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"/>
- <line number="25" hits="0"/>
- <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"/>
+ <line number="27" hits="1"/>
+ <line number="28" hits="1"/>
+ <line number="29" hits="1"/>
+ <line number="30" hits="1"/>
+ <line number="32" hits="1"/>
+ <line number="34" hits="1"/>
+ <line number="38" hits="1"/>
<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"/>
+ <line number="41" hits="1"/>
+ <line number="42" hits="1"/>
+ <line number="43" hits="1"/>
+ <line number="44" hits="1"/>
+ <line number="45" hits="1"/>
+ <line number="47" hits="1"/>
<line number="49" hits="1"/>
- <line number="50" hits="0"/>
+ <line number="50" hits="1"/>
<line number="52" hits="1"/>
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+ <line number="75" 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>
</class>
- <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="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="109" hits="1"/>
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<line number="112" hits="1"/>
<line number="113" hits="1"/>
- <line number="114" hits="1"/>
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<line number="120" hits="1"/>
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<line number="124" hits="1"/>
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<line number="131" hits="1"/>
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<line number="151" 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="26" hits="1"/>
<line number="28" hits="1"/>
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<line number="35" hits="1"/>
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<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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</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"/>
<line number="15" hits="1"/>
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<line number="25" hits="1"/>
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</lines>
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</package>
- <package name="encoders" line-rate="0.812" branch-rate="0" complexity="0">
+ <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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<class name="base.py" filename="encoders/base.py" complexity="0" line-rate="1" branch-rate="0">
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</class>
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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="45" hits="1"/>
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</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"/>
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+ <line number="23" hits="0"/>
+ <line number="28" hits="1"/>
+ <line number="35" hits="1"/>
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+ <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"/>
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- <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"/>
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- <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"/>
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+ <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"/>
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+ <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"/>
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+ <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/examples/function_calling.ipynb b/docs/examples/function_calling.ipynb
index d082468b997726bc51e12f1e1d9f6b32ffe52697..7b0347bc3a02d6d4fd1f534e40a98ce6e1282f0b 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": 29,
"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": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Invoked `get_time` function with timezone: `America/New_York`\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'05:02'"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "get_time(\"America/New_York\")"
]
},
{
@@ -37,27 +75,27 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 31,
"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",
+ "\u001b[32m2024-01-05 12:02:35 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
+ "\u001b[32m2024-01-05 12:02:38 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 12:02:38 INFO semantic_router.utils.logger Generating dynamic route...\u001b[0m\n",
+ "\u001b[32m2024-01-05 12:02:41 INFO semantic_router.utils.logger Generated route config:\n",
"{\n",
" \"name\": \"get_news\",\n",
" \"utterances\": [\n",
@@ -67,100 +105,172 @@
" \"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": 32,
+ "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": 33,
"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"
- ]
- },
{
"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': 'text-embedding-ada-002',\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": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "# You can manually add or remove routes\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",
+ "from semantic_router.layer import LayerConfig\n",
"\n",
- "route_config.to_dict()"
+ "layer_config = LayerConfig(routes=routes)\n",
+ "layer_config.to_dict()"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 34,
"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": 34,
"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": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-01-05 12:02:41 INFO semantic_router.utils.logger Removed route `get_weather`\u001b[0m\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "{'encoder_type': 'openai',\n",
+ " 'encoder_name': 'text-embedding-ada-002',\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": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Remove a route by name\n",
+ "layer_config.remove(\"get_weather\")\n",
+ "layer_config.to_dict()"
]
},
{
@@ -172,19 +282,19 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 36,
"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 12:02:41 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 +308,59 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Load from local file"
+ "Load config from local file"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 37,
"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 12:02:41 INFO semantic_router.utils.logger Loading route config from output/layer_config.json\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,
+ "execution_count": 38,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[32m2024-01-05 12:02:41 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)"
]
},
{
@@ -240,71 +372,110 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 39,
"metadata": {},
"outputs": [
{
"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 12:02:42 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": 39,
+ "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": 41,
+ "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 12:03:45 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",
+ "11:03\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 12:03:47 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))"
]
}
],
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..effd3033950ff6543f67f1d9ff5517e811f28d79 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
[[package]]
name = "aiohttp"
@@ -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 = [
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- {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"
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+version = "23.12.1"
description = "The uncompromising code formatter."
optional = false
python-versions = ">=3.8"
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[package.dependencies]
@@ -439,13 +440,13 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
[[package]]
name = "cohere"
-version = "4.39"
+version = "4.40"
description = "Python SDK for the Cohere API"
optional = false
python-versions = ">=3.8,<4.0"
files = [
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[package.dependencies]
@@ -503,13 +504,13 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
[[package]]
name = "comm"
-version = "0.2.0"
+version = "0.2.1"
description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
optional = false
python-versions = ">=3.8"
files = [
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[package.dependencies]
@@ -520,63 +521,63 @@ test = ["pytest"]
[[package]]
name = "coverage"
-version = "7.3.3"
+version = "7.4.0"
description = "Code coverage measurement for Python"
optional = false
python-versions = ">=3.8"
files = [
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@@ -2263,28 +2259,28 @@ 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"
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]
[[package]]
@@ -2521,13 +2517,13 @@ 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]
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/fastembed.py b/semantic_router/encoders/fastembed.py
index d324058d0261935306565c722e63f650fc4771e4..4bb46b85836a8b3beb9988068b9264c2d2c70d04 100644
--- a/semantic_router/encoders/fastembed.py
+++ b/semantic_router/encoders/fastembed.py
@@ -1,4 +1,5 @@
from typing import Any, List, Optional
+
import numpy as np
from pydantic import BaseModel, PrivateAttr
diff --git a/semantic_router/layer.py b/semantic_router/layer.py
index 5b2aad846ad8531fbeb02504f42e1688b22ceebc..0315a28139a2ad676bf88760b494c941608e2fd1 100644
--- a/semantic_router/layer.py
+++ b/semantic_router/layer.py
@@ -55,7 +55,7 @@ class LayerConfig:
self,
routes: list[Route] = [],
encoder_type: str = "openai",
- encoder_name: str | None = None,
+ encoder_name: str | None = "text-embedding-ada-002",
):
self.encoder_type = encoder_type
if encoder_name is None:
@@ -107,15 +107,24 @@ 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)
diff --git a/semantic_router/route.py b/semantic_router/route.py
index 12afa7fe0a6824882a6a9da4d2d3845f6b68a62c..3fc717efe3a8a8aa28552301c393c08582a8a9c5 100644
--- a/semantic_router/route.py
+++ b/semantic_router/route.py
@@ -70,6 +70,7 @@ class Route(BaseModel):
"""
schema = function_call.get_schema(item=entity)
dynamic_route = cls._generate_dynamic_route(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 465cfaacb1ecbbc0c26bb2ee8f67f814da308e1e..360442f65b3dc75f0c96953aeaa22803ad28f962 100644
--- a/semantic_router/schema.py
+++ b/semantic_router/schema.py
@@ -8,7 +8,6 @@ from semantic_router.encoders import (
CohereEncoder,
OpenAIEncoder,
)
-
from semantic_router.utils.splitters import semantic_splitter
diff --git a/semantic_router/utils/function_call.py b/semantic_router/utils/function_call.py
index 2ead3ab58dd5c54eaf26fdc5b2f73ea95f4bef9c..4319a8ec768d5a089678a0d0dc55f041a964e660 100644
--- a/semantic_router/utils/function_call.py
+++ b/semantic_router/utils/function_call.py
@@ -4,6 +4,7 @@ from typing import Any, Callable, Union
from pydantic import BaseModel
+from semantic_router.schema import RouteChoice
from semantic_router.utils.llm import llm
from semantic_router.utils.logger import logger
@@ -105,23 +106,14 @@ 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, functions: list[Callable], route_layer):
- function_name = route_layer(query)
- if not function_name:
- logger.warning("No function found, calling LLM...")
- return llm(query)
+async def route_and_execute(query: str, 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, 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.")
+ return llm(query)
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():