diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 000000000..0bb75f73d
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+*.onnx filter=lfs diff=lfs merge=lfs -text
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index 645820383..c8a1e2caf 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -23,7 +23,7 @@ Please provide a relevant code snippets to reproduce this bug.
A clear and concise description of what you expected to happen.
**Please complete the following information:**
-- LangChain4j version: e.g. 0.16.0
+- LangChain4j version: e.g. 0.17.0
- Java version: e.g. 11
- Spring Boot version (if applicable): e.g. 2.7.13
diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index 171a72fb6..d9efb6abb 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -7,14 +7,20 @@ jobs:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
+
+ - name: Pull LFS files
+ run: git lfs pull
+
- name: Set up JDK 8
uses: actions/setup-java@v3
with:
java-version: '8'
distribution: 'temurin'
+
- name: Test
run: mvn --batch-mode test
+
# For checking some compliance things (require a recent JDK due to plugins so in a separate step)
compliance:
runs-on: ubuntu-latest
diff --git a/langchain4j-core/pom.xml b/langchain4j-core/pom.xml
index eb4dd0260..195d29180 100644
--- a/langchain4j-core/pom.xml
+++ b/langchain4j-core/pom.xml
@@ -7,7 +7,7 @@
dev.langchain4j
langchain4j-parent
- 0.16.0
+ 0.17.0
../langchain4j-parent/pom.xml
diff --git a/langchain4j-core/src/main/java/dev/langchain4j/model/embedding/EmbeddingModel.java b/langchain4j-core/src/main/java/dev/langchain4j/model/embedding/EmbeddingModel.java
index d7794bec5..d42ccb980 100644
--- a/langchain4j-core/src/main/java/dev/langchain4j/model/embedding/EmbeddingModel.java
+++ b/langchain4j-core/src/main/java/dev/langchain4j/model/embedding/EmbeddingModel.java
@@ -1,15 +1,21 @@
package dev.langchain4j.model.embedding;
-import dev.langchain4j.data.segment.TextSegment;
import dev.langchain4j.data.embedding.Embedding;
+import dev.langchain4j.data.segment.TextSegment;
import java.util.List;
+import static java.util.Collections.singletonList;
+
public interface EmbeddingModel {
- Embedding embed(String text);
+ default Embedding embed(String text) {
+ return embed(TextSegment.from(text));
+ }
- Embedding embed(TextSegment textSegment);
+ default Embedding embed(TextSegment textSegment) {
+ return embedAll(singletonList(textSegment)).get(0);
+ }
List embedAll(List textSegments);
}
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/pom.xml b/langchain4j-embeddings-all-minilm-l6-v2-q/pom.xml
new file mode 100644
index 000000000..4bf04c301
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/pom.xml
@@ -0,0 +1,63 @@
+
+
+ 4.0.0
+
+
+ dev.langchain4j
+ langchain4j-parent
+ 0.17.0
+ ../langchain4j-parent/pom.xml
+
+
+ langchain4j-embeddings-all-minilm-l6-v2-q
+ jar
+
+ langchain4j-embeddings-all-minilm-l6-v2-q
+ In-process all-minilm-l6-v2 (quantized) embedding model
+
+
+
+
+ dev.langchain4j
+ langchain4j-core
+ 0.17.0
+
+
+
+ dev.langchain4j
+ langchain4j-embeddings
+ 0.17.0
+
+
+
+ org.junit.jupiter
+ junit-jupiter-engine
+ test
+
+
+
+ org.junit.jupiter
+ junit-jupiter-params
+ test
+
+
+
+ org.assertj
+ assertj-core
+ test
+
+
+
+
+
+
+ Apache-2.0
+ https://www.apache.org/licenses/LICENSE-2.0.txt
+ repo
+ A business-friendly OSS license
+
+
+
+
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModel.java b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModel.java
new file mode 100644
index 000000000..1fc82280a
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModel.java
@@ -0,0 +1,14 @@
+package dev.langchain4j.model.embedding;
+
+public class ALL_MINILM_L6_V2_Q_EmbeddingModel extends AbstractInProcessEmbeddingModel {
+
+ private static final OnnxEmbeddingModel model = new OnnxEmbeddingModel(
+ "/all-minilm-l6-v2-q.onnx",
+ "/vocab.txt"
+ );
+
+ @Override
+ protected OnnxEmbeddingModel model() {
+ return model;
+ }
+}
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/README b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/README
new file mode 100644
index 000000000..196e6528a
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/README
@@ -0,0 +1,5 @@
+Model card:
+https://huggingface.co/Xenova/all-MiniLM-L6-v2
+
+Model file:
+https://huggingface.co/Xenova/all-MiniLM-L6-v2/blob/main/onnx/model_quantized.onnx
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/all-minilm-l6-v2-q.onnx b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/all-minilm-l6-v2-q.onnx
new file mode 100644
index 000000000..bdb02d11c
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/all-minilm-l6-v2-q.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afdb6f1a0e45b715d0bb9b11772f032c399babd23bfc31fed1c170afc848bdb1
+size 22972370
diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/vocab.txt b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/vocab.txt
new file mode 100644
index 000000000..fb140275c
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/src/main/resources/vocab.txt
@@ -0,0 +1,30522 @@
+[PAD]
+[unused0]
+[unused1]
+[unused2]
+[unused3]
+[unused4]
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+[unused9]
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+[unused20]
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+[unused27]
+[unused28]
+[unused29]
+[unused30]
+[unused31]
+[unused32]
+[unused33]
+[unused34]
+[unused35]
+[unused36]
+[unused37]
+[unused38]
+[unused39]
+[unused40]
+[unused41]
+[unused42]
+[unused43]
+[unused44]
+[unused45]
+[unused46]
+[unused47]
+[unused48]
+[unused49]
+[unused50]
+[unused51]
+[unused52]
+[unused53]
+[unused54]
+[unused55]
+[unused56]
+[unused57]
+[unused58]
+[unused59]
+[unused60]
+[unused61]
+[unused62]
+[unused63]
+[unused64]
+[unused65]
+[unused66]
+[unused67]
+[unused68]
+[unused69]
+[unused70]
+[unused71]
+[unused72]
+[unused73]
+[unused74]
+[unused75]
+[unused76]
+[unused77]
+[unused78]
+[unused79]
+[unused80]
+[unused81]
+[unused82]
+[unused83]
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diff --git a/langchain4j-embeddings-all-minilm-l6-v2-q/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModelTest.java b/langchain4j-embeddings-all-minilm-l6-v2-q/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModelTest.java
new file mode 100644
index 000000000..032cc76c3
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2-q/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_Q_EmbeddingModelTest.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.model.embedding;
+
+import dev.langchain4j.data.embedding.Embedding;
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+class ALL_MINILM_L6_V2_Q_EmbeddingModelTest {
+
+ @Test
+ void should_embed() {
+
+ EmbeddingModel model = new ALL_MINILM_L6_V2_Q_EmbeddingModel();
+
+ Embedding first = model.embed("hi");
+ assertThat(first.vector()).hasSize(384);
+
+ Embedding second = model.embed("hello");
+ assertThat(second.vector()).hasSize(384);
+
+ assertThat(Similarity.cosine(first.vector(), second.vector())).isGreaterThan(0.8);
+ }
+}
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/pom.xml b/langchain4j-embeddings-all-minilm-l6-v2/pom.xml
new file mode 100644
index 000000000..cddf1effb
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/pom.xml
@@ -0,0 +1,63 @@
+
+
+ 4.0.0
+
+
+ dev.langchain4j
+ langchain4j-parent
+ 0.17.0
+ ../langchain4j-parent/pom.xml
+
+
+ langchain4j-embeddings-all-minilm-l6-v2
+ jar
+
+ langchain4j-embeddings-all-minilm-l6-v2
+ In-process all-minilm-l6-v2 embedding model
+
+
+
+
+ dev.langchain4j
+ langchain4j-core
+ 0.17.0
+
+
+
+ dev.langchain4j
+ langchain4j-embeddings
+ 0.17.0
+
+
+
+ org.junit.jupiter
+ junit-jupiter-engine
+ test
+
+
+
+ org.junit.jupiter
+ junit-jupiter-params
+ test
+
+
+
+ org.assertj
+ assertj-core
+ test
+
+
+
+
+
+
+ Apache-2.0
+ https://www.apache.org/licenses/LICENSE-2.0.txt
+ repo
+ A business-friendly OSS license
+
+
+
+
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModel.java b/langchain4j-embeddings-all-minilm-l6-v2/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModel.java
new file mode 100644
index 000000000..bf289306f
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/src/main/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModel.java
@@ -0,0 +1,14 @@
+package dev.langchain4j.model.embedding;
+
+public class ALL_MINILM_L6_V2_EmbeddingModel extends AbstractInProcessEmbeddingModel {
+
+ private static final OnnxEmbeddingModel model = new OnnxEmbeddingModel(
+ "/all-minilm-l6-v2.onnx",
+ "/vocab.txt"
+ );
+
+ @Override
+ protected OnnxEmbeddingModel model() {
+ return model;
+ }
+}
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/README b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/README
new file mode 100644
index 000000000..478fa72ef
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/README
@@ -0,0 +1,5 @@
+Model card:
+https://huggingface.co/Xenova/all-MiniLM-L6-v2
+
+Model file:
+https://huggingface.co/Xenova/all-MiniLM-L6-v2/blob/main/onnx/model.onnx
\ No newline at end of file
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/all-minilm-l6-v2.onnx b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/all-minilm-l6-v2.onnx
new file mode 100644
index 000000000..f3ffeb56a
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/all-minilm-l6-v2.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca46f1a88a9c6e61b918af1ab38be3e7903b986616551f0a6f10a7ecc5730cd4
+size 90984153
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/vocab.txt b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/vocab.txt
new file mode 100644
index 000000000..fb140275c
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/src/main/resources/vocab.txt
@@ -0,0 +1,30522 @@
+[PAD]
+[unused0]
+[unused1]
+[unused2]
+[unused3]
+[unused4]
+[unused5]
+[unused6]
+[unused7]
+[unused8]
+[unused9]
+[unused10]
+[unused11]
+[unused12]
+[unused13]
+[unused14]
+[unused15]
+[unused16]
+[unused17]
+[unused18]
+[unused19]
+[unused20]
+[unused21]
+[unused22]
+[unused23]
+[unused24]
+[unused25]
+[unused26]
+[unused27]
+[unused28]
+[unused29]
+[unused30]
+[unused31]
+[unused32]
+[unused33]
+[unused34]
+[unused35]
+[unused36]
+[unused37]
+[unused38]
+[unused39]
+[unused40]
+[unused41]
+[unused42]
+[unused43]
+[unused44]
+[unused45]
+[unused46]
+[unused47]
+[unused48]
+[unused49]
+[unused50]
+[unused51]
+[unused52]
+[unused53]
+[unused54]
+[unused55]
+[unused56]
+[unused57]
+[unused58]
+[unused59]
+[unused60]
+[unused61]
+[unused62]
+[unused63]
+[unused64]
+[unused65]
+[unused66]
+[unused67]
+[unused68]
+[unused69]
+[unused70]
+[unused71]
+[unused72]
+[unused73]
+[unused74]
+[unused75]
+[unused76]
+[unused77]
+[unused78]
+[unused79]
+[unused80]
+[unused81]
+[unused82]
+[unused83]
+[unused84]
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+##男
+##疒
+##発
+##白
+##的
+##皇
+##目
+##相
+##省
+##真
+##石
+##示
+##社
+##神
+##福
+##禾
+##秀
+##秋
+##空
+##立
+##章
+##竹
+##糹
+##美
+##義
+##耳
+##良
+##艹
+##花
+##英
+##華
+##葉
+##藤
+##行
+##街
+##西
+##見
+##訁
+##語
+##谷
+##貝
+##貴
+##車
+##軍
+##辶
+##道
+##郎
+##郡
+##部
+##都
+##里
+##野
+##金
+##鈴
+##镇
+##長
+##門
+##間
+##阝
+##阿
+##陳
+##陽
+##雄
+##青
+##面
+##風
+##食
+##香
+##馬
+##高
+##龍
+##龸
+##fi
+##fl
+##!
+##(
+##)
+##,
+##-
+##.
+##/
+##:
+##?
+##~
diff --git a/langchain4j-embeddings-all-minilm-l6-v2/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModelTest.java b/langchain4j-embeddings-all-minilm-l6-v2/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModelTest.java
new file mode 100644
index 000000000..cb3f8976b
--- /dev/null
+++ b/langchain4j-embeddings-all-minilm-l6-v2/src/test/java/dev/langchain4j/model/embedding/ALL_MINILM_L6_V2_EmbeddingModelTest.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.model.embedding;
+
+import dev.langchain4j.data.embedding.Embedding;
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+class ALL_MINILM_L6_V2_EmbeddingModelTest {
+
+ @Test
+ void should_embed() {
+
+ EmbeddingModel model = new ALL_MINILM_L6_V2_EmbeddingModel();
+
+ Embedding first = model.embed("hi");
+ assertThat(first.vector()).hasSize(384);
+
+ Embedding second = model.embed("hello");
+ assertThat(second.vector()).hasSize(384);
+
+ assertThat(Similarity.cosine(first.vector(), second.vector())).isGreaterThan(0.8);
+ }
+}
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2-q/pom.xml b/langchain4j-embeddings-e5-small-v2-q/pom.xml
new file mode 100644
index 000000000..a0657e4d6
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/pom.xml
@@ -0,0 +1,63 @@
+
+
+ 4.0.0
+
+
+ dev.langchain4j
+ langchain4j-parent
+ 0.17.0
+ ../langchain4j-parent/pom.xml
+
+
+ langchain4j-embeddings-e5-small-v2-q
+ jar
+
+ langchain4j-embeddings-e5-small-v2-q
+ In-process e5-small-v2 (quantized) embedding model
+
+
+
+
+ dev.langchain4j
+ langchain4j-core
+ 0.17.0
+
+
+
+ dev.langchain4j
+ langchain4j-embeddings
+ 0.17.0
+
+
+
+ org.junit.jupiter
+ junit-jupiter-engine
+ test
+
+
+
+ org.junit.jupiter
+ junit-jupiter-params
+ test
+
+
+
+ org.assertj
+ assertj-core
+ test
+
+
+
+
+
+
+ Apache-2.0
+ https://www.apache.org/licenses/LICENSE-2.0.txt
+ repo
+ A business-friendly OSS license
+
+
+
+
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2-q/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModel.java b/langchain4j-embeddings-e5-small-v2-q/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModel.java
new file mode 100644
index 000000000..c2e7db312
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModel.java
@@ -0,0 +1,14 @@
+package dev.langchain4j.model.embedding;
+
+public class E5_SMALL_V2_Q_EmbeddingModel extends AbstractInProcessEmbeddingModel {
+
+ private static final OnnxEmbeddingModel model = new OnnxEmbeddingModel(
+ "/e5-small-v2-q.onnx",
+ "/vocab.txt"
+ );
+
+ @Override
+ protected OnnxEmbeddingModel model() {
+ return model;
+ }
+}
diff --git a/langchain4j-embeddings-e5-small-v2-q/src/main/resources/README b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/README
new file mode 100644
index 000000000..67a27989c
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/README
@@ -0,0 +1,5 @@
+Model card:
+https://huggingface.co/Xenova/e5-small-v2
+
+Model file:
+https://huggingface.co/Xenova/e5-small-v2/resolve/main/onnx/model_quantized.onnx
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2-q/src/main/resources/e5-small-v2-q.onnx b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/e5-small-v2-q.onnx
new file mode 100644
index 000000000..5e072decd
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/e5-small-v2-q.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d9092cb25f2bd1c023b7e8d2aa459044a02030ac880e5a59fdaf27af69f1ded
+size 34014367
diff --git a/langchain4j-embeddings-e5-small-v2-q/src/main/resources/vocab.txt b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/vocab.txt
new file mode 100644
index 000000000..fb140275c
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/src/main/resources/vocab.txt
@@ -0,0 +1,30522 @@
+[PAD]
+[unused0]
+[unused1]
+[unused2]
+[unused3]
+[unused4]
+[unused5]
+[unused6]
+[unused7]
+[unused8]
+[unused9]
+[unused10]
+[unused11]
+[unused12]
+[unused13]
+[unused14]
+[unused15]
+[unused16]
+[unused17]
+[unused18]
+[unused19]
+[unused20]
+[unused21]
+[unused22]
+[unused23]
+[unused24]
+[unused25]
+[unused26]
+[unused27]
+[unused28]
+[unused29]
+[unused30]
+[unused31]
+[unused32]
+[unused33]
+[unused34]
+[unused35]
+[unused36]
+[unused37]
+[unused38]
+[unused39]
+[unused40]
+[unused41]
+[unused42]
+[unused43]
+[unused44]
+[unused45]
+[unused46]
+[unused47]
+[unused48]
+[unused49]
+[unused50]
+[unused51]
+[unused52]
+[unused53]
+[unused54]
+[unused55]
+[unused56]
+[unused57]
+[unused58]
+[unused59]
+[unused60]
+[unused61]
+[unused62]
+[unused63]
+[unused64]
+[unused65]
+[unused66]
+[unused67]
+[unused68]
+[unused69]
+[unused70]
+[unused71]
+[unused72]
+[unused73]
+[unused74]
+[unused75]
+[unused76]
+[unused77]
+[unused78]
+[unused79]
+[unused80]
+[unused81]
+[unused82]
+[unused83]
+[unused84]
+[unused85]
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diff --git a/langchain4j-embeddings-e5-small-v2-q/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModelTest.java b/langchain4j-embeddings-e5-small-v2-q/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModelTest.java
new file mode 100644
index 000000000..45fcf64e8
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2-q/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_Q_EmbeddingModelTest.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.model.embedding;
+
+import dev.langchain4j.data.embedding.Embedding;
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+class E5_SMALL_V2_Q_EmbeddingModelTest {
+
+ @Test
+ void should_embed() {
+
+ EmbeddingModel model = new E5_SMALL_V2_Q_EmbeddingModel();
+
+ Embedding first = model.embed("hi");
+ assertThat(first.vector()).hasSize(384);
+
+ Embedding second = model.embed("hello");
+ assertThat(second.vector()).hasSize(384);
+
+ assertThat(Similarity.cosine(first.vector(), second.vector())).isGreaterThan(0.95);
+ }
+}
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2/pom.xml b/langchain4j-embeddings-e5-small-v2/pom.xml
new file mode 100644
index 000000000..17802a14f
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/pom.xml
@@ -0,0 +1,63 @@
+
+
+ 4.0.0
+
+
+ dev.langchain4j
+ langchain4j-parent
+ 0.17.0
+ ../langchain4j-parent/pom.xml
+
+
+ langchain4j-embeddings-e5-small-v2
+ jar
+
+ langchain4j-embeddings-e5-small-v2
+ In-process e5-small-v2 embedding model
+
+
+
+
+ dev.langchain4j
+ langchain4j-core
+ 0.17.0
+
+
+
+ dev.langchain4j
+ langchain4j-embeddings
+ 0.17.0
+
+
+
+ org.junit.jupiter
+ junit-jupiter-engine
+ test
+
+
+
+ org.junit.jupiter
+ junit-jupiter-params
+ test
+
+
+
+ org.assertj
+ assertj-core
+ test
+
+
+
+
+
+
+ Apache-2.0
+ https://www.apache.org/licenses/LICENSE-2.0.txt
+ repo
+ A business-friendly OSS license
+
+
+
+
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModel.java b/langchain4j-embeddings-e5-small-v2/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModel.java
new file mode 100644
index 000000000..477594f53
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/src/main/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModel.java
@@ -0,0 +1,14 @@
+package dev.langchain4j.model.embedding;
+
+public class E5_SMALL_V2_EmbeddingModel extends AbstractInProcessEmbeddingModel {
+
+ private static final OnnxEmbeddingModel model = new OnnxEmbeddingModel(
+ "/e5-small-v2.onnx",
+ "/vocab.txt"
+ );
+
+ @Override
+ protected OnnxEmbeddingModel model() {
+ return model;
+ }
+}
diff --git a/langchain4j-embeddings-e5-small-v2/src/main/resources/README b/langchain4j-embeddings-e5-small-v2/src/main/resources/README
new file mode 100644
index 000000000..c77b2c03d
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/src/main/resources/README
@@ -0,0 +1,5 @@
+Model card:
+https://huggingface.co/Xenova/e5-small-v2
+
+Model file:
+https://huggingface.co/Xenova/e5-small-v2/resolve/main/onnx/model.onnx
\ No newline at end of file
diff --git a/langchain4j-embeddings-e5-small-v2/src/main/resources/e5-small-v2.onnx b/langchain4j-embeddings-e5-small-v2/src/main/resources/e5-small-v2.onnx
new file mode 100644
index 000000000..8fb592073
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/src/main/resources/e5-small-v2.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2a43b66f7f9b6f29643a21340ad7c03d2d91e6bd5d43429a77799a9ee880eb0
+size 133093467
diff --git a/langchain4j-embeddings-e5-small-v2/src/main/resources/vocab.txt b/langchain4j-embeddings-e5-small-v2/src/main/resources/vocab.txt
new file mode 100644
index 000000000..fb140275c
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/src/main/resources/vocab.txt
@@ -0,0 +1,30522 @@
+[PAD]
+[unused0]
+[unused1]
+[unused2]
+[unused3]
+[unused4]
+[unused5]
+[unused6]
+[unused7]
+[unused8]
+[unused9]
+[unused10]
+[unused11]
+[unused12]
+[unused13]
+[unused14]
+[unused15]
+[unused16]
+[unused17]
+[unused18]
+[unused19]
+[unused20]
+[unused21]
+[unused22]
+[unused23]
+[unused24]
+[unused25]
+[unused26]
+[unused27]
+[unused28]
+[unused29]
+[unused30]
+[unused31]
+[unused32]
+[unused33]
+[unused34]
+[unused35]
+[unused36]
+[unused37]
+[unused38]
+[unused39]
+[unused40]
+[unused41]
+[unused42]
+[unused43]
+[unused44]
+[unused45]
+[unused46]
+[unused47]
+[unused48]
+[unused49]
+[unused50]
+[unused51]
+[unused52]
+[unused53]
+[unused54]
+[unused55]
+[unused56]
+[unused57]
+[unused58]
+[unused59]
+[unused60]
+[unused61]
+[unused62]
+[unused63]
+[unused64]
+[unused65]
+[unused66]
+[unused67]
+[unused68]
+[unused69]
+[unused70]
+[unused71]
+[unused72]
+[unused73]
+[unused74]
+[unused75]
+[unused76]
+[unused77]
+[unused78]
+[unused79]
+[unused80]
+[unused81]
+[unused82]
+[unused83]
+[unused84]
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+[UNK]
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+##門
+##間
+##阝
+##阿
+##陳
+##陽
+##雄
+##青
+##面
+##風
+##食
+##香
+##馬
+##高
+##龍
+##龸
+##fi
+##fl
+##!
+##(
+##)
+##,
+##-
+##.
+##/
+##:
+##?
+##~
diff --git a/langchain4j-embeddings-e5-small-v2/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModelTest.java b/langchain4j-embeddings-e5-small-v2/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModelTest.java
new file mode 100644
index 000000000..302e0acec
--- /dev/null
+++ b/langchain4j-embeddings-e5-small-v2/src/test/java/dev/langchain4j/model/embedding/E5_SMALL_V2_EmbeddingModelTest.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.model.embedding;
+
+import dev.langchain4j.data.embedding.Embedding;
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+class E5_SMALL_V2_EmbeddingModelTest {
+
+ @Test
+ void should_embed() {
+
+ EmbeddingModel model = new E5_SMALL_V2_EmbeddingModel();
+
+ Embedding first = model.embed("hi");
+ assertThat(first.vector()).hasSize(384);
+
+ Embedding second = model.embed("hello");
+ assertThat(second.vector()).hasSize(384);
+
+ assertThat(Similarity.cosine(first.vector(), second.vector())).isGreaterThan(0.95);
+ }
+}
\ No newline at end of file
diff --git a/langchain4j-embeddings/pom.xml b/langchain4j-embeddings/pom.xml
new file mode 100644
index 000000000..38345b536
--- /dev/null
+++ b/langchain4j-embeddings/pom.xml
@@ -0,0 +1,51 @@
+
+
+ 4.0.0
+
+
+ dev.langchain4j
+ langchain4j-parent
+ 0.17.0
+ ../langchain4j-parent/pom.xml
+
+
+ langchain4j-embeddings
+ jar
+
+ langchain4j-embeddings
+ Common functionality for other langchain4j-embeddings-xxx modules
+
+
+
+
+ dev.langchain4j
+ langchain4j-core
+ 0.17.0
+
+
+
+ com.microsoft.onnxruntime
+ onnxruntime
+ 1.15.1
+
+
+
+ ai.djl
+ api
+ 0.23.0
+
+
+
+
+
+
+ Apache-2.0
+ https://www.apache.org/licenses/LICENSE-2.0.txt
+ repo
+ A business-friendly OSS license
+
+
+
+
\ No newline at end of file
diff --git a/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/AbstractInProcessEmbeddingModel.java b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/AbstractInProcessEmbeddingModel.java
new file mode 100644
index 000000000..293a9634f
--- /dev/null
+++ b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/AbstractInProcessEmbeddingModel.java
@@ -0,0 +1,23 @@
+package dev.langchain4j.model.embedding;
+
+import dev.langchain4j.data.embedding.Embedding;
+import dev.langchain4j.data.segment.TextSegment;
+
+import java.util.List;
+
+import static java.util.stream.Collectors.toList;
+
+public abstract class AbstractInProcessEmbeddingModel implements EmbeddingModel {
+
+ protected abstract OnnxEmbeddingModel model();
+
+ @Override
+ public List embedAll(List segments) {
+ return segments.stream()
+ .map(segment -> {
+ float[] vector = model().embed(segment.text());
+ return Embedding.from(vector);
+ })
+ .collect(toList());
+ }
+}
diff --git a/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/OnnxEmbeddingModel.java b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/OnnxEmbeddingModel.java
new file mode 100644
index 000000000..3088daacc
--- /dev/null
+++ b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/OnnxEmbeddingModel.java
@@ -0,0 +1,150 @@
+package dev.langchain4j.model.embedding;
+
+import ai.djl.modality.nlp.DefaultVocabulary;
+import ai.djl.modality.nlp.bert.BertFullTokenizer;
+import ai.onnxruntime.OnnxTensor;
+import ai.onnxruntime.OrtEnvironment;
+import ai.onnxruntime.OrtException;
+import ai.onnxruntime.OrtSession;
+import ai.onnxruntime.OrtSession.Result;
+
+import java.io.ByteArrayOutputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+import static ai.onnxruntime.OnnxTensor.createTensor;
+import static java.nio.LongBuffer.wrap;
+
+public class OnnxEmbeddingModel {
+
+ private final OrtEnvironment environment;
+ private final OrtSession session;
+ private final DefaultVocabulary vocabulary;
+ private final BertFullTokenizer tokenizer;
+
+ public OnnxEmbeddingModel(String modelFilePath, String vocabularyFilePath) {
+ try {
+ this.environment = OrtEnvironment.getEnvironment();
+ this.session = environment.createSession(loadModel(modelFilePath));
+ this.vocabulary = DefaultVocabulary.builder()
+ .addFromTextFile(getClass().getResource(vocabularyFilePath))
+ .build();
+ this.tokenizer = new BertFullTokenizer(vocabulary, true);
+ } catch (Exception e) {
+ throw new RuntimeException(e);
+ }
+ }
+
+ public float[] embed(String text) {
+ try (Result result = runModel(text)) {
+ return toEmbedding(result);
+ } catch (Exception e) {
+ throw new RuntimeException(e);
+
+ }
+ }
+
+ private Result runModel(String text) throws OrtException {
+
+ List stringTokens = new ArrayList<>();
+ stringTokens.add("[CLS]");
+ stringTokens.addAll(tokenizer.tokenize(text));
+ stringTokens.add("[SEP]");
+
+ // TODO reusable buffers
+ long[] tokens = stringTokens.stream()
+ .mapToLong(vocabulary::getIndex)
+ .toArray();
+
+ long[] attentionMasks = new long[stringTokens.size()];
+ for (int i = 0; i < stringTokens.size(); i++) {
+ attentionMasks[i] = 1L;
+ }
+
+ long[] tokenTypeIds = new long[stringTokens.size()];
+ for (int i = 0; i < stringTokens.size(); i++) {
+ tokenTypeIds[i] = 0L;
+ }
+
+ long[] shape = {1, tokens.length};
+
+ try (
+ OnnxTensor tokensTensor = createTensor(environment, wrap(tokens), shape);
+ OnnxTensor attentionMasksTensor = createTensor(environment, wrap(attentionMasks), shape);
+ OnnxTensor tokenTypeIdsTensor = createTensor(environment, wrap(tokenTypeIds), shape)
+ ) {
+ Map inputs = new HashMap<>();
+ inputs.put("input_ids", tokensTensor);
+ inputs.put("token_type_ids", tokenTypeIdsTensor);
+ inputs.put("attention_mask", attentionMasksTensor);
+
+ return session.run(inputs);
+ }
+ }
+
+ private byte[] loadModel(String modelFilePath) {
+ try (
+ InputStream inputStream = getClass().getResourceAsStream(modelFilePath);
+ ByteArrayOutputStream buffer = new ByteArrayOutputStream()
+ ) {
+ int nRead;
+ byte[] data = new byte[1024];
+
+ while ((nRead = inputStream.read(data, 0, data.length)) != -1) {
+ buffer.write(data, 0, nRead);
+ }
+
+ buffer.flush();
+ return buffer.toByteArray();
+ } catch (IOException e) {
+ throw new RuntimeException(e);
+ }
+ }
+
+ private static float[] toEmbedding(Result result) throws OrtException {
+ float[][] vectors = ((float[][][]) result.get(0).getValue())[0];
+ return normalize(meanPool(vectors));
+ }
+
+ private static float[] meanPool(float[][] vectors) {
+
+ int numVectors = vectors.length;
+ int vectorLength = vectors[0].length;
+
+ float[] averagedVector = new float[vectorLength];
+
+ // TODO ignore [CLS] and [SEP] ?
+ for (int i = 0; i < numVectors; i++) {
+ for (int j = 0; j < vectorLength; j++) {
+ averagedVector[j] += vectors[i][j];
+ }
+ }
+
+ // TODO ignore [CLS] and [SEP] ?
+ for (int j = 0; j < vectorLength; j++) {
+ averagedVector[j] /= numVectors;
+ }
+
+ return averagedVector;
+ }
+
+ private static float[] normalize(float[] vector) {
+
+ float sumSquare = 0;
+ for (float v : vector) {
+ sumSquare += v * v;
+ }
+ float norm = (float) Math.sqrt(sumSquare);
+
+ float[] normalizedVector = new float[vector.length];
+ for (int i = 0; i < vector.length; i++) {
+ normalizedVector[i] = vector[i] / norm;
+ }
+
+ return normalizedVector;
+ }
+}
diff --git a/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/Similarity.java b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/Similarity.java
new file mode 100644
index 000000000..a91a71512
--- /dev/null
+++ b/langchain4j-embeddings/src/main/java/dev/langchain4j/model/embedding/Similarity.java
@@ -0,0 +1,19 @@
+package dev.langchain4j.model.embedding;
+
+public class Similarity {
+
+ public static double cosine(float[] a, float[] b) {
+
+ double dotProduct = 0.0;
+ double normA = 0.0;
+ double normB = 0.0;
+
+ for (int i = 0; i < a.length; i++) {
+ dotProduct += a[i] * b[i];
+ normA += Math.pow(a[i], 2);
+ normB += Math.pow(b[i], 2);
+ }
+
+ return dotProduct / (Math.sqrt(normA) * Math.sqrt(normB));
+ }
+}
diff --git a/langchain4j-parent/pom.xml b/langchain4j-parent/pom.xml
index 84fab0e4e..4affd8ef8 100644
--- a/langchain4j-parent/pom.xml
+++ b/langchain4j-parent/pom.xml
@@ -6,7 +6,7 @@
dev.langchain4j
langchain4j-parent
- 0.16.0
+ 0.17.0
pom
langchain4j parent POM
diff --git a/langchain4j-pinecone/pom.xml b/langchain4j-pinecone/pom.xml
index be0abef6b..b5be8dd2f 100644
--- a/langchain4j-pinecone/pom.xml
+++ b/langchain4j-pinecone/pom.xml
@@ -7,7 +7,7 @@
dev.langchain4j
langchain4j-parent
- 0.16.0
+ 0.17.0
../langchain4j-parent/pom.xml
@@ -23,7 +23,7 @@
dev.langchain4j
langchain4j-core
- 0.16.0
+ 0.17.0
diff --git a/langchain4j-spring-boot-starter/pom.xml b/langchain4j-spring-boot-starter/pom.xml
index a4a082d4a..265650ccd 100644
--- a/langchain4j-spring-boot-starter/pom.xml
+++ b/langchain4j-spring-boot-starter/pom.xml
@@ -7,7 +7,7 @@
dev.langchain4j
langchain4j-parent
- 0.16.0
+ 0.17.0
../langchain4j-parent/pom.xml
@@ -22,7 +22,7 @@
dev.langchain4j
langchain4j
- 0.16.0
+ 0.17.0
diff --git a/langchain4j/pom.xml b/langchain4j/pom.xml
index 8719e9b26..e4527cb63 100644
--- a/langchain4j/pom.xml
+++ b/langchain4j/pom.xml
@@ -7,7 +7,7 @@
dev.langchain4j
langchain4j-parent
- 0.16.0
+ 0.17.0
../langchain4j-parent/pom.xml
@@ -24,7 +24,7 @@
dev.langchain4j
langchain4j-core
- 0.16.0
+ 0.17.0
@@ -37,13 +37,6 @@
jtokkit
-
- dev.langchain4j
- langchain4j-pinecone
- 0.16.0
- true
-
-
org.projectlombok
lombok
diff --git a/langchain4j/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceEmbeddingModel.java b/langchain4j/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceEmbeddingModel.java
index 4e5cc8ef2..bc514f104 100644
--- a/langchain4j/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceEmbeddingModel.java
+++ b/langchain4j/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceEmbeddingModel.java
@@ -9,7 +9,6 @@ import java.time.Duration;
import java.util.List;
import static dev.langchain4j.model.huggingface.HuggingFaceModelName.SENTENCE_TRANSFORMERS_ALL_MINI_LM_L6_V2;
-import static java.util.Collections.singletonList;
import static java.util.stream.Collectors.toList;
public class HuggingFaceEmbeddingModel implements EmbeddingModel {
@@ -32,17 +31,6 @@ public class HuggingFaceEmbeddingModel implements EmbeddingModel {
this.waitForModel = waitForModel == null ? true : waitForModel;
}
- @Override
- public Embedding embed(String text) {
- List embeddings = embedTexts(singletonList(text));
- return embeddings.get(0);
- }
-
- @Override
- public Embedding embed(TextSegment textSegment) {
- return embed(textSegment.text());
- }
-
@Override
public List embedAll(List textSegments) {
diff --git a/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModel.java b/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModel.java
new file mode 100644
index 000000000..fc216b13d
--- /dev/null
+++ b/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModel.java
@@ -0,0 +1,60 @@
+package dev.langchain4j.model.inprocess;
+
+import dev.langchain4j.data.embedding.Embedding;
+import dev.langchain4j.data.segment.TextSegment;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+
+import java.util.List;
+
+import static java.lang.String.format;
+
+/**
+ * This is an embedding model that runs within your Java application's process.
+ * This class serves as a thin wrapper over the actual implementations.
+ * The implementations are located in separate, optional langchain4j-embeddings-xxx modules and are loaded dynamically.
+ * If you wish to use the model XXX, please add the langchain4j-embeddings-xxx dependency to your project.
+ * The model execution is carried out using the ONNX Runtime.
+ */
+public class InProcessEmbeddingModel implements EmbeddingModel {
+
+ private final EmbeddingModel implementation;
+
+ public InProcessEmbeddingModel(InProcessEmbeddingModelType type) {
+ try {
+ implementation = loadDynamically(type);
+ } catch (ClassNotFoundException e) {
+ throw new RuntimeException(getMessage(type), e);
+ } catch (Exception e) {
+ throw new RuntimeException(e);
+ }
+ }
+
+ private static EmbeddingModel loadDynamically(InProcessEmbeddingModelType type) throws Exception {
+ Class> implementationClass = Class.forName(
+ format("dev.langchain4j.model.embedding.%s_EmbeddingModel", type.name()));
+ return (EmbeddingModel) implementationClass.getConstructor().newInstance();
+ }
+
+ private static String getMessage(InProcessEmbeddingModelType type) {
+ return format("To use %s embedding model, please add the following dependency to your project:\n"
+ + "\n"
+ + "Maven:\n"
+ + "\n" +
+ " dev.langchain4j\n" +
+ " langchain4j-embeddings-%s\n" +
+ " 0.17.0\n" +
+ "\n"
+ + "\n"
+ + "Gradle:\n"
+ + "implementation 'dev.langchain4j:langchain4j-embeddings-%s:0.17.0'\n",
+ type.name(),
+ type.name().replace("_", "-").toLowerCase(),
+ type.name().replace("_", "-").toLowerCase()
+ );
+ }
+
+ @Override
+ public List embedAll(List textSegments) {
+ return implementation.embedAll(textSegments);
+ }
+}
diff --git a/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModelType.java b/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModelType.java
new file mode 100644
index 000000000..358b4aca7
--- /dev/null
+++ b/langchain4j/src/main/java/dev/langchain4j/model/inprocess/InProcessEmbeddingModelType.java
@@ -0,0 +1,33 @@
+package dev.langchain4j.model.inprocess;
+
+/**
+ * Lists all the currently supported in-process embedding models.
+ * New models will be added gradually.
+ * If you would like a new model to be added, please open a GitHub issue at: https://github.com/langchain4j/langchain4j/issues/new/choose
+ */
+public enum InProcessEmbeddingModelType {
+
+ /**
+ * SentenceTransformers all-MiniLM-L6-v2 model.
+ * More details: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2
+ */
+ ALL_MINILM_L6_V2,
+
+ /**
+ * SentenceTransformers all-MiniLM-L6-v2 model (quantized).
+ * More details: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2
+ */
+ ALL_MINILM_L6_V2_Q,
+
+ /**
+ * E5-small-v2 model.
+ * More details: https://huggingface.co/intfloat/e5-small-v2
+ */
+ E5_SMALL_V2,
+
+ /**
+ * E5-small-v2 model (quantized).
+ * More details: https://huggingface.co/intfloat/e5-small-v2
+ */
+ E5_SMALL_V2_Q
+}
diff --git a/langchain4j/src/main/java/dev/langchain4j/model/openai/OpenAiEmbeddingModel.java b/langchain4j/src/main/java/dev/langchain4j/model/openai/OpenAiEmbeddingModel.java
index 3c6b00209..c3d429ec5 100644
--- a/langchain4j/src/main/java/dev/langchain4j/model/openai/OpenAiEmbeddingModel.java
+++ b/langchain4j/src/main/java/dev/langchain4j/model/openai/OpenAiEmbeddingModel.java
@@ -16,7 +16,6 @@ import static dev.langchain4j.internal.RetryUtils.withRetry;
import static dev.langchain4j.model.openai.OpenAiHelper.*;
import static dev.langchain4j.model.openai.OpenAiModelName.TEXT_EMBEDDING_ADA_002;
import static java.time.Duration.ofSeconds;
-import static java.util.Collections.singletonList;
import static java.util.stream.Collectors.toList;
public class OpenAiEmbeddingModel implements EmbeddingModel, TokenCountEstimator {
@@ -58,17 +57,6 @@ public class OpenAiEmbeddingModel implements EmbeddingModel, TokenCountEstimator
this.tokenizer = new OpenAiTokenizer(this.modelName);
}
- @Override
- public Embedding embed(String text) {
- List embeddings = embedTexts(singletonList(text));
- return embeddings.get(0);
- }
-
- @Override
- public Embedding embed(TextSegment textSegment) {
- return embed(textSegment.text());
- }
-
@Override
public List embedAll(List textSegments) {
diff --git a/langchain4j/src/main/java/dev/langchain4j/store/embedding/PineconeEmbeddingStore.java b/langchain4j/src/main/java/dev/langchain4j/store/embedding/PineconeEmbeddingStore.java
index 1ebe75b66..f0aaeac61 100644
--- a/langchain4j/src/main/java/dev/langchain4j/store/embedding/PineconeEmbeddingStore.java
+++ b/langchain4j/src/main/java/dev/langchain4j/store/embedding/PineconeEmbeddingStore.java
@@ -29,10 +29,10 @@ public class PineconeEmbeddingStore implements EmbeddingStore {
+ "\n" +
" dev.langchain4j\n" +
" langchain4j-pinecone\n" +
- " 0.16.0\n" +
+ " 0.17.0\n" +
"\n\n"
+ "Gradle:\n"
- + "implementation 'dev.langchain4j:langchain4j-pinecone:0.16.0'\n";
+ + "implementation 'dev.langchain4j:langchain4j-pinecone:0.17.0'\n";
}
private static EmbeddingStore loadDynamically(String implementationClassName, String apiKey, String environment, String projectName, String index, String nameSpace) throws ClassNotFoundException, NoSuchMethodException, InstantiationException, IllegalAccessException, InvocationTargetException {
diff --git a/pom.xml b/pom.xml
index e5686dee5..dc4236fae 100644
--- a/pom.xml
+++ b/pom.xml
@@ -6,14 +6,23 @@
dev.langchain4j
langchain4j-aggregator
- 0.16.0
+ 0.17.0
pom
- langchain4j
langchain4j-parent
+
langchain4j-core
+ langchain4j
+
langchain4j-pinecone
+
+ langchain4j-embeddings
+ langchain4j-embeddings-all-minilm-l6-v2
+ langchain4j-embeddings-all-minilm-l6-v2-q
+ langchain4j-embeddings-e5-small-v2
+ langchain4j-embeddings-e5-small-v2-q
+
langchain4j-spring-boot-starter