummary/semantic_router.encoders.bm25.BM25Encoder.rst
index 2eea51494ffc24fc23b865e5465f7bcf53fdef98..7b73d95536a64cb8ef1141d0752ec57447842cb4 100644
--- a/docs/source/_autosummary/semantic_router.encoders.bm25.BM25Encoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.bm25.BM25Encoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.bm25.BM25Encoder
+semantic\_router.encoders.bm25.BM25Encoder
==========================================
.. currentmodule:: semantic_router.encoders.bm25
diff --git a/docs/source/_autosummary/semantic_router.encoders.clip.CLIPEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.clip.CLIPEncoder.rst
index 59df55cafa262656f9031b2593a9a2b20825b2c8..dbc8b5fa6d6b0dc6b581d6057b4d11d450bfbc5c 100644
--- a/docs/source/_autosummary/semantic_router.encoders.clip.CLIPEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.clip.CLIPEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.clip.CLIPEncoder
+semantic\_router.encoders.clip.CLIPEncoder
==========================================
.. currentmodule:: semantic_router.encoders.clip
diff --git a/docs/source/_autosummary/semantic_router.encoders.cohere.CohereEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.cohere.CohereEncoder.rst
index b37412df066278c5f535763d33e9ab6edbda0831..b8da4ed76dbb99546dbdb2661a9552bf9c22d6f7 100644
--- a/docs/source/_autosummary/semantic_router.encoders.cohere.CohereEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.cohere.CohereEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.cohere.CohereEncoder
+semantic\_router.encoders.cohere.CohereEncoder
==============================================
.. currentmodule:: semantic_router.encoders.cohere
diff --git a/docs/source/_autosummary/semantic_router.encoders.fastembed.FastEmbedEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.fastembed.FastEmbedEncoder.rst
index bee72bcf46c5b0dfc7bae8b609ad330f432dff5b..38b220aa2fcde6d1f269b3c79d574de1b50f53bf 100644
--- a/docs/source/_autosummary/semantic_router.encoders.fastembed.FastEmbedEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.fastembed.FastEmbedEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.fastembed.FastEmbedEncoder
+semantic\_router.encoders.fastembed.FastEmbedEncoder
====================================================
.. currentmodule:: semantic_router.encoders.fastembed
diff --git a/docs/source/_autosummary/semantic_router.encoders.google.GoogleEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.google.GoogleEncoder.rst
index 81b4787397bdf9eb8db1a9a0da3475a3589e9f2a..e7f2c4354606fa3a9e368716ddc1818d0b2e6106 100644
--- a/docs/source/_autosummary/semantic_router.encoders.google.GoogleEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.google.GoogleEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.google.GoogleEncoder
+semantic\_router.encoders.google.GoogleEncoder
==============================================
.. currentmodule:: semantic_router.encoders.google
diff --git a/docs/source/_autosummary/semantic_router.encoders.huggingface.HFEndpointEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.huggingface.HFEndpointEncoder.rst
index fcef2410b7ffdc7b744fa214108af665f57a8311..be9a4bca50b23c4d513e8fa5d5c6251efbc1c606 100644
--- a/docs/source/_autosummary/semantic_router.encoders.huggingface.HFEndpointEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.huggingface.HFEndpointEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.huggingface.HFEndpointEncoder
+semantic\_router.encoders.huggingface.HFEndpointEncoder
=======================================================
.. currentmodule:: semantic_router.encoders.huggingface
diff --git a/docs/source/_autosummary/semantic_router.encoders.huggingface.HuggingFaceEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.huggingface.HuggingFaceEncoder.rst
index e78399abeea9cdfb89376eba41f7b0ca506fe89f..6a569fc434b890c8d0bcc26b46f673ef32ca6e8f 100644
--- a/docs/source/_autosummary/semantic_router.encoders.huggingface.HuggingFaceEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.huggingface.HuggingFaceEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.huggingface.HuggingFaceEncoder
+semantic\_router.encoders.huggingface.HuggingFaceEncoder
========================================================
.. currentmodule:: semantic_router.encoders.huggingface
diff --git a/docs/source/_autosummary/semantic_router.encoders.mistral.MistralEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.mistral.MistralEncoder.rst
index e5e8e30a13aa5e97888eaa9fc0fd2ba4286bac5c..2b992fb27e5596ac2ea7dcde24b3ed2f90a5e418 100644
--- a/docs/source/_autosummary/semantic_router.encoders.mistral.MistralEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.mistral.MistralEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.mistral.MistralEncoder
+semantic\_router.encoders.mistral.MistralEncoder
================================================
.. currentmodule:: semantic_router.encoders.mistral
diff --git a/docs/source/_autosummary/semantic_router.encoders.openai.OpenAIEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.openai.OpenAIEncoder.rst
index 3a388a84223c1f3eb160e97f6350838a7bf7c4ee..e5a2f710c5f3a20adafe6f9fa1221983245e4201 100644
--- a/docs/source/_autosummary/semantic_router.encoders.openai.OpenAIEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.openai.OpenAIEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.openai.OpenAIEncoder
+semantic\_router.encoders.openai.OpenAIEncoder
==============================================
.. currentmodule:: semantic_router.encoders.openai
@@ -45,6 +45,7 @@ semantic\_router.encoders.openai.OpenAIEncoder
~OpenAIEncoder.dimensions
~OpenAIEncoder.token_limit
~OpenAIEncoder.type
+ ~OpenAIEncoder.max_retries
~OpenAIEncoder.name
~OpenAIEncoder.score_threshold
diff --git a/docs/source/_autosummary/semantic_router.encoders.tfidf.TfidfEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.tfidf.TfidfEncoder.rst
index 2bed919c89a8049140e71e57e7492a7a0a5ab247..c5e456ba74b03a7a17daeed3044f855286556b50 100644
--- a/docs/source/_autosummary/semantic_router.encoders.tfidf.TfidfEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.tfidf.TfidfEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.tfidf.TfidfEncoder
+semantic\_router.encoders.tfidf.TfidfEncoder
============================================
.. currentmodule:: semantic_router.encoders.tfidf
diff --git a/docs/source/_autosummary/semantic_router.encoders.vit.VitEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.vit.VitEncoder.rst
index 3fe1db29a2ac5b008176f085ec149ecc5e296d72..d32b9207ff9444194b880c318e8f4fcc0e216fa2 100644
--- a/docs/source/_autosummary/semantic_router.encoders.vit.VitEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.vit.VitEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.vit.VitEncoder
+semantic\_router.encoders.vit.VitEncoder
========================================
.. currentmodule:: semantic_router.encoders.vit
diff --git a/docs/source/_autosummary/semantic_router.encoders.zure.AzureOpenAIEncoder.rst b/docs/source/_autosummary/semantic_router.encoders.zure.AzureOpenAIEncoder.rst
index d19d59367096caf03286f6f19dad99a63bc66e68..da09f956496adce094db283c45dd7c908ed8eef7 100644
--- a/docs/source/_autosummary/semantic_router.encoders.zure.AzureOpenAIEncoder.rst
+++ b/docs/source/_autosummary/semantic_router.encoders.zure.AzureOpenAIEncoder.rst
@@ -1,4 +1,4 @@
-semantic\_router.encoders.zure.AzureOpenAIEncoder
+semantic\_router.encoders.zure.AzureOpenAIEncoder
=================================================
.. currentmodule:: semantic_router.encoders.zure
@@ -49,6 +49,7 @@ semantic\_router.encoders.zure.AzureOpenAIEncoder
~AzureOpenAIEncoder.azure_endpoint
~AzureOpenAIEncoder.api_version
~AzureOpenAIEncoder.model
+ ~AzureOpenAIEncoder.max_retries
~AzureOpenAIEncoder.name
~AzureOpenAIEncoder.score_threshold
diff --git a/docs/source/_autosummary/semantic_router.hybrid_layer.HybridRouteLayer.rst b/docs/source/_autosummary/semantic_router.hybrid_layer.HybridRouteLayer.rst
index f29381efd18a5d02f29d0430de3a4ec2cd19a86b..3976499090e60e6aa0a95e62da43f6291d67e0b1 100644
--- a/docs/source/_autosummary/semantic_router.hybrid_layer.HybridRouteLayer.rst
+++ b/docs/source/_autosummary/semantic_router.hybrid_layer.HybridRouteLayer.rst
@@ -1,4 +1,4 @@
-semantic\_router.hybrid\_layer.HybridRouteLayer
+semantic\_router.hybrid\_layer.HybridRouteLayer
===============================================
.. currentmodule:: semantic_router.hybrid_layer
diff --git a/docs/source/_autosummary/semantic_router.index.base.BaseIndex.rst b/docs/source/_autosummary/semantic_router.index.base.BaseIndex.rst
index b0b423ea9a63d7cd4ae43fa3d8ade3a4df408ea4..f99b4b128bab2059b7671aa21e64d7d5584ef4a8 100644
--- a/docs/source/_autosummary/semantic_router.index.base.BaseIndex.rst
+++ b/docs/source/_autosummary/semantic_router.index.base.BaseIndex.rst
@@ -1,4 +1,4 @@
-semantic\_router.index.base.BaseIndex
+semantic\_router.index.base.BaseIndex
=====================================
.. currentmodule:: semantic_router.index.base
@@ -18,6 +18,7 @@ semantic\_router.index.base.BaseIndex
~BaseIndex.__init__
~BaseIndex.add
+ ~BaseIndex.aget_routes
~BaseIndex.aquery
~BaseIndex.construct
~BaseIndex.copy
@@ -26,6 +27,7 @@ semantic\_router.index.base.BaseIndex
~BaseIndex.describe
~BaseIndex.dict
~BaseIndex.from_orm
+ ~BaseIndex.get_routes
~BaseIndex.json
~BaseIndex.parse_file
~BaseIndex.parse_obj
diff --git a/docs/source/_autosummary/semantic_router.index.local.LocalIndex.rst b/docs/source/_autosummary/semantic_router.index.local.LocalIndex.rst
index c6d000266e1abde873a2b087ef2110a73fc52417..c38c48e1aa23e9275b7bd9b4fff87f18e462806c 100644
--- a/docs/source/_autosummary/semantic_router.index.local.LocalIndex.rst
+++ b/docs/source/_autosummary/semantic_router.index.local.LocalIndex.rst
@@ -1,4 +1,4 @@
-semantic\_router.index.local.LocalIndex
+semantic\_router.index.local.LocalIndex
=======================================
.. currentmodule:: semantic_router.index.local
@@ -18,6 +18,7 @@ semantic\_router.index.local.LocalIndex
~LocalIndex.__init__
~LocalIndex.add
+ ~LocalIndex.aget_routes
~LocalIndex.aquery
~LocalIndex.construct
~LocalIndex.copy
diff --git a/docs/source/_autosummary/semantic_router.index.pinecone.PineconeIndex.rst b/docs/source/_autosummary/semantic_router.index.pinecone.PineconeIndex.rst
index 6e8007381de79f78f29d0d988eb420e708e2fd1f..8cef27267e0544a1f985e9e9195b836fcba75ef1 100644
--- a/docs/source/_autosummary/semantic_router.index.pinecone.PineconeIndex.rst
+++ b/docs/source/_autosummary/semantic_router.index.pinecone.PineconeIndex.rst
@@ -1,4 +1,4 @@
-semantic\_router.index.pinecone.PineconeIndex
+semantic\_router.index.pinecone.PineconeIndex
=============================================
.. currentmodule:: semantic_router.index.pinecone
@@ -18,6 +18,7 @@ semantic\_router.index.pinecone.PineconeIndex
~PineconeIndex.__init__
~PineconeIndex.add
+ ~PineconeIndex.aget_routes
~PineconeIndex.aquery
~PineconeIndex.construct
~PineconeIndex.copy
diff --git a/docs/source/_autosummary/semantic_router.index.pinecone.PineconeRecord.rst b/docs/source/_autosummary/semantic_router.index.pinecone.PineconeRecord.rst
index cc88ffe4fa6c5f609d0303d7f071cc59a1a6b27d..5c5f8d9a1314ee50629aba8a57d28d390486b7c8 100644
--- a/docs/source/_autosummary/semantic_router.index.pinecone.PineconeRecord.rst
+++ b/docs/source/_autosummary/semantic_router.index.pinecone.PineconeRecord.rst
@@ -1,4 +1,4 @@
-semantic\_router.index.pinecone.PineconeRecord
+semantic\_router.index.pinecone.PineconeRecord
==============================================
.. currentmodule:: semantic_router.index.pinecone
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.MetricPgVecOperatorMap.rst b/docs/source/_autosummary/semantic_router.index.postgres.MetricPgVecOperatorMap.rst
new file mode 100644
index 0000000000000000000000000000000000000000..99ab2ce29bfe4ac7daab7f8abd063800055123e4
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.MetricPgVecOperatorMap.rst
@@ -0,0 +1,28 @@
+semantic\_router.index.postgres.MetricPgVecOperatorMap
+======================================================
+
+.. currentmodule:: semantic_router.index.postgres
+
+.. autoclass:: MetricPgVecOperatorMap
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~MetricPgVecOperatorMap.cosine
+ ~MetricPgVecOperatorMap.dotproduct
+ ~MetricPgVecOperatorMap.euclidean
+ ~MetricPgVecOperatorMap.manhattan
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndex.rst b/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndex.rst
new file mode 100644
index 0000000000000000000000000000000000000000..3e435938f8cb4712f7ce85704f395976cd431d63
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndex.rst
@@ -0,0 +1,65 @@
+semantic\_router.index.postgres.PostgresIndex
+=============================================
+
+.. currentmodule:: semantic_router.index.postgres
+
+.. autoclass:: PostgresIndex
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~PostgresIndex.__init__
+ ~PostgresIndex.add
+ ~PostgresIndex.aget_routes
+ ~PostgresIndex.aquery
+ ~PostgresIndex.construct
+ ~PostgresIndex.copy
+ ~PostgresIndex.delete
+ ~PostgresIndex.delete_all
+ ~PostgresIndex.delete_index
+ ~PostgresIndex.describe
+ ~PostgresIndex.dict
+ ~PostgresIndex.from_orm
+ ~PostgresIndex.get_routes
+ ~PostgresIndex.json
+ ~PostgresIndex.parse_file
+ ~PostgresIndex.parse_obj
+ ~PostgresIndex.parse_raw
+ ~PostgresIndex.query
+ ~PostgresIndex.schema
+ ~PostgresIndex.schema_json
+ ~PostgresIndex.setup_index
+ ~PostgresIndex.update_forward_refs
+ ~PostgresIndex.validate
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~PostgresIndex.connection_string
+ ~PostgresIndex.index_prefix
+ ~PostgresIndex.index_name
+ ~PostgresIndex.dimensions
+ ~PostgresIndex.metric
+ ~PostgresIndex.namespace
+ ~PostgresIndex.conn
+ ~PostgresIndex.type
+ ~PostgresIndex.index
+ ~PostgresIndex.routes
+ ~PostgresIndex.utterances
+ ~PostgresIndex.init_async_index
+ ~PostgresIndex.sync
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndexRecord.rst b/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndexRecord.rst
new file mode 100644
index 0000000000000000000000000000000000000000..85408f389338ebd42642a5b2b4382540d867f49c
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.PostgresIndexRecord.rst
@@ -0,0 +1,63 @@
+semantic\_router.index.postgres.PostgresIndexRecord
+===================================================
+
+.. currentmodule:: semantic_router.index.postgres
+
+.. autoclass:: PostgresIndexRecord
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~PostgresIndexRecord.__init__
+ ~PostgresIndexRecord.construct
+ ~PostgresIndexRecord.copy
+ ~PostgresIndexRecord.dict
+ ~PostgresIndexRecord.from_orm
+ ~PostgresIndexRecord.json
+ ~PostgresIndexRecord.model_construct
+ ~PostgresIndexRecord.model_copy
+ ~PostgresIndexRecord.model_dump
+ ~PostgresIndexRecord.model_dump_json
+ ~PostgresIndexRecord.model_json_schema
+ ~PostgresIndexRecord.model_parametrized_name
+ ~PostgresIndexRecord.model_post_init
+ ~PostgresIndexRecord.model_rebuild
+ ~PostgresIndexRecord.model_validate
+ ~PostgresIndexRecord.model_validate_json
+ ~PostgresIndexRecord.model_validate_strings
+ ~PostgresIndexRecord.parse_file
+ ~PostgresIndexRecord.parse_obj
+ ~PostgresIndexRecord.parse_raw
+ ~PostgresIndexRecord.schema
+ ~PostgresIndexRecord.schema_json
+ ~PostgresIndexRecord.to_dict
+ ~PostgresIndexRecord.update_forward_refs
+ ~PostgresIndexRecord.validate
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~PostgresIndexRecord.model_computed_fields
+ ~PostgresIndexRecord.model_config
+ ~PostgresIndexRecord.model_extra
+ ~PostgresIndexRecord.model_fields
+ ~PostgresIndexRecord.model_fields_set
+ ~PostgresIndexRecord.id
+ ~PostgresIndexRecord.route
+ ~PostgresIndexRecord.utterance
+ ~PostgresIndexRecord.vector
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.clean_route_name.rst b/docs/source/_autosummary/semantic_router.index.postgres.clean_route_name.rst
new file mode 100644
index 0000000000000000000000000000000000000000..326bac5a7a8ded983bd0701f414ded7faa8e03dd
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.clean_route_name.rst
@@ -0,0 +1,6 @@
+semantic\_router.index.postgres.clean\_route\_name
+==================================================
+
+.. currentmodule:: semantic_router.index.postgres
+
+.. autofunction:: clean_route_name
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.parse_vector.rst b/docs/source/_autosummary/semantic_router.index.postgres.parse_vector.rst
new file mode 100644
index 0000000000000000000000000000000000000000..ba1b2b2a50c7f663941bc3cdff4fd0f04726fe03
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.parse_vector.rst
@@ -0,0 +1,6 @@
+semantic\_router.index.postgres.parse\_vector
+=============================================
+
+.. currentmodule:: semantic_router.index.postgres
+
+.. autofunction:: parse_vector
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.index.postgres.rst b/docs/source/_autosummary/semantic_router.index.postgres.rst
new file mode 100644
index 0000000000000000000000000000000000000000..3bfef78aeb8a69cd2c3dd230925d1591e105aefe
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.index.postgres.rst
@@ -0,0 +1,41 @@
+semantic\_router.index.postgres
+===============================
+
+.. automodule:: semantic_router.index.postgres
+
+
+
+
+
+
+
+ .. rubric:: Functions
+
+ .. autosummary::
+ :toctree:
+
+ clean_route_name
+ parse_vector
+
+
+
+
+
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: custom-class-template.rst
+
+ MetricPgVecOperatorMap
+ PostgresIndex
+ PostgresIndexRecord
+
+
+
+
+
+
+
+
+
diff --git a/docs/source/_autosummary/semantic_router.index.qdrant.QdrantIndex.rst b/docs/source/_autosummary/semantic_router.index.qdrant.QdrantIndex.rst
index 87379adec92bfd0f1de31ede10d29a19587ec2de..bc1dd7829437e52c5202ecd343299bfb81a140d8 100644
--- a/docs/source/_autosummary/semantic_router.index.qdrant.QdrantIndex.rst
+++ b/docs/source/_autosummary/semantic_router.index.qdrant.QdrantIndex.rst
@@ -1,4 +1,4 @@
-semantic\_router.index.qdrant.QdrantIndex
+semantic\_router.index.qdrant.QdrantIndex
=========================================
.. currentmodule:: semantic_router.index.qdrant
@@ -18,6 +18,7 @@ semantic\_router.index.qdrant.QdrantIndex
~QdrantIndex.__init__
~QdrantIndex.add
+ ~QdrantIndex.aget_routes
~QdrantIndex.aquery
~QdrantIndex.construct
~QdrantIndex.convert_metric
diff --git a/docs/source/_autosummary/semantic_router.index.rst b/docs/source/_autosummary/semantic_router.index.rst
index 7925fbddb0823d31c46ada9c5ea0693d74a99865..e48fb3838aec87a5a186ffc9e2ff26b2fe9b9d0f 100644
--- a/docs/source/_autosummary/semantic_router.index.rst
+++ b/docs/source/_autosummary/semantic_router.index.rst
@@ -1,4 +1,4 @@
-semantic\_router.index
+semantic\_router.index
======================
.. automodule:: semantic_router.index
@@ -31,5 +31,6 @@ semantic\_router.index
semantic_router.index.base
semantic_router.index.local
semantic_router.index.pinecone
+ semantic_router.index.postgres
semantic_router.index.qdrant
diff --git a/docs/source/_autosummary/semantic_router.layer.LayerConfig.rst b/docs/source/_autosummary/semantic_router.layer.LayerConfig.rst
index e477eea55c497a9524b6536b7ec0c2c007c44656..b49febe2fd9a54cc891b6c65f237c72d9e88b531 100644
--- a/docs/source/_autosummary/semantic_router.layer.LayerConfig.rst
+++ b/docs/source/_autosummary/semantic_router.layer.LayerConfig.rst
@@ -1,4 +1,4 @@
-semantic\_router.layer.LayerConfig
+semantic\_router.layer.LayerConfig
==================================
.. currentmodule:: semantic_router.layer
diff --git a/docs/source/_autosummary/semantic_router.layer.RouteLayer.rst b/docs/source/_autosummary/semantic_router.layer.RouteLayer.rst
index 11c02875d54fc76d12b90caa914dd52cbb948522..4acccc8900e642439acd09565a874eddb6fdb712 100644
--- a/docs/source/_autosummary/semantic_router.layer.RouteLayer.rst
+++ b/docs/source/_autosummary/semantic_router.layer.RouteLayer.rst
@@ -1,4 +1,4 @@
-semantic\_router.layer.RouteLayer
+semantic\_router.layer.RouteLayer
=================================
.. currentmodule:: semantic_router.layer
diff --git a/docs/source/_autosummary/semantic_router.llms.base.BaseLLM.rst b/docs/source/_autosummary/semantic_router.llms.base.BaseLLM.rst
index b53d0116de11956360c60414f73a809a9209e76b..cac8beaee6a221899d86785f81aa96018a5f97c2 100644
--- a/docs/source/_autosummary/semantic_router.llms.base.BaseLLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.base.BaseLLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.base.BaseLLM
+semantic\_router.llms.base.BaseLLM
==================================
.. currentmodule:: semantic_router.llms.base
diff --git a/docs/source/_autosummary/semantic_router.llms.cohere.CohereLLM.rst b/docs/source/_autosummary/semantic_router.llms.cohere.CohereLLM.rst
index a7422525a56dfa979432950548c52c7adda04789..3281652cf1c7933a38140561d1e00d9abc9fdf8c 100644
--- a/docs/source/_autosummary/semantic_router.llms.cohere.CohereLLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.cohere.CohereLLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.cohere.CohereLLM
+semantic\_router.llms.cohere.CohereLLM
======================================
.. currentmodule:: semantic_router.llms.cohere
diff --git a/docs/source/_autosummary/semantic_router.llms.llamacpp.LlamaCppLLM.rst b/docs/source/_autosummary/semantic_router.llms.llamacpp.LlamaCppLLM.rst
index 055a6536e0cf27fc8e26fd142d36d39c7713c2ec..d7c86b28b61173850f0406fe06a575629e39be2e 100644
--- a/docs/source/_autosummary/semantic_router.llms.llamacpp.LlamaCppLLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.llamacpp.LlamaCppLLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.llamacpp.LlamaCppLLM
+semantic\_router.llms.llamacpp.LlamaCppLLM
==========================================
.. currentmodule:: semantic_router.llms.llamacpp
diff --git a/docs/source/_autosummary/semantic_router.llms.mistral.MistralAILLM.rst b/docs/source/_autosummary/semantic_router.llms.mistral.MistralAILLM.rst
index a865730b2514064eb53624e2321a39741413031b..1f8db49d5f9930b1c577834c019a2da6e1b65a8a 100644
--- a/docs/source/_autosummary/semantic_router.llms.mistral.MistralAILLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.mistral.MistralAILLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.mistral.MistralAILLM
+semantic\_router.llms.mistral.MistralAILLM
==========================================
.. currentmodule:: semantic_router.llms.mistral
diff --git a/docs/source/_autosummary/semantic_router.llms.ollama.OllamaLLM.rst b/docs/source/_autosummary/semantic_router.llms.ollama.OllamaLLM.rst
index 0538d2e7fbf6df5dd2f73cdfe5f154c3a2689f15..0dcaa469bc7a8fe335a1886c9e389c0897c497cf 100644
--- a/docs/source/_autosummary/semantic_router.llms.ollama.OllamaLLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.ollama.OllamaLLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.ollama.OllamaLLM
+semantic\_router.llms.ollama.OllamaLLM
======================================
.. currentmodule:: semantic_router.llms.ollama
diff --git a/docs/source/_autosummary/semantic_router.llms.openai.OpenAILLM.rst b/docs/source/_autosummary/semantic_router.llms.openai.OpenAILLM.rst
index c203c2b256fe4ea3dfc6c7025bda484cafe2657a..42e834e47a1006ad2d55b03a176613c736962c20 100644
--- a/docs/source/_autosummary/semantic_router.llms.openai.OpenAILLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.openai.OpenAILLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.openai.OpenAILLM
+semantic\_router.llms.openai.OpenAILLM
======================================
.. currentmodule:: semantic_router.llms.openai
diff --git a/docs/source/_autosummary/semantic_router.llms.openrouter.OpenRouterLLM.rst b/docs/source/_autosummary/semantic_router.llms.openrouter.OpenRouterLLM.rst
index 710603949c6bc801036ce97c65d8cbede9762b8d..8024ce200cbcf01379d38d550effbcd16e8a326e 100644
--- a/docs/source/_autosummary/semantic_router.llms.openrouter.OpenRouterLLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.openrouter.OpenRouterLLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.openrouter.OpenRouterLLM
+semantic\_router.llms.openrouter.OpenRouterLLM
==============================================
.. currentmodule:: semantic_router.llms.openrouter
diff --git a/docs/source/_autosummary/semantic_router.llms.zure.AzureOpenAILLM.rst b/docs/source/_autosummary/semantic_router.llms.zure.AzureOpenAILLM.rst
index c94ac8e02b26ec5a4a125521948ecae9cae38d80..f3d341e8a5d2f1a4314bf0bdebbf4f0ee5e50a7f 100644
--- a/docs/source/_autosummary/semantic_router.llms.zure.AzureOpenAILLM.rst
+++ b/docs/source/_autosummary/semantic_router.llms.zure.AzureOpenAILLM.rst
@@ -1,4 +1,4 @@
-semantic\_router.llms.zure.AzureOpenAILLM
+semantic\_router.llms.zure.AzureOpenAILLM
=========================================
.. currentmodule:: semantic_router.llms.zure
diff --git a/docs/source/_autosummary/semantic_router.route.Route.rst b/docs/source/_autosummary/semantic_router.route.Route.rst
index 4a5f3449ca40420afcf22017fca88e39e4a21a9e..24b326001f70bdff252171b6d7b6cfb4b5198b61 100644
--- a/docs/source/_autosummary/semantic_router.route.Route.rst
+++ b/docs/source/_autosummary/semantic_router.route.Route.rst
@@ -1,4 +1,4 @@
-semantic\_router.route.Route
+semantic\_router.route.Route
============================
.. currentmodule:: semantic_router.route
diff --git a/docs/source/_autosummary/semantic_router.schema.DocumentSplit.rst b/docs/source/_autosummary/semantic_router.schema.DocumentSplit.rst
index f2e556fa2a34d0a30ec6fc15453acf5df8b859f1..2a25758dabbc21116a3045fb2a9c8d85af1f8a04 100644
--- a/docs/source/_autosummary/semantic_router.schema.DocumentSplit.rst
+++ b/docs/source/_autosummary/semantic_router.schema.DocumentSplit.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.DocumentSplit
+semantic\_router.schema.DocumentSplit
=====================================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.schema.EncoderInfo.rst b/docs/source/_autosummary/semantic_router.schema.EncoderInfo.rst
index bff52290b38107b396b18aac9109933ccb30fb85..cedf408817882bcba8949fe66e758210254b4cf8 100644
--- a/docs/source/_autosummary/semantic_router.schema.EncoderInfo.rst
+++ b/docs/source/_autosummary/semantic_router.schema.EncoderInfo.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.EncoderInfo
+semantic\_router.schema.EncoderInfo
===================================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.schema.EncoderType.rst b/docs/source/_autosummary/semantic_router.schema.EncoderType.rst
index 3f69d02673ec1348d00d276647a2275ab492bb67..64fdb55814a353f019138ab54adb8441502eba08 100644
--- a/docs/source/_autosummary/semantic_router.schema.EncoderType.rst
+++ b/docs/source/_autosummary/semantic_router.schema.EncoderType.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.EncoderType
+semantic\_router.schema.EncoderType
===================================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.schema.Message.rst b/docs/source/_autosummary/semantic_router.schema.Message.rst
index 184c7e85bc83eae5a7c53eb739cc576a6325fe9f..2f8a893a5893ff5e14eba67700140aa19feebd30 100644
--- a/docs/source/_autosummary/semantic_router.schema.Message.rst
+++ b/docs/source/_autosummary/semantic_router.schema.Message.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.Message
+semantic\_router.schema.Message
===============================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.schema.Metric.rst b/docs/source/_autosummary/semantic_router.schema.Metric.rst
index d7904b2b4cb40eb8ea95b0fb5203e99bf3c8810b..f7fd0535e938ec5cf4e13e0cfef017efc29474c2 100644
--- a/docs/source/_autosummary/semantic_router.schema.Metric.rst
+++ b/docs/source/_autosummary/semantic_router.schema.Metric.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.Metric
+semantic\_router.schema.Metric
==============================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.schema.RouteChoice.rst b/docs/source/_autosummary/semantic_router.schema.RouteChoice.rst
index 79c627d2277b85560b10485aa0c91b3f4576995f..f9249dfaad9f87ee0a780dc201a615ff20803f22 100644
--- a/docs/source/_autosummary/semantic_router.schema.RouteChoice.rst
+++ b/docs/source/_autosummary/semantic_router.schema.RouteChoice.rst
@@ -1,4 +1,4 @@
-semantic\_router.schema.RouteChoice
+semantic\_router.schema.RouteChoice
===================================
.. currentmodule:: semantic_router.schema
diff --git a/docs/source/_autosummary/semantic_router.splitters.base.BaseSplitter.rst b/docs/source/_autosummary/semantic_router.splitters.base.BaseSplitter.rst
index 4e8f3f11b2097e494d28233f37bc5092b08557fc..274f88f99e02f190bfb1dc6b3cd791b11be181b3 100644
--- a/docs/source/_autosummary/semantic_router.splitters.base.BaseSplitter.rst
+++ b/docs/source/_autosummary/semantic_router.splitters.base.BaseSplitter.rst
@@ -1,4 +1,4 @@
-semantic\_router.splitters.base.BaseSplitter
+semantic\_router.splitters.base.BaseSplitter
============================================
.. currentmodule:: semantic_router.splitters.base
diff --git a/docs/source/_autosummary/semantic_router.splitters.consecutive_sim.ConsecutiveSimSplitter.rst b/docs/source/_autosummary/semantic_router.splitters.consecutive_sim.ConsecutiveSimSplitter.rst
index 5a4649517ee1dd520c80865a2119826467358af9..b955aefbc998b690ef2c380754f037800188ad80 100644
--- a/docs/source/_autosummary/semantic_router.splitters.consecutive_sim.ConsecutiveSimSplitter.rst
+++ b/docs/source/_autosummary/semantic_router.splitters.consecutive_sim.ConsecutiveSimSplitter.rst
@@ -1,4 +1,4 @@
-semantic\_router.splitters.consecutive\_sim.ConsecutiveSimSplitter
+semantic\_router.splitters.consecutive\_sim.ConsecutiveSimSplitter
==================================================================
.. currentmodule:: semantic_router.splitters.consecutive_sim
diff --git a/docs/source/_autosummary/semantic_router.splitters.cumulative_sim.CumulativeSimSplitter.rst b/docs/source/_autosummary/semantic_router.splitters.cumulative_sim.CumulativeSimSplitter.rst
index 7b99020983d5460531d045d724d32ce1dcbe1aec..f3f5217b2d4a29599183e306c8c1faf408c84570 100644
--- a/docs/source/_autosummary/semantic_router.splitters.cumulative_sim.CumulativeSimSplitter.rst
+++ b/docs/source/_autosummary/semantic_router.splitters.cumulative_sim.CumulativeSimSplitter.rst
@@ -1,4 +1,4 @@
-semantic\_router.splitters.cumulative\_sim.CumulativeSimSplitter
+semantic\_router.splitters.cumulative\_sim.CumulativeSimSplitter
================================================================
.. currentmodule:: semantic_router.splitters.cumulative_sim
diff --git a/docs/source/_autosummary/semantic_router.splitters.rolling_window.RollingWindowSplitter.rst b/docs/source/_autosummary/semantic_router.splitters.rolling_window.RollingWindowSplitter.rst
index 48e6d57f65c2b52b047777cf1e68be254daca788..8be63f50ac990d47d4e62d3f82ec529c1f45acf9 100644
--- a/docs/source/_autosummary/semantic_router.splitters.rolling_window.RollingWindowSplitter.rst
+++ b/docs/source/_autosummary/semantic_router.splitters.rolling_window.RollingWindowSplitter.rst
@@ -1,4 +1,4 @@
-semantic\_router.splitters.rolling\_window.RollingWindowSplitter
+semantic\_router.splitters.rolling\_window.RollingWindowSplitter
================================================================
.. currentmodule:: semantic_router.splitters.rolling_window
diff --git a/docs/source/_autosummary/semantic_router.splitters.rolling_window.SplitStatistics.rst b/docs/source/_autosummary/semantic_router.splitters.rolling_window.SplitStatistics.rst
index be102ef7a848dc621b2ff26c281aca904c7ae406..f2dd88774142bee49e2f57efa64fbd4415b49286 100644
--- a/docs/source/_autosummary/semantic_router.splitters.rolling_window.SplitStatistics.rst
+++ b/docs/source/_autosummary/semantic_router.splitters.rolling_window.SplitStatistics.rst
@@ -1,4 +1,4 @@
-semantic\_router.splitters.rolling\_window.SplitStatistics
+semantic\_router.splitters.rolling\_window.SplitStatistics
==========================================================
.. currentmodule:: semantic_router.splitters.rolling_window
diff --git a/docs/source/_autosummary/semantic_router.text.Conversation.rst b/docs/source/_autosummary/semantic_router.text.Conversation.rst
index 07921466ee986e032e78fc80cfa5ebe5d244a738..adfaf88bd24b9254f151f39ba0976c563b409385 100644
--- a/docs/source/_autosummary/semantic_router.text.Conversation.rst
+++ b/docs/source/_autosummary/semantic_router.text.Conversation.rst
@@ -1,4 +1,4 @@
-semantic\_router.text.Conversation
+semantic\_router.text.Conversation
==================================
.. currentmodule:: semantic_router.text
diff --git a/docs/source/_autosummary/semantic_router.utils.defaults.EncoderDefault.rst b/docs/source/_autosummary/semantic_router.utils.defaults.EncoderDefault.rst
index 47d8b21f117c7d9785d3df2e678ff31bf6465ede..a1babfa0a66f98e3c76ff2fee2e476c1f7f2bbb2 100644
--- a/docs/source/_autosummary/semantic_router.utils.defaults.EncoderDefault.rst
+++ b/docs/source/_autosummary/semantic_router.utils.defaults.EncoderDefault.rst
@@ -1,4 +1,4 @@
-semantic\_router.utils.defaults.EncoderDefault
+semantic\_router.utils.defaults.EncoderDefault
==============================================
.. currentmodule:: semantic_router.utils.defaults
diff --git a/docs/source/_autosummary/semantic_router.utils.function_call.FunctionSchema.rst b/docs/source/_autosummary/semantic_router.utils.function_call.FunctionSchema.rst
new file mode 100644
index 0000000000000000000000000000000000000000..32cbf6b55e9559337e4725958009cc6d7f0d3753
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.utils.function_call.FunctionSchema.rst
@@ -0,0 +1,36 @@
+semantic\_router.utils.function\_call.FunctionSchema
+====================================================
+
+.. currentmodule:: semantic_router.utils.function_call
+
+.. autoclass:: FunctionSchema
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~FunctionSchema.__init__
+ ~FunctionSchema.to_ollama
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~FunctionSchema.description
+ ~FunctionSchema.name
+ ~FunctionSchema.output
+ ~FunctionSchema.parameters
+ ~FunctionSchema.signature
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.utils.function_call.Parameter.rst b/docs/source/_autosummary/semantic_router.utils.function_call.Parameter.rst
new file mode 100644
index 0000000000000000000000000000000000000000..60c5a24360c5d28a519fa134046f684854e0e434
--- /dev/null
+++ b/docs/source/_autosummary/semantic_router.utils.function_call.Parameter.rst
@@ -0,0 +1,48 @@
+semantic\_router.utils.function\_call.Parameter
+===============================================
+
+.. currentmodule:: semantic_router.utils.function_call
+
+.. autoclass:: Parameter
+ :members:
+ :show-inheritance:
+ :inherited-members:
+
+
+ .. automethod:: __init__
+
+
+ .. rubric:: Methods
+
+ .. autosummary::
+
+ ~Parameter.__init__
+ ~Parameter.construct
+ ~Parameter.copy
+ ~Parameter.dict
+ ~Parameter.from_orm
+ ~Parameter.json
+ ~Parameter.parse_file
+ ~Parameter.parse_obj
+ ~Parameter.parse_raw
+ ~Parameter.schema
+ ~Parameter.schema_json
+ ~Parameter.to_ollama
+ ~Parameter.update_forward_refs
+ ~Parameter.validate
+
+
+
+
+
+ .. rubric:: Attributes
+
+ .. autosummary::
+
+ ~Parameter.name
+ ~Parameter.description
+ ~Parameter.type
+ ~Parameter.default
+ ~Parameter.required
+
+
\ No newline at end of file
diff --git a/docs/source/_autosummary/semantic_router.utils.function_call.rst b/docs/source/_autosummary/semantic_router.utils.function_call.rst
index 7df22f9a8fbbf6a9891d53cc66142a73642ce04d..5c2a69619abe3582fa43ab24fff90aa9a81ed41c 100644
--- a/docs/source/_autosummary/semantic_router.utils.function_call.rst
+++ b/docs/source/_autosummary/semantic_router.utils.function_call.rst
@@ -1,4 +1,4 @@
-semantic\_router.utils.function\_call
+semantic\_router.utils.function\_call
=====================================
.. automodule:: semantic_router.utils.function_call
@@ -23,6 +23,15 @@ semantic\_router.utils.function\_call
+ .. rubric:: Classes
+
+ .. autosummary::
+ :toctree:
+ :template: custom-class-template.rst
+
+ FunctionSchema
+ Parameter
+
diff --git a/docs/source/_autosummary/semantic_router.utils.logger.CustomFormatter.rst b/docs/source/_autosummary/semantic_router.utils.logger.CustomFormatter.rst
index cf6971d81830630144fa2ab3f270d30d10c51599..3ad99855693c2439b660f86d825db7a6d9642f29 100644
--- a/docs/source/_autosummary/semantic_router.utils.logger.CustomFormatter.rst
+++ b/docs/source/_autosummary/semantic_router.utils.logger.CustomFormatter.rst
@@ -1,4 +1,4 @@
-semantic\_router.utils.logger.CustomFormatter
+semantic\_router.utils.logger.CustomFormatter
=============================================
.. currentmodule:: semantic_router.utils.logger
diff --git a/docs/source/api.rst b/docs/source/api.rst
deleted file mode 100644
index 7ddaf33c8ffdfe823a9d3d5fad985b7c8188ec01..0000000000000000000000000000000000000000
--- a/docs/source/api.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-API
-===
-
-.. autosummary::
- :toctree: _autosummary
- :template: custom-module-template.rst
- :recursive:
-
- semantic_router
\ No newline at end of file
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 725685652bdbe960d3372fdb64c20e76c326a076..b8e1a7d657db1c4d704b90eedc98bad1023d006c 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -15,7 +15,7 @@ sys.path.insert(0, os.path.abspath("../..")) # Source code dir relative to this
project = "Semantic Router"
copyright = "2024, Aurelio AI"
author = "Aurelio AI"
-release = "0.0.62"
+release = "0.0.63"
# -- General configuration ---------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7978059288617ec677b4e2754cc47bca4a5ccdcb..2f233085feb109e20cde1ac9c10a6c8044ed8f30 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,6 +1,15 @@
Semantic Router documentation
=============================
+.. toctree::
+ :hidden:
+ :maxdepth: 2
+
+ Home page <self>
+ Quickstart <quickstart>
+ Route Layer <route_layer>
+ API reference <_autosummary/semantic_router>
+
Semantic Router is a superfast decision-making layer for your LLMs and agents. Rather than waiting for slow LLM generations to make tool-use decisions, we use the magic of semantic vector space to make those decisions — *routing* our requests using *semantic* meaning.
Integrations
@@ -10,10 +19,3 @@ The *encoders* of semantic router include easy-to-use integrations with `Cohere
Our utterance vector space also integrates with `Pinecone <https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/pinecone.ipynb>`_ and `Qdrant <https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/qdrant.ipynb>`_!
-.. toctree::
- :hidden:
-
- Home page <self>
- Quickstart <quickstart>
- Jupyter tutorials <tutorials>
- API reference <_autosummary/semantic_router>
diff --git a/docs/source/route_layer.rst b/docs/source/route_layer.rst
new file mode 100644
index 0000000000000000000000000000000000000000..04d23af52ebbf52ddb472de6c510b63e915f0643
--- /dev/null
+++ b/docs/source/route_layer.rst
@@ -0,0 +1,130 @@
+Route Layer
+===========
+
+The `RouteLayer` is the main class of the semantic router. It is responsible
+for making decisions about which route to take based on an input utterance.
+A `RouteLayer` consists of an `encoder`, an `index`, and a list of `routes`.
+Route layers that include dynamic routes (i.e. routes that can generate dynamic
+decision outputs) also include an `llm`.
+
+.. toctree::
+ :hidden:
+ :maxdepth: 2
+ :glob:
+
+ route_layer/*
+
+To use a `RouteLayer` we first need some `routes`. We can initialize them like
+so:
+
+.. code-block:: python
+
+ from semantic_router import Route
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president",
+ "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ "lovely weather today",
+ "the weather is horrendous",
+ "let's go to the chippy",
+ ],
+ )
+
+We initialize an encoder — there are many options available here, from local
+to API-based. For now we'll use the `OpenAIEncoder`.
+
+.. code-block:: python
+
+ import os
+ from semantic_router.encoders import OpenAIEncoder
+
+ os.environ["OPENAI_API_KEY"] = "<YOUR_API_KEY>"
+
+ encoder = OpenAIEncoder()
+
+Now we define the `RouteLayer`. When called, the route layer will consume text
+(a query) and output the category (`Route`) it belongs to — to initialize a
+`RouteLayer` we need our `encoder` model and a list of `routes`.
+
+.. code-block:: python
+
+ from semantic_router.layer import RouteLayer
+
+ rl = RouteLayer(encoder=encoder, routes=routes)
+
+Now we can call the `RouteLayer` with an input query:
+
+.. code-block:: python
+
+ rl("don't you love politics?")
+
+.. code-block:: none
+
+ [Out]: RouteChoice(name='politics', function_call=None, similarity_score=None)
+
+The output is a `RouteChoice` object, which contains the name of the route,
+the function call (if any), and the similarity score that triggered the route
+choice.
+
+We can try another query:
+
+.. code-block:: python
+
+ rl("how's the weather today?")
+
+.. code-block:: none
+
+ [Out]: RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+Both are classified accurately, what if we send a query that is unrelated to
+our existing Route objects?
+
+.. code-block:: python
+
+ rl("I'm interested in learning about llama 3")
+
+.. code-block:: none
+
+ [Out]: RouteChoice(name=None, function_call=None, similarity_score=None)
+
+In this case, the `RouteLayer` is unable to find a route that matches the
+input query and so returns a `RouteChoice` with `name=None`.
+
+We can also retrieve multiple routes with their associated score using
+`retrieve_multiple_routes`:
+
+.. code-block:: python
+
+ rl.retrieve_multiple_routes("Hi! How are you doing in politics??")
+
+.. code-block:: none
+
+ [Out]: [RouteChoice(name='politics', function_call=None, similarity_score=0.859),
+ RouteChoice(name='chitchat', function_call=None, similarity_score=0.835)]
+
+If `retrieve_multiple_routes` is called with a query that does not match any
+routes, it will return an empty list:
+
+.. code-block:: python
+
+ rl.retrieve_multiple_routes("I'm interested in learning about llama 3")
+
+.. code-block:: none
+
+ [Out]: []
+
+You can find an introductory notebook for the [route layer here](https://github.com/aurelio-labs/semantic-router/blob/main/docs/00-introduction.ipynb).
diff --git a/docs/source/route_layer/dynamic-routes.rst b/docs/source/route_layer/dynamic-routes.rst
new file mode 100644
index 0000000000000000000000000000000000000000..7b144d03a0ac894e7f6eb7f9d4672363e5e84694
--- /dev/null
+++ b/docs/source/route_layer/dynamic-routes.rst
@@ -0,0 +1,747 @@
+Dynamic Routes
+==============
+
+In semantic-router there are two types of routes that can be chosen.
+Both routes belong to the ``Route`` object, the only difference between
+them is that *static* routes return a ``Route.name`` when chosen,
+whereas *dynamic* routes use an LLM call to produce parameter input
+values.
+
+For example, a *static* route will tell us if a query is talking about
+mathematics by returning the route name (which could be ``"math"`` for
+example). A *dynamic* route does the same thing, but it also extracts
+key information from the input utterance to be used in a function
+associated with that route.
+
+For example we could provide a dynamic route with associated utterances:
+
+.. code:: python
+
+ "what is x to the power of y?"
+ "what is 9 to the power of 4?"
+ "calculate the result of base x and exponent y"
+ "calculate the result of base 10 and exponent 3"
+ "return x to the power of y"
+
+and we could also provide the route with a schema outlining key features
+of the function:
+
+.. code:: python
+
+ def power(base: float, exponent: float) -> float:
+ """Raise base to the power of exponent.
+
+ Args:
+ base (float): The base number.
+ exponent (float): The exponent to which the base is raised.
+
+ Returns:
+ float: The result of base raised to the power of exponent.
+ """
+ return base ** exponent
+
+Then, if the users input utterance is “What is 2 to the power of 3?”,
+the route will be triggered, as the input utterance is semantically
+similar to the route utterances. Furthermore, the route utilizes an LLM
+to identify that ``base=2`` and ``expoenent=3``. These values are
+returned in such a way that they can be used in the above ``power``
+function. That is, the dynamic router automates the process of calling
+relevant functions from natural language inputs.
+
+As with static routes, we must create a dynamic route before adding it
+to our route layer. To make a route dynamic, we need to provide the
+``function_schemas`` as a list. Each function schema provides
+instructions on what a function is, so that an LLM can decide how to use
+it correctly.
+
+.. code:: ipython3
+
+ from datetime import datetime
+ from zoneinfo import ZoneInfo
+
+
+ def get_time(timezone: str) -> str:
+ """Finds the current time in a specific timezone.
+
+ :param timezone: The timezone to find the current time in, should
+ be a valid timezone from the IANA Time Zone Database like
+ "America/New_York" or "Europe/London". Do NOT put the place
+ name itself like "rome", or "new york", you must provide
+ the IANA format.
+ :type timezone: str
+ :return: The current time in the specified timezone."""
+ now = datetime.now(ZoneInfo(timezone))
+ return now.strftime("%H:%M")
+
+.. code:: ipython3
+
+ get_time("America/New_York")
+
+
+
+.. parsed-literal::
+
+ '17:57'
+
+
+
+To get the function schema we can use the ``get_schemas_openai`` function.
+
+.. code:: ipython3
+
+ from semantic_router.llms.openai import get_schemas_openai
+
+ schemas = get_schemas_openai([get_time])
+ schemas
+
+
+
+
+.. parsed-literal::
+
+ [{'type': 'function',
+ 'function': {'name': 'get_time',
+ 'description': 'Finds the current time in a specific timezone.\n\n:param timezone: The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.\n:type timezone: str\n:return: The current time in the specified timezone.',
+ 'parameters': {'type': 'object',
+ 'properties': {'timezone': {'type': 'string',
+ 'description': 'The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.'}},
+ 'required': ['timezone']}}}]
+
+
+
+We use this to define our dynamic route:
+
+.. code:: ipython3
+
+ time_route = Route(
+ name="get_time",
+ utterances=[
+ "what is the time in new york city?",
+ "what is the time in london?",
+ "I live in Rome, what time is it?",
+ ],
+ function_schemas=schemas,
+ )
+
+Then add the new route to a route layer.
+
+Full Example
+------------
+
+|Open In Colab| |Open nbviewer|
+
+.. |Open In Colab| image:: https://colab.research.google.com/assets/colab-badge.svg
+ :target: https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb
+.. |Open nbviewer| image:: https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg
+ :target: https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/02-dynamic-routes.ipynb
+
+
+Installing the Library
+----------------------
+
+.. code:: ipython3
+
+ !pip install tzdata
+ !pip install -qU semantic-router
+
+
+Initializing Routes and RouteLayer
+----------------------------------
+
+Dynamic routes are treated in the same way as static routes, let's begin
+by initializing a ``RouteLayer`` consisting of static routes.
+
+**⚠️ Note: We have a fully local version of dynamic routes available
+at**
+`docs/05-local-execution.ipynb <https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb>`__\ **\ .
+The local 05 version tends to outperform the OpenAI version we demo in
+this notebook, so we'd recommend trying**
+`05 <https://github.com/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb>`__\ **\ !**
+
+.. code:: ipython3
+
+ from semantic_router import Route
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president" "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ "lovely weather today",
+ "the weather is horrendous",
+ "let's go to the chippy",
+ ],
+ )
+
+ routes = [politics, chitchat]
+
+
+.. parsed-literal::
+
+ c:\Users\Siraj\Documents\Personal\Work\Aurelio\Virtual Environments\semantic_router_3\Lib\site-packages\tqdm\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
+ from .autonotebook import tqdm as notebook_tqdm
+
+
+We initialize our ``RouteLayer`` with our ``encoder`` and ``routes``. We
+can use popular encoder APIs like ``CohereEncoder`` and
+``OpenAIEncoder``, or local alternatives like ``FastEmbedEncoder``.
+
+.. code:: ipython3
+
+ import os
+ from semantic_router import RouteLayer
+ from semantic_router.encoders import OpenAIEncoder
+
+ # platform.openai.com
+ os.environ["OPENAI_API_KEY"] = "<YOUR_API_KEY>"
+
+ encoder = OpenAIEncoder()
+
+ rl = RouteLayer(encoder=encoder, routes=routes)
+
+
+We run the solely static routes layer:
+
+.. code:: ipython3
+
+ rl("how's the weather today?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+Creating a Dynamic Route
+------------------------
+
+As with static routes, we must create a dynamic route before adding it
+to our route layer. To make a route dynamic, we need to provide the
+``function_schemas`` as a list. Each function schema provides
+instructions on what a function is, so that an LLM can decide how to use
+it correctly.
+
+.. code:: ipython3
+
+ from datetime import datetime
+ from zoneinfo import ZoneInfo
+
+
+ def get_time(timezone: str) -> str:
+ """Finds the current time in a specific timezone.
+
+ :param timezone: The timezone to find the current time in, should
+ be a valid timezone from the IANA Time Zone Database like
+ "America/New_York" or "Europe/London". Do NOT put the place
+ name itself like "rome", or "new york", you must provide
+ the IANA format.
+ :type timezone: str
+ :return: The current time in the specified timezone."""
+ now = datetime.now(ZoneInfo(timezone))
+ return now.strftime("%H:%M")
+
+.. code:: ipython3
+
+ get_time("America/New_York")
+
+
+
+
+.. parsed-literal::
+
+ '17:57'
+
+
+
+To get the function schema we can use the ``get_schema`` function from
+the ``function_call`` module.
+
+.. code:: ipython3
+
+ from semantic_router.llms.openai import get_schemas_openai
+
+ schemas = get_schemas_openai([get_time])
+ schemas
+
+
+
+
+.. parsed-literal::
+
+ [{'type': 'function',
+ 'function': {'name': 'get_time',
+ 'description': 'Finds the current time in a specific timezone.\n\n:param timezone: The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.\n:type timezone: str\n:return: The current time in the specified timezone.',
+ 'parameters': {'type': 'object',
+ 'properties': {'timezone': {'type': 'string',
+ 'description': 'The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.'}},
+ 'required': ['timezone']}}}]
+
+
+
+We use this to define our dynamic route:
+
+.. code:: ipython3
+
+ time_route = Route(
+ name="get_time",
+ utterances=[
+ "what is the time in new york city?",
+ "what is the time in london?",
+ "I live in Rome, what time is it?",
+ ],
+ function_schemas=schemas,
+ )
+
+.. code:: ipython3
+
+ time_route.llm
+
+Add the new route to our ``layer``:
+
+.. code:: ipython3
+
+ rl.add(time_route)
+
+
+.. parsed-literal::
+
+ [32m2024-05-08 01:57:56 INFO semantic_router.utils.logger Adding `get_time` route[0m
+
+
+.. code:: ipython3
+
+ time_route.llm
+
+Now we can ask our layer a time related question to trigger our new
+dynamic route.
+
+.. code:: ipython3
+
+ response = rl("what is the time in new york city?")
+ response
+
+
+.. parsed-literal::
+
+ [33m2024-05-08 01:57:57 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.[0m
+ [32m2024-05-08 01:57:58 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}][0m
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='get_time', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ print(response.function_call)
+
+
+.. parsed-literal::
+
+ [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}]
+
+
+.. code:: ipython3
+
+ import json
+
+ for call in response.function_call:
+ if call["function_name"] == "get_time":
+ args = call["arguments"]
+ result = get_time(**args)
+ print(result)
+
+
+.. parsed-literal::
+
+ 17:57
+
+
+Our dynamic route provides both the route itself *and* the input
+parameters required to use the route.
+
+Dynamic Routes with Multiple Functions
+--------------------------------------
+
+Routes can be assigned multiple functions. Then, when that particular
+Route is selected by the Route Layer, a number of those functions might
+be invoked due to the users utterance containing relevant information
+that fits their arguments.
+
+Let's define a Route that has multiple functions.
+
+.. code:: ipython3
+
+ from datetime import datetime, timedelta
+ from zoneinfo import ZoneInfo
+
+
+ # Function with one argument
+ def get_time(timezone: str) -> str:
+ """Finds the current time in a specific timezone.
+
+ :param timezone: The timezone to find the current time in, should
+ be a valid timezone from the IANA Time Zone Database like
+ "America/New_York" or "Europe/London". Do NOT put the place
+ name itself like "rome", or "new york", you must provide
+ the IANA format.
+ :type timezone: str
+ :return: The current time in the specified timezone."""
+ now = datetime.now(ZoneInfo(timezone))
+ return now.strftime("%H:%M")
+
+
+ def get_time_difference(timezone1: str, timezone2: str) -> str:
+ """Calculates the time difference between two timezones.
+ :param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".
+ :param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".
+ :type timezone1: str
+ :type timezone2: str
+ :return: The time difference in hours between the two timezones."""
+ # Get the current time in UTC
+ now_utc = datetime.utcnow().replace(tzinfo=ZoneInfo("UTC"))
+
+ # Convert the UTC time to the specified timezones
+ tz1_time = now_utc.astimezone(ZoneInfo(timezone1))
+ tz2_time = now_utc.astimezone(ZoneInfo(timezone2))
+
+ # Calculate the difference in offsets from UTC
+ tz1_offset = tz1_time.utcoffset().total_seconds()
+ tz2_offset = tz2_time.utcoffset().total_seconds()
+
+ # Calculate the difference in hours
+ hours_difference = (tz2_offset - tz1_offset) / 3600
+
+ return f"The time difference between {timezone1} and {timezone2} is {hours_difference} hours."
+
+
+ # Function with three arguments
+ def convert_time(time: str, from_timezone: str, to_timezone: str) -> str:
+ """Converts a specific time from one timezone to another.
+ :param time: The time to convert in HH:MM format.
+ :param from_timezone: The original timezone of the time, should be a valid IANA timezone.
+ :param to_timezone: The target timezone for the time, should be a valid IANA timezone.
+ :type time: str
+ :type from_timezone: str
+ :type to_timezone: str
+ :return: The converted time in the target timezone.
+ :raises ValueError: If the time format or timezone strings are invalid.
+
+ Example:
+ convert_time("12:30", "America/New_York", "Asia/Tokyo") -> "03:30"
+ """
+ try:
+ # Use today's date to avoid historical timezone issues
+ today = datetime.now().date()
+ datetime_string = f"{today} {time}"
+ time_obj = datetime.strptime(datetime_string, "%Y-%m-%d %H:%M").replace(
+ tzinfo=ZoneInfo(from_timezone)
+ )
+
+ converted_time = time_obj.astimezone(ZoneInfo(to_timezone))
+
+ formatted_time = converted_time.strftime("%H:%M")
+ return formatted_time
+ except Exception as e:
+ raise ValueError(f"Error converting time: {e}")
+
+.. code:: ipython3
+
+ functions = [get_time, get_time_difference, convert_time]
+
+.. code:: ipython3
+
+ # Generate schemas for all functions
+ from semantic_router.llms.openai import get_schemas_openai
+
+ schemas = get_schemas_openai(functions)
+ schemas
+
+
+
+
+.. parsed-literal::
+
+ [{'type': 'function',
+ 'function': {'name': 'get_time',
+ 'description': 'Finds the current time in a specific timezone.\n\n:param timezone: The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.\n:type timezone: str\n:return: The current time in the specified timezone.',
+ 'parameters': {'type': 'object',
+ 'properties': {'timezone': {'type': 'string',
+ 'description': 'The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.'}},
+ 'required': ['timezone']}}},
+ {'type': 'function',
+ 'function': {'name': 'get_time_difference',
+ 'description': 'Calculates the time difference between two timezones.\n:param timezone1: The first timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".\n:param timezone2: The second timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".\n:type timezone1: str\n:type timezone2: str\n:return: The time difference in hours between the two timezones.',
+ 'parameters': {'type': 'object',
+ 'properties': {'timezone1': {'type': 'string',
+ 'description': 'The first timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".'},
+ 'timezone2': {'type': 'string',
+ 'description': 'The second timezone, should be a valid timezone from the IANA Time Zone Database like "America/New_York" or "Europe/London".'}},
+ 'required': ['timezone1', 'timezone2']}}},
+ {'type': 'function',
+ 'function': {'name': 'convert_time',
+ 'description': 'Converts a specific time from one timezone to another.\n:param time: The time to convert in HH:MM format.\n:param from_timezone: The original timezone of the time, should be a valid IANA timezone.\n:param to_timezone: The target timezone for the time, should be a valid IANA timezone.\n:type time: str\n:type from_timezone: str\n:type to_timezone: str\n:return: The converted time in the target timezone.\n:raises ValueError: If the time format or timezone strings are invalid.\n\nExample:\n convert_time("12:30", "America/New_York", "Asia/Tokyo") -> "03:30"',
+ 'parameters': {'type': 'object',
+ 'properties': {'time': {'type': 'string',
+ 'description': 'The time to convert in HH:MM format.'},
+ 'from_timezone': {'type': 'string',
+ 'description': 'The original timezone of the time, should be a valid IANA timezone.'},
+ 'to_timezone': {'type': 'string',
+ 'description': 'The target timezone for the time, should be a valid IANA timezone.'}},
+ 'required': ['time', 'from_timezone', 'to_timezone']}}}]
+
+
+
+.. code:: ipython3
+
+ # Define the dynamic route with multiple functions
+ multi_function_route = Route(
+ name="timezone_management",
+ utterances=[
+ # Utterances for get_time function
+ "what is the time in New York?",
+ "current time in Berlin?",
+ "tell me the time in Moscow right now",
+ "can you show me the current time in Tokyo?",
+ "please provide the current time in London",
+ # Utterances for get_time_difference function
+ "how many hours ahead is Tokyo from London?",
+ "time difference between Sydney and Cairo",
+ "what's the time gap between Los Angeles and New York?",
+ "how much time difference is there between Paris and Sydney?",
+ "calculate the time difference between Dubai and Toronto",
+ # Utterances for convert_time function
+ "convert 15:00 from New York time to Berlin time",
+ "change 09:00 from Paris time to Moscow time",
+ "adjust 20:00 from Rome time to London time",
+ "convert 12:00 from Madrid time to Chicago time",
+ "change 18:00 from Beijing time to Los Angeles time"
+ # All three functions
+ "What is the time in Seattle? What is the time difference between Mumbai and Tokyo? What is 5:53 Toronto time in Sydney time?",
+ ],
+ function_schemas=schemas,
+ )
+
+.. code:: ipython3
+
+ routes = [politics, chitchat, multi_function_route]
+
+.. code:: ipython3
+
+ rl2 = RouteLayer(encoder=encoder, routes=routes)
+
+
+.. parsed-literal::
+
+ [32m2024-05-08 01:57:58 INFO semantic_router.utils.logger local[0m
+
+
+Function to Parse Route Layer Responses
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ def parse_response(response: str):
+ for call in response.function_call:
+ args = call["arguments"]
+ if call["function_name"] == "get_time":
+ result = get_time(**args)
+ print(result)
+ if call["function_name"] == "get_time_difference":
+ result = get_time_difference(**args)
+ print(result)
+ if call["function_name"] == "convert_time":
+ result = convert_time(**args)
+ print(result)
+
+Checking that Politics Non-Dynamic Route Still Works
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2("What is your political leaning?")
+ response
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='politics', function_call=None, similarity_score=None)
+
+
+
+Checking that Chitchat Non-Dynamic Route Still Works
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2("Hello bot, how are you today?")
+ response
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+Testing the ``multi_function_route`` - The ``get_time`` Function
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2("what is the time in New York?")
+ response
+
+
+.. parsed-literal::
+
+ [33m2024-05-08 01:58:00 WARNING semantic_router.utils.logger No LLM provided for dynamic route, will use OpenAI LLM default. Ensure API key is set in OPENAI_API_KEY environment variable.[0m
+ [32m2024-05-08 01:58:01 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}][0m
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'America/New_York'}}], similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ parse_response(response)
+
+
+.. parsed-literal::
+
+ 17:58
+
+
+Testing the ``multi_function_route`` - The ``get_time_difference`` Function
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2("What is the time difference between Los Angeles and Istanbul?")
+ response
+
+
+.. parsed-literal::
+
+ [32m2024-05-08 01:58:02 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}][0m
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time_difference', 'arguments': {'timezone1': 'America/Los_Angeles', 'timezone2': 'Europe/Istanbul'}}], similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ parse_response(response)
+
+
+.. parsed-literal::
+
+ The time difference between America/Los_Angeles and Europe/Istanbul is 10.0 hours.
+
+
+Testing the ``multi_function_route`` - The ``convert_time`` Function
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2("What is 23:02 Dubai time in Tokyo time? Please and thank you.")
+ response
+
+
+.. parsed-literal::
+
+ [32m2024-05-08 01:58:04 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}][0m
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='timezone_management', function_call=[{'function_name': 'convert_time', 'arguments': {'time': '23:02', 'from_timezone': 'Asia/Dubai', 'to_timezone': 'Asia/Tokyo'}}], similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ parse_response(response)
+
+
+.. parsed-literal::
+
+ 04:02
+
+
+The Cool Bit - Testing ``multi_function_route`` - Multiple Functions at Once
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code:: ipython3
+
+ response = rl2(
+ """
+ What is the time in Prague?
+ What is the time difference between Frankfurt and Beijing?
+ What is 5:53 Lisbon time in Bangkok time?
+ """
+ )
+
+
+.. parsed-literal::
+
+ [32m2024-05-08 01:58:07 INFO semantic_router.utils.logger Function inputs: [{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}][0m
+
+
+.. code:: ipython3
+
+ response
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='timezone_management', function_call=[{'function_name': 'get_time', 'arguments': {'timezone': 'Europe/Prague'}}, {'function_name': 'get_time_difference', 'arguments': {'timezone1': 'Europe/Berlin', 'timezone2': 'Asia/Shanghai'}}, {'function_name': 'convert_time', 'arguments': {'time': '05:53', 'from_timezone': 'Europe/Lisbon', 'to_timezone': 'Asia/Bangkok'}}], similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ parse_response(response)
+
+
+.. parsed-literal::
+
+ 23:58
+ The time difference between Europe/Berlin and Asia/Shanghai is 6.0 hours.
+ 11:53
+
diff --git a/docs/source/route_layer/local-execution.rst b/docs/source/route_layer/local-execution.rst
new file mode 100644
index 0000000000000000000000000000000000000000..b20aade88a184e7b00281e62b902c3859ff483d3
--- /dev/null
+++ b/docs/source/route_layer/local-execution.rst
@@ -0,0 +1,663 @@
+Local Dynamic Routes
+====================
+
+Fully local Semantic Router with ``llama.cpp`` and HuggingFace Encoder
+----------------------------------------------------------------------
+
+There are many reasons users might choose to roll their own LLMs rather
+than use a third-party service. Whether it's due to cost, privacy or
+compliance, Semantic Router supports the use of “local” LLMs through
+``llama.cpp``.
+
+Using ``llama.cpp`` also enables the use of quantized GGUF models,
+reducing the memory footprint of deployed models, allowing even
+13-billion parameter models to run with hardware acceleration on an
+Apple M1 Pro chip.
+
+Full Example
+------------
+
+|Open In Colab| |Open nbviewer|
+
+.. |Open In Colab| image:: https://colab.research.google.com/assets/colab-badge.svg
+ :target: https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb
+.. |Open nbviewer| image:: https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg
+ :target: https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/05-local-execution.ipynb
+
+Below is an example of using semantic router with
+**Mistral-7B-Instruct**, quantized i.
+
+Installing the library
+----------------------
+
+ Note: if you require hardware acceleration via BLAS, CUDA, Metal,
+ etc. please refer to the
+ `abetlen/llama-cpp-python <https://github.com/abetlen/llama-cpp-python#installation-with-specific-hardware-acceleration-blas-cuda-metal-etc>`__
+ repository README.md
+
+.. code:: ipython3
+
+ !pip install -qU "semantic-router[local]"
+
+If you’re running on Apple silicon you can run the following to run with
+Metal hardware acceleration:
+
+.. code:: ipython3
+
+ !CMAKE_ARGS="-DLLAMA_METAL=on"
+
+
+.. parsed-literal::
+
+ 'CMAKE_ARGS' is not recognized as an internal or external command,
+ operable program or batch file.
+
+
+Download the Mistral 7B Instruct 4-bit GGUF files
+-------------------------------------------------
+
+We will be using Mistral 7B Instruct, quantized as a 4-bit GGUF file, a
+good balance between performance and ability to deploy on consumer
+hardware
+
+.. code:: ipython3
+
+ ! curl -L "https://huggingface.co/TheBloke/Mistral-7B-Instruct-v0.2-GGUF/resolve/main/mistral-7b-instruct-v0.2.Q4_0.gguf?download=true" -o ./mistral-7b-instruct-v0.2.Q4_0.gguf
+ ! ls mistral-7b-instruct-v0.2.Q4_0.gguf
+
+
+.. parsed-literal::
+
+ % Total % Received % Xferd Average Speed Time Time Time Current
+ Dload Upload Total Spent Left Speed
+
+ 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0
+ 100 1168 100 1168 0 0 4171 0 --:--:-- --:--:-- --:--:-- 4186
+
+ 0 3918M 0 6382k 0 0 7990k 0 0:08:22 --:--:-- 0:08:22 7990k
+ 0 3918M 0 35.0M 0 0 19.4M 0 0:03:21 0:00:01 0:03:20 28.7M
+ 2 3918M 2 78.7M 0 0 28.1M 0 0:02:19 0:00:02 0:02:17 36.2M
+ 3 3918M 3 123M 0 0 32.4M 0 0:02:00 0:00:03 0:01:57 39.0M
+ 4 3918M 4 171M 0 0 35.6M 0 0:01:49 0:00:04 0:01:45 41.2M
+ 5 3918M 5 219M 0 0 37.7M 0 0:01:43 0:00:05 0:01:38 42.5M
+ 6 3918M 6 271M 0 0 39.9M 0 0:01:38 0:00:06 0:01:32 47.3M
+ 8 3918M 8 326M 0 0 41.8M 0 0:01:33 0:00:07 0:01:26 49.4M
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+ 45 3918M 45 1798M 0 0 54.8M 0 0:01:11 0:00:32 0:00:39 58.6M
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+ 50 3918M 50 1994M 0 0 55.7M 0 0:01:10 0:00:35 0:00:35 59.4M
+ 52 3918M 52 2062M 0 0 56.0M 0 0:01:09 0:00:36 0:00:33 60.4M
+ 54 3918M 54 2121M 0 0 56.1M 0 0:01:09 0:00:37 0:00:32 64.6M
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+ 59 3918M 59 2317M 0 0 56.8M 0 0:01:08 0:00:40 0:00:28 64.6M
+ 60 3918M 60 2382M 0 0 57.0M 0 0:01:08 0:00:41 0:00:27 64.1M
+ 62 3918M 62 2435M 0 0 56.8M 0 0:01:08 0:00:42 0:00:26 62.7M
+ 63 3918M 63 2496M 0 0 56.9M 0 0:01:08 0:00:43 0:00:25 62.0M
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+ 75 3918M 75 2952M 0 0 56.9M 0 0:01:08 0:00:51 0:00:17 61.1M
+ 76 3918M 76 3012M 0 0 57.0M 0 0:01:08 0:00:52 0:00:16 60.3M
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+ 80 3918M 80 3140M 0 0 57.3M 0 0:01:08 0:00:54 0:00:14 61.3M
+ 81 3918M 81 3196M 0 0 57.2M 0 0:01:08 0:00:55 0:00:13 60.1M
+ 83 3918M 83 3261M 0 0 57.4M 0 0:01:08 0:00:56 0:00:12 61.7M
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+ 89 3918M 89 3520M 0 0 57.9M 0 0:01:07 0:01:00 0:00:07 64.8M
+ 91 3918M 91 3585M 0 0 58.0M 0 0:01:07 0:01:01 0:00:06 64.9M
+ 93 3918M 93 3654M 0 0 58.1M 0 0:01:07 0:01:02 0:00:05 65.8M
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+ 96 3918M 96 3778M 0 0 58.3M 0 0:01:07 0:01:04 0:00:03 64.5M
+ 97 3918M 97 3828M 0 0 58.1M 0 0:01:07 0:01:05 0:00:02 61.6M
+ 99 3918M 99 3888M 0 0 58.2M 0 0:01:07 0:01:06 0:00:01 60.6M
+ 100 3918M 100 3918M 0 0 58.2M 0 0:01:07 0:01:07 --:--:-- 58.8M
+ 'ls' is not recognized as an internal or external command,
+ operable program or batch file.
+
+
+Initializing Dynamic Routes
+---------------------------
+
+Similar to the ``02-dynamic-routes.ipynb`` notebook, we will be
+initializing some dynamic routes that make use of LLMs for function
+calling
+
+.. code:: ipython3
+
+ from datetime import datetime
+ from zoneinfo import ZoneInfo
+
+ from semantic_router import Route
+ from semantic_router.utils.function_call import get_schema
+
+
+ def get_time(timezone: str) -> str:
+ """Finds the current time in a specific timezone.
+
+ :param timezone: The timezone to find the current time in, should
+ be a valid timezone from the IANA Time Zone Database like
+ "America/New_York" or "Europe/London". Do NOT put the place
+ name itself like "rome", or "new york", you must provide
+ the IANA format.
+ :type timezone: str
+ :return: The current time in the specified timezone."""
+ now = datetime.now(ZoneInfo(timezone))
+ return now.strftime("%H:%M")
+
+
+ time_schema = get_schema(get_time)
+ time_schema
+ time = Route(
+ name="get_time",
+ utterances=[
+ "what is the time in new york city?",
+ "what is the time in london?",
+ "I live in Rome, what time is it?",
+ ],
+ function_schemas=[time_schema],
+ )
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president" "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ "lovely weather today",
+ "the weather is horrendous",
+ "let's go to the chippy",
+ ],
+ )
+
+ routes = [politics, chitchat, time]
+
+
+.. parsed-literal::
+
+ c:\Users\Siraj\Documents\Personal\Work\Aurelio\Virtual Environments\semantic_router_3\Lib\site-packages\tqdm\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
+ from .autonotebook import tqdm as notebook_tqdm
+
+
+.. code:: ipython3
+
+ time_schema
+
+
+
+
+.. parsed-literal::
+
+ {'name': 'get_time',
+ 'description': 'Finds the current time in a specific timezone.\n\n:param timezone: The timezone to find the current time in, should\n be a valid timezone from the IANA Time Zone Database like\n "America/New_York" or "Europe/London". Do NOT put the place\n name itself like "rome", or "new york", you must provide\n the IANA format.\n:type timezone: str\n:return: The current time in the specified timezone.',
+ 'signature': '(timezone: str) -> str',
+ 'output': "<class 'str'>"}
+
+
+
+Encoders
+--------
+
+You can use alternative Encoders, however, in this example we want to
+showcase a fully-local Semantic Router execution, so we are going to use
+a ``HuggingFaceEncoder`` with ``sentence-transformers/all-MiniLM-L6-v2``
+(the default) as an embedding model.
+
+.. code:: ipython3
+
+ from semantic_router.encoders import HuggingFaceEncoder
+
+ encoder = HuggingFaceEncoder()
+
+``llama.cpp`` LLM
+-----------------
+
+From here, we can go ahead and instantiate our ``llama-cpp-python``
+``llama_cpp.Llama`` LLM, and then pass it to the
+``semantic_router.llms.LlamaCppLLM`` wrapper class.
+
+For ``llama_cpp.Llama``, there are a couple of parameters you should pay
+attention to:
+
+- ``n_gpu_layers``: how many LLM layers to offload to the GPU (if you
+ want to offload the entire model, pass ``-1``, and for CPU execution,
+ pass ``0``)
+- ``n_ctx``: context size, limit the number of tokens that can be
+ passed to the LLM (this is bounded by the model’s internal maximum
+ context size, in this case for Mistral-7B-Instruct, 8000 tokens)
+- ``verbose``: if ``False``, silences output from ``llama.cpp``
+
+..
+
+ For other parameter explanation, refer to the ``llama-cpp-python``
+ `API
+ Reference <https://llama-cpp-python.readthedocs.io/en/latest/api-reference/>`__
+
+.. code:: ipython3
+
+ from semantic_router import RouteLayer
+
+ from llama_cpp import Llama
+ from semantic_router.llms.llamacpp import LlamaCppLLM
+
+ enable_gpu = True # offload LLM layers to the GPU (must fit in memory)
+
+ _llm = Llama(
+ model_path="./mistral-7b-instruct-v0.2.Q4_0.gguf",
+ n_gpu_layers=-1 if enable_gpu else 0,
+ n_ctx=2048,
+ )
+ _llm.verbose = False
+ llm = LlamaCppLLM(name="Mistral-7B-v0.2-Instruct", llm=_llm, max_tokens=None)
+
+ rl = RouteLayer(encoder=encoder, routes=routes, llm=llm)
+
+
+.. parsed-literal::
+
+ llama_model_loader: loaded meta data with 24 key-value pairs and 291 tensors from ./mistral-7b-instruct-v0.2.Q4_0.gguf (version GGUF V3 (latest))
+ llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
+ llama_model_loader: - kv 0: general.architecture str = llama
+ llama_model_loader: - kv 1: general.name str = mistralai_mistral-7b-instruct-v0.2
+ llama_model_loader: - kv 2: llama.context_length u32 = 32768
+ llama_model_loader: - kv 3: llama.embedding_length u32 = 4096
+ llama_model_loader: - kv 4: llama.block_count u32 = 32
+ llama_model_loader: - kv 5: llama.feed_forward_length u32 = 14336
+ llama_model_loader: - kv 6: llama.rope.dimension_count u32 = 128
+ llama_model_loader: - kv 7: llama.attention.head_count u32 = 32
+ llama_model_loader: - kv 8: llama.attention.head_count_kv u32 = 8
+ llama_model_loader: - kv 9: llama.attention.layer_norm_rms_epsilon f32 = 0.000010
+ llama_model_loader: - kv 10: llama.rope.freq_base f32 = 1000000.000000
+ llama_model_loader: - kv 11: general.file_type u32 = 2
+ llama_model_loader: - kv 12: tokenizer.ggml.model str = llama
+ llama_model_loader: - kv 13: tokenizer.ggml.tokens arr[str,32000] = ["<unk>", "<s>", "</s>", "<0x00>", "<...
+ llama_model_loader: - kv 14: tokenizer.ggml.scores arr[f32,32000] = [0.000000, 0.000000, 0.000000, 0.0000...
+ llama_model_loader: - kv 15: tokenizer.ggml.token_type arr[i32,32000] = [2, 3, 3, 6, 6, 6, 6, 6, 6, 6, 6, 6, ...
+ llama_model_loader: - kv 16: tokenizer.ggml.bos_token_id u32 = 1
+ llama_model_loader: - kv 17: tokenizer.ggml.eos_token_id u32 = 2
+ llama_model_loader: - kv 18: tokenizer.ggml.unknown_token_id u32 = 0
+ llama_model_loader: - kv 19: tokenizer.ggml.padding_token_id u32 = 0
+ llama_model_loader: - kv 20: tokenizer.ggml.add_bos_token bool = true
+ llama_model_loader: - kv 21: tokenizer.ggml.add_eos_token bool = false
+ llama_model_loader: - kv 22: tokenizer.chat_template str = {{ bos_token }}{% for message in mess...
+ llama_model_loader: - kv 23: general.quantization_version u32 = 2
+ llama_model_loader: - type f32: 65 tensors
+ llama_model_loader: - type q4_0: 225 tensors
+ llama_model_loader: - type q6_K: 1 tensors
+ llm_load_vocab: special tokens definition check successful ( 259/32000 ).
+ llm_load_print_meta: format = GGUF V3 (latest)
+ llm_load_print_meta: arch = llama
+ llm_load_print_meta: vocab type = SPM
+ llm_load_print_meta: n_vocab = 32000
+ llm_load_print_meta: n_merges = 0
+ llm_load_print_meta: n_ctx_train = 32768
+ llm_load_print_meta: n_embd = 4096
+ llm_load_print_meta: n_head = 32
+ llm_load_print_meta: n_head_kv = 8
+ llm_load_print_meta: n_layer = 32
+ llm_load_print_meta: n_rot = 128
+ llm_load_print_meta: n_embd_head_k = 128
+ llm_load_print_meta: n_embd_head_v = 128
+ llm_load_print_meta: n_gqa = 4
+ llm_load_print_meta: n_embd_k_gqa = 1024
+ llm_load_print_meta: n_embd_v_gqa = 1024
+ llm_load_print_meta: f_norm_eps = 0.0e+00
+ llm_load_print_meta: f_norm_rms_eps = 1.0e-05
+ llm_load_print_meta: f_clamp_kqv = 0.0e+00
+ llm_load_print_meta: f_max_alibi_bias = 0.0e+00
+ llm_load_print_meta: f_logit_scale = 0.0e+00
+ llm_load_print_meta: n_ff = 14336
+ llm_load_print_meta: n_expert = 0
+ llm_load_print_meta: n_expert_used = 0
+ llm_load_print_meta: causal attn = 1
+ llm_load_print_meta: pooling type = 0
+ llm_load_print_meta: rope type = 0
+ llm_load_print_meta: rope scaling = linear
+ llm_load_print_meta: freq_base_train = 1000000.0
+ llm_load_print_meta: freq_scale_train = 1
+ llm_load_print_meta: n_yarn_orig_ctx = 32768
+ llm_load_print_meta: rope_finetuned = unknown
+ llm_load_print_meta: ssm_d_conv = 0
+ llm_load_print_meta: ssm_d_inner = 0
+ llm_load_print_meta: ssm_d_state = 0
+ llm_load_print_meta: ssm_dt_rank = 0
+ llm_load_print_meta: model type = 8B
+ llm_load_print_meta: model ftype = Q4_0
+ llm_load_print_meta: model params = 7.24 B
+ llm_load_print_meta: model size = 3.83 GiB (4.54 BPW)
+ llm_load_print_meta: general.name = mistralai_mistral-7b-instruct-v0.2
+ llm_load_print_meta: BOS token = 1 '<s>'
+ llm_load_print_meta: EOS token = 2 '</s>'
+ llm_load_print_meta: UNK token = 0 '<unk>'
+ llm_load_print_meta: PAD token = 0 '<unk>'
+ llm_load_print_meta: LF token = 13 '<0x0A>'
+ llm_load_tensors: ggml ctx size = 0.15 MiB
+ llm_load_tensors: CPU buffer size = 3917.87 MiB
+ ..................................................................................................
+ llama_new_context_with_model: n_ctx = 2048
+ llama_new_context_with_model: n_batch = 512
+ llama_new_context_with_model: n_ubatch = 512
+ llama_new_context_with_model: flash_attn = 0
+ llama_new_context_with_model: freq_base = 1000000.0
+ llama_new_context_with_model: freq_scale = 1
+ llama_kv_cache_init: CPU KV buffer size = 256.00 MiB
+ llama_new_context_with_model: KV self size = 256.00 MiB, K (f16): 128.00 MiB, V (f16): 128.00 MiB
+ llama_new_context_with_model: CPU output buffer size = 0.12 MiB
+ llama_new_context_with_model: CPU compute buffer size = 164.01 MiB
+ llama_new_context_with_model: graph nodes = 1030
+ llama_new_context_with_model: graph splits = 1
+ AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | SSSE3 = 0 | VSX = 0 | MATMUL_INT8 = 0 | LLAMAFILE = 1 |
+ Model metadata: {'general.name': 'mistralai_mistral-7b-instruct-v0.2', 'general.architecture': 'llama', 'llama.context_length': '32768', 'llama.rope.dimension_count': '128', 'llama.embedding_length': '4096', 'llama.block_count': '32', 'llama.feed_forward_length': '14336', 'llama.attention.head_count': '32', 'tokenizer.ggml.eos_token_id': '2', 'general.file_type': '2', 'llama.attention.head_count_kv': '8', 'llama.attention.layer_norm_rms_epsilon': '0.000010', 'llama.rope.freq_base': '1000000.000000', 'tokenizer.ggml.model': 'llama', 'general.quantization_version': '2', 'tokenizer.ggml.bos_token_id': '1', 'tokenizer.ggml.unknown_token_id': '0', 'tokenizer.ggml.padding_token_id': '0', 'tokenizer.ggml.add_bos_token': 'true', 'tokenizer.ggml.add_eos_token': 'false', 'tokenizer.chat_template': "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}"}
+ Guessed chat format: mistral-instruct
+ [32m2024-05-07 15:50:07 INFO semantic_router.utils.logger local[0m
+
+
+.. code:: ipython3
+
+ rl("how's the weather today?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ out = rl("what's the time in New York right now?")
+ print(out)
+ get_time(**out.function_call[0])
+
+
+.. parsed-literal::
+
+ from_string grammar:
+ root ::= object
+ object ::= [{] ws object_11 [}] ws
+ value ::= object | array | string | number | value_6 ws
+ array ::= [[] ws array_15 []] ws
+ string ::= ["] string_18 ["] ws
+ number ::= number_19 number_25 number_29 ws
+ value_6 ::= [t] [r] [u] [e] | [f] [a] [l] [s] [e] | [n] [u] [l] [l]
+ ws ::= ws_31
+ object_8 ::= string [:] ws value object_10
+ object_9 ::= [,] ws string [:] ws value
+ object_10 ::= object_9 object_10 |
+ object_11 ::= object_8 |
+ array_12 ::= value array_14
+ array_13 ::= [,] ws value
+ array_14 ::= array_13 array_14 |
+ array_15 ::= array_12 |
+ string_16 ::= [^"\] | [\] string_17
+ string_17 ::= ["\/bfnrt] | [u] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]
+ string_18 ::= string_16 string_18 |
+ number_19 ::= number_20 number_21
+ number_20 ::= [-] |
+ number_21 ::= [0-9] | [1-9] number_22
+ number_22 ::= [0-9] number_22 |
+ number_23 ::= [.] number_24
+ number_24 ::= [0-9] number_24 | [0-9]
+ number_25 ::= number_23 |
+ number_26 ::= [eE] number_27 number_28
+ number_27 ::= [-+] |
+ number_28 ::= [0-9] number_28 | [0-9]
+ number_29 ::= number_26 |
+ ws_30 ::= [ <U+0009><U+000A>] ws
+ ws_31 ::= ws_30 |
+
+ [32m2024-05-07 15:50:08 INFO semantic_router.utils.logger Extracting function input...[0m
+ [32m2024-05-07 15:50:59 INFO semantic_router.utils.logger LLM output: {
+ "timezone": "America/New_York"
+ }[0m
+ [32m2024-05-07 15:50:59 INFO semantic_router.utils.logger Function inputs: [{'timezone': 'America/New_York'}][0m
+
+
+.. parsed-literal::
+
+ name='get_time' function_call=[{'timezone': 'America/New_York'}] similarity_score=None
+
+
+
+
+.. parsed-literal::
+
+ '07:50'
+
+
+
+.. code:: ipython3
+
+ out = rl("what's the time in Rome right now?")
+ print(out)
+ get_time(**out.function_call[0])
+
+
+.. parsed-literal::
+
+ from_string grammar:
+ root ::= object
+ object ::= [{] ws object_11 [}] ws
+ value ::= object | array | string | number | value_6 ws
+ array ::= [[] ws array_15 []] ws
+ string ::= ["] string_18 ["] ws
+ number ::= number_19 number_25 number_29 ws
+ value_6 ::= [t] [r] [u] [e] | [f] [a] [l] [s] [e] | [n] [u] [l] [l]
+ ws ::= ws_31
+ object_8 ::= string [:] ws value object_10
+ object_9 ::= [,] ws string [:] ws value
+ object_10 ::= object_9 object_10 |
+ object_11 ::= object_8 |
+ array_12 ::= value array_14
+ array_13 ::= [,] ws value
+ array_14 ::= array_13 array_14 |
+ array_15 ::= array_12 |
+ string_16 ::= [^"\] | [\] string_17
+ string_17 ::= ["\/bfnrt] | [u] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]
+ string_18 ::= string_16 string_18 |
+ number_19 ::= number_20 number_21
+ number_20 ::= [-] |
+ number_21 ::= [0-9] | [1-9] number_22
+ number_22 ::= [0-9] number_22 |
+ number_23 ::= [.] number_24
+ number_24 ::= [0-9] number_24 | [0-9]
+ number_25 ::= number_23 |
+ number_26 ::= [eE] number_27 number_28
+ number_27 ::= [-+] |
+ number_28 ::= [0-9] number_28 | [0-9]
+ number_29 ::= number_26 |
+ ws_30 ::= [ <U+0009><U+000A>] ws
+ ws_31 ::= ws_30 |
+
+ [32m2024-05-07 15:50:59 INFO semantic_router.utils.logger Extracting function input...[0m
+ [32m2024-05-07 15:51:27 INFO semantic_router.utils.logger LLM output: {"timezone": "Europe/Rome"}[0m
+ [32m2024-05-07 15:51:27 INFO semantic_router.utils.logger Function inputs: [{'timezone': 'Europe/Rome'}][0m
+
+
+.. parsed-literal::
+
+ name='get_time' function_call=[{'timezone': 'Europe/Rome'}] similarity_score=None
+
+
+
+
+.. parsed-literal::
+
+ '13:51'
+
+
+
+.. code:: ipython3
+
+ out = rl("what's the time in Bangkok right now?")
+ print(out)
+ get_time(**out.function_call[0])
+
+
+.. parsed-literal::
+
+ from_string grammar:
+ root ::= object
+ object ::= [{] ws object_11 [}] ws
+ value ::= object | array | string | number | value_6 ws
+ array ::= [[] ws array_15 []] ws
+ string ::= ["] string_18 ["] ws
+ number ::= number_19 number_25 number_29 ws
+ value_6 ::= [t] [r] [u] [e] | [f] [a] [l] [s] [e] | [n] [u] [l] [l]
+ ws ::= ws_31
+ object_8 ::= string [:] ws value object_10
+ object_9 ::= [,] ws string [:] ws value
+ object_10 ::= object_9 object_10 |
+ object_11 ::= object_8 |
+ array_12 ::= value array_14
+ array_13 ::= [,] ws value
+ array_14 ::= array_13 array_14 |
+ array_15 ::= array_12 |
+ string_16 ::= [^"\] | [\] string_17
+ string_17 ::= ["\/bfnrt] | [u] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]
+ string_18 ::= string_16 string_18 |
+ number_19 ::= number_20 number_21
+ number_20 ::= [-] |
+ number_21 ::= [0-9] | [1-9] number_22
+ number_22 ::= [0-9] number_22 |
+ number_23 ::= [.] number_24
+ number_24 ::= [0-9] number_24 | [0-9]
+ number_25 ::= number_23 |
+ number_26 ::= [eE] number_27 number_28
+ number_27 ::= [-+] |
+ number_28 ::= [0-9] number_28 | [0-9]
+ number_29 ::= number_26 |
+ ws_30 ::= [ <U+0009><U+000A>] ws
+ ws_31 ::= ws_30 |
+
+ [32m2024-05-07 15:51:27 INFO semantic_router.utils.logger Extracting function input...[0m
+ [32m2024-05-07 15:51:56 INFO semantic_router.utils.logger LLM output: {"timezone": "Asia/Bangkok"}[0m
+ [32m2024-05-07 15:51:56 INFO semantic_router.utils.logger Function inputs: [{'timezone': 'Asia/Bangkok'}][0m
+
+
+.. parsed-literal::
+
+ name='get_time' function_call=[{'timezone': 'Asia/Bangkok'}] similarity_score=None
+
+
+
+
+.. parsed-literal::
+
+ '18:51'
+
+
+
+.. code:: ipython3
+
+ out = rl("what's the time in Phuket right now?")
+ print(out)
+ get_time(**out.function_call[0])
+
+
+.. parsed-literal::
+
+ from_string grammar:
+ root ::= object
+ object ::= [{] ws object_11 [}] ws
+ value ::= object | array | string | number | value_6 ws
+ array ::= [[] ws array_15 []] ws
+ string ::= ["] string_18 ["] ws
+ number ::= number_19 number_25 number_29 ws
+ value_6 ::= [t] [r] [u] [e] | [f] [a] [l] [s] [e] | [n] [u] [l] [l]
+ ws ::= ws_31
+ object_8 ::= string [:] ws value object_10
+ object_9 ::= [,] ws string [:] ws value
+ object_10 ::= object_9 object_10 |
+ object_11 ::= object_8 |
+ array_12 ::= value array_14
+ array_13 ::= [,] ws value
+ array_14 ::= array_13 array_14 |
+ array_15 ::= array_12 |
+ string_16 ::= [^"\] | [\] string_17
+ string_17 ::= ["\/bfnrt] | [u] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]
+ string_18 ::= string_16 string_18 |
+ number_19 ::= number_20 number_21
+ number_20 ::= [-] |
+ number_21 ::= [0-9] | [1-9] number_22
+ number_22 ::= [0-9] number_22 |
+ number_23 ::= [.] number_24
+ number_24 ::= [0-9] number_24 | [0-9]
+ number_25 ::= number_23 |
+ number_26 ::= [eE] number_27 number_28
+ number_27 ::= [-+] |
+ number_28 ::= [0-9] number_28 | [0-9]
+ number_29 ::= number_26 |
+ ws_30 ::= [ <U+0009><U+000A>] ws
+ ws_31 ::= ws_30 |
+
+ [32m2024-05-07 15:51:56 INFO semantic_router.utils.logger Extracting function input...[0m
+ [32m2024-05-07 15:52:25 INFO semantic_router.utils.logger LLM output: {
+ "timezone": "Asia/Bangkok"
+ }[0m
+ [32m2024-05-07 15:52:25 INFO semantic_router.utils.logger Function inputs: [{'timezone': 'Asia/Bangkok'}][0m
+
+
+.. parsed-literal::
+
+ name='get_time' function_call=[{'timezone': 'Asia/Bangkok'}] similarity_score=None
+
+
+
+
+.. parsed-literal::
+
+ '18:52'
+
+
+
+Cleanup
+-------
+
+Once done, if you’d like to delete the downloaded model you can do so
+with the following:
+
+::
+
+ ! rm ./mistral-7b-instruct-v0.2.Q4_0.gguf
diff --git a/docs/source/route_layer/route-filter.rst b/docs/source/route_layer/route-filter.rst
new file mode 100644
index 0000000000000000000000000000000000000000..0bf1257aa1a02f3775c022a3d0d4bc1949a3f456
--- /dev/null
+++ b/docs/source/route_layer/route-filter.rst
@@ -0,0 +1,198 @@
+Semantic Router Filter
+======================
+
+We can filter the routes that the `RouteLayer` considers when making a
+classification. This can be useful if we want to restrict the scope of
+possible routes based on some context.
+
+For example, we may have a route layer with several routes, `politics`,
+`weather`, `chitchat`, etc. We may want to restrict the scope of the
+classification to only consider the `chitchat` route. We can do this by
+passing a `route_filter` argument to our `RouteLayer` calls like so:
+
+.. code:: python
+
+ rl("don't you love politics?", route_filter=["chitchat"])
+
+In this case, the `RouteLayer` will only consider the `chitchat` route
+for the classification.
+
+
+Full Example
+------------
+
+|Open In Colab| |Open nbviewer|
+
+.. |Open In Colab| image:: https://colab.research.google.com/assets/colab-badge.svg
+ :target: https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/09-route-filter.ipynb
+.. |Open nbviewer| image:: https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg
+ :target: https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/00-introduction.ipynb
+
+We start by installing the library:
+
+.. code:: ipython3
+
+ !pip install -qU semantic-router
+
+We start by defining a dictionary mapping routes to example phrases that
+should trigger those routes.
+
+.. code:: ipython3
+
+ from semantic_router import Route
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president",
+ "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+
+
+Let's define another for good measure:
+
+.. code:: ipython3
+
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ "lovely weather today",
+ "the weather is horrendous",
+ "let's go to the chippy",
+ ],
+ )
+
+ routes = [politics, chitchat]
+
+Now we initialize our embedding model:
+
+.. code:: ipython3
+
+ import os
+ from getpass import getpass
+ from semantic_router.encoders import CohereEncoder, OpenAIEncoder
+
+ os.environ["COHERE_API_KEY"] = os.getenv("COHERE_API_KEY") or getpass(
+ "Enter Cohere API Key: "
+ )
+ # os.environ["OPENAI_API_KEY"] = os.getenv("OPENAI_API_KEY") or getpass(
+ # "Enter OpenAI API Key: "
+ # )
+
+ encoder = CohereEncoder()
+ # encoder = OpenAIEncoder()
+
+Now we define the ``RouteLayer``. When called, the route layer will
+consume text (a query) and output the category (``Route``) it belongs to
+— to initialize a ``RouteLayer`` we need our ``encoder`` model and a
+list of ``routes``.
+
+.. code:: ipython3
+
+ from semantic_router.layer import RouteLayer
+
+ rl = RouteLayer(encoder=encoder, routes=routes)
+
+
+.. parsed-literal::
+
+ [32m2024-05-07 16:02:43 INFO semantic_router.utils.logger local[0m
+
+
+Now we can test it:
+
+.. code:: ipython3
+
+ rl("don't you love politics?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='politics', function_call=None, similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ rl("how's the weather today?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+Both are classified accurately, what if we send a query that is
+unrelated to our existing ``Route`` objects?
+
+.. code:: ipython3
+
+ rl("I'm interested in learning about llama 2")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name=None, function_call=None, similarity_score=None)
+
+
+
+In this case, we return ``None`` because no matches were identified.
+
+Demonstrating the Filter Feature
+--------------------------------
+
+Now, let's demonstrate the filter feature. We can specify a subset of
+routes to consider when making a classification. This can be useful if
+we want to restrict the scope of possible routes based on some context.
+
+For example, let's say we only want to consider the “chitchat” route for
+a particular query:
+
+.. code:: ipython3
+
+ rl("don't you love politics?", route_filter=["chitchat"])
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+Even though the query might be more related to the “politics” route, it
+will be classified as “chitchat” because we’ve restricted the routes to
+consider.
+
+Similarly, we can restrict it to the “politics” route:
+
+.. code:: ipython3
+
+ rl("how's the weather today?", route_filter=["politics"])
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name=None, function_call=None, similarity_score=None)
+
+
+
+In this case, it will return None because the query doesn’t match the
+“politics” route well enough to pass the threshold.
diff --git a/docs/source/route_layer/save-load-from-file.rst b/docs/source/route_layer/save-load-from-file.rst
new file mode 100644
index 0000000000000000000000000000000000000000..2f13247cba5c9760e078180c638b75913654fee8
--- /dev/null
+++ b/docs/source/route_layer/save-load-from-file.rst
@@ -0,0 +1,237 @@
+Route Layers from File
+======================
+
+Route layers can be saved to and loaded from files. This can be useful if
+we want to save a route layer to a file for later use, or if we want to
+load a route layer from a file.
+
+We can save and load route layers to/from YAML or JSON files. For JSON we
+do:
+
+.. code:: python
+
+ # save to JSON
+ rl.to_json("layer.json")
+ # load from JSON
+ new_rl = RouteLayer.from_json("layer.json")
+
+For YAML we do:
+
+.. code:: python
+
+ # save to YAML
+ rl.to_yaml("layer.yaml")
+ # load from YAML
+ new_rl = RouteLayer.from_yaml("layer.yaml")
+
+The saved files contain all the information needed to initialize new
+route layers. If we are using a remote index, we can use the
+`sync features`_ to keep the route layer in sync with the index.
+
+.. _sync features: sync.html
+
+Full Example
+---------------
+
+|Open In Colab| |Open nbviewer|
+
+.. |Open In Colab| image:: https://colab.research.google.com/assets/colab-badge.svg
+ :target: https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/01-save-load-from-file.ipynb
+.. |Open nbviewer| image:: https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg
+ :target: https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/01-save-load-from-file.ipynb
+
+Here we will show how to save routers to YAML or JSON files, and how to
+load a route layer from file.
+
+We start by installing the library:
+
+.. code:: none
+
+ !pip install -qU semantic-router
+
+Define Route
+------------
+
+First let's create a list of routes:
+
+.. code:: python
+
+ from semantic_router import Route
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president" "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ "lovely weather today",
+ "the weather is horrendous",
+ "let's go to the chippy",
+ ],
+ )
+
+ routes = [politics, chitchat]
+
+
+We define a route layer using these routes and using the Cohere encoder.
+
+.. code:: ipython3
+
+ import os
+ from getpass import getpass
+ from semantic_router import RouteLayer
+ from semantic_router.encoders import CohereEncoder
+
+ # dashboard.cohere.ai
+ os.environ["COHERE_API_KEY"] = os.getenv("COHERE_API_KEY") or getpass(
+ "Enter Cohere API Key: "
+ )
+
+ encoder = CohereEncoder()
+
+ rl = RouteLayer(encoder=encoder, routes=routes)
+
+
+.. parsed-literal::
+
+ [32m2024-05-07 15:03:35 INFO semantic_router.utils.logger local[0m
+
+
+Test Route
+----------
+
+.. code:: ipython3
+
+ rl("isn't politics the best thing ever")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='politics', function_call=None, similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ rl("how's the weather today?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
+
+Save To JSON
+------------
+
+To save our route layer we call the ``to_json`` method:
+
+.. code:: ipython3
+
+ rl.to_json("layer.json")
+
+
+.. parsed-literal::
+
+ [32m2024-05-07 15:03:37 INFO semantic_router.utils.logger Saving route config to layer.json[0m
+
+
+Loading from JSON
+-----------------
+
+We can view the router file we just saved to see what information is
+stored.
+
+.. code:: ipython3
+
+ import json
+
+ with open("layer.json", "r") as f:
+ layer_json = json.load(f)
+
+ print(layer_json)
+
+
+.. parsed-literal::
+
+ {'encoder_type': 'cohere', 'encoder_name': 'embed-english-v3.0', 'routes': [{'name': 'politics', 'utterances': ["isn't politics the best thing ever", "why don't you tell me about your political opinions", "don't you just love the presidentdon't you just hate the president", "they're going to destroy this country!", 'they will save the country!'], 'description': None, 'function_schemas': None, 'llm': None, 'score_threshold': 0.3}, {'name': 'chitchat', 'utterances': ["how's the weather today?", 'how are things going?', 'lovely weather today', 'the weather is horrendous', "let's go to the chippy"], 'description': None, 'function_schemas': None, 'llm': None, 'score_threshold': 0.3}]}
+
+
+It tells us our encoder type, encoder name, and routes. This is
+everything we need to initialize a new router. To do so, we use the
+``from_json`` method.
+
+.. code:: ipython3
+
+ rl = RouteLayer.from_json("layer.json")
+
+
+.. parsed-literal::
+
+ [32m2024-05-07 15:03:37 INFO semantic_router.utils.logger Loading route config from layer.json[0m
+ [32m2024-05-07 15:03:37 INFO semantic_router.utils.logger local[0m
+
+
+We can confirm that our layer has been initialized with the expected
+attributes by viewing the ``RouteLayer`` object:
+
+.. code:: ipython3
+
+ print(
+ f"""{rl.encoder.type=}
+ {rl.encoder.name=}
+ {rl.routes=}"""
+ )
+
+
+.. parsed-literal::
+
+ rl.encoder.type='cohere'
+ rl.encoder.name='embed-english-v3.0'
+ rl.routes=[Route(name='politics', utterances=["isn't politics the best thing ever", "why don't you tell me about your political opinions", "don't you just love the presidentdon't you just hate the president", "they're going to destroy this country!", 'they will save the country!'], description=None, function_schemas=None, llm=None, score_threshold=0.3), Route(name='chitchat', utterances=["how's the weather today?", 'how are things going?', 'lovely weather today', 'the weather is horrendous', "let's go to the chippy"], description=None, function_schemas=None, llm=None, score_threshold=0.3)]
+
+
+--------------
+
+Test Route Again
+----------------
+
+.. code:: ipython3
+
+ rl("isn't politics the best thing ever")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='politics', function_call=None, similarity_score=None)
+
+
+
+.. code:: ipython3
+
+ rl("how's the weather today?")
+
+
+
+
+.. parsed-literal::
+
+ RouteChoice(name='chitchat', function_call=None, similarity_score=None)
+
+
diff --git a/docs/source/route_layer/sync.rst b/docs/source/route_layer/sync.rst
new file mode 100644
index 0000000000000000000000000000000000000000..03204917cead460be0207746573544115e5b4a18
--- /dev/null
+++ b/docs/source/route_layer/sync.rst
@@ -0,0 +1,70 @@
+Synchronizing with Remote Instances
+===================================
+
+Semantic router supports several *remote instances* that store our routes and
+utterances, such as Pinecone or Qdrant, supported via the `PineconeIndex` and
+`QdrantIndex` respectively.
+
+Using these remote instances is optional, but it allows us to scale our
+semantic router to a larger number of routes and utterances. However, we must
+decide how to synchronize between our local metadata and the remote instance —
+particularly when reinitializing a local instance that should connect to an
+existing remote instance.
+
+Semantic router supports several synchronization strategies that can be passed
+to the `sync` parameter of the various `BaseIndex` objects. Those strategies
+are:
+
+* `error`: Raise an error if local and remote are not synchronized.
+* `remote`: Take remote as the source of truth and update local to align.
+* `local`: Take local as the source of truth and update remote to align.
+* `merge-force-remote`: Merge both local and remote taking only remote routes
+ utterances when a route with same route name is present both locally and
+ remotely.
+* `merge-force-local`: Merge both local and remote taking only local routes
+ utterances when a route with same route name is present both locally and
+ remotely.
+* `merge`: Merge both local and remote, merging also local and remote utterances
+ when a route with same route name is present both locally and remotely.
+
+You can try this yourself by running the following:
+
+.. code-block:: python
+
+ from semantic_router import Route
+ from semantic_router.encoders import OpenAIEncoder
+ from semantic_router.index.pinecone import PineconeIndex
+ from semantic_router.layer import RouteLayer
+
+
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president",
+ ],
+ )
+
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "how's the weather today?",
+ "how are things going?",
+ ],
+ )
+
+ routes = [politics, chitchat]
+
+ encoder = OpenAIEncoder(openai_api_key=openai_api_key)
+
+ pc_index = PineconeIndex(
+ api_key=pinecone_api_key,
+ region="us-east-1",
+ index_name="sync-example",
+ sync="local", # here we specify the synchronization strategy
+ )
+
+ rl = RouteLayer(encoder=encoder, routes=routes, index=pc_index)
+
+When initializing the `PineconeIndex` object, we can specify the `sync` parameter.
\ No newline at end of file
diff --git a/docs/source/route_layer/threshold-optimization.rst b/docs/source/route_layer/threshold-optimization.rst
new file mode 100644
index 0000000000000000000000000000000000000000..c035dd878713dc7b655819bafd440a0656b74ecb
--- /dev/null
+++ b/docs/source/route_layer/threshold-optimization.rst
@@ -0,0 +1,361 @@
+Route Threshold Optimization
+============================
+
+Route score thresholds are what defines whether a route should be
+chosen. If the score we identify for any given route is higher than the
+``Route.score_threshold`` it passes, otherwise it does not and *either*
+another route is chosen, or we return *no* route.
+
+Given that this one ``score_threshold`` parameter can define the choice
+of a route, it's important to get it right — but it's incredibly
+inefficient to do so manually. Instead, we can use the ``fit`` and
+``evaluate`` methods of our ``RouteLayer``. All we must do is pass a
+smaller number of *(utterance, target route)* examples to our methods,
+and with ``fit`` we will often see dramatically improved performance
+within seconds.
+
+
+Full Example
+------------
+
+|Open In Colab| |Open nbviewer|
+
+.. |Open In Colab| image:: https://colab.research.google.com/assets/colab-badge.svg
+ :target: https://colab.research.google.com/github/aurelio-labs/semantic-router/blob/main/docs/06-threshold-optimization.ipynb
+.. |Open nbviewer| image:: https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg
+ :target: https://nbviewer.org/github/aurelio-labs/semantic-router/blob/main/docs/06-threshold-optimization
+
+
+.. code:: ipython3
+
+ !pip install -qU "semantic-router[local]"
+
+Define RouteLayer
+-----------------
+
+As usual we will define our ``RouteLayer``. The ``RouteLayer`` requires
+just ``routes`` and an ``encoder``. If using dynamic routes you must
+also define an ``llm`` (or use the OpenAI default).
+
+We will start by defining four routes; *politics*, *chitchat*,
+*mathematics*, and *biology*.
+
+.. code:: ipython3
+
+ from semantic_router import Route
+
+ # we could use this as a guide for our chatbot to avoid political conversations
+ politics = Route(
+ name="politics",
+ utterances=[
+ "isn't politics the best thing ever",
+ "why don't you tell me about your political opinions",
+ "don't you just love the president" "don't you just hate the president",
+ "they're going to destroy this country!",
+ "they will save the country!",
+ ],
+ )
+
+ # this could be used as an indicator to our chatbot to switch to a more
+ # conversational prompt
+ chitchat = Route(
+ name="chitchat",
+ utterances=[
+ "Did you watch the game last night?",
+ "what's your favorite type of music?",
+ "Have you read any good books lately?",
+ "nice weather we're having",
+ "Do you have any plans for the weekend?",
+ ],
+ )
+
+ # we can use this to switch to an agent with more math tools, prompting, and LLMs
+ mathematics = Route(
+ name="mathematics",
+ utterances=[
+ "can you explain the concept of a derivative?",
+ "What is the formula for the area of a triangle?",
+ "how do you solve a system of linear equations?",
+ "What is the concept of a prime number?",
+ "Can you explain the Pythagorean theorem?",
+ ],
+ )
+
+ # we can use this to switch to an agent with more biology knowledge
+ biology = Route(
+ name="biology",
+ utterances=[
+ "what is the process of osmosis?",
+ "can you explain the structure of a cell?",
+ "What is the role of RNA?",
+ "What is genetic mutation?",
+ "Can you explain the process of photosynthesis?",
+ ],
+ )
+
+ # we place all of our decisions together into single list
+ routes = [politics, chitchat, mathematics, biology]
+
+
+.. parsed-literal::
+
+ c:\Users\Siraj\Documents\Personal\Work\Aurelio\Virtual Environments\semantic_router_3\Lib\site-packages\tqdm\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
+ from .autonotebook import tqdm as notebook_tqdm
+
+
+For our encoder we will use the local ``HuggingFaceEncoder``. Other
+popular encoders include ``CohereEncoder``, ``FastEmbedEncoder``,
+``OpenAIEncoder``, and ``AzureOpenAIEncoder``.
+
+.. code:: ipython3
+
+ from semantic_router.encoders import HuggingFaceEncoder
+
+ encoder = HuggingFaceEncoder()
+
+Now we initialize our ``RouteLayer``.
+
+.. code:: ipython3
+
+ from semantic_router.layer import RouteLayer
+
+ rl = RouteLayer(encoder=encoder, routes=routes)
+
+
+.. parsed-literal::
+
+ [32m2024-05-07 15:53:24 INFO semantic_router.utils.logger local[0m
+
+
+By default, we should get reasonable performance:
+
+.. code:: ipython3
+
+ for utterance in [
+ "don't you love politics?",
+ "how's the weather today?",
+ "What's DNA?",
+ "I'm interested in learning about llama 2",
+ ]:
+ print(f"{utterance} -> {rl(utterance).name}")
+
+
+.. parsed-literal::
+
+ don't you love politics? -> politics
+ how's the weather today? -> chitchat
+ What's DNA? -> biology
+ I'm interested in learning about llama 2 -> None
+
+
+We can evaluate the performance of our route layer using the
+``evaluate`` method. All we need is to pass a list of utterances and
+target route labels:
+
+.. code:: ipython3
+
+ test_data = [
+ ("don't you love politics?", "politics"),
+ ("how's the weather today?", "chitchat"),
+ ("What's DNA?", "biology"),
+ ("I'm interested in learning about llama 2", None),
+ ]
+
+ # unpack the test data
+ X, y = zip(*test_data)
+
+ # evaluate using the default thresholds
+ accuracy = rl.evaluate(X=X, y=y)
+ print(f"Accuracy: {accuracy*100:.2f}%")
+
+
+.. parsed-literal::
+
+ Generating embeddings: 100%|██████████| 1/1 [00:00<00:00, 76.91it/s]
+
+.. parsed-literal::
+
+ Accuracy: 100.00%
+
+
+On this small subset we get perfect accuracy — but what if we try we a
+larger, more robust dataset?
+
+*Hint: try using GPT-4 or another LLM to generate some examples for your
+own use-cases. The more accurate examples you provide, the better you
+can expect the routes to perform on your actual use-case.*
+
+.. code:: ipython3
+
+ test_data = [
+ # politics
+ ("What's your opinion on the current government?", "politics"),
+ ("Who do you think will win the next election?", "politics"),
+ ("What are your thoughts on the new policy?", "politics"),
+ ("How do you feel about the political situation?", "politics"),
+ ("Do you agree with the president's actions?", "politics"),
+ ("What's your stance on the political debate?", "politics"),
+ ("How do you see the future of our country?", "politics"),
+ ("What do you think about the opposition party?", "politics"),
+ ("Do you believe the government is doing enough?", "politics"),
+ ("What's your opinion on the political scandal?", "politics"),
+ ("Do you think the new law will make a difference?", "politics"),
+ ("What are your thoughts on the political reform?", "politics"),
+ ("Do you agree with the government's foreign policy?", "politics"),
+ # chitchat
+ ("What's the weather like?", "chitchat"),
+ ("It's a beautiful day today.", "chitchat"),
+ ("How's your day going?", "chitchat"),
+ ("It's raining cats and dogs.", "chitchat"),
+ ("Let's grab a coffee.", "chitchat"),
+ ("What's up?", "chitchat"),
+ ("It's a bit chilly today.", "chitchat"),
+ ("How's it going?", "chitchat"),
+ ("Nice weather we're having.", "chitchat"),
+ ("It's a bit windy today.", "chitchat"),
+ ("Let's go for a walk.", "chitchat"),
+ ("How's your week been?", "chitchat"),
+ ("It's quite sunny today.", "chitchat"),
+ ("How are you feeling?", "chitchat"),
+ ("It's a bit cloudy today.", "chitchat"),
+ # mathematics
+ ("What is the Pythagorean theorem?", "mathematics"),
+ ("Can you solve this quadratic equation?", "mathematics"),
+ ("What is the derivative of x squared?", "mathematics"),
+ ("Explain the concept of integration.", "mathematics"),
+ ("What is the area of a circle?", "mathematics"),
+ ("How do you calculate the volume of a sphere?", "mathematics"),
+ ("What is the difference between a vector and a scalar?", "mathematics"),
+ ("Explain the concept of a matrix.", "mathematics"),
+ ("What is the Fibonacci sequence?", "mathematics"),
+ ("How do you calculate permutations?", "mathematics"),
+ ("What is the concept of probability?", "mathematics"),
+ ("Explain the binomial theorem.", "mathematics"),
+ ("What is the difference between discrete and continuous data?", "mathematics"),
+ ("What is a complex number?", "mathematics"),
+ ("Explain the concept of limits.", "mathematics"),
+ # biology
+ ("What is photosynthesis?", "biology"),
+ ("Explain the process of cell division.", "biology"),
+ ("What is the function of mitochondria?", "biology"),
+ ("What is DNA?", "biology"),
+ ("What is the difference between prokaryotic and eukaryotic cells?", "biology"),
+ ("What is an ecosystem?", "biology"),
+ ("Explain the theory of evolution.", "biology"),
+ ("What is a species?", "biology"),
+ ("What is the role of enzymes?", "biology"),
+ ("What is the circulatory system?", "biology"),
+ ("Explain the process of respiration.", "biology"),
+ ("What is a gene?", "biology"),
+ ("What is the function of the nervous system?", "biology"),
+ ("What is homeostasis?", "biology"),
+ ("What is the difference between a virus and a bacteria?", "biology"),
+ ("What is the role of the immune system?", "biology"),
+ # add some None routes to prevent excessively small thresholds
+ ("What is the capital of France?", None),
+ ("how many people live in the US?", None),
+ ("when is the best time to visit Bali?", None),
+ ("how do I learn a language", None),
+ ("tell me an interesting fact", None),
+ ("what is the best programming language?", None),
+ ("I'm interested in learning about llama 2", None),
+ ]
+
+.. code:: ipython3
+
+ # unpack the test data
+ X, y = zip(*test_data)
+
+ # evaluate using the default thresholds
+ accuracy = rl.evaluate(X=X, y=y)
+ print(f"Accuracy: {accuracy*100:.2f}%")
+
+
+.. parsed-literal::
+
+ Generating embeddings: 100%|██████████| 1/1 [00:00<00:00, 9.23it/s]
+
+.. parsed-literal::
+
+ Accuracy: 34.85%
+
+
+Ouch, that's not so good! Fortunately, we can easily improve our
+performance here.
+
+Route Layer Optimization
+------------------------
+
+Our optimization works by finding the best route thresholds for each
+``Route`` in our ``RouteLayer``. We can see the current, default
+thresholds by calling the ``get_thresholds`` method:
+
+.. code:: ipython3
+
+ route_thresholds = rl.get_thresholds()
+ print("Default route thresholds:", route_thresholds)
+
+
+.. parsed-literal::
+
+ Default route thresholds: {'politics': 0.5, 'chitchat': 0.5, 'mathematics': 0.5, 'biology': 0.5}
+
+
+These are all preset route threshold values. Fortunately, it’s very easy
+to optimize these — we simply call the ``fit`` method and provide our
+training utterances ``X``, and target route labels ``y``:
+
+.. code:: ipython3
+
+ # Call the fit method
+ rl.fit(X=X, y=y)
+
+
+.. parsed-literal::
+
+ Generating embeddings: 100%|██████████| 1/1 [00:00<00:00, 9.21it/s]
+ Training: 100%|██████████| 500/500 [00:01<00:00, 419.45it/s, acc=0.89]
+
+
+Let’s see what our new thresholds look like:
+
+.. code:: ipython3
+
+ route_thresholds = rl.get_thresholds()
+ print("Updated route thresholds:", route_thresholds)
+
+
+.. parsed-literal::
+
+ Updated route thresholds: {'politics': 0.05050505050505051, 'chitchat': 0.32323232323232326, 'mathematics': 0.18181818181818182, 'biology': 0.21212121212121213}
+
+
+These are vastly different thresholds to what we were seeing before —
+it’s worth noting that *optimal* values for different encoders can vary
+greatly. For example, OpenAI’s Ada 002 model, when used with our
+encoders will tend to output much larger numbers in the ``0.5`` to
+``0.8`` range.
+
+After training we have a final performance of:
+
+.. code:: ipython3
+
+ accuracy = rl.evaluate(X=X, y=y)
+ print(f"Accuracy: {accuracy*100:.2f}%")
+
+
+.. parsed-literal::
+
+ Generating embeddings: 100%|██████████| 1/1 [00:00<00:00, 8.89it/s]
+
+
+.. parsed-literal::
+
+ Accuracy: 89.39%
+
+
+That is *much* better. If we wanted to optimize this further we can
+focus on adding more utterances to our existing routes, analyzing
+*where* exactly our failures are, and modifying our routes around those.
+This extended optimzation process is much more manual, but with it we
+can continue optimizing routes to get even better performance.
diff --git a/poetry.lock b/poetry.lock
index cc357f4616c1cd47544cda7244810da56f594fed..5d32224785b77db0fabae77e679125711c566330 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,98 +2,113 @@
[[package]]
name = "aiohappyeyeballs"
-version = "2.3.5"
+version = "2.4.0"
description = "Happy Eyeballs for asyncio"
optional = false
python-versions = ">=3.8"
files = [
- {file = "aiohappyeyeballs-2.3.5-py3-none-any.whl", hash = "sha256:4d6dea59215537dbc746e93e779caea8178c866856a721c9c660d7a5a7b8be03"},
- {file = "aiohappyeyeballs-2.3.5.tar.gz", hash = "sha256:6fa48b9f1317254f122a07a131a86b71ca6946ca989ce6326fff54a99a920105"},
+ {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
+ {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
]
[[package]]
name = "aiohttp"
-version = "3.10.2"
+version = "3.10.5"
description = "Async http client/server framework (asyncio)"
optional = false
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name = "alabaster"
version = "0.7.16"
description = "A light, configurable Sphinx theme"
-optional = false
+optional = true
python-versions = ">=3.9"
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version = "2.16.0"
description = "Internationalization utilities"
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version = "4.12.3"
description = "Screen-scraping library"
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description = "The AWS SDK for Python"
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python-versions = ">=3.8"
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s3transfer = ">=0.10.0,<0.11.0"
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[[package]]
name = "botocore"
-version = "1.34.157"
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description = "Low-level, data-driven core of boto 3."
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description = "Extensible memoizing collections and decorators"
optional = true
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requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
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description = "Read metadata from Python packages"
optional = false
python-versions = ">=3.8"
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[[package]]
name = "importlib-resources"
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version = "2.2.0"
description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
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python-versions = "*"
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+ {file = "yarl-1.9.6-cp38-cp38-win_amd64.whl", hash = "sha256:acf846ad1dcd40b549651c984e9ceccd134a3f3f9938a51c77cda75cebc7b46a"},
+ {file = "yarl-1.9.6-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:4318397b84b417daab204b88929387087846ef1a182b74f7c7565f4c5bf14ec2"},
+ {file = "yarl-1.9.6-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:839bce5479c5d2fade4a2619e6232060b56595b08a99397ea38b0e0bef15f59c"},
+ {file = "yarl-1.9.6-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:58e6d67537b6d93c8bf4102917c337c3bd39bb70f0910b5ca6ff1d102721069c"},
+ {file = "yarl-1.9.6-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6f5272514166287d89bdb1215da3ccc7f31bce6b481425add8e3d11bdad4e1dc"},
+ {file = "yarl-1.9.6-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ea4b3e4f24e3d60f3361dec53db31bc167dba1f9eb7f861377fa4d681e7afdb4"},
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+ {file = "yarl-1.9.6-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a24034845530aba47ad087c0190789af142dbc7bca38583e567be2da4ba5b90"},
+ {file = "yarl-1.9.6-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:053d5ab41e31c6f86038ba1dca5dc8d1658d0fb105adf2d32606d7727904436b"},
+ {file = "yarl-1.9.6-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:1fa7e4c9118d513a62c493f985e9045a0de072ee4d23a5035e8b77ad30992dbe"},
+ {file = "yarl-1.9.6-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:f24ce88a0b3f8e59bd27c45633b77699b9a9dc6d23045c3b83f2334e8aa799e8"},
+ {file = "yarl-1.9.6-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:0a987726abdf4ae961a084e79a03fe9e46fbf419c63d17cf0280cdecc1670b5b"},
+ {file = "yarl-1.9.6-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:7abc6a65e8a5909f725efe59f05e26b8eb941a8b475525eaf0ace9c6254fc729"},
+ {file = "yarl-1.9.6-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:69982ee7dce2073fffc50731cb1ae927a715c29d27b4f22b8c2edb56714da8d1"},
+ {file = "yarl-1.9.6-cp39-cp39-win32.whl", hash = "sha256:283d7649a2805c64eabd246f763321149a370dc696bfd3f575453cb75506e959"},
+ {file = "yarl-1.9.6-cp39-cp39-win_amd64.whl", hash = "sha256:1e0c621ff807414b8a0b964251714e0038a355de6d2a2c67d6bf1db09c3bf38e"},
+ {file = "yarl-1.9.6-py3-none-any.whl", hash = "sha256:d34a4c6fde4d49aab493214228d0e03f7e5a717f6da4fe65b879a3af3c22ad7b"},
+ {file = "yarl-1.9.6.tar.gz", hash = "sha256:0bdc6a7b59efa0c34c90ef3da864f0c53e81a4640fbc461bfde9f1b0c64c3c81"},
]
[package.dependencies]
@@ -5353,21 +5417,26 @@ multidict = ">=4.0"
[[package]]
name = "zipp"
-version = "3.19.2"
+version = "3.20.1"
description = "Backport of pathlib-compatible object wrapper for zip files"
optional = false
python-versions = ">=3.8"
files = [
- {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
- {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+ {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"},
+ {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"},
]
[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
[extras]
bedrock = ["boto3", "botocore"]
+docs = ["sphinx", "sphinxawesome-theme"]
fastembed = ["fastembed"]
google = ["google-cloud-aiplatform"]
hybrid = ["pinecone-text"]
diff --git a/pyproject.toml b/pyproject.toml
index dac00b5df470008c6126537863bde21ce0a37c5b..2d9d3e13fb5c2dff6ba275705ce9c670def2b496 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "semantic-router"
-version = "0.0.62"
+version = "0.0.63"
description = "Super fast semantic router for AI decision making"
authors = [
"James Briggs <james@aurelio.ai>",
@@ -45,6 +45,8 @@ botocore = {version = "^1.34.110", optional = true}
aiohttp = "^3.9.5"
fastembed = {version = "^0.3.0", optional = true}
psycopg2 = {version = "^2.9.9", optional = true}
+sphinx = {version = "^7.0.0", optional = true}
+sphinxawesome-theme = {version = "^5.2.0", optional = true}
[tool.poetry.extras]
hybrid = ["pinecone-text"]
@@ -58,6 +60,7 @@ google = ["google-cloud-aiplatform"]
bedrock = ["boto3", "botocore"]
postgres = ["psycopg2"]
fastembed = ["fastembed"]
+docs = ["sphinx", "sphinxawesome-theme"]
[tool.poetry.group.dev.dependencies]
ipykernel = "^6.25.0"
@@ -70,8 +73,6 @@ mypy = "^1.7.1"
types-pyyaml = "^6.0.12.12"
types-requests = "^2.31.0"
black = {extras = ["jupyter"], version = ">=23.12.1,<24.5.0"}
-sphinx = "^7.0.0"
-sphinxawesome-theme = "^5.2.0"
[build-system]
requires = ["poetry-core"]
diff --git a/semantic_router/__init__.py b/semantic_router/__init__.py
index 977cf19054138d844697a93deacb602cdc5f3b74..8302e0b5b6be8ffda351267355d3705bfe48385d 100644
--- a/semantic_router/__init__.py
+++ b/semantic_router/__init__.py
@@ -4,4 +4,4 @@ from semantic_router.route import Route
__all__ = ["RouteLayer", "HybridRouteLayer", "Route", "LayerConfig"]
-__version__ = "0.0.62"
+__version__ = "0.0.63"
diff --git a/semantic_router/index/base.py b/semantic_router/index/base.py
index a23f92bfc5977c55db8924dc735127f912dd7215..5ddb586e75afa471090bcd92caca9d5ea5478952 100644
--- a/semantic_router/index/base.py
+++ b/semantic_router/index/base.py
@@ -26,6 +26,8 @@ class BaseIndex(BaseModel):
embeddings: List[List[float]],
routes: List[str],
utterances: List[Any],
+ function_schemas: Optional[List[Dict[str, Any]]] = None,
+ metadata_list: List[Dict[str, Any]] = [],
):
"""
Add embeddings to the index.
@@ -109,7 +111,12 @@ class BaseIndex(BaseModel):
raise NotImplementedError("This method should be implemented by subclasses.")
def _sync_index(
- self, local_route_names: List[str], local_utterances: List[str], dimensions: int
+ self,
+ local_route_names: List[str],
+ local_utterances: List[str],
+ local_function_schemas: List[Dict[str, Any]],
+ local_metadata: List[Dict[str, Any]],
+ dimensions: int,
):
"""
Synchronize the local index with the remote index based on the specified mode.
@@ -117,9 +124,9 @@ class BaseIndex(BaseModel):
- "error": Raise an error if local and remote are not synchronized.
- "remote": Take remote as the source of truth and update local to align.
- "local": Take local as the source of truth and update remote to align.
- - "merge-force-remote": Merge both local and remote taking only remote routes utterances when a route with same route name is present both locally and remotely.
- - "merge-force-local": Merge both local and remote taking only local routes utterances when a route with same route name is present both locally and remotely.
- - "merge": Merge both local and remote, merging also local and remote utterances when a route with same route name is present both locally and remotely.
+ - "merge-force-remote": Merge both local and remote taking only remote routes features when a route with same route name is present both locally and remotely.
+ - "merge-force-local": Merge both local and remote taking only local routes features when a route with same route name is present both locally and remotely.
+ - "merge": Merge both local and remote, merging also local and remote features when a route with same route name is present both locally and remotely.
This method should be implemented by subclasses.
"""
diff --git a/semantic_router/index/local.py b/semantic_router/index/local.py
index f239861866583a35deff52b90a6b8ad28426914c..09e23ffc1b6fb7f152cd4e6aad12ca5a8df89391 100644
--- a/semantic_router/index/local.py
+++ b/semantic_router/index/local.py
@@ -5,6 +5,7 @@ import numpy as np
from semantic_router.index.base import BaseIndex
from semantic_router.linear import similarity_matrix, top_scores
from semantic_router.utils.logger import logger
+from typing import Any
class LocalIndex(BaseIndex):
@@ -26,6 +27,8 @@ class LocalIndex(BaseIndex):
embeddings: List[List[float]],
routes: List[str],
utterances: List[str],
+ function_schemas: Optional[List[Dict[str, Any]]] = None,
+ metadata_list: List[Dict[str, Any]] = [],
):
embeds = np.array(embeddings) # type: ignore
routes_arr = np.array(routes)
@@ -47,7 +50,12 @@ class LocalIndex(BaseIndex):
logger.warning("Sync remove is not implemented for LocalIndex.")
def _sync_index(
- self, local_route_names: List[str], local_utterances: List[str], dimensions: int
+ self,
+ local_route_names: List[str],
+ local_utterances: List[str],
+ local_function_schemas: List[Dict[str, Any]],
+ local_metadata: List[Dict[str, Any]],
+ dimensions: int,
):
if self.sync is not None:
logger.error("Sync remove is not implemented for LocalIndex.")
diff --git a/semantic_router/index/pinecone.py b/semantic_router/index/pinecone.py
index 33b867be740e198fc3597a2d8d1b544a4b68e3d7..174fb49a64134be6c03e8247817ca02b913f28a8 100644
--- a/semantic_router/index/pinecone.py
+++ b/semantic_router/index/pinecone.py
@@ -3,7 +3,9 @@ import asyncio
import hashlib
import os
import time
-from typing import Any, Dict, List, Optional, Tuple, Union
+import json
+
+from typing import Any, Dict, List, Optional, Union, Tuple
import numpy as np
from pydantic.v1 import BaseModel, Field
@@ -21,6 +23,8 @@ class PineconeRecord(BaseModel):
values: List[float]
route: str
utterance: str
+ function_schema: str
+ metadata: Dict[str, Any] = {} # Additional metadata dictionary
def __init__(self, **data):
super().__init__(**data)
@@ -28,12 +32,19 @@ class PineconeRecord(BaseModel):
# Use SHA-256 for a more secure hash
utterance_id = hashlib.sha256(self.utterance.encode()).hexdigest()
self.id = f"{clean_route}#{utterance_id}"
+ self.metadata.update(
+ {
+ "sr_route": self.route,
+ "sr_utterance": self.utterance,
+ "sr_function_schema": self.function_schema,
+ }
+ )
def to_dict(self):
return {
"id": self.id,
"values": self.values,
- "metadata": {"sr_route": self.route, "sr_utterance": self.utterance},
+ "metadata": self.metadata,
}
@@ -205,21 +216,48 @@ class PineconeIndex(BaseIndex):
self.host = index_stats["host"] if index_stats else None
def _sync_index(
- self, local_route_names: List[str], local_utterances: List[str], dimensions: int
- ):
+ self,
+ local_route_names: List[str],
+ local_utterances_list: List[str],
+ local_function_schemas_list: List[Dict[str, Any]],
+ local_metadata_list: List[Dict[str, Any]],
+ dimensions: int,
+ ) -> Tuple[List, List, Dict]:
if self.index is None:
self.dimensions = self.dimensions or dimensions
self.index = self._init_index(force_create=True)
remote_routes = self.get_routes()
- remote_dict: dict = {route: set() for route, _ in remote_routes}
- for route, utterance in remote_routes:
- remote_dict[route].add(utterance)
-
- local_dict: dict = {route: set() for route in local_route_names}
- for route, utterance in zip(local_route_names, local_utterances):
- local_dict[route].add(utterance)
+ # Create remote dictionary for storing utterances and metadata
+ remote_dict: Dict[str, Dict[str, Any]] = {
+ route: {
+ "utterances": set(),
+ "function_schemas": function_schemas,
+ "metadata": metadata,
+ }
+ for route, utterance, function_schemas, metadata in remote_routes
+ }
+ for route, utterance, function_schemas, metadata in remote_routes:
+ remote_dict[route]["utterances"].add(utterance)
+
+ # Create local dictionary for storing utterances and metadata
+ local_dict: Dict[str, Dict[str, Any]] = {}
+ for route, utterance, function_schemas, metadata in zip(
+ local_route_names,
+ local_utterances_list,
+ local_function_schemas_list,
+ local_metadata_list,
+ ):
+ if route not in local_dict:
+ local_dict[route] = {
+ "utterances": set(),
+ "function_schemas": function_schemas,
+ "metadata": metadata,
+ }
+ local_dict[route]["utterances"].add(utterance)
+ local_dict[route]["function_schemas"] = function_schemas
+ local_dict[route]["metadata"] = metadata
all_routes = set(remote_dict.keys()).union(local_dict.keys())
@@ -228,24 +266,47 @@ class PineconeIndex(BaseIndex):
layer_routes = {}
for route in all_routes:
- local_utterances = local_dict.get(route, set())
- remote_utterances = remote_dict.get(route, set())
+ local_utterances = local_dict.get(route, {}).get("utterances", set())
+ remote_utterances = remote_dict.get(route, {}).get("utterances", set())
+ local_function_schemas = local_dict.get(route, {}).get(
+ "function_schemas", {}
+ )
+ remote_function_schemas = remote_dict.get(route, {}).get(
+ "function_schemas", {}
+ )
+ local_metadata = local_dict.get(route, {}).get("metadata", {})
+ remote_metadata = remote_dict.get(route, {}).get("metadata", {})
- if not local_utterances and not remote_utterances:
- continue
+ utterances_to_include = set()
+
+ metadata_changed = local_metadata != remote_metadata
+ function_schema_changed = local_function_schemas != remote_function_schemas
if self.sync == "error":
- if local_utterances != remote_utterances:
+ if (
+ local_utterances != remote_utterances
+ or local_function_schemas != remote_function_schemas
+ or local_metadata != remote_metadata
+ ):
raise ValueError(
f"Synchronization error: Differences found in route '{route}'"
)
- utterances_to_include: set = set()
+
if local_utterances:
- layer_routes[route] = list(local_utterances)
+ layer_routes[route] = {
+ "utterances": list(local_utterances),
+ "function_schemas": local_function_schemas,
+ "metadata": local_metadata,
+ }
+
elif self.sync == "remote":
- utterances_to_include = set()
if remote_utterances:
- layer_routes[route] = list(remote_utterances)
+ layer_routes[route] = {
+ "utterances": list(remote_utterances),
+ "function_schemas": remote_function_schemas,
+ "metadata": remote_metadata,
+ }
+
elif self.sync == "local":
utterances_to_include = local_utterances - remote_utterances
routes_to_delete.extend(
@@ -256,16 +317,29 @@ class PineconeIndex(BaseIndex):
]
)
if local_utterances:
- layer_routes[route] = list(local_utterances)
+ layer_routes[route] = {
+ "utterances": list(local_utterances),
+ "function_schemas": local_function_schemas,
+ "metadata": local_metadata,
+ }
+
elif self.sync == "merge-force-remote":
if route in local_dict and route not in remote_dict:
- utterances_to_include = set(local_utterances)
+ utterances_to_include = local_utterances
if local_utterances:
- layer_routes[route] = list(local_utterances)
+ layer_routes[route] = {
+ "utterances": list(local_utterances),
+ "function_schemas": local_function_schemas,
+ "metadata": local_metadata,
+ }
else:
- utterances_to_include = set()
if remote_utterances:
- layer_routes[route] = list(remote_utterances)
+ layer_routes[route] = {
+ "utterances": list(remote_utterances),
+ "function_schemas": remote_function_schemas,
+ "metadata": remote_metadata,
+ }
+
elif self.sync == "merge-force-local":
if route in local_dict:
utterances_to_include = local_utterances - remote_utterances
@@ -277,22 +351,56 @@ class PineconeIndex(BaseIndex):
]
)
if local_utterances:
- layer_routes[route] = local_utterances
+ layer_routes[route] = {
+ "utterances": list(local_utterances),
+ "function_schemas": local_function_schemas,
+ "metadata": local_metadata,
+ }
else:
- utterances_to_include = set()
if remote_utterances:
- layer_routes[route] = list(remote_utterances)
+ layer_routes[route] = {
+ "utterances": list(remote_utterances),
+ "function_schemas": remote_function_schemas,
+ "metadata": remote_metadata,
+ }
+
elif self.sync == "merge":
utterances_to_include = local_utterances - remote_utterances
if local_utterances or remote_utterances:
- layer_routes[route] = list(
- remote_utterances.union(local_utterances)
- )
+ # Here metadata are merged, with local metadata taking precedence for same keys
+ merged_metadata = {**remote_metadata, **local_metadata}
+ merged_function_schemas = {
+ **remote_function_schemas,
+ **local_function_schemas,
+ }
+ layer_routes[route] = {
+ "utterances": list(remote_utterances.union(local_utterances)),
+ "function_schemas": merged_function_schemas,
+ "metadata": merged_metadata,
+ }
+
else:
raise ValueError("Invalid sync mode specified")
- for utterance in utterances_to_include:
- routes_to_add.append((route, utterance))
+ # Add utterances if metadata has changed or if there are new utterances
+ if (metadata_changed or function_schema_changed) and self.sync in [
+ "local",
+ "merge-force-local",
+ ]:
+ for utterance in local_utterances:
+ routes_to_add.append(
+ (route, utterance, local_function_schemas, local_metadata)
+ )
+ if (metadata_changed or function_schema_changed) and self.sync == "merge":
+ for utterance in local_utterances:
+ routes_to_add.append(
+ (route, utterance, merged_function_schemas, merged_metadata)
+ )
+ elif utterances_to_include:
+ for utterance in utterances_to_include:
+ routes_to_add.append(
+ (route, utterance, local_function_schemas, local_metadata)
+ )
return routes_to_add, routes_to_delete, layer_routes
@@ -308,6 +416,8 @@ class PineconeIndex(BaseIndex):
embeddings: List[List[float]],
routes: List[str],
utterances: List[str],
+ function_schemas: Optional[List[Dict[str, Any]]] = None,
+ metadata_list: List[Dict[str, Any]] = [],
batch_size: int = 100,
):
"""Add vectors to Pinecone in batches."""
@@ -316,8 +426,16 @@ class PineconeIndex(BaseIndex):
self.index = self._init_index(force_create=True)
vectors_to_upsert = [
- PineconeRecord(values=vector, route=route, utterance=utterance).to_dict()
- for vector, route, utterance in zip(embeddings, routes, utterances)
+ PineconeRecord(
+ values=vector,
+ route=route,
+ utterance=utterance,
+ function_schema=json.dumps(function_schema),
+ metadata=metadata,
+ ).to_dict()
+ for vector, route, utterance, function_schema, metadata in zip(
+ embeddings, routes, utterances, function_schemas, metadata_list # type: ignore
+ )
]
for i in range(0, len(vectors_to_upsert), batch_size):
@@ -382,15 +500,30 @@ class PineconeIndex(BaseIndex):
def get_routes(self) -> List[Tuple]:
"""
- Gets a list of route and utterance objects currently stored in the index.
+ Gets a list of route and utterance objects currently stored in the index, including additional metadata.
Returns:
- List[Tuple]: A list of (route_name, utterance) objects.
+ List[Tuple]: A list of tuples, each containing route, utterance, function schema and additional metadata.
"""
- # Get all records
_, metadata = self._get_all(include_metadata=True)
- route_tuples = [(x["sr_route"], x["sr_utterance"]) for x in metadata]
- return route_tuples
+ route_tuples = [
+ (
+ data.get("sr_route", ""),
+ data.get("sr_utterance", ""),
+ (
+ json.loads(data["sr_function_schema"])
+ if data.get("sr_function_schema", "")
+ else {}
+ ),
+ {
+ key: value
+ for key, value in data.items()
+ if key not in ["sr_route", "sr_utterance", "sr_function_schema"]
+ },
+ )
+ for data in metadata
+ ]
+ return route_tuples # type: ignore
def delete(self, route_name: str):
route_vec_ids = self._get_route_ids(route_name=route_name)
@@ -652,16 +785,32 @@ class PineconeIndex(BaseIndex):
response_data.get("vectors", {}).get(vector_id, {}).get("metadata", {})
)
- async def _async_get_routes(self) -> list[tuple]:
+ async def _async_get_routes(self) -> List[Tuple]:
"""
- Gets a list of route and utterance objects currently stored in the index.
+ Asynchronously gets a list of route and utterance objects currently stored in the index, including additional metadata.
Returns:
- List[Tuple]: A list of (route_name, utterance) objects.
+ List[Tuple]: A list of tuples, each containing route, utterance, function schema and additional metadata.
"""
_, metadata = await self._async_get_all(include_metadata=True)
- route_tuples = [(x["sr_route"], x["sr_utterance"]) for x in metadata]
- return route_tuples
+ route_info = [
+ (
+ data.get("sr_route", ""),
+ data.get("sr_utterance", ""),
+ (
+ json.loads(data["sr_function_schema"])
+ if data["sr_function_schema"]
+ else {}
+ ),
+ {
+ key: value
+ for key, value in data.items()
+ if key not in ["sr_route", "sr_utterance", "sr_function_schema"]
+ },
+ )
+ for data in metadata
+ ]
+ return route_info # type: ignore
def __len__(self):
return self.index.describe_index_stats()["total_vector_count"]
diff --git a/semantic_router/index/postgres.py b/semantic_router/index/postgres.py
index 52afdeec961242475cc803fa861c5b7cd9eaed17..ff63ec09c419a787033a8412a3517fa1bcb49d58 100644
--- a/semantic_router/index/postgres.py
+++ b/semantic_router/index/postgres.py
@@ -255,7 +255,12 @@ class PostgresIndex(BaseIndex):
raise ValueError("No comment found for the 'vector' column.")
def add(
- self, embeddings: List[List[float]], routes: List[str], utterances: List[Any]
+ self,
+ embeddings: List[List[float]],
+ routes: List[str],
+ utterances: List[str],
+ function_schemas: Optional[List[Dict[str, Any]]] = None,
+ metadata_list: List[Dict[str, Any]] = [],
) -> None:
"""
Adds vectors to the index.
diff --git a/semantic_router/index/qdrant.py b/semantic_router/index/qdrant.py
index 3132525ba774bf9787bc28cbe19e798eb4d4d7c0..49e0d0d4f66e9d3fbb5e3cc3bfe0eb0c94402726 100644
--- a/semantic_router/index/qdrant.py
+++ b/semantic_router/index/qdrant.py
@@ -164,7 +164,12 @@ class QdrantIndex(BaseIndex):
logger.error("Sync remove is not implemented for QdrantIndex.")
def _sync_index(
- self, local_route_names: List[str], local_utterances: List[str], dimensions: int
+ self,
+ local_route_names: List[str],
+ local_utterances_list: List[str],
+ local_function_schemas: List[Dict[str, Any]],
+ local_metadata_list: List[Dict[str, Any]],
+ dimensions: int,
):
if self.sync is not None:
logger.error("Sync remove is not implemented for QdrantIndex.")
@@ -174,6 +179,8 @@ class QdrantIndex(BaseIndex):
embeddings: List[List[float]],
routes: List[str],
utterances: List[str],
+ function_schemas: Optional[List[Dict[str, Any]]] = None,
+ metadata_list: List[Dict[str, Any]] = [],
batch_size: int = DEFAULT_UPLOAD_BATCH_SIZE,
):
self.dimensions = self.dimensions or len(embeddings[0])
diff --git a/semantic_router/layer.py b/semantic_router/layer.py
index 6b548fc068b7e4d235c50b0d6fb75922aa145ea0..0bf7d99f4809e08ba490832153da1498a31f8a10 100644
--- a/semantic_router/layer.py
+++ b/semantic_router/layer.py
@@ -195,7 +195,7 @@ class RouteLayer:
else:
self.encoder = encoder
self.llm = llm
- self.routes: List[Route] = routes if routes is not None else []
+ self.routes = routes if routes else []
if self.encoder.score_threshold is None:
raise ValueError(
"No score threshold provided for encoder. Please set the score threshold "
@@ -227,14 +227,16 @@ class RouteLayer:
self._add_routes(routes=self.routes)
def check_for_matching_routes(self, top_class: str) -> Optional[Route]:
- matching_routes = [route for route in self.routes if route.name == top_class]
- if not matching_routes:
+ matching_route = next(
+ (route for route in self.routes if route.name == top_class), None
+ )
+ if matching_route is None:
logger.error(
f"No route found with name {top_class}. Check to see if any Routes "
"have been defined."
)
return None
- return matching_routes[0]
+ return matching_route
def __call__(
self,
@@ -390,14 +392,6 @@ class RouteLayer:
)
return self._pass_threshold(scores, threshold)
- def _set_layer_routes(self, new_routes: List[Route]):
- """
- Set and override the current routes with a new list of routes.
-
- :param new_routes: List of Route objects to set as the current routes.
- """
- self.routes = new_routes
-
def __str__(self):
return (
f"RouteLayer(encoder={self.encoder}, "
@@ -423,19 +417,20 @@ class RouteLayer:
return cls(encoder=encoder, routes=config.routes, index=index)
def add(self, route: Route):
- logger.info(f"Adding `{route.name}` route")
- # create embeddings
- embeds = self.encoder(route.utterances)
- # if route has no score_threshold, use default
- if route.score_threshold is None:
- route.score_threshold = self.score_threshold
-
- # add routes to the index
+ embedded_utterances = self.encoder(route.utterances)
self.index.add(
- embeddings=embeds,
+ embeddings=embedded_utterances,
routes=[route.name] * len(route.utterances),
utterances=route.utterances,
+ function_schemas=(
+ route.function_schemas * len(route.utterances)
+ if route.function_schemas
+ else [{}] * len(route.utterances)
+ ),
+ metadata_list=[route.metadata if route.metadata else {}]
+ * len(route.utterances),
)
+
self.routes.append(route)
def list_route_names(self) -> List[str]:
@@ -476,55 +471,104 @@ class RouteLayer:
self.routes.append(route)
def _add_routes(self, routes: List[Route]):
+ if not routes:
+ logger.warning("No routes provided to add.")
+ return
# create embeddings for all routes
- route_names, all_utterances = self._extract_routes_details(routes)
- embedded_utterances = self.encoder(all_utterances)
- # create route array
- # add everything to the index
- self.index.add(
- embeddings=embedded_utterances,
- routes=route_names,
- utterances=all_utterances,
+ route_names, all_utterances, all_function_schemas, all_metadata = (
+ self._extract_routes_details(routes, include_metadata=True)
)
+ embedded_utterances = self.encoder(all_utterances)
+ try:
+ # Batch insertion into the index
+ self.index.add(
+ embeddings=embedded_utterances,
+ routes=route_names,
+ utterances=all_utterances,
+ function_schemas=all_function_schemas,
+ metadata_list=all_metadata,
+ )
+ except Exception as e:
+ logger.error(f"Failed to add routes to the index: {e}")
+ raise Exception("Indexing error occurred") from e
def _add_and_sync_routes(self, routes: List[Route]):
# create embeddings for all routes and sync at startup with remote ones based on sync setting
- local_route_names, local_utterances = self._extract_routes_details(routes)
+ local_route_names, local_utterances, local_function_schemas, local_metadata = (
+ self._extract_routes_details(routes, include_metadata=True)
+ )
+
routes_to_add, routes_to_delete, layer_routes_dict = self.index._sync_index(
- local_route_names=local_route_names,
- local_utterances=local_utterances,
+ local_route_names,
+ local_utterances,
+ local_function_schemas,
+ local_metadata,
dimensions=len(self.encoder(["dummy"])[0]),
)
- layer_routes = [
- Route(name=route, utterances=layer_routes_dict[route])
- for route in layer_routes_dict.keys()
- ]
+ logger.info(f"Routes to add: {routes_to_add}")
+ logger.info(f"Routes to delete: {routes_to_delete}")
+ logger.info(f"Layer routes: {layer_routes_dict}")
- data_to_delete: dict = {}
+ data_to_delete = {} # type: ignore
for route, utterance in routes_to_delete:
data_to_delete.setdefault(route, []).append(utterance)
self.index._remove_and_sync(data_to_delete)
- all_utterances_to_add = [utt for _, utt in routes_to_add]
+ # Prepare data for addition
+ if routes_to_add:
+ (
+ route_names_to_add,
+ all_utterances_to_add,
+ function_schemas_to_add,
+ metadata_to_add,
+ ) = map(list, zip(*routes_to_add))
+ else:
+ (
+ route_names_to_add,
+ all_utterances_to_add,
+ function_schemas_to_add,
+ metadata_to_add,
+ ) = ([], [], [], [])
+
embedded_utterances_to_add = (
self.encoder(all_utterances_to_add) if all_utterances_to_add else []
)
- route_names_to_add = [route for route, _, in routes_to_add]
-
self.index.add(
embeddings=embedded_utterances_to_add,
routes=route_names_to_add,
utterances=all_utterances_to_add,
+ function_schemas=function_schemas_to_add,
+ metadata_list=metadata_to_add,
)
- self._set_layer_routes(layer_routes)
+ # Update local route layer state
+ self.routes = [
+ Route(
+ name=route,
+ utterances=data.get("utterances", []),
+ function_schemas=[data.get("function_schemas", None)],
+ metadata=data.get("metadata", {}),
+ )
+ for route, data in layer_routes_dict.items()
+ ]
- def _extract_routes_details(self, routes: List[Route]) -> Tuple:
+ def _extract_routes_details(
+ self, routes: List[Route], include_metadata: bool = False
+ ) -> Tuple:
route_names = [route.name for route in routes for _ in route.utterances]
utterances = [utterance for route in routes for utterance in route.utterances]
- return route_names, utterances
+ function_schemas = [
+ route.function_schemas[0] if route.function_schemas is not None else {}
+ for route in routes
+ for _ in route.utterances
+ ]
+
+ if include_metadata:
+ metadata = [route.metadata for route in routes for _ in route.utterances]
+ return route_names, utterances, function_schemas, metadata
+ return route_names, utterances, function_schemas
def _encode(self, text: str) -> Any:
"""Given some text, encode it."""
@@ -718,11 +762,15 @@ class RouteLayer:
remote_routes = self.index.get_routes()
# TODO Enhance by retrieving directly the vectors instead of embedding all utterances again
- routes = [route_tuple[0] for route_tuple in remote_routes]
- utterances = [route_tuple[1] for route_tuple in remote_routes]
+ routes, utterances, metadata = map(list, zip(*remote_routes))
embeddings = self.encoder(utterances)
self.index = LocalIndex()
- self.index.add(embeddings=embeddings, routes=routes, utterances=utterances)
+ self.index.add(
+ embeddings=embeddings,
+ routes=routes,
+ utterances=utterances,
+ metadata_list=metadata,
+ )
# convert inputs into array
Xq: List[List[float]] = []
diff --git a/semantic_router/route.py b/semantic_router/route.py
index 3fc3f0407e2c7bda06c627bcedeb4bae48e59ac9..41fd0bf2c4e2b496b92f22f841c8b565dda8bdad 100644
--- a/semantic_router/route.py
+++ b/semantic_router/route.py
@@ -50,6 +50,7 @@ class Route(BaseModel):
function_schemas: Optional[List[Dict[str, Any]]] = None
llm: Optional[BaseLLM] = None
score_threshold: Optional[float] = None
+ metadata: Optional[Dict[str, Any]] = {}
class Config:
arbitrary_types_allowed = True
diff --git a/tests/unit/test_route.py b/tests/unit/test_route.py
index b21ffd877475d01344a428fd21a975fad349cc72..fe202181437fe53dcaccb3dec6f480586e94f855 100644
--- a/tests/unit/test_route.py
+++ b/tests/unit/test_route.py
@@ -127,6 +127,7 @@ class TestRoute:
"function_schemas": None,
"llm": None,
"score_threshold": None,
+ "metadata": {},
}
assert route.to_dict() == expected_dict