diff --git a/coverage.xml b/coverage.xml
index 1a05608c73365623edca53f76e019449b1e39698..14b27c40f0c8e94dbd46232dd28b021f8ff9da1b 100644
--- a/coverage.xml
+++ b/coverage.xml
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 	<!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
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+		<source>/Users/jamesbriggs/Documents/projects/aurelio-labs/semantic-router/semantic_router</source>
 	</sources>
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 						<line number="143" hits="1"/>
 						<line number="144" hits="1"/>
-						<line number="145" hits="1"/>
-						<line number="146" hits="0"/>
-						<line number="148" hits="1"/>
-						<line number="150" hits="1"/>
+						<line number="145" hits="0"/>
+						<line number="147" hits="1"/>
+						<line number="149" hits="1"/>
+						<line number="151" hits="1"/>
 						<line number="152" hits="1"/>
 						<line number="153" hits="1"/>
 						<line number="154" hits="1"/>
-						<line number="155" hits="1"/>
-						<line number="156" hits="0"/>
+						<line number="155" hits="0"/>
 					</lines>
 				</class>
-				<class name="schema.py" filename="schema.py" complexity="0" line-rate="0.8929" branch-rate="0">
+				<class name="schema.py" filename="schema.py" complexity="0" line-rate="0.9016" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="1" hits="1"/>
@@ -565,7 +564,7 @@
 						<line number="66" hits="1"/>
 						<line number="67" hits="1"/>
 						<line number="69" hits="1"/>
-						<line number="70" hits="0"/>
+						<line number="70" hits="1"/>
 						<line number="72" hits="1"/>
 						<line number="73" hits="1"/>
 						<line number="75" hits="1"/>
@@ -574,6 +573,11 @@
 						<line number="80" hits="1"/>
 						<line number="81" hits="1"/>
 						<line number="82" hits="1"/>
+						<line number="83" hits="1"/>
+						<line number="84" hits="1"/>
+						<line number="86" hits="1"/>
+						<line number="87" hits="1"/>
+						<line number="88" hits="0"/>
 					</lines>
 				</class>
 				<class name="text.py" filename="text.py" complexity="0" line-rate="0.7778" branch-rate="0">
@@ -655,7 +659,7 @@
 				</class>
 			</classes>
 		</package>
-		<package name="encoders" line-rate="0.834" branch-rate="0" complexity="0">
+		<package name="encoders" line-rate="0.9574" branch-rate="0" complexity="0">
 			<classes>
 				<class name="__init__.py" filename="encoders/__init__.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
@@ -670,7 +674,8 @@
 						<line number="8" hits="1"/>
 						<line number="9" hits="1"/>
 						<line number="10" hits="1"/>
-						<line number="12" hits="1"/>
+						<line number="11" hits="1"/>
+						<line number="13" hits="1"/>
 					</lines>
 				</class>
 				<class name="base.py" filename="encoders/base.py" complexity="0" line-rate="1" branch-rate="0">
@@ -740,6 +745,93 @@
 						<line number="67" hits="1"/>
 					</lines>
 				</class>
+				<class name="clip.py" filename="encoders/clip.py" complexity="0" line-rate="0.939" branch-rate="0">
+					<methods/>
+					<lines>
+						<line number="1" hits="1"/>
+						<line number="3" hits="1"/>
+						<line number="4" hits="1"/>
+						<line number="6" hits="1"/>
+						<line number="9" hits="1"/>
+						<line number="10" hits="1"/>
+						<line number="11" hits="1"/>
+						<line number="12" hits="1"/>
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+						<line number="14" hits="1"/>
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+						<line number="16" hits="1"/>
+						<line number="17" hits="1"/>
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+						<line number="21" hits="1"/>
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+						<line number="25" hits="1"/>
+						<line number="27" hits="1"/>
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+						<line number="37" hits="1"/>
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+						<line number="63" hits="1"/>
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+						<line number="73" hits="0"/>
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+						<line number="123" hits="1"/>
+						<line number="124" hits="1"/>
+						<line number="125" hits="1"/>
+						<line number="126" hits="1"/>
+					</lines>
+				</class>
 				<class name="cohere.py" filename="encoders/cohere.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
 					<lines>
@@ -809,7 +901,7 @@
 						<line number="51" hits="0"/>
 					</lines>
 				</class>
-				<class name="huggingface.py" filename="encoders/huggingface.py" complexity="0" line-rate="0.4" branch-rate="0">
+				<class name="huggingface.py" filename="encoders/huggingface.py" complexity="0" line-rate="0.9667" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="1" hits="1"/>
@@ -833,45 +925,45 @@
 						<line number="25" hits="1"/>
 						<line number="26" hits="1"/>
 						<line number="27" hits="1"/>
-						<line number="33" hits="0"/>
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-						<line number="42" hits="0"/>
-						<line number="44" hits="0"/>
-						<line number="49" hits="0"/>
-						<line number="51" hits="0"/>
+						<line number="33" hits="1"/>
+						<line number="34" hits="1"/>
+						<line number="35" hits="1"/>
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-						<line number="56" hits="0"/>
-						<line number="57" hits="0"/>
-						<line number="59" hits="0"/>
+						<line number="55" hits="1"/>
+						<line number="56" hits="1"/>
+						<line number="57" hits="1"/>
+						<line number="59" hits="1"/>
 						<line number="61" hits="1"/>
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-						<line number="69" hits="0"/>
-						<line number="70" hits="0"/>
-						<line number="72" hits="0"/>
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-						<line number="77" hits="0"/>
-						<line number="79" hits="0"/>
-						<line number="80" hits="0"/>
-						<line number="83" hits="0"/>
-						<line number="84" hits="0"/>
+						<line number="68" hits="1"/>
+						<line number="69" hits="1"/>
+						<line number="70" hits="1"/>
+						<line number="72" hits="1"/>
+						<line number="76" hits="1"/>
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+						<line number="79" hits="1"/>
+						<line number="80" hits="1"/>
+						<line number="83" hits="1"/>
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 						<line number="88" hits="0"/>
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-						<line number="93" hits="0"/>
-						<line number="95" hits="0"/>
-						<line number="96" hits="0"/>
-						<line number="97" hits="0"/>
+						<line number="92" hits="1"/>
+						<line number="93" hits="1"/>
+						<line number="95" hits="1"/>
+						<line number="96" hits="1"/>
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 						<line number="99" hits="1"/>
-						<line number="100" hits="0"/>
-						<line number="101" hits="0"/>
-						<line number="104" hits="0"/>
+						<line number="100" hits="1"/>
+						<line number="101" hits="1"/>
+						<line number="104" hits="1"/>
 						<line number="108" hits="1"/>
-						<line number="109" hits="0"/>
-						<line number="110" hits="0"/>
-						<line number="113" hits="0"/>
-						<line number="114" hits="0"/>
+						<line number="109" hits="1"/>
+						<line number="110" hits="1"/>
+						<line number="113" hits="1"/>
+						<line number="114" hits="1"/>
 					</lines>
 				</class>
 				<class name="mistral.py" filename="encoders/mistral.py" complexity="0" line-rate="0.9512" branch-rate="0">
@@ -1042,14 +1134,14 @@
 						<line number="80" hits="1"/>
 					</lines>
 				</class>
-				<class name="vit.py" filename="encoders/vit.py" complexity="0" line-rate="0.4737" branch-rate="0">
+				<class name="vit.py" filename="encoders/vit.py" complexity="0" line-rate="0.9254" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="1" hits="1"/>
 						<line number="3" hits="1"/>
-						<line number="4" hits="1"/>
 						<line number="5" 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"/>
@@ -1060,48 +1152,58 @@
 						<line number="17" hits="1"/>
 						<line number="18" hits="1"/>
 						<line number="19" hits="1"/>
-						<line number="20" hits="1"/>
+						<line number="21" hits="1"/>
 						<line number="22" hits="1"/>
 						<line number="23" hits="1"/>
-						<line number="24" hits="1"/>
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 						<line number="26" hits="1"/>
 						<line number="27" hits="1"/>
 						<line number="28" hits="1"/>
 						<line number="29" hits="1"/>
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-						<line number="39" hits="0"/>
-						<line number="40" hits="0"/>
-						<line number="46" hits="0"/>
+						<line number="35" hits="1"/>
+						<line number="36" hits="1"/>
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-						<line number="61" hits="0"/>
-						<line number="63" hits="0"/>
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+						<line number="58" hits="1"/>
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 						<line number="65" hits="1"/>
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-						<line number="68" hits="0"/>
-						<line number="69" hits="0"/>
-						<line number="71" hits="1"/>
-						<line number="72" hits="0"/>
+						<line number="67" hits="1"/>
+						<line number="69" hits="1"/>
+						<line number="70" hits="1"/>
+						<line number="71" hits="0"/>
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 						<line number="73" hits="0"/>
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-						<line number="76" hits="1"/>
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-						<line number="85" hits="0"/>
-						<line number="86" hits="0"/>
-						<line number="92" hits="0"/>
-						<line number="93" hits="0"/>
+						<line number="74" hits="1"/>
+						<line number="75" hits="1"/>
+						<line number="77" hits="0"/>
+						<line number="78" hits="1"/>
+						<line number="80" hits="1"/>
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+						<line number="101" hits="1"/>
+						<line number="107" hits="1"/>
+						<line number="108" hits="1"/>
 					</lines>
 				</class>
 				<class name="zure.py" filename="encoders/zure.py" complexity="0" line-rate="0.9589" branch-rate="0">
@@ -1184,7 +1286,7 @@
 				</class>
 			</classes>
 		</package>
-		<package name="index" line-rate="0.4842" branch-rate="0" complexity="0">
+		<package name="index" line-rate="0.4932" branch-rate="0" complexity="0">
 			<classes>
 				<class name="__init__.py" filename="index/__init__.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
@@ -1212,13 +1314,13 @@
 						<line number="31" hits="1"/>
 						<line number="36" hits="0"/>
 						<line number="38" hits="1"/>
-						<line number="43" hits="0"/>
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-						<line number="50" hits="0"/>
-						<line number="52" hits="1"/>
-						<line number="57" hits="0"/>
-						<line number="59" hits="1"/>
+						<line number="44" hits="0"/>
+						<line number="46" hits="1"/>
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+						<line number="53" hits="1"/>
+						<line number="58" hits="0"/>
 						<line number="60" hits="1"/>
+						<line number="61" hits="1"/>
 					</lines>
 				</class>
 				<class name="local.py" filename="index/local.py" complexity="0" line-rate="0.8519" branch-rate="0">
@@ -1233,54 +1335,54 @@
 						<line number="16" hits="1"/>
 						<line number="17" hits="1"/>
 						<line number="19" hits="1"/>
-						<line number="20" hits="1"/>
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-						<line number="25" hits="1"/>
+						<line number="21" hits="1"/>
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 						<line number="26" hits="1"/>
 						<line number="27" hits="1"/>
 						<line number="28" hits="1"/>
-						<line number="30" hits="0"/>
-						<line number="31" hits="1"/>
+						<line number="29" hits="1"/>
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 						<line number="32" hits="1"/>
 						<line number="33" hits="1"/>
 						<line number="34" hits="1"/>
-						<line number="36" hits="1"/>
+						<line number="35" hits="1"/>
 						<line number="37" hits="1"/>
 						<line number="38" hits="1"/>
-						<line number="40" hits="1"/>
-						<line number="47" hits="0"/>
+						<line number="39" hits="1"/>
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 						<line number="48" hits="0"/>
 						<line number="49" hits="0"/>
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 						<line number="52" hits="1"/>
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 						<line number="63" hits="1"/>
 						<line number="64" hits="1"/>
-						<line number="66" hits="1"/>
-						<line number="68" hits="1"/>
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 						<line number="69" hits="1"/>
-						<line number="71" hits="1"/>
-						<line number="75" hits="1"/>
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 						<line number="81" hits="1"/>
 						<line number="82" hits="1"/>
 						<line number="83" hits="1"/>
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-						<line number="93" hits="0"/>
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+						<line number="84" hits="1"/>
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 						<line number="97" hits="1"/>
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 						<line number="99" hits="1"/>
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 						<line number="102" hits="1"/>
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 						<line number="104" hits="1"/>
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+						<line number="105" hits="1"/>
+						<line number="106" hits="1"/>
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 					</lines>
 				</class>
-				<class name="pinecone.py" filename="index/pinecone.py" complexity="0" line-rate="0.2887" branch-rate="0">
+				<class name="pinecone.py" filename="index/pinecone.py" complexity="0" line-rate="0.3" branch-rate="0">
 					<methods/>
 					<lines>
 						<line number="1" hits="1"/>
@@ -1301,7 +1403,7 @@
 						<line number="22" hits="1"/>
 						<line number="24" hits="1"/>
 						<line number="25" hits="0"/>
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 						<line number="28" hits="0"/>
 						<line number="29" hits="0"/>
 						<line number="31" hits="1"/>
@@ -1320,116 +1422,114 @@
 						<line number="51" hits="1"/>
 						<line number="52" hits="0"/>
 						<line number="53" hits="0"/>
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 						<line number="55" hits="0"/>
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 						<line number="68" hits="0"/>
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 						<line number="92" hits="0"/>
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 		</package>
-		<package name="llms" line-rate="0.7321" branch-rate="0" complexity="0">
+		<package name="llms" line-rate="0.915" branch-rate="0" complexity="0">
 			<classes>
 				<class name="__init__.py" filename="llms/__init__.py" complexity="0" line-rate="1" branch-rate="0">
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@@ -1443,7 +1543,7 @@
 						<line number="8" hits="1"/>
 					</lines>
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-				<class name="base.py" filename="llms/base.py" complexity="0" line-rate="0.7317" branch-rate="0">
+				<class name="base.py" filename="llms/base.py" complexity="0" line-rate="0.9756" branch-rate="0">
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@@ -1467,8 +1567,8 @@
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 						<line number="34" hits="1"/>
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@@ -1476,17 +1576,17 @@
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@@ -1523,49 +1623,49 @@
 						<line number="48" hits="1"/>
 					</lines>
 				</class>
-				<class name="llamacpp.py" filename="llms/llamacpp.py" complexity="0" line-rate="0" branch-rate="0">
+				<class name="llamacpp.py" filename="llms/llamacpp.py" complexity="0" line-rate="0.9" branch-rate="0">
 					<methods/>
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@@ -1609,6 +1709,40 @@
 						<line number="57" hits="0"/>
 					</lines>
 				</class>
+				<class name="ollama.py" filename="llms/ollama.py" complexity="0" line-rate="1" branch-rate="0">
+					<methods/>
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 				<class name="openai.py" filename="llms/openai.py" complexity="0" line-rate="0.8889" branch-rate="0">
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 					<lines>
@@ -1738,24 +1872,47 @@
 				</class>
 			</classes>
 		</package>
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+		<package name="splitters" line-rate="0.374" branch-rate="0" complexity="0">
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 				<class name="__init__.py" filename="splitters/__init__.py" complexity="0" line-rate="1" branch-rate="0">
 					<methods/>
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 				</class>
-				<class name="base.py" filename="splitters/base.py" complexity="0" line-rate="1" branch-rate="0">
+				<class name="base.py" filename="splitters/base.py" complexity="0" line-rate="0.5" branch-rate="0">
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@@ -1770,24 +1927,25 @@
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 				<class name="cumulative_sim.py" filename="splitters/cumulative_sim.py" complexity="0" line-rate="1" branch-rate="0">
@@ -1802,27 +1960,210 @@
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+						<line number="228" hits="0"/>
+						<line number="229" hits="0"/>
+						<line number="230" hits="0"/>
+						<line number="231" hits="0"/>
+						<line number="237" hits="0"/>
+						<line number="245" hits="0"/>
+						<line number="246" hits="0"/>
+						<line number="254" hits="0"/>
+						<line number="255" hits="0"/>
+						<line number="256" hits="0"/>
+						<line number="262" hits="0"/>
+						<line number="263" hits="0"/>
+						<line number="264" hits="0"/>
+						<line number="266" hits="1"/>
+						<line number="269" hits="0"/>
+						<line number="270" hits="0"/>
+						<line number="271" hits="0"/>
+						<line number="272" hits="0"/>
+						<line number="273" hits="0"/>
+						<line number="274" hits="0"/>
+						<line number="281" hits="0"/>
+						<line number="282" hits="0"/>
+						<line number="283" hits="0"/>
+						<line number="285" hits="0"/>
+						<line number="286" hits="0"/>
+						<line number="289" hits="0"/>
+						<line number="294" hits="0"/>
+						<line number="296" hits="0"/>
+						<line number="297" hits="0"/>
+						<line number="298" hits="0"/>
+						<line number="299" hits="0"/>
+						<line number="300" hits="0"/>
+						<line number="301" hits="0"/>
+						<line number="302" hits="0"/>
+						<line number="303" hits="0"/>
+						<line number="305" hits="0"/>
+						<line number="306" hits="0"/>
+						<line number="307" hits="0"/>
+						<line number="312" hits="1"/>
+						<line number="313" hits="0"/>
+						<line number="314" hits="0"/>
+						<line number="316" hits="0"/>
+						<line number="317" hits="0"/>
+						<line number="318" hits="0"/>
+						<line number="319" hits="0"/>
+						<line number="324" hits="0"/>
+						<line number="325" hits="0"/>
+						<line number="326" hits="0"/>
+						<line number="327" hits="0"/>
+						<line number="329" hits="0"/>
+						<line number="330" hits="0"/>
+						<line number="331" hits="0"/>
+						<line number="332" hits="0"/>
+						<line number="333" hits="0"/>
+						<line number="334" hits="0"/>
+					</lines>
+				</class>
+				<class name="utils.py" filename="splitters/utils.py" complexity="0" line-rate="0.3636" branch-rate="0">
+					<methods/>
+					<lines>
+						<line number="1" hits="1"/>
+						<line number="2" hits="1"/>
+						<line number="5" hits="1"/>
+						<line number="22" hits="0"/>
+						<line number="55" hits="0"/>
+						<line number="56" hits="0"/>
+						<line number="57" hits="0"/>
+						<line number="60" hits="1"/>
+						<line number="61" hits="0"/>
+						<line number="62" hits="0"/>
+						<line number="63" hits="0"/>
 					</lines>
 				</class>
 			</classes>
@@ -1928,4 +2269,4 @@
 			</classes>
 		</package>
 	</packages>
-</coverage>
\ No newline at end of file
+</coverage>
diff --git a/semantic_router/encoders/clip.py b/semantic_router/encoders/clip.py
index a910a999393b79bc39aa532edd9fa153f25d2651..89a85cf3ff7cce83c11456ecee5345d532da6c37 100644
--- a/semantic_router/encoders/clip.py
+++ b/semantic_router/encoders/clip.py
@@ -7,7 +7,7 @@ from semantic_router.encoders import BaseEncoder
 
 
 class CLIPEncoder(BaseEncoder):
-    name: str = "openai/clip-vit-base-patch32"
+    name: str = "openai/clip-vit-base-patch16"
     type: str = "huggingface"
     score_threshold: float = 0.2
     tokenizer_kwargs: dict = {}
diff --git a/tests/unit/encoders/test_clip.py b/tests/unit/encoders/test_clip.py
index f861f1ee9fc9e2a8fbd855e4b7bdd7f61d41c3ed..2a9e814cbee7472ab3d93c6c8a49b78b77633e58 100644
--- a/tests/unit/encoders/test_clip.py
+++ b/tests/unit/encoders/test_clip.py
@@ -1,15 +1,23 @@
 import numpy as np
 import pytest
 from PIL import Image
+import torch
 
 from semantic_router.encoders import CLIPEncoder
 
 clip_encoder = CLIPEncoder()
 
+if torch.cuda.is_available():
+    device = "cuda"
+elif torch.backends.mps.is_available():
+    device = "mps"
+else:
+    device = "cpu"
+
 
 @pytest.fixture()
 def dummy_pil_image():
-    return Image.fromarray(np.random.rand(1024, 512, 3).astype(np.uint8))
+    return Image.fromarray(np.random.rand(512, 224, 3).astype(np.uint8))
 
 
 @pytest.fixture()
@@ -34,10 +42,10 @@ class TestVitEncoder:
             CLIPEncoder()
 
     def test_clip_encoder_initialization(self):
-        assert clip_encoder.name == "openai/clip-vit-base-patch32"
+        assert clip_encoder.name == "openai/clip-vit-base-patch16"
         assert clip_encoder.type == "huggingface"
         assert clip_encoder.score_threshold == 0.2
-        assert clip_encoder.device == "cpu"
+        assert clip_encoder.device == device
 
     def test_clip_encoder_call_text(self):
         embeddings = clip_encoder(["hello", "world"])
@@ -59,7 +67,7 @@ class TestVitEncoder:
 
     def test_clip_device(self):
         device = clip_encoder._model.device.type
-        assert device == "cpu"
+        assert device == device
 
     def test_clip_encoder_ensure_rgb(self, dummy_black_and_white_img):
         rgb_image = clip_encoder._ensure_rgb(dummy_black_and_white_img)
diff --git a/tests/unit/encoders/test_vit.py b/tests/unit/encoders/test_vit.py
index 0435058c0cdbcf776b5a44356a085d82c9c30439..01aa32883ad4086d12eca953cc6b91b214551958 100644
--- a/tests/unit/encoders/test_vit.py
+++ b/tests/unit/encoders/test_vit.py
@@ -1,11 +1,19 @@
 import numpy as np
 import pytest
 from PIL import Image
+import torch
 
 from semantic_router.encoders import VitEncoder
 
 vit_encoder = VitEncoder()
 
+if torch.cuda.is_available():
+    device = "cuda"
+elif torch.backends.mps.is_available():
+    device = "mps"
+else:
+    device = "cpu"
+
 
 @pytest.fixture()
 def dummy_pil_image():
@@ -42,7 +50,7 @@ class TestVitEncoder:
         assert vit_encoder.name == "google/vit-base-patch16-224"
         assert vit_encoder.type == "huggingface"
         assert vit_encoder.score_threshold == 0.5
-        assert vit_encoder.device == "cpu"
+        assert vit_encoder.device == device
 
     def test_vit_encoder_call(self, dummy_pil_image):
         encoded_images = vit_encoder([dummy_pil_image] * 3)
@@ -59,7 +67,7 @@ class TestVitEncoder:
     def test_vit_encoder_process_images_device(self, dummy_pil_image):
         imgs = vit_encoder._process_images([dummy_pil_image] * 3)["pixel_values"]
 
-        assert imgs.device.type == "cpu"
+        assert imgs.device.type == device
 
     def test_vit_encoder_ensure_rgb(self, dummy_black_and_white_img):
         rgb_image = vit_encoder._ensure_rgb(dummy_black_and_white_img)