From 1b999668d2e0633ea953dad5a4789143e1e3f5f6 Mon Sep 17 00:00:00 2001
From: Simonas <20096648+simjak@users.noreply.github.com>
Date: Fri, 5 Jan 2024 12:25:07 +0200
Subject: [PATCH] feat: updated function calling example
---
.gitignore | 3 +-
coverage.xml | 536 +++++++++++++----------
docs/examples/function_calling.ipynb | 379 +++++++++++-----
docs/examples/test.ann | Bin 64764 -> 0 bytes
poetry.lock | 578 ++++++++++++-------------
semantic_router/encoders/__init__.py | 2 +-
semantic_router/encoders/fastembed.py | 1 +
semantic_router/layer.py | 19 +-
semantic_router/route.py | 1 +
semantic_router/schema.py | 1 -
semantic_router/utils/function_call.py | 26 +-
semantic_router/utils/splitters.py | 12 +-
tests/unit/test_layer.py | 43 +-
tests/unit/test_splitters.py | 6 +-
14 files changed, 932 insertions(+), 675 deletions(-)
delete mode 100644 docs/examples/test.ann
diff --git a/.gitignore b/.gitignore
index 219091bd..8335baaf 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 f4b8af22..6726da20 100644
--- a/coverage.xml
+++ b/coverage.xml
@@ -1,12 +1,12 @@
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+ <line number="43" hits="1"/>
<line number="45" hits="1"/>
- <line number="46" hits="0"/>
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- <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"/>
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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="42" hits="1"/>
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+ <line number="45" 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 d082468b..7b0347bc 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
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index 78f7ec5a..effd3033 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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]
[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"]
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+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"
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name = "black"
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python-versions = ">=3.8"
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[[package]]
@@ -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"
files = [
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+ {file = "ruff-0.1.11.tar.gz", hash = "sha256:f9d4d88cb6eeb4dfe20f9f0519bd2eaba8119bde87c3d5065c541dbae2b5a2cb"},
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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 4bb1eb37..9d3a027e 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 d324058d..4bb46b85 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 5b2aad84..0315a281 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 12afa7fe..3fc717ef 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 465cfaac..360442f6 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 2ead3ab5..4319a8ec 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 514ae821..74601520 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 45b57472..32754997 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 bcd8f62b..ac9c037c 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():
--
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