diff --git a/packages/components/nodes/chatmodels/ChatAnthropic/ChatAnthropic.ts b/packages/components/nodes/chatmodels/ChatAnthropic/ChatAnthropic.ts
index b65c7bd89a0..63343450520 100644
--- a/packages/components/nodes/chatmodels/ChatAnthropic/ChatAnthropic.ts
+++ b/packages/components/nodes/chatmodels/ChatAnthropic/ChatAnthropic.ts
@@ -137,8 +137,8 @@ class ChatAnthropic_ChatModels implements INode {
         }
 
         if (maxTokensToSample) obj.maxTokensToSample = parseInt(maxTokensToSample, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
-        if (topK) obj.topK = parseInt(topK, 10)
+        if (topP) obj.topP = parseFloat(topP)
+        if (topK) obj.topK = parseFloat(topK)
 
         const model = new ChatAnthropic(obj)
         return model
diff --git a/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts b/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts
index d92dd1e0470..943af587992 100644
--- a/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts
+++ b/packages/components/nodes/chatmodels/ChatHuggingFace/ChatHuggingFace.ts
@@ -101,8 +101,8 @@ class ChatHuggingFace_ChatModels implements INode {
 
         if (temperature) obj.temperature = parseFloat(temperature)
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
-        if (hfTopK) obj.topK = parseInt(hfTopK, 10)
+        if (topP) obj.topP = parseFloat(topP)
+        if (hfTopK) obj.topK = parseFloat(hfTopK)
         if (frequencyPenalty) obj.frequencyPenalty = parseInt(frequencyPenalty, 10)
         if (endpoint) obj.endpoint = endpoint
 
diff --git a/packages/components/nodes/chatmodels/ChatLocalAI/ChatLocalAI.ts b/packages/components/nodes/chatmodels/ChatLocalAI/ChatLocalAI.ts
index c5860b2420c..ffe2e7692cb 100644
--- a/packages/components/nodes/chatmodels/ChatLocalAI/ChatLocalAI.ts
+++ b/packages/components/nodes/chatmodels/ChatLocalAI/ChatLocalAI.ts
@@ -80,7 +80,7 @@ class ChatLocalAI_ChatModels implements INode {
         }
 
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
+        if (topP) obj.topP = parseFloat(topP)
         if (timeout) obj.timeout = parseInt(timeout, 10)
 
         const model = new OpenAIChat(obj, { basePath })
diff --git a/packages/components/nodes/chatmodels/ChatOpenAI/ChatOpenAI.ts b/packages/components/nodes/chatmodels/ChatOpenAI/ChatOpenAI.ts
index 955563ffeb4..bd9080c9475 100644
--- a/packages/components/nodes/chatmodels/ChatOpenAI/ChatOpenAI.ts
+++ b/packages/components/nodes/chatmodels/ChatOpenAI/ChatOpenAI.ts
@@ -139,7 +139,7 @@ class ChatOpenAI_ChatModels implements INode {
         }
 
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
+        if (topP) obj.topP = parseFloat(topP)
         if (frequencyPenalty) obj.frequencyPenalty = parseInt(frequencyPenalty, 10)
         if (presencePenalty) obj.presencePenalty = parseInt(presencePenalty, 10)
         if (timeout) obj.timeout = parseInt(timeout, 10)
diff --git a/packages/components/nodes/llms/Azure OpenAI/AzureOpenAI.ts b/packages/components/nodes/llms/Azure OpenAI/AzureOpenAI.ts
index 130eed339e0..263dbe332ab 100644
--- a/packages/components/nodes/llms/Azure OpenAI/AzureOpenAI.ts	
+++ b/packages/components/nodes/llms/Azure OpenAI/AzureOpenAI.ts	
@@ -181,7 +181,7 @@ class AzureOpenAI_LLMs implements INode {
         }
 
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
+        if (topP) obj.topP = parseFloat(topP)
         if (frequencyPenalty) obj.frequencyPenalty = parseInt(frequencyPenalty, 10)
         if (presencePenalty) obj.presencePenalty = parseInt(presencePenalty, 10)
         if (timeout) obj.timeout = parseInt(timeout, 10)
diff --git a/packages/components/nodes/llms/HuggingFaceInference/HuggingFaceInference.ts b/packages/components/nodes/llms/HuggingFaceInference/HuggingFaceInference.ts
index 92eb46d50a8..33eedf2f595 100644
--- a/packages/components/nodes/llms/HuggingFaceInference/HuggingFaceInference.ts
+++ b/packages/components/nodes/llms/HuggingFaceInference/HuggingFaceInference.ts
@@ -101,8 +101,8 @@ class HuggingFaceInference_LLMs implements INode {
 
         if (temperature) obj.temperature = parseFloat(temperature)
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
-        if (hfTopK) obj.topK = parseInt(hfTopK, 10)
+        if (topP) obj.topP = parseFloat(topP)
+        if (hfTopK) obj.topK = parseFloat(hfTopK)
         if (frequencyPenalty) obj.frequencyPenalty = parseInt(frequencyPenalty, 10)
         if (endpoint) obj.endpoint = endpoint
 
diff --git a/packages/components/nodes/llms/OpenAI/OpenAI.ts b/packages/components/nodes/llms/OpenAI/OpenAI.ts
index b0af867d6c0..1bf7486e81f 100644
--- a/packages/components/nodes/llms/OpenAI/OpenAI.ts
+++ b/packages/components/nodes/llms/OpenAI/OpenAI.ts
@@ -139,7 +139,7 @@ class OpenAI_LLMs implements INode {
         }
 
         if (maxTokens) obj.maxTokens = parseInt(maxTokens, 10)
-        if (topP) obj.topP = parseInt(topP, 10)
+        if (topP) obj.topP = parseFloat(topP)
         if (frequencyPenalty) obj.frequencyPenalty = parseInt(frequencyPenalty, 10)
         if (presencePenalty) obj.presencePenalty = parseInt(presencePenalty, 10)
         if (timeout) obj.timeout = parseInt(timeout, 10)
diff --git a/packages/components/nodes/vectorstores/Chroma_Existing/Chroma_Existing.ts b/packages/components/nodes/vectorstores/Chroma_Existing/Chroma_Existing.ts
index 3ce93e87279..e5dfe03e1b1 100644
--- a/packages/components/nodes/vectorstores/Chroma_Existing/Chroma_Existing.ts
+++ b/packages/components/nodes/vectorstores/Chroma_Existing/Chroma_Existing.ts
@@ -69,7 +69,7 @@ class Chroma_Existing_VectorStores implements INode {
         const chromaURL = nodeData.inputs?.chromaURL as string
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const obj: {
             collectionName: string
diff --git a/packages/components/nodes/vectorstores/Chroma_Upsert/Chroma_Upsert.ts b/packages/components/nodes/vectorstores/Chroma_Upsert/Chroma_Upsert.ts
index f32fbb6712e..26f3c222833 100644
--- a/packages/components/nodes/vectorstores/Chroma_Upsert/Chroma_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Chroma_Upsert/Chroma_Upsert.ts
@@ -78,7 +78,7 @@ class ChromaUpsert_VectorStores implements INode {
         const chromaURL = nodeData.inputs?.chromaURL as string
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const flattenDocs = docs && docs.length ? flatten(docs) : []
         const finalDocs = []
diff --git a/packages/components/nodes/vectorstores/Faiss_Existing/Faiss_Existing.ts b/packages/components/nodes/vectorstores/Faiss_Existing/Faiss_Existing.ts
index 6dd18594814..f3030305e5c 100644
--- a/packages/components/nodes/vectorstores/Faiss_Existing/Faiss_Existing.ts
+++ b/packages/components/nodes/vectorstores/Faiss_Existing/Faiss_Existing.ts
@@ -64,7 +64,7 @@ class Faiss_Existing_VectorStores implements INode {
         const basePath = nodeData.inputs?.basePath as string
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const vectorStore = await FaissStore.load(basePath, embeddings)
 
diff --git a/packages/components/nodes/vectorstores/Faiss_Upsert/Faiss_Upsert.ts b/packages/components/nodes/vectorstores/Faiss_Upsert/Faiss_Upsert.ts
index 5e5f9028c5f..e0fd9a52503 100644
--- a/packages/components/nodes/vectorstores/Faiss_Upsert/Faiss_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Faiss_Upsert/Faiss_Upsert.ts
@@ -73,7 +73,7 @@ class FaissUpsert_VectorStores implements INode {
         const output = nodeData.outputs?.output as string
         const basePath = nodeData.inputs?.basePath as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const flattenDocs = docs && docs.length ? flatten(docs) : []
         const finalDocs = []
diff --git a/packages/components/nodes/vectorstores/InMemory/InMemoryVectorStore.ts b/packages/components/nodes/vectorstores/InMemory/InMemoryVectorStore.ts
index 32a785a5f39..ac6ed0b2a88 100644
--- a/packages/components/nodes/vectorstores/InMemory/InMemoryVectorStore.ts
+++ b/packages/components/nodes/vectorstores/InMemory/InMemoryVectorStore.ts
@@ -64,7 +64,7 @@ class InMemoryVectorStore_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const flattenDocs = docs && docs.length ? flatten(docs) : []
         const finalDocs = []
diff --git a/packages/components/nodes/vectorstores/OpenSearch_Existing/OpenSearch_existing.ts b/packages/components/nodes/vectorstores/OpenSearch_Existing/OpenSearch_existing.ts
index 7aeac91928c..e0f05aade66 100644
--- a/packages/components/nodes/vectorstores/OpenSearch_Existing/OpenSearch_existing.ts
+++ b/packages/components/nodes/vectorstores/OpenSearch_Existing/OpenSearch_existing.ts
@@ -70,7 +70,7 @@ class OpenSearch_Existing_VectorStores implements INode {
         const indexName = nodeData.inputs?.indexName as string
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const client = new Client({
             nodes: [opensearchURL]
diff --git a/packages/components/nodes/vectorstores/OpenSearch_Upsert/OpenSearch_Upsert.ts b/packages/components/nodes/vectorstores/OpenSearch_Upsert/OpenSearch_Upsert.ts
index 8d54392b0e7..c225f74ac30 100644
--- a/packages/components/nodes/vectorstores/OpenSearch_Upsert/OpenSearch_Upsert.ts
+++ b/packages/components/nodes/vectorstores/OpenSearch_Upsert/OpenSearch_Upsert.ts
@@ -79,7 +79,7 @@ class OpenSearchUpsert_VectorStores implements INode {
         const indexName = nodeData.inputs?.indexName as string
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const flattenDocs = docs && docs.length ? flatten(docs) : []
         const finalDocs = []
diff --git a/packages/components/nodes/vectorstores/Pinecone_Existing/Pinecone_Existing.ts b/packages/components/nodes/vectorstores/Pinecone_Existing/Pinecone_Existing.ts
index e57da39621a..39e9f4414fb 100644
--- a/packages/components/nodes/vectorstores/Pinecone_Existing/Pinecone_Existing.ts
+++ b/packages/components/nodes/vectorstores/Pinecone_Existing/Pinecone_Existing.ts
@@ -92,7 +92,7 @@ class Pinecone_Existing_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const client = new PineconeClient()
         await client.init({
diff --git a/packages/components/nodes/vectorstores/Pinecone_Upsert/Pinecone_Upsert.ts b/packages/components/nodes/vectorstores/Pinecone_Upsert/Pinecone_Upsert.ts
index ad1767c25be..136ccec21ec 100644
--- a/packages/components/nodes/vectorstores/Pinecone_Upsert/Pinecone_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Pinecone_Upsert/Pinecone_Upsert.ts
@@ -93,7 +93,7 @@ class PineconeUpsert_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const client = new PineconeClient()
         await client.init({
diff --git a/packages/components/nodes/vectorstores/Qdrant_Existing/Qdrant_Existing.ts b/packages/components/nodes/vectorstores/Qdrant_Existing/Qdrant_Existing.ts
index f1eef8f9027..2dea97253e5 100644
--- a/packages/components/nodes/vectorstores/Qdrant_Existing/Qdrant_Existing.ts
+++ b/packages/components/nodes/vectorstores/Qdrant_Existing/Qdrant_Existing.ts
@@ -85,7 +85,7 @@ class Qdrant_Existing_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         // connect to Qdrant Cloud
         const client = new QdrantClient({
diff --git a/packages/components/nodes/vectorstores/Qdrant_Upsert/Qdrant_Upsert.ts b/packages/components/nodes/vectorstores/Qdrant_Upsert/Qdrant_Upsert.ts
index dae1d31d688..4f1ce91b1d9 100644
--- a/packages/components/nodes/vectorstores/Qdrant_Upsert/Qdrant_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Qdrant_Upsert/Qdrant_Upsert.ts
@@ -86,7 +86,7 @@ class QdrantUpsert_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         // connect to Qdrant Cloud
         const client = new QdrantClient({
diff --git a/packages/components/nodes/vectorstores/Singlestore_Existing/Singlestore_Existing.ts b/packages/components/nodes/vectorstores/Singlestore_Existing/Singlestore_Existing.ts
index 1b37a4008ec..25be06e7bff 100644
--- a/packages/components/nodes/vectorstores/Singlestore_Existing/Singlestore_Existing.ts
+++ b/packages/components/nodes/vectorstores/Singlestore_Existing/Singlestore_Existing.ts
@@ -121,7 +121,7 @@ class SingleStoreExisting_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         let vectorStore: SingleStoreVectorStore
 
diff --git a/packages/components/nodes/vectorstores/Singlestore_Upsert/Singlestore_Upsert.ts b/packages/components/nodes/vectorstores/Singlestore_Upsert/Singlestore_Upsert.ts
index eb00381d201..8847552969c 100644
--- a/packages/components/nodes/vectorstores/Singlestore_Upsert/Singlestore_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Singlestore_Upsert/Singlestore_Upsert.ts
@@ -130,7 +130,7 @@ class SingleStoreUpsert_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const flattenDocs = docs && docs.length ? flatten(docs) : []
         const finalDocs = []
diff --git a/packages/components/nodes/vectorstores/Supabase_Existing/Supabase_Exisiting.ts b/packages/components/nodes/vectorstores/Supabase_Existing/Supabase_Exisiting.ts
index 173660caef0..08cf7ce4882 100644
--- a/packages/components/nodes/vectorstores/Supabase_Existing/Supabase_Exisiting.ts
+++ b/packages/components/nodes/vectorstores/Supabase_Existing/Supabase_Exisiting.ts
@@ -89,7 +89,7 @@ class Supabase_Existing_VectorStores implements INode {
         const supabaseMetadataFilter = nodeData.inputs?.supabaseMetadataFilter
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const client = createClient(supabaseProjUrl, supabaseApiKey)
 
diff --git a/packages/components/nodes/vectorstores/Supabase_Upsert/Supabase_Upsert.ts b/packages/components/nodes/vectorstores/Supabase_Upsert/Supabase_Upsert.ts
index 69997a56345..92398476cba 100644
--- a/packages/components/nodes/vectorstores/Supabase_Upsert/Supabase_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Supabase_Upsert/Supabase_Upsert.ts
@@ -90,7 +90,7 @@ class SupabaseUpsert_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const client = createClient(supabaseProjUrl, supabaseApiKey)
 
diff --git a/packages/components/nodes/vectorstores/Weaviate_Existing/Weaviate_Existing.ts b/packages/components/nodes/vectorstores/Weaviate_Existing/Weaviate_Existing.ts
index 595691bdc4a..0fa89e494f4 100644
--- a/packages/components/nodes/vectorstores/Weaviate_Existing/Weaviate_Existing.ts
+++ b/packages/components/nodes/vectorstores/Weaviate_Existing/Weaviate_Existing.ts
@@ -114,7 +114,7 @@ class Weaviate_Existing_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const clientConfig: any = {
             scheme: weaviateScheme,
diff --git a/packages/components/nodes/vectorstores/Weaviate_Upsert/Weaviate_Upsert.ts b/packages/components/nodes/vectorstores/Weaviate_Upsert/Weaviate_Upsert.ts
index 061374263f3..9565d8a2beb 100644
--- a/packages/components/nodes/vectorstores/Weaviate_Upsert/Weaviate_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Weaviate_Upsert/Weaviate_Upsert.ts
@@ -123,7 +123,7 @@ class WeaviateUpsert_VectorStores implements INode {
         const embeddings = nodeData.inputs?.embeddings as Embeddings
         const output = nodeData.outputs?.output as string
         const topK = nodeData.inputs?.topK as string
-        const k = topK ? parseInt(topK, 10) : 4
+        const k = topK ? parseFloat(topK) : 4
 
         const clientConfig: any = {
             scheme: weaviateScheme,