diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 5ab1b013a1f7c0a000a50afb7ee923dc8ffcc8b6..cf22ea9b75332a14d994c57a58f946dc7b53b807 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -35,7 +35,7 @@ jobs:
cache: poetry
- name: Install dependencies
run: |
- poetry install
+ poetry install --all-extras
- name: Install nltk
run: |
pip install nltk
diff --git a/.gitignore b/.gitignore
index 219091bdd82b6db50d7e9b2d03630d28c53ac1d1..8335baaf15700a5b101db81259a9dc3e025a9317 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,4 +17,5 @@ mac.env
.coverage
.coverage.*
.pytest_cache
-test.py
\ No newline at end of file
+test.py
+output
diff --git a/coverage.xml b/coverage.xml
index f4b8af22c04a918a523a8dc7cacbf5edefab3d47..6726da20c0072e4a9458817d708f40d897fb84a3 100644
--- a/coverage.xml
+++ b/coverage.xml
@@ -1,12 +1,12 @@
<?xml version="1.0" ?>
-<coverage version="7.3.3" timestamp="1704188881490" lines-valid="608" lines-covered="411" line-rate="0.676" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
- <!-- Generated by coverage.py: https://coverage.readthedocs.io/en/7.3.3 -->
+<coverage version="7.4.0" timestamp="1704449872184" lines-valid="676" lines-covered="592" line-rate="0.8757" branches-covered="0" branches-valid="0" branch-rate="0" complexity="0">
+ <!-- Generated by coverage.py: https://coverage.readthedocs.io/en/7.4.0 -->
<!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
<sources>
<source>/Users/jakit/customers/aurelio/semantic-router/semantic_router</source>
</sources>
<packages>
- <package name="." line-rate="0.7045" branch-rate="0" complexity="0">
+ <package name="." line-rate="0.9317" branch-rate="0" complexity="0">
<classes>
<class name="__init__.py" filename="__init__.py" complexity="0" line-rate="1" branch-rate="0">
<methods/>
@@ -17,7 +17,7 @@
<line number="5" hits="1"/>
</lines>
</class>
- <class name="hybrid_layer.py" filename="hybrid_layer.py" complexity="0" line-rate="0.2143" branch-rate="0">
+ <class name="hybrid_layer.py" filename="hybrid_layer.py" complexity="0" line-rate="1" branch-rate="0">
<methods/>
<lines>
<line number="1" hits="1"/>
@@ -33,94 +33,94 @@
<line number="20" hits="1"/>
<line number="23" hits="1"/>
<line number="24" hits="1"/>
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- <line number="27" hits="0"/>
- <line number="28" hits="0"/>
- <line number="29" hits="0"/>
- <line number="30" hits="0"/>
- <line number="32" hits="0"/>
- <line number="34" hits="0"/>
- <line number="38" hits="0"/>
+ <line number="25" hits="1"/>
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+ <line number="28" hits="1"/>
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+ <line number="30" hits="1"/>
+ <line number="32" hits="1"/>
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<line number="40" hits="1"/>
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- <line number="43" hits="0"/>
- <line number="44" hits="0"/>
- <line number="45" hits="0"/>
- <line number="47" hits="0"/>
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+ <line number="43" hits="1"/>
+ <line number="44" hits="1"/>
+ <line number="45" hits="1"/>
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<line number="49" hits="1"/>
- <line number="50" hits="0"/>
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<line number="52" hits="1"/>
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<line number="80" hits="1"/>
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<line number="173" hits="1"/>
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+ <line number="177" hits="1"/>
</lines>
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- <class name="layer.py" filename="layer.py" complexity="0" line-rate="0.8541" branch-rate="0">
+ <class name="layer.py" filename="layer.py" complexity="0" line-rate="0.8836" branch-rate="0">
<methods/>
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@@ -156,13 +156,13 @@
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<line number="60" hits="1"/>
<line number="61" hits="1"/>
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<line number="64" hits="0"/>
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<line number="66" hits="0"/>
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<line number="68" hits="0"/>
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+ <line number="69" hits="0"/>
<line number="70" hits="1"/>
<line number="71" hits="1"/>
<line number="73" hits="1"/>
@@ -187,127 +187,131 @@
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<line number="112" hits="1"/>
<line number="113" hits="1"/>
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<line number="120" hits="1"/>
<line number="121" hits="0"/>
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<line number="124" hits="1"/>
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<line number="131" hits="1"/>
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<line number="140" hits="1"/>
<line number="141" hits="1"/>
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<line number="148" hits="1"/>
<line number="149" hits="1"/>
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<line number="151" hits="1"/>
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<line number="156" hits="1"/>
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<class name="linear.py" filename="linear.py" complexity="0" line-rate="1" branch-rate="0">
@@ -328,7 +332,7 @@
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</lines>
</class>
- <class name="route.py" filename="route.py" complexity="0" line-rate="0.8529" branch-rate="0">
+ <class name="route.py" filename="route.py" complexity="0" line-rate="0.9275" branch-rate="0">
<methods/>
<lines>
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@@ -347,17 +351,17 @@
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<line number="20" hits="1"/>
<line number="21" hits="1"/>
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- <line number="25" hits="0"/>
+ <line number="22" hits="1"/>
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<line number="26" hits="1"/>
<line number="28" hits="1"/>
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<line number="35" hits="1"/>
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<line number="42" hits="1"/>
<line number="43" hits="1"/>
@@ -379,64 +383,74 @@
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<line number="72" hits="1"/>
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<line number="117" hits="1"/>
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<line number="125" hits="1"/>
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</lines>
</class>
- <class name="schema.py" filename="schema.py" complexity="0" line-rate="0.8929" branch-rate="0">
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<line number="3" hits="1"/>
<line number="4" hits="1"/>
<line number="6" hits="1"/>
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<line number="14" hits="1"/>
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<line number="25" hits="1"/>
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</lines>
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+ <package name="encoders" line-rate="0.966" branch-rate="0" complexity="0">
<classes>
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<methods/>
@@ -445,7 +459,8 @@
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<line number="3" hits="1"/>
<line number="4" hits="1"/>
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</lines>
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<class name="base.py" filename="encoders/base.py" complexity="0" line-rate="1" branch-rate="0">
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+ <class name="bm25.py" filename="encoders/bm25.py" complexity="0" line-rate="1" branch-rate="0">
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+ <line number="38" hits="1"/>
+ <line number="39" hits="1"/>
+ <line number="40" hits="1"/>
+ <line number="41" hits="1"/>
+ <line number="42" hits="1"/>
+ <line number="43" hits="1"/>
<line number="45" hits="1"/>
- <line number="46" hits="0"/>
- <line number="47" hits="0"/>
- <line number="48" hits="0"/>
+ <line number="46" hits="1"/>
+ <line number="47" hits="1"/>
+ <line number="48" hits="1"/>
</lines>
</class>
- <class name="cohere.py" filename="encoders/cohere.py" complexity="0" line-rate="0.92" branch-rate="0">
+ <class name="cohere.py" filename="encoders/cohere.py" complexity="0" line-rate="1" branch-rate="0">
<methods/>
<lines>
<line number="1" hits="1"/>
@@ -521,8 +536,8 @@
<line number="22" hits="1"/>
<line number="23" hits="1"/>
<line number="24" hits="1"/>
- <line number="25" hits="0"/>
- <line number="26" hits="0"/>
+ <line number="25" hits="1"/>
+ <line number="26" hits="1"/>
<line number="28" hits="1"/>
<line number="29" hits="1"/>
<line number="30" hits="1"/>
@@ -533,6 +548,40 @@
<line number="35" hits="1"/>
</lines>
</class>
+ <class name="fastembed.py" filename="encoders/fastembed.py" complexity="0" line-rate="0.8621" branch-rate="0">
+ <methods/>
+ <lines>
+ <line number="1" hits="1"/>
+ <line number="3" hits="1"/>
+ <line number="4" hits="1"/>
+ <line number="7" hits="1"/>
+ <line number="8" hits="1"/>
+ <line number="9" hits="1"/>
+ <line number="10" hits="1"/>
+ <line number="11" hits="1"/>
+ <line number="12" hits="1"/>
+ <line number="13" hits="1"/>
+ <line number="15" hits="1"/>
+ <line number="16" hits="1"/>
+ <line number="17" hits="1"/>
+ <line number="19" hits="1"/>
+ <line number="20" hits="1"/>
+ <line number="21" hits="1"/>
+ <line number="22" hits="0"/>
+ <line number="23" hits="0"/>
+ <line number="28" hits="1"/>
+ <line number="35" hits="1"/>
+ <line number="37" hits="1"/>
+ <line number="38" hits="1"/>
+ <line number="40" hits="1"/>
+ <line number="41" hits="1"/>
+ <line number="42" hits="1"/>
+ <line number="43" hits="1"/>
+ <line number="44" hits="1"/>
+ <line number="45" hits="0"/>
+ <line number="46" hits="0"/>
+ </lines>
+ </class>
<class name="openai.py" filename="encoders/openai.py" complexity="0" line-rate="0.9762" branch-rate="0">
<methods/>
<lines>
@@ -582,13 +631,13 @@
</class>
</classes>
</package>
- <package name="utils" line-rate="0.3895" branch-rate="0" complexity="0">
+ <package name="utils" line-rate="0.5714" branch-rate="0" complexity="0">
<classes>
<class name="__init__.py" filename="utils/__init__.py" complexity="0" line-rate="1" branch-rate="0">
<methods/>
<lines/>
</class>
- <class name="function_call.py" filename="utils/function_call.py" complexity="0" line-rate="0.2258" branch-rate="0">
+ <class name="function_call.py" filename="utils/function_call.py" complexity="0" line-rate="0.2545" branch-rate="0">
<methods/>
<lines>
<line number="1" hits="1"/>
@@ -597,39 +646,39 @@
<line number="5" hits="1"/>
<line number="7" hits="1"/>
<line number="8" hits="1"/>
- <line number="11" hits="1"/>
+ <line number="9" hits="1"/>
<line number="12" hits="1"/>
- <line number="13" hits="0"/>
+ <line number="13" hits="1"/>
<line number="14" hits="0"/>
<line number="15" hits="0"/>
<line number="16" hits="0"/>
- <line number="18" hits="0"/>
+ <line number="17" hits="0"/>
<line number="19" hits="0"/>
<line number="20" hits="0"/>
- <line number="24" hits="0"/>
- <line number="26" hits="0"/>
+ <line number="21" hits="0"/>
+ <line number="25" hits="0"/>
<line number="27" hits="0"/>
<line number="28" hits="0"/>
- <line number="34" hits="1"/>
- <line number="40" hits="1"/>
- <line number="43" hits="1"/>
- <line number="44" hits="0"/>
- <line number="46" hits="0"/>
- <line number="75" hits="0"/>
+ <line number="29" hits="0"/>
+ <line number="35" hits="1"/>
+ <line number="41" hits="1"/>
+ <line number="44" hits="1"/>
+ <line number="45" hits="0"/>
+ <line number="47" hits="0"/>
<line number="76" hits="0"/>
<line number="77" hits="0"/>
- <line number="79" hits="0"/>
- <line number="81" hits="0"/>
+ <line number="78" hits="0"/>
+ <line number="80" hits="0"/>
<line number="82" hits="0"/>
<line number="83" hits="0"/>
<line number="84" hits="0"/>
- <line number="87" hits="1"/>
- <line number="89" hits="0"/>
- <line number="91" hits="0"/>
+ <line number="85" hits="0"/>
+ <line number="88" hits="1"/>
+ <line number="90" hits="0"/>
<line number="92" hits="0"/>
<line number="93" hits="0"/>
<line number="94" hits="0"/>
- <line number="98" hits="0"/>
+ <line number="95" hits="0"/>
<line number="99" hits="0"/>
<line number="100" hits="0"/>
<line number="101" hits="0"/>
@@ -637,22 +686,15 @@
<line number="103" hits="0"/>
<line number="104" hits="0"/>
<line number="105" hits="0"/>
- <line number="108" hits="1"/>
- <line number="109" hits="0"/>
- <line number="110" hits="0"/>
+ <line number="106" hits="0"/>
+ <line number="110" hits="1"/>
<line number="111" hits="0"/>
- <line number="112" hits="0"/>
- <line number="116" hits="1"/>
- <line number="117" hits="0"/>
+ <line number="113" hits="0"/>
+ <line number="114" hits="0"/>
+ <line number="115" hits="0"/>
+ <line number="116" hits="0"/>
<line number="118" hits="0"/>
<line number="119" hits="0"/>
- <line number="120" hits="0"/>
- <line number="122" hits="0"/>
- <line number="123" hits="0"/>
- <line number="124" hits="0"/>
- <line number="125" hits="0"/>
- <line number="126" hits="0"/>
- <line number="127" hits="0"/>
</lines>
</class>
<class name="llm.py" filename="utils/llm.py" complexity="0" line-rate="0.2857" branch-rate="0">
@@ -698,6 +740,42 @@
<line number="43" hits="1"/>
</lines>
</class>
+ <class name="splitters.py" filename="utils/splitters.py" complexity="0" line-rate="1" branch-rate="0">
+ <methods/>
+ <lines>
+ <line number="1" hits="1"/>
+ <line number="3" hits="1"/>
+ <line number="6" hits="1"/>
+ <line number="29" hits="1"/>
+ <line number="30" hits="1"/>
+ <line number="31" hits="1"/>
+ <line number="32" hits="1"/>
+ <line number="34" hits="1"/>
+ <line number="35" hits="1"/>
+ <line number="36" hits="1"/>
+ <line number="37" hits="1"/>
+ <line number="39" hits="1"/>
+ <line number="40" hits="1"/>
+ <line number="41" hits="1"/>
+ <line number="42" hits="1"/>
+ <line number="43" hits="1"/>
+ <line number="45" hits="1"/>
+ <line number="46" hits="1"/>
+ <line number="47" hits="1"/>
+ <line number="48" hits="1"/>
+ <line number="49" hits="1"/>
+ <line number="51" hits="1"/>
+ <line number="52" hits="1"/>
+ <line number="54" hits="1"/>
+ <line number="59" hits="1"/>
+ <line number="60" hits="1"/>
+ <line number="63" hits="1"/>
+ <line number="64" hits="1"/>
+ <line number="67" hits="1"/>
+ <line number="71" hits="1"/>
+ <line number="72" hits="1"/>
+ </lines>
+ </class>
</classes>
</package>
</packages>
diff --git a/docs/00-introduction.ipynb b/docs/00-introduction.ipynb
index 95222c2a7eedfa8807ef70adb902c9d82c81c457..ae6b768d54baa59a6d6117c41fe3df736ca3584e 100644
--- a/docs/00-introduction.ipynb
+++ b/docs/00-introduction.ipynb
@@ -157,7 +157,7 @@
"source": [
"from semantic_router.layer import RouteLayer\n",
"\n",
- "dl = RouteLayer(encoder=encoder, routes=routes)"
+ "rl = RouteLayer(encoder=encoder, routes=routes)"
]
},
{
@@ -184,7 +184,7 @@
}
],
"source": [
- "dl(\"don't you love politics?\")"
+ "rl(\"don't you love politics?\")"
]
},
{
@@ -204,7 +204,7 @@
}
],
"source": [
- "dl(\"how's the weather today?\")"
+ "rl(\"how's the weather today?\")"
]
},
{
@@ -231,7 +231,7 @@
}
],
"source": [
- "dl(\"I'm interested in learning about llama 2\")"
+ "rl(\"I'm interested in learning about llama 2\")"
]
},
{
diff --git a/docs/01-save-load-from-file.ipynb b/docs/01-save-load-from-file.ipynb
index 6f084a9aedfb44e4a1c77c518584a664e60b86f4..715679ceedcb95b5b34b6812382e57c114a612ea 100644
--- a/docs/01-save-load-from-file.ipynb
+++ b/docs/01-save-load-from-file.ipynb
@@ -132,7 +132,7 @@
" \"Enter Cohere API Key: \"\n",
")\n",
"\n",
- "layer = RouteLayer(routes=routes)"
+ "rl = RouteLayer(routes=routes)"
]
},
{
@@ -156,7 +156,7 @@
}
],
"source": [
- "layer.to_json(\"layer.json\")"
+ "rl.to_json(\"layer.json\")"
]
},
{
@@ -190,9 +190,9 @@
"import json\n",
"\n",
"with open(\"layer.json\", \"r\") as f:\n",
- " router_json = json.load(f)\n",
+ " layer_json = json.load(f)\n",
"\n",
- "print(router_json)"
+ "print(layer_json)"
]
},
{
@@ -217,7 +217,7 @@
}
],
"source": [
- "layer = RouteLayer.from_json(\"layer.json\")"
+ "rl = RouteLayer.from_json(\"layer.json\")"
]
},
{
@@ -244,9 +244,9 @@
],
"source": [
"print(\n",
- " f\"\"\"{layer.encoder.type=}\n",
- "{layer.encoder.name=}\n",
- "{layer.routes=}\"\"\"\n",
+ " f\"\"\"{rl.encoder.type=}\n",
+ "{rl.encoder.name=}\n",
+ "{rl.routes=}\"\"\"\n",
")"
]
},
diff --git a/docs/02-dynamic-routes.ipynb b/docs/02-dynamic-routes.ipynb
index 2b17da17cbee79d186134144d93563bfce08da82..d8078cb203837c62b3a307b76b6378c47827c0f7 100644
--- a/docs/02-dynamic-routes.ipynb
+++ b/docs/02-dynamic-routes.ipynb
@@ -125,7 +125,7 @@
" \"Enter Cohere API Key: \"\n",
")\n",
"\n",
- "layer = RouteLayer(routes=routes)"
+ "rl = RouteLayer(routes=routes)"
]
},
{
@@ -152,7 +152,7 @@
}
],
"source": [
- "layer(\"how's the weather today?\")"
+ "rl(\"how's the weather today?\")"
]
},
{
@@ -291,7 +291,7 @@
}
],
"source": [
- "layer.add(time_route)"
+ "rl.add(time_route)"
]
},
{
@@ -330,7 +330,7 @@
" \"Enter OpenRouter API Key: \"\n",
")\n",
"\n",
- "layer(\"what is the time in new york city?\")"
+ "rl(\"what is the time in new york city?\")"
]
},
{
diff --git a/docs/03-basic-langchain-agent.ipynb b/docs/03-basic-langchain-agent.ipynb
index 09294c780e9f7ad60e20ae11f960e37954c1f98a..3bfd3ba52bb97ed97084b0ea58cb5d98a5dde08d 100644
--- a/docs/03-basic-langchain-agent.ipynb
+++ b/docs/03-basic-langchain-agent.ipynb
@@ -223,7 +223,7 @@
"from semantic_router import RouteLayer\n",
"from semantic_router.encoders import OpenAIEncoder\n",
"\n",
- "layer = RouteLayer(encoder=OpenAIEncoder(), routes=routes)"
+ "rl = RouteLayer(encoder=OpenAIEncoder(), routes=routes)"
]
},
{
@@ -258,7 +258,7 @@
}
],
"source": [
- "layer(\"should I buy ON whey or MP?\")"
+ "rl(\"should I buy ON whey or MP?\")"
]
},
{
@@ -284,7 +284,7 @@
}
],
"source": [
- "layer(\"how's the weather today?\")"
+ "rl(\"how's the weather today?\")"
]
},
{
@@ -310,7 +310,7 @@
}
],
"source": [
- "layer(\"how do I get big arms?\")"
+ "rl(\"how do I get big arms?\")"
]
},
{
@@ -382,7 +382,7 @@
"outputs": [],
"source": [
"def semantic_layer(query: str):\n",
- " route = layer(query)\n",
+ " route = rl(query)\n",
" if route.name == \"get_time\":\n",
" query += f\" (SYSTEM NOTE: {get_time()})\"\n",
" elif route.name == \"supplement_brand\":\n",
diff --git a/docs/examples/function_calling.ipynb b/docs/examples/function_calling.ipynb
index d082468b997726bc51e12f1e1d9f6b32ffe52697..401ab04a71296066ad1aa7762d0c4e3f1b7f9d52 100644
--- a/docs/examples/function_calling.ipynb
+++ b/docs/examples/function_calling.ipynb
@@ -9,23 +9,61 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
- "def get_time(location: str) -> str:\n",
- " \"\"\"Useful to get the time in a specific location\"\"\"\n",
- " print(f\"Result from: `get_time` function with location: `{location}`\")\n",
- " return \"get_time\"\n",
+ "from datetime import datetime\n",
+ "from zoneinfo import ZoneInfo\n",
+ "\n",
+ "\n",
+ "def get_time(timezone: str) -> str:\n",
+ " \"\"\"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\".\n",
+ " :type timezone: str\n",
+ " :return: The current time in the specified timezone.\"\"\"\n",
+ " now = datetime.now(ZoneInfo(timezone))\n",
+ " print(f\"Invoked `get_time` function with timezone: `{timezone}`\")\n",
+ " return now.strftime(\"%H:%M\")\n",
"\n",
"\n",
"def get_news(category: str, country: str) -> str:\n",
" \"\"\"Useful to get the news in a specific country\"\"\"\n",
" print(\n",
- " f\"Result from: `get_news` function with category: `{category}` \"\n",
+ " f\"Invoked: `get_news` function with category: `{category}` \"\n",
" f\"and country: `{country}`\"\n",
" )\n",
- " return \"get_news\""
+ " return \"Results from dummy news API\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Invoked `get_time` function with timezone: `America/New_York`\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'05:44'"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "get_time(\"America/New_York\")"
]
},
{
@@ -37,27 +75,29 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-20 12:21:30 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
- "\u001b[32m2023-12-20 12:21:33 INFO semantic_router.utils.logger Generated route config:\n",
+ "/Users/jakit/customers/aurelio/semantic-router/.venv/lib/python3.11/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\n",
+ " from .autonotebook import tqdm as notebook_tqdm\n",
+ "\u001b[32m2024-01-05 12:44:13 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
+ "\u001b[32m2024-01-05 12:44:16 INFO semantic_router.utils.logger Generated route config:\n",
"{\n",
" \"name\": \"get_time\",\n",
" \"utterances\": [\n",
- " \"What's the time in New York?\",\n",
- " \"Can you tell me the time in Tokyo?\",\n",
- " \"What's the current time in London?\",\n",
+ " \"What's the current time in New York?\",\n",
+ " \"Can you tell me the time in London?\",\n",
+ " \"What's the current time in Tokyo?\",\n",
" \"Can you give me the time in Sydney?\",\n",
- " \"What's the time in Paris?\"\n",
+ " \"What's the current time in Berlin?\"\n",
" ]\n",
"}\u001b[0m\n",
- "\u001b[32m2023-12-20 12:21:33 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
- "\u001b[32m2023-12-20 12:21:38 INFO semantic_router.utils.logger Generated route config:\n",
+ "\u001b[32m2024-01-05 12:44:16 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
+ "\u001b[32m2024-01-05 12:44:19 INFO semantic_router.utils.logger Generated route config:\n",
"{\n",
" \"name\": \"get_news\",\n",
" \"utterances\": [\n",
@@ -67,100 +107,179 @@
" \"Get me the breaking news from the UK\",\n",
" \"What's the latest in Germany?\"\n",
" ]\n",
- "}\u001b[0m\n",
- "/var/folders/gf/cvm58m_x6pvghy227n5cmx5w0000gn/T/ipykernel_65737/1850296463.py:10: RuntimeWarning: coroutine 'Route.from_dynamic_route' was never awaited\n",
- " route_config = RouteConfig(routes=routes)\n",
- "RuntimeWarning: Enable tracemalloc to get the object allocation traceback\n"
+ "}\u001b[0m\n"
]
}
],
"source": [
- "from semantic_router.route import Route, RouteConfig\n",
+ "from semantic_router import Route\n",
"\n",
"functions = [get_time, get_news]\n",
+ "\n",
"routes = []\n",
"\n",
"for function in functions:\n",
- " route = await Route.from_dynamic_route(entity=function)\n",
- " routes.append(route)\n",
+ " route = Route.from_dynamic_route(entity=function)\n",
+ " routes.append(route)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# You can manually add or remove routes\n",
"\n",
- "route_config = RouteConfig(routes=routes)"
+ "get_weather_route = Route(\n",
+ " name=\"get_weather\",\n",
+ " utterances=[\n",
+ " \"what is the weather in SF\",\n",
+ " \"what is the current temperature in London?\",\n",
+ " \"tomorrow's weather in Paris?\",\n",
+ " ],\n",
+ " function_schema=None,\n",
+ ")\n",
+ "routes.append(get_weather_route)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Add routes to the layer config"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-19 17:46:43 INFO semantic_router.utils.logger Added route `get_weather`\u001b[0m\n",
- "\u001b[32m2023-12-19 17:46:43 INFO semantic_router.utils.logger Removed route `get_weather`\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:44:23 INFO semantic_router.utils.logger Using default openai encoder: None\u001b[0m\n"
]
},
{
"data": {
"text/plain": [
- "[{'name': 'get_time',\n",
- " 'utterances': [\"What's the time in New York?\",\n",
- " 'Can you tell me the time in Tokyo?',\n",
- " \"What's the current time in London?\",\n",
- " 'Can you give me the time in Sydney?',\n",
- " \"What's the time in Paris?\"],\n",
- " 'description': None},\n",
- " {'name': 'get_news',\n",
- " 'utterances': ['Tell me the latest news from the United States',\n",
- " \"What's happening in India today?\",\n",
- " 'Can you give me the top stories from Japan',\n",
- " 'Get me the breaking news from the UK',\n",
- " \"What's the latest in Germany?\"],\n",
- " 'description': None}]"
+ "{'encoder_type': 'openai',\n",
+ " 'encoder_name': None,\n",
+ " 'routes': [{'name': 'get_time',\n",
+ " 'utterances': [\"What's the current time in New York?\",\n",
+ " 'Can you tell me the time in London?',\n",
+ " \"What's the current time in Tokyo?\",\n",
+ " 'Can you give me the time in Sydney?',\n",
+ " \"What's the current time in Berlin?\"],\n",
+ " 'description': None,\n",
+ " 'function_schema': {'name': 'get_time',\n",
+ " '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\".\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
+ " 'signature': '(timezone: str) -> str',\n",
+ " 'output': \"<class 'str'>\"}},\n",
+ " {'name': 'get_news',\n",
+ " 'utterances': ['Tell me the latest news from the United States',\n",
+ " \"What's happening in India today?\",\n",
+ " 'Can you give me the top stories from Japan',\n",
+ " 'Get me the breaking news from the UK',\n",
+ " \"What's the latest in Germany?\"],\n",
+ " 'description': None,\n",
+ " 'function_schema': {'name': 'get_news',\n",
+ " 'description': 'Useful to get the news in a specific country',\n",
+ " 'signature': '(category: str, country: str) -> str',\n",
+ " 'output': \"<class 'str'>\"}},\n",
+ " {'name': 'get_weather',\n",
+ " 'utterances': ['what is the weather in SF',\n",
+ " 'what is the current temperature in London?',\n",
+ " \"tomorrow's weather in Paris?\"],\n",
+ " 'description': None,\n",
+ " 'function_schema': None}]}"
]
},
- "execution_count": 7,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "# You can manually add or remove routes\n",
+ "from semantic_router.layer import LayerConfig\n",
"\n",
- "get_weather_route = Route(\n",
- " name=\"get_weather\",\n",
- " utterances=[\n",
- " \"what is the weather in SF\",\n",
- " \"what is the current temperature in London?\",\n",
- " \"tomorrow's weather in Paris?\",\n",
- " ],\n",
- ")\n",
- "route_config.add(get_weather_route)\n",
- "\n",
- "route_config.remove(\"get_weather\")\n",
- "\n",
- "route_config.to_dict()"
+ "layer_config = LayerConfig(routes=routes)\n",
+ "layer_config.to_dict()"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "Route(name='get_time', utterances=[\"What's the time in New York?\", 'Can you tell me the time in Tokyo?', \"What's the current time in London?\", 'Can you give me the time in Sydney?', \"What's the time in Paris?\"], description=None)"
+ "Route(name='get_time', utterances=[\"What's the current time in New York?\", 'Can you tell me the time in London?', \"What's the current time in Tokyo?\", 'Can you give me the time in Sydney?', \"What's the current time in Berlin?\"], description=None, function_schema={'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\".\\n:type timezone: str\\n:return: The current time in the specified timezone.', 'signature': '(timezone: str) -> str', 'output': \"<class 'str'>\"})"
]
},
- "execution_count": 8,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get a route by name\n",
- "route_config.get(\"get_time\")"
+ "layer_config.get(\"get_time\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-01-05 12:44:32 INFO semantic_router.utils.logger Removed route `get_weather`\u001b[0m\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'encoder_type': 'openai',\n",
+ " 'encoder_name': None,\n",
+ " 'routes': [{'name': 'get_time',\n",
+ " 'utterances': [\"What's the current time in New York?\",\n",
+ " 'Can you tell me the time in London?',\n",
+ " \"What's the current time in Tokyo?\",\n",
+ " 'Can you give me the time in Sydney?',\n",
+ " \"What's the current time in Berlin?\"],\n",
+ " 'description': None,\n",
+ " 'function_schema': {'name': 'get_time',\n",
+ " '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\".\\n:type timezone: str\\n:return: The current time in the specified timezone.',\n",
+ " 'signature': '(timezone: str) -> str',\n",
+ " 'output': \"<class 'str'>\"}},\n",
+ " {'name': 'get_news',\n",
+ " 'utterances': ['Tell me the latest news from the United States',\n",
+ " \"What's happening in India today?\",\n",
+ " 'Can you give me the top stories from Japan',\n",
+ " 'Get me the breaking news from the UK',\n",
+ " \"What's the latest in Germany?\"],\n",
+ " 'description': None,\n",
+ " 'function_schema': {'name': 'get_news',\n",
+ " 'description': 'Useful to get the news in a specific country',\n",
+ " 'signature': '(category: str, country: str) -> str',\n",
+ " 'output': \"<class 'str'>\"}}]}"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Remove a route by name\n",
+ "layer_config.remove(\"get_weather\")\n",
+ "layer_config.to_dict()"
]
},
{
@@ -172,19 +291,19 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-19 17:46:43 INFO semantic_router.utils.logger Saving route config to route_config.json\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:45:12 INFO semantic_router.utils.logger Saving route config to output/layer_config.json\u001b[0m\n"
]
}
],
"source": [
- "route_config.to_file(\"route_config.json\")"
+ "layer_config.to_file(\"output/layer_config.json\")"
]
},
{
@@ -198,37 +317,60 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Load from local file"
+ "Load config from local file"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-19 17:46:43 INFO semantic_router.utils.logger Loading route config from route_config.json\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:45:15 INFO semantic_router.utils.logger Loading route config from output/layer_config.json\u001b[0m\n",
+ "\u001b[32m2024-01-05 12:45:15 INFO semantic_router.utils.logger Using default openai encoder: None\u001b[0m\n"
]
}
],
"source": [
- "from semantic_router.route import RouteConfig\n",
+ "from semantic_router.layer import LayerConfig\n",
"\n",
- "route_config = RouteConfig.from_file(\"route_config.json\")"
+ "layer_config = LayerConfig.from_file(\"output/layer_config.json\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Initialize routing layer"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-01-05 12:45:50 INFO semantic_router.utils.logger Initializing RouteLayer\u001b[0m\n"
+ ]
+ }
+ ],
"source": [
+ "import os\n",
+ "from getpass import getpass\n",
"from semantic_router import RouteLayer\n",
"\n",
- "route_layer = RouteLayer(routes=route_config.routes)"
+ "# https://dashboard.cohere.com/\n",
+ "os.environ[\"COHERE_API_KEY\"] = os.getenv(\"COHERE_API_KEY\") or getpass(\n",
+ " \"Enter Cohere API Key: \"\n",
+ ")\n",
+ "\n",
+ "layer = RouteLayer.from_config(config=layer_config)"
]
},
{
@@ -247,65 +389,111 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-19 17:46:43 INFO semantic_router.utils.logger Extracting function input...\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:45:53 INFO semantic_router.utils.logger Extracting function input...\u001b[0m\n"
]
},
+ {
+ "data": {
+ "text/plain": [
+ "RouteChoice(name='get_time', function_call={'timezone': 'Europe/Stockholm'})"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "layer(\"What is the time in Stockholm?\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Define function execution method"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Calling function: get_time\n",
- "Result from: `get_time` function with location: `Stockholm`\n"
+ "Query: What is the time in Stockholm?\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[32m2023-12-19 17:46:49 INFO semantic_router.utils.logger Extracting function input...\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:45:58 INFO semantic_router.utils.logger Extracting function input...\u001b[0m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Calling function: get_news\n",
- "Result from: `get_news` function with category: `tech` and country: `Lithuania`\n"
+ "Invoked `get_time` function with timezone: `Europe/Stockholm`\n",
+ "11:46\n",
+ "Query: What are the tech news in the US?\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
- "\u001b[33m2023-12-19 17:46:52 WARNING semantic_router.utils.logger No function found, calling LLM...\u001b[0m\n"
+ "\u001b[32m2024-01-05 12:46:00 INFO semantic_router.utils.logger Extracting function input...\u001b[0m\n"
]
},
{
- "data": {
- "text/plain": [
- "'Hello! How can I assist you today?'"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Invoked: `get_news` function with category: `tech` and country: `US`\n",
+ "Results from dummy news API\n",
+ "Query: The capital of France?\n",
+ "The capital of France is Paris. It's a beautiful city known for its art, culture, and cuisine. Have you ever been there?\n"
+ ]
}
],
"source": [
- "from semantic_router.utils.function_call import route_and_execute\n",
+ "from semantic_router.schema import RouteChoice\n",
+ "from semantic_router.utils import llm\n",
"\n",
- "tools = [get_time, get_news]\n",
"\n",
- "await route_and_execute(\n",
- " query=\"What is the time in Stockholm?\", functions=tools, route_layer=route_layer\n",
- ")\n",
- "await route_and_execute(\n",
- " query=\"What is the tech news in the Lithuania?\",\n",
- " functions=tools,\n",
- " route_layer=route_layer,\n",
- ")\n",
- "await route_and_execute(query=\"Hi!\", functions=tools, route_layer=route_layer)"
+ "def route_and_execute(query, functions, layer):\n",
+ " route_choice: RouteChoice = layer(query)\n",
+ "\n",
+ " for function in functions:\n",
+ " if function.__name__ == route_choice.name:\n",
+ " if route_choice.function_call:\n",
+ " return function(**route_choice.function_call)\n",
+ "\n",
+ " # If no function is found, use the LLM for general queries\n",
+ " return llm.llm(query)\n",
+ "\n",
+ "\n",
+ "queries = [\n",
+ " \"What is the time in Stockholm?\",\n",
+ " \"What are the tech news in the US?\",\n",
+ " \"The capital of France?\",\n",
+ "]\n",
+ "\n",
+ "for query in queries:\n",
+ " print(f\"Query: {query}\")\n",
+ " print(route_and_execute(query, functions, layer))"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/docs/examples/test.ann b/docs/examples/test.ann
deleted file mode 100644
index 85db20d54995bcd7f1199d1816a069e14558aa40..0000000000000000000000000000000000000000
Binary files a/docs/examples/test.ann and /dev/null differ
diff --git a/poetry.lock b/poetry.lock
index 78f7ec5ac254abdf3203531f56717a0125d545d9..815226ea246d9037bd0e0a3f6460b09ca49959a7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -174,21 +174,22 @@ files = [
[[package]]
name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
description = "Classes Without Boilerplate"
optional = false
python-versions = ">=3.7"
files = [
- {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
- {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+ {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+ {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
]
[package.extras]
cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
[[package]]
name = "backoff"
@@ -203,33 +204,33 @@ files = [
[[package]]
name = "black"
-version = "23.12.0"
+version = "23.12.1"
description = "The uncompromising code formatter."
optional = false
python-versions = ">=3.8"
files = [
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description = "Python SDK for the Cohere API"
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version = "15.0.1"
description = "Colored terminal output for Python's logging module"
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version = "0.1.3"
description = "Fast, light, accurate library built for retrieval embedding generation"
-optional = false
+optional = true
python-versions = ">=3.8.0,<3.12"
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version = "3.13.1"
description = "A platform independent file lock."
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version = "23.5.26"
description = "The FlatBuffers serialization format for Python"
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+optional = true
python-versions = "*"
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description = "File-system specification"
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[[package]]
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description = "The next generation HTTP client."
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python-versions = ">=3.8"
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version = "0.19.4"
description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
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version = "10.0"
description = "Human friendly output for text interfaces using Python"
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packaging = "*"
psutil = "*"
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tornado = ">=6.1"
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version = "1.3.2"
description = "Lightweight pipelining with Python functions"
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description = "Natural Language Toolkit"
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description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
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name = "openai"
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+version = "1.6.1"
description = "The official Python library for the openai API"
optional = false
python-versions = ">=3.7.1"
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pydantic = ">=1.9.0,<3"
sniffio = "*"
tqdm = ">4"
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description = "Text utilities library by Pinecone.io"
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description = ""
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[[package]]
@@ -2263,28 +2251,28 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
[[package]]
name = "ruff"
-version = "0.1.8"
+version = "0.1.11"
description = "An extremely fast Python linter and code formatter, written in Rust."
optional = false
python-versions = ">=3.7"
files = [
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+ {file = "ruff-0.1.11.tar.gz", hash = "sha256:f9d4d88cb6eeb4dfe20f9f0519bd2eaba8119bde87c3d5065c541dbae2b5a2cb"},
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[[package]]
@@ -2332,7 +2320,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
name = "sympy"
version = "1.12"
description = "Computer algebra system (CAS) in Python"
-optional = false
+optional = true
python-versions = ">=3.8"
files = [
{file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
@@ -2357,7 +2345,7 @@ files = [
name = "tokenizers"
version = "0.15.0"
description = ""
-optional = false
+optional = true
python-versions = ">=3.7"
files = [
{file = "tokenizers-0.15.0-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:cd3cd0299aaa312cd2988957598f80becd04d5a07338741eca076057a2b37d6e"},
@@ -2521,13 +2509,13 @@ telegram = ["requests"]
[[package]]
name = "traitlets"
-version = "5.14.0"
+version = "5.14.1"
description = "Traitlets Python configuration system"
optional = false
python-versions = ">=3.8"
files = [
- {file = "traitlets-5.14.0-py3-none-any.whl", hash = "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33"},
- {file = "traitlets-5.14.0.tar.gz", hash = "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"},
+ {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
+ {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
]
[package.extras]
@@ -2574,20 +2562,20 @@ zstd = ["zstandard (>=0.18.0)"]
[[package]]
name = "wcwidth"
-version = "0.2.12"
+version = "0.2.13"
description = "Measures the displayed width of unicode strings in a terminal"
optional = false
python-versions = "*"
files = [
- {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
- {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
+ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+ {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
]
[[package]]
name = "wget"
version = "3.2"
description = "pure python download utility"
-optional = false
+optional = true
python-versions = "*"
files = [
{file = "wget-3.2.zip", hash = "sha256:35e630eca2aa50ce998b9b1a127bb26b30dfee573702782aa982f875e3f16061"},
@@ -2711,7 +2699,11 @@ files = [
docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+[extras]
+fastembed = ["fastembed"]
+hybrid = ["pinecone-text"]
+
[metadata]
lock-version = "2.0"
python-versions = ">=3.9,<3.12"
-content-hash = "887cf3e564b33d43b6bdcf5d089d9eb12931312e8eeadd3f8488cb5fbe384fab"
+content-hash = "64f0fef330108fe47110c203bf96403e8d986f8b751f6eed1abfec3ce57539a6"
diff --git a/pyproject.toml b/pyproject.toml
index 9ce7f26d2d47c44904a5710604a385c5a4549936..d3561c644e7a7acab7a08ef699132d8cea615200 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,12 +18,14 @@ pydantic = "^1.8.2"
openai = "^1.3.9"
cohere = "^4.32"
numpy = "^1.25.2"
-pinecone-text = "^0.7.0"
+pinecone-text = {version = "^0.7.0", optional = true}
colorlog = "^6.8.0"
pyyaml = "^6.0.1"
-pytest-asyncio = "^0.23.2"
-fastembed = "^0.1.3"
+fastembed = {version = "^0.1.3", optional = true}
+[tool.poetry.extras]
+hybrid = ["pinecone-text"]
+fastembed = ["fastembed"]
[tool.poetry.group.dev.dependencies]
ipykernel = "^6.26.0"
diff --git a/semantic_router/encoders/__init__.py b/semantic_router/encoders/__init__.py
index 4bb1eb3719492676cdbce09f153dadd95afca648..9d3a027ee2927452e27e78f4bc1b11b0b1152702 100644
--- a/semantic_router/encoders/__init__.py
+++ b/semantic_router/encoders/__init__.py
@@ -1,8 +1,8 @@
from semantic_router.encoders.base import BaseEncoder
from semantic_router.encoders.bm25 import BM25Encoder
from semantic_router.encoders.cohere import CohereEncoder
-from semantic_router.encoders.openai import OpenAIEncoder
from semantic_router.encoders.fastembed import FastEmbedEncoder
+from semantic_router.encoders.openai import OpenAIEncoder
__all__ = [
"BaseEncoder",
diff --git a/semantic_router/encoders/bm25.py b/semantic_router/encoders/bm25.py
index f43e1780cace53529bc7a0b5b5f9eb15a98fd9da..e597b4fee78ecbc92d2726e88e83536347d36c8e 100644
--- a/semantic_router/encoders/bm25.py
+++ b/semantic_router/encoders/bm25.py
@@ -1,7 +1,5 @@
from typing import Any
-from pinecone_text.sparse import BM25Encoder as encoder
-
from semantic_router.encoders import BaseEncoder
@@ -12,6 +10,13 @@ class BM25Encoder(BaseEncoder):
def __init__(self, name: str = "bm25"):
super().__init__(name=name)
+ try:
+ from pinecone_text.sparse import BM25Encoder as encoder
+ except ImportError:
+ raise ImportError(
+ "Please install pinecone-text to use BM25Encoder. "
+ "You can install it with: `pip install semantic-router[hybrid]`"
+ )
self.model = encoder.default()
params = self.model.get_params()
diff --git a/semantic_router/encoders/fastembed.py b/semantic_router/encoders/fastembed.py
index d324058d0261935306565c722e63f650fc4771e4..fb845ce7278470f790b765d19cba0c318e04c6fb 100644
--- a/semantic_router/encoders/fastembed.py
+++ b/semantic_router/encoders/fastembed.py
@@ -1,11 +1,14 @@
from typing import Any, List, Optional
+
import numpy as np
-from pydantic import BaseModel, PrivateAttr
+from pydantic import PrivateAttr
+
+from semantic_router.encoders import BaseEncoder
-class FastEmbedEncoder(BaseModel):
+class FastEmbedEncoder(BaseEncoder):
type: str = "fastembed"
- model_name: str = "BAAI/bge-small-en-v1.5"
+ name: str = "BAAI/bge-small-en-v1.5"
max_length: int = 512
cache_dir: Optional[str] = None
threads: Optional[int] = None
@@ -20,12 +23,13 @@ class FastEmbedEncoder(BaseModel):
from fastembed.embedding import FlagEmbedding as Embedding
except ImportError:
raise ImportError(
- "Please install fastembed to use FastEmbedEncoder"
- "You can install it with: `pip install fastembed`"
+ "Please install fastembed to use FastEmbedEncoder. "
+ "You can install it with: "
+ "`pip install semantic-router[fastembed]`"
)
embedding_args = {
- "model_name": self.model_name,
+ "model_name": self.name,
"max_length": self.max_length,
"cache_dir": self.cache_dir,
"threads": self.threads,
diff --git a/semantic_router/layer.py b/semantic_router/layer.py
index 46eb2eb73a4ac1fc3ede4c365a3100d07721c40b..eed04e367826674c7c73d3f27d5ab46ae70b80bf 100644
--- a/semantic_router/layer.py
+++ b/semantic_router/layer.py
@@ -8,6 +8,7 @@ from semantic_router.encoders import (
BaseEncoder,
CohereEncoder,
OpenAIEncoder,
+ FastEmbedEncoder,
)
from semantic_router.llms import BaseLLM
from semantic_router.linear import similarity_matrix, top_scores
@@ -61,10 +62,14 @@ class LayerConfig:
self.encoder_type = encoder_type
if encoder_name is None:
# if encoder_name is not provided, use the default encoder for type
+ # TODO base these values on default values in encoders themselves..
+ # TODO without initializing them (as this is just config)
if encoder_type == EncoderType.OPENAI:
encoder_name = "text-embedding-ada-002"
elif encoder_type == EncoderType.COHERE:
encoder_name = "embed-english-v3.0"
+ elif encoder_type == EncoderType.FASTEMBED:
+ encoder_name = "BAAI/bge-small-en-v1.5"
elif encoder_type == EncoderType.HUGGINGFACE:
raise NotImplementedError
logger.info(f"Using default {encoder_type} encoder: {encoder_name}")
@@ -108,15 +113,24 @@ class LayerConfig:
"""Save the routes to a file in JSON or YAML format"""
logger.info(f"Saving route config to {path}")
_, ext = os.path.splitext(path)
+
+ # Check file extension before creating directories or files
+ if ext not in [".json", ".yaml", ".yml"]:
+ raise ValueError(
+ "Unsupported file type. Only .json and .yaml are supported"
+ )
+
+ dir_name = os.path.dirname(path)
+
+ # Create the directory if it doesn't exist and dir_name is not an empty string
+ if dir_name and not os.path.exists(dir_name):
+ os.makedirs(dir_name)
+
with open(path, "w") as f:
if ext == ".json":
json.dump(self.to_dict(), f, indent=4)
elif ext in [".yaml", ".yml"]:
yaml.safe_dump(self.to_dict(), f)
- else:
- raise ValueError(
- "Unsupported file type. Only .json and .yaml are supported"
- )
def add(self, route: Route):
self.routes.append(route)
@@ -155,10 +169,14 @@ class RouteLayer:
self.llm = llm
self.routes: list[Route] = routes if routes is not None else []
# decide on default threshold based on encoder
+ # TODO move defaults to the encoder objects and extract from there
if isinstance(encoder, OpenAIEncoder):
self.score_threshold = 0.82
elif isinstance(encoder, CohereEncoder):
self.score_threshold = 0.3
+ elif isinstance(encoder, FastEmbedEncoder):
+ # TODO default not thoroughly tested, should optimize
+ self.score_threshold = 0.5
else:
self.score_threshold = 0.82
# if routes list has been passed, we initialize index now
diff --git a/semantic_router/route.py b/semantic_router/route.py
index 7a8803d7b454343560d188eea4cb719712b99ca6..454cfe79102290bf95e0103e0633204b9c62b662 100644
--- a/semantic_router/route.py
+++ b/semantic_router/route.py
@@ -77,6 +77,7 @@ class Route(BaseModel):
"""
schema = function_call.get_schema(item=entity)
dynamic_route = cls._generate_dynamic_route(llm=llm, function_schema=schema)
+ dynamic_route.function_schema = schema
return dynamic_route
@classmethod
diff --git a/semantic_router/schema.py b/semantic_router/schema.py
index 62eecc7d5bc91ae9731aba40af7de19074a96ba1..f4e4e8b3e6998757b82f20ba6d864a9c19fb705d 100644
--- a/semantic_router/schema.py
+++ b/semantic_router/schema.py
@@ -7,13 +7,14 @@ from semantic_router.encoders import (
BaseEncoder,
CohereEncoder,
OpenAIEncoder,
+ FastEmbedEncoder,
)
-
from semantic_router.utils.splitters import semantic_splitter
class EncoderType(Enum):
HUGGINGFACE = "huggingface"
+ FASTEMBED = "fastembed"
OPENAI = "openai"
COHERE = "cohere"
@@ -34,10 +35,12 @@ class Encoder:
self.name = name
if self.type == EncoderType.HUGGINGFACE:
raise NotImplementedError
+ elif self.type == EncoderType.FASTEMBED:
+ self.model = FastEmbedEncoder(name=name)
elif self.type == EncoderType.OPENAI:
- self.model = OpenAIEncoder(name)
+ self.model = OpenAIEncoder(name=name)
elif self.type == EncoderType.COHERE:
- self.model = CohereEncoder(name)
+ self.model = CohereEncoder(name=name)
else:
raise ValueError
diff --git a/semantic_router/utils/function_call.py b/semantic_router/utils/function_call.py
index d93d027ccce4b1697af3c3a4e0e823c4d68d2101..19afcc4732fd75790fd76225e912c801a3dcd206 100644
--- a/semantic_router/utils/function_call.py
+++ b/semantic_router/utils/function_call.py
@@ -6,6 +6,7 @@ from pydantic import BaseModel
from semantic_router.llms import BaseLLM
from semantic_router.schema import Message
+from semantic_router.schema import RouteChoice
from semantic_router.utils.logger import logger
@@ -108,26 +109,17 @@ def is_valid_inputs(inputs: dict[str, Any], function_schema: dict[str, Any]) ->
return False
-def call_function(function: Callable, inputs: dict[str, str]):
- try:
- return function(**inputs)
- except TypeError as e:
- logger.error(f"Error calling function: {e}")
-
-
# TODO: Add route layer object to the input, solve circular import issue
async def route_and_execute(
- query: str, llm: BaseLLM, functions: list[Callable], route_layer
-):
- function_name = route_layer(query)
- if not function_name:
- logger.warning("No function found, calling LLM...")
- llm_input = [Message(role="user", content=query)]
- return llm(llm_input)
+ query: str, llm: BaseLLM, functions: list[Callable], layer
+) -> Any:
+ route_choice: RouteChoice = layer(query)
for function in functions:
- if function.__name__ == function_name:
- print(f"Calling function: {function.__name__}")
- schema = get_schema(function)
- inputs = extract_function_inputs(query, llm, schema)
- call_function(function, inputs)
+ if function.__name__ == route_choice.name:
+ if route_choice.function_call:
+ return function(**route_choice.function_call)
+
+ logger.warning("No function found, calling LLM.")
+ llm_input = [Message(role="user", content=query)]
+ return llm(llm_input)
diff --git a/semantic_router/utils/splitters.py b/semantic_router/utils/splitters.py
index 514ae8217ff4717c32b6909fcafc57665217410d..746015204d702690a0eff289eaa1537c42658f23 100644
--- a/semantic_router/utils/splitters.py
+++ b/semantic_router/utils/splitters.py
@@ -1,4 +1,5 @@
import numpy as np
+
from semantic_router.encoders import BaseEncoder
@@ -13,13 +14,15 @@ def semantic_splitter(
Method 1: "consecutive_similarity_drop" - This method splits documents based on
the changes in similarity scores between consecutive documents.
- Method 2: "cumulative_similarity_drop" - This method segments the documents based on the
- changes in cumulative similarity score of the documents within the same split.
+ Method 2: "cumulative_similarity_drop" - This method segments the documents based
+ on the changes in cumulative similarity score of the documents within the same
+ split.
Args:
encoder (BaseEncoder): Encoder for document embeddings.
docs (list[str]): Documents to split.
- threshold (float): The similarity drop value that will trigger a new document split.
+ threshold (float): The similarity drop value that will trigger a new document
+ split.
split_method (str): The method to use for splitting.
Returns:
@@ -64,7 +67,8 @@ def semantic_splitter(
else:
raise ValueError(
- "Invalid 'split_method'. Choose either 'consecutive_similarity_drop' or 'cumulative_similarity_drop'."
+ "Invalid 'split_method'. Choose either 'consecutive_similarity_drop' or"
+ " 'cumulative_similarity_drop'."
)
splits[f"split {curr_split_num}"] = docs[curr_split_start_idx:]
diff --git a/tests/unit/test_layer.py b/tests/unit/test_layer.py
index 45b57472f0fabfb7b7694e2ee9072540cee0bd23..327549979209d02be921236e48af0d5e87668598 100644
--- a/tests/unit/test_layer.py
+++ b/tests/unit/test_layer.py
@@ -1,4 +1,5 @@
import os
+import tempfile
from unittest.mock import mock_open, patch
import pytest
@@ -175,28 +176,30 @@ class TestRouteLayer:
assert route_layer.score_threshold == 0.82
def test_json(self, openai_encoder, routes):
- os.environ["OPENAI_API_KEY"] = "test_api_key"
- route_layer = RouteLayer(encoder=openai_encoder, routes=routes)
- route_layer.to_json("test_output.json")
- assert os.path.exists("test_output.json")
- route_layer_from_file = RouteLayer.from_json("test_output.json")
- assert (
- route_layer_from_file.index is not None
- and route_layer_from_file.categories is not None
- )
- os.remove("test_output.json")
+ with tempfile.NamedTemporaryFile(suffix=".yaml", delete=False) as temp:
+ os.environ["OPENAI_API_KEY"] = "test_api_key"
+ route_layer = RouteLayer(encoder=openai_encoder, routes=routes)
+ route_layer.to_json(temp.name)
+ assert os.path.exists(temp.name)
+ route_layer_from_file = RouteLayer.from_json(temp.name)
+ assert (
+ route_layer_from_file.index is not None
+ and route_layer_from_file.categories is not None
+ )
+ os.remove(temp.name)
def test_yaml(self, openai_encoder, routes):
- os.environ["OPENAI_API_KEY"] = "test_api_key"
- route_layer = RouteLayer(encoder=openai_encoder, routes=routes)
- route_layer.to_yaml("test_output.yaml")
- assert os.path.exists("test_output.yaml")
- route_layer_from_file = RouteLayer.from_yaml("test_output.yaml")
- assert (
- route_layer_from_file.index is not None
- and route_layer_from_file.categories is not None
- )
- os.remove("test_output.yaml")
+ with tempfile.NamedTemporaryFile(suffix=".yaml", delete=False) as temp:
+ os.environ["OPENAI_API_KEY"] = "test_api_key"
+ route_layer = RouteLayer(encoder=openai_encoder, routes=routes)
+ route_layer.to_yaml(temp.name)
+ assert os.path.exists(temp.name)
+ route_layer_from_file = RouteLayer.from_yaml(temp.name)
+ assert (
+ route_layer_from_file.index is not None
+ and route_layer_from_file.categories is not None
+ )
+ os.remove(temp.name)
def test_config(self, openai_encoder, routes):
os.environ["OPENAI_API_KEY"] = "test_api_key"
diff --git a/tests/unit/test_splitters.py b/tests/unit/test_splitters.py
index bcd8f62bea52b4d481f614757e0e2f9e63ae2453..ac9c037c7985bbce54144de4c6e4e7096162dc19 100644
--- a/tests/unit/test_splitters.py
+++ b/tests/unit/test_splitters.py
@@ -1,7 +1,9 @@
-import pytest
from unittest.mock import Mock
-from semantic_router.utils.splitters import semantic_splitter
+
+import pytest
+
from semantic_router.schema import Conversation, Message
+from semantic_router.utils.splitters import semantic_splitter
def test_semantic_splitter_consecutive_similarity_drop():