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Commit e8f00a38 authored by jamescalam's avatar jamescalam
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fix: update old hybrid example

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# Semantic Router: Hybrid Layer
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The Hybrid Layer in the Semantic Router library can improve making performance particularly for niche use-cases that contain specific terminology, such as finance or medical. It helps us provide more importance to making based on the keywords contained in our utterances and user queries.
The `HybridRouter` in the Semantic Router library can improve making performance particularly for niche use-cases that contain specific terminology, such as finance or medical.
It helps us provide more importance to making based on the keywords contained in our utterances and user queries.
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## Getting Started
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We start by installing the library:
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``` python
#!pip install -qU semantic-router==0.0.11
#!pip install -qU semantic-router==0.1.0.dev2
```
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We start by defining a dictionary mapping s to example phrases that should trigger those s.
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``` python
from semantic_router.route 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!",
],
)
```
%% Output
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
/Users/jamesbriggs/Library/Caches/pypoetry/virtualenvs/semantic-router-C1zr4a78-py3.12/lib/python3.12/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
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Let's define another for good measure:
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``` python
```
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``` python
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",
],
)
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]
```
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Now we initialize our embedding model:
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``` python
import os
from semantic_router.encoders import CohereEncoder, BM25Encoder, TfidfEncoder
from semantic_router.encoders import OpenAIEncoder, TfidfEncoder
from getpass import getpass
os.environ["COHERE_API_KEY"] = os.environ["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: "
)
dense_encoder = CohereEncoder()
dense_encoder = OpenAIEncoder()
# sparse_encoder = BM25Encoder()
sparse_encoder = TfidfEncoder()
```
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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`.
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``` python
from semantic_router.hybrid_layer import HybridRouteLayer
from semantic_router.routers import HybridRouter
dl = HybridRouteLayer(
encoder=dense_encoder, sparse_encoder=sparse_encoder, routes=routes
router = HybridRouter(
encoder=dense_encoder,
sparse_encoder=sparse_encoder,
routes=routes
)
```
%% Output
2024-05-07 21:15:31 INFO semantic_router.utils.logger Creating embeddings for all routes...
2024-11-24 00:37:14 INFO semantic_router.utils.logger Downloading and initializing default sBM25 model parameters.
2024-11-24 00:37:22 INFO semantic_router.utils.logger Encoding route politics
2024-11-24 00:37:23 INFO semantic_router.utils.logger Encoding route chitchat
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``` python
dl("don't you love politics?")
router("don't you love politics?")
```
%% Output
'politics'
RouteChoice(name='politics', function_call=None, similarity_score=1.1909239963848142)
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``` python
dl("how's the weather today?")
router("how's the weather today?")
```
%% Output
'chitchat'
RouteChoice(name='chitchat', function_call=None, similarity_score=2.0)
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---
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