proj_name stringclasses 131
values | relative_path stringlengths 30 228 | class_name stringlengths 1 68 | func_name stringlengths 1 48 | masked_class stringlengths 78 9.82k | func_body stringlengths 46 9.61k | len_input int64 29 2.01k | len_output int64 14 1.94k | total int64 55 2.05k | relevant_context stringlengths 0 38.4k |
|---|---|---|---|---|---|---|---|---|---|
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/GsonChatMessageAdapter.java | GsonChatMessageAdapter | deserialize | class GsonChatMessageAdapter implements JsonDeserializer<ChatMessage>, JsonSerializer<ChatMessage> {
private static final Gson GSON = new GsonBuilder()
.registerTypeAdapter(Content.class, new GsonContentAdapter())
.registerTypeAdapter(TextContent.class, new GsonContentAdapter())
... |
String chatMessageTypeString = messageJsonElement.getAsJsonObject().get(CHAT_MESSAGE_TYPE).getAsString();
ChatMessageType chatMessageType = ChatMessageType.valueOf(chatMessageTypeString);
ChatMessage chatMessage = GSON.fromJson(messageJsonElement, chatMessageType.messageClass());
if (ch... | 258 | 154 | 412 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/GsonChatMessageJsonCodec.java | GsonChatMessageJsonCodec | messagesFromJson | class GsonChatMessageJsonCodec implements ChatMessageJsonCodec {
/**
* The {@link Gson} instance used for serialization and deserialization.
*/
static final Gson GSON = new GsonBuilder()
.registerTypeAdapter(ChatMessage.class, new GsonChatMessageAdapter())
.registerTypeAdapter... |
List<ChatMessage> messages = GSON.fromJson(json, MESSAGE_LIST_TYPE);
return messages == null ? emptyList() : messages;
| 391 | 41 | 432 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/GsonContentAdapter.java | GsonContentAdapter | deserialize | class GsonContentAdapter implements JsonDeserializer<Content>, JsonSerializer<Content> {
private static final Gson GSON = new Gson();
private static final String CONTENT_TYPE = "type"; // do not change, will break backward compatibility!
@Override
public JsonElement serialize(Content content, Type ig... |
String contentTypeString = contentJsonElement.getAsJsonObject().get(CONTENT_TYPE).getAsString();
ContentType contentType = ContentType.valueOf(contentTypeString);
return GSON.fromJson(contentJsonElement, contentType.getContentClass());
| 183 | 67 | 250 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/SystemMessage.java | SystemMessage | equals | class SystemMessage implements ChatMessage {
private final String text;
/**
* Creates a new system message.
* @param text the message text.
*/
public SystemMessage(String text) {
this.text = ensureNotBlank(text, "text");
}
/**
* Returns the message text.
* @return... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
SystemMessage that = (SystemMessage) o;
return Objects.equals(this.text, that.text);
| 349 | 63 | 412 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/TextContent.java | TextContent | equals | class TextContent implements Content {
private final String text;
/**
* Creates a new text content.
* @param text the text.
*/
public TextContent(String text) {
this.text = ensureNotBlank(text, "text");
}
/**
* Returns the text.
* @return the text.
*/
pub... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
TextContent that = (TextContent) o;
return Objects.equals(this.text, that.text);
| 284 | 63 | 347 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/message/ToolExecutionResultMessage.java | ToolExecutionResultMessage | equals | class ToolExecutionResultMessage implements ChatMessage {
private final String id;
private final String toolName;
private final String text;
/**
* Creates a {@link ToolExecutionResultMessage}.
* @param id the id of the tool.
* @param toolName the name of the tool.
* @param text the... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
ToolExecutionResultMessage that = (ToolExecutionResultMessage) o;
return Objects.equals(this.id, that.id)
&& Objects.equals(this.toolName, that.toolName)
&& Objects.equ... | 933 | 101 | 1,034 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/data/segment/TextSegment.java | TextSegment | equals | class TextSegment {
private final String text;
private final Metadata metadata;
/**
* Creates a new text segment.
*
* @param text the text.
* @param metadata the metadata.
*/
public TextSegment(String text, Metadata metadata) {
this.text = ensureNotBlank(text, "tex... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
TextSegment that = (TextSegment) o;
return Objects.equals(this.text, that.text)
&& Objects.equals(this.metadata, that.metadata);
| 663 | 79 | 742 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/internal/GsonJsonCodec.java | GsonJsonCodec | toInputStream | class GsonJsonCodec implements Json.JsonCodec {
private static final Gson GSON = new GsonBuilder()
.setPrettyPrinting()
.registerTypeAdapter(
LocalDate.class,
(JsonSerializer<LocalDate>) (localDate, type, context) ->
new JsonPrimitive(localDat... |
try (
ByteArrayOutputStream byteArrayOutputStream = new ByteArrayOutputStream();
OutputStreamWriter outputStreamWriter = new OutputStreamWriter(
byteArrayOutputStream, StandardCharsets.UTF_8);
JsonWriter jsonWriter = new JsonWriter(outputS... | 508 | 110 | 618 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/internal/Json.java | Json | loadCodec | class Json {
private Json() {
}
/**
* The abstract JSON codec interface.
*/
public interface JsonCodec {
/**
* Convert the given object to JSON.
*
* @param o the object to convert.
* @return the JSON string.
*/
String toJson(Object... |
for (JsonCodecFactory factory : loadFactories(JsonCodecFactory.class)) {
return factory.create();
}
return new GsonJsonCodec();
| 599 | 45 | 644 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/internal/RetryUtils.java | Builder | withRetry | class Builder {
private int maxAttempts = 3;
private int delayMillis = 1000;
private double jitterScale = 0.2;
private double backoffExp = 1.5;
/**
* Construct a RetryPolicy.Builder.
*/
public Builder() {}
/*... |
int attempt = 1;
while (true) {
try {
return action.call();
} catch (Exception e) {
if (attempt == maxAttempts) {
throw new RuntimeException(e);
}
log.warn(fo... | 1,453 | 110 | 1,563 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/internal/ValidationUtils.java | ValidationUtils | ensureNotEmpty | class ValidationUtils {
private ValidationUtils() {}
/**
* Ensure that the two values are equal.
* @param lhs the left hand side value.
* @param rhs the right hand side value.
* @param format the format string for the exception message.
* @param args the format arguments for the except... |
if (collection == null || collection.isEmpty()) {
throw illegalArgument("%s cannot be null or empty", name);
}
return collection;
| 1,695 | 40 | 1,735 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/input/DefaultPromptTemplateFactory.java | DefaultTemplate | replaceAll | class DefaultTemplate implements Template {
private static final Pattern VARIABLE_PATTERN = Pattern.compile("\\{\\{(.+?)}}");
private final String template;
private final Set<String> allVariables;
public DefaultTemplate(String template) {
this.template = ensureNotBlank(tem... |
if (value == null || value.toString() == null) {
throw illegalArgument("Value for the variable '%s' is null", variable);
}
return template.replace(inDoubleCurlyBrackets(variable), value.toString());
| 414 | 60 | 474 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/input/Prompt.java | Prompt | equals | class Prompt {
private final String text;
/**
* Create a new Prompt.
* @param text the text of the prompt.
*/
public Prompt(String text) {
this.text = ensureNotBlank(text, "text");
}
/**
* The text of the prompt.
* @return the text of the prompt.
*/
publi... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
Prompt that = (Prompt) o;
return Objects.equals(this.text, that.text);
| 419 | 63 | 482 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/input/PromptTemplate.java | PromptTemplate | factory | class PromptTemplate {
private static final PromptTemplateFactory FACTORY = factory();
private static PromptTemplateFactory factory() {<FILL_FUNCTION_BODY>}
static final String CURRENT_DATE = "current_date";
static final String CURRENT_TIME = "current_time";
static final String CURRENT_DATE_TIME ... |
for (PromptTemplateFactory factory : loadFactories(PromptTemplateFactory.class)) {
return factory;
}
return new DefaultPromptTemplateFactory();
| 905 | 43 | 948 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/input/structured/DefaultStructuredPromptFactory.java | DefaultStructuredPromptFactory | toPrompt | class DefaultStructuredPromptFactory implements StructuredPromptFactory {
private static final Gson GSON = new GsonBuilder().setObjectToNumberStrategy(ToNumberPolicy.LONG_OR_DOUBLE).create();
/**
* Create a default structured prompt factory.
*/
public DefaultStructuredPromptFactory() {}
@Ove... |
StructuredPrompt annotation = StructuredPrompt.Util.validateStructuredPrompt(structuredPrompt);
String promptTemplateString = StructuredPrompt.Util.join(annotation);
PromptTemplate promptTemplate = PromptTemplate.from(promptTemplateString);
Map<String, Object> variables = extractVaria... | 233 | 99 | 332 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/input/structured/StructuredPromptProcessor.java | StructuredPromptProcessor | factory | class StructuredPromptProcessor {
private StructuredPromptProcessor() {
}
private static final StructuredPromptFactory FACTORY = factory();
private static StructuredPromptFactory factory() {<FILL_FUNCTION_BODY>}
/**
* Converts the given structured prompt to a prompt.
*
* @param str... |
for (StructuredPromptFactory factory : loadFactories(StructuredPromptFactory.class)) {
return factory;
}
return new DefaultStructuredPromptFactory();
| 144 | 46 | 190 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/moderation/Moderation.java | Moderation | equals | class Moderation {
private final boolean flagged;
private final String flaggedText;
/**
* Construct a Moderation object that is not flagged.
*/
public Moderation() {
this.flagged = false;
this.flaggedText = null;
}
/**
* Construct a Moderation object that is fla... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
Moderation that = (Moderation) o;
return this.flagged == that.flagged
&& Objects.equals(this.flaggedText, that.flaggedText);
| 516 | 81 | 597 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/output/Response.java | Response | equals | class Response<T> {
private final T content;
private final TokenUsage tokenUsage;
private final FinishReason finishReason;
/**
* Create a new Response.
*
* <p>Will contain {@code null} {@code TokenUsage} and {@code FinishReason}</p>
*
* @param content the content to wrap.
... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
Response<?> that = (Response<?>) o;
return Objects.equals(this.content, that.content)
&& Objects.equals(this.tokenUsage, that.tokenUsage)
&& Objects.equals(this.finishR... | 789 | 105 | 894 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/model/output/TokenUsage.java | TokenUsage | toString | class TokenUsage {
private final Integer inputTokenCount;
private final Integer outputTokenCount;
private final Integer totalTokenCount;
/**
* Creates a new {@link TokenUsage} instance with all fields set to null.
*/
public TokenUsage() {
this(null);
}
/**
* Creates... |
return "TokenUsage {" +
" inputTokenCount = " + inputTokenCount +
", outputTokenCount = " + outputTokenCount +
", totalTokenCount = " + totalTokenCount +
" }";
| 1,099 | 55 | 1,154 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/DefaultRetrievalAugmentor.java | DefaultRetrievalAugmentor | log | class DefaultRetrievalAugmentor implements RetrievalAugmentor {
private static final Logger log = LoggerFactory.getLogger(DefaultRetrievalAugmentor.class);
private final QueryTransformer queryTransformer;
private final QueryRouter queryRouter;
private final ContentAggregator contentAggregator;
pri... |
// TODO use retriever id
log.debug("Retrieved {} contents using query '{}' and retriever '{}'",
contents.size(), query.text(), retriever);
if (contents.size() > 0) {
log.trace("Retrieved {} contents using query '{}' and retriever '{}':\n{}",
cont... | 1,700 | 151 | 1,851 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/Content.java | Content | toString | class Content {
private final TextSegment textSegment;
public Content(String text) {
this(TextSegment.from(text));
}
public Content(TextSegment textSegment) {
this.textSegment = ensureNotNull(textSegment, "textSegment");
}
public TextSegment textSegment() {
return tex... |
return "Content {" +
" textSegment = " + textSegment +
" }";
| 270 | 26 | 296 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/aggregator/DefaultContentAggregator.java | DefaultContentAggregator | fuse | class DefaultContentAggregator implements ContentAggregator {
@Override
public List<Content> aggregate(Map<Query, Collection<List<Content>>> queryToContents) {
// First, for each query, fuse all contents retrieved from different sources using that query.
Map<Query, List<Content>> fused = fuse(... |
Map<Query, List<Content>> fused = new LinkedHashMap<>();
for (Query query : queryToContents.keySet()) {
Collection<List<Content>> contents = queryToContents.get(query);
fused.put(query, ReciprocalRankFuser.fuse(contents));
}
return fused;
| 161 | 87 | 248 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/aggregator/ReRankingContentAggregator.java | ReRankingContentAggregator | aggregate | class ReRankingContentAggregator implements ContentAggregator {
public static final Function<Map<Query, Collection<List<Content>>>, Query> DEFAULT_QUERY_SELECTOR =
(queryToContents) -> {
if (queryToContents.size() > 1) {
throw illegalArgument(
... |
if (queryToContents.isEmpty()) {
return emptyList();
}
// Select a query against which all contents will be re-ranked
Query query = querySelector.apply(queryToContents);
// For each query, fuse all contents retrieved from different sources using that query
... | 744 | 196 | 940 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/aggregator/ReciprocalRankFuser.java | ReciprocalRankFuser | fuse | class ReciprocalRankFuser {
/**
* Fuses multiple {@code List<Content>} into a single {@code List<Content>}
* using the Reciprocal Rank Fusion (RRF) algorithm with k=60.
*
* @param listsOfContents A {@link Collection} of {@code List<Content>} to be fused together.
* @return A single {@code ... |
ensureBetween(k, 1, Integer.MAX_VALUE, "k");
Map<Content, Double> scores = new LinkedHashMap<>();
for (List<Content> singleListOfContent : listsOfContents) {
for (int i = 0; i < singleListOfContent.size(); i++) {
Content content = singleListOfContent.get(i);
... | 423 | 207 | 630 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/injector/DefaultContentInjector.java | DefaultContentInjector | format | class DefaultContentInjector implements ContentInjector {
public static final PromptTemplate DEFAULT_PROMPT_TEMPLATE = PromptTemplate.from(
"{{userMessage}}\n" +
"\n" +
"Answer using the following information:\n" +
"{{contents}}"
);
p... |
TextSegment segment = content.textSegment();
if (isNullOrEmpty(metadataKeysToInclude)) {
return segment.text();
}
String segmentContent = segment.text();
String segmentMetadata = format(segment.metadata());
return format(segmentContent, segmentMetadata);
... | 705 | 79 | 784 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/content/retriever/EmbeddingStoreContentRetriever.java | EmbeddingStoreContentRetriever | loadEmbeddingModel | class EmbeddingStoreContentRetriever implements ContentRetriever {
public static final Function<Query, Integer> DEFAULT_MAX_RESULTS = (query) -> 3;
public static final Function<Query, Double> DEFAULT_MIN_SCORE = (query) -> 0.0;
public static final Function<Query, Filter> DEFAULT_FILTER = (query) -> null;
... |
Collection<EmbeddingModelFactory> factories = loadFactories(EmbeddingModelFactory.class);
if (factories.size() > 1) {
throw new RuntimeException("Conflict: multiple embedding models have been found in the classpath. " +
"Please explicitly specify the one you wish to use.... | 1,140 | 112 | 1,252 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/query/Metadata.java | Metadata | equals | class Metadata {
private final UserMessage userMessage;
private final Object chatMemoryId;
private final List<ChatMessage> chatMemory;
public Metadata(UserMessage userMessage, Object chatMemoryId, List<ChatMessage> chatMemory) {
this.userMessage = ensureNotNull(userMessage, "userMessage");
... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
Metadata that = (Metadata) o;
return Objects.equals(this.userMessage, that.userMessage)
&& Objects.equals(this.chatMemoryId, that.chatMemoryId)
&& Objects.equals(this.c... | 511 | 102 | 613 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/query/Query.java | Query | toString | class Query {
private final String text;
private final Metadata metadata;
public Query(String text) {
this.text = ensureNotBlank(text, "text");
this.metadata = null;
}
public Query(String text, Metadata metadata) {
this.text = ensureNotBlank(text, "text");
this.met... |
return "Query {" +
" text = " + quoted(text) +
", metadata = " + metadata +
" }";
| 336 | 36 | 372 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/query/router/LanguageModelQueryRouter.java | LanguageModelQueryRouter | fallback | class LanguageModelQueryRouter implements QueryRouter {
private static final Logger log = LoggerFactory.getLogger(LanguageModelQueryRouter.class);
public static final PromptTemplate DEFAULT_PROMPT_TEMPLATE = PromptTemplate.from(
"Based on the user query, determine the most suitable data source(s) ... |
switch (fallbackStrategy) {
case DO_NOT_ROUTE:
log.debug("Fallback: query '{}' will not be routed", query.text());
return emptyList();
case ROUTE_TO_ALL:
log.debug("Fallback: query '{}' will be routed to all available content retrievers", ... | 1,114 | 130 | 1,244 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/query/transformer/CompressingQueryTransformer.java | CompressingQueryTransformer | transform | class CompressingQueryTransformer implements QueryTransformer {
public static final PromptTemplate DEFAULT_PROMPT_TEMPLATE = PromptTemplate.from(
"Read and understand the conversation between the User and the AI. " +
"Then, analyze the new query from the User. " +
... |
List<ChatMessage> chatMemory = query.metadata().chatMemory();
if (chatMemory.isEmpty()) {
// no need to compress if there are no previous messages
return singletonList(query);
}
Prompt prompt = createPrompt(query, format(chatMemory));
String compressedQ... | 625 | 106 | 731 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/rag/query/transformer/ExpandingQueryTransformer.java | ExpandingQueryTransformer | createPrompt | class ExpandingQueryTransformer implements QueryTransformer {
public static final PromptTemplate DEFAULT_PROMPT_TEMPLATE = PromptTemplate.from(
"Generate {{n}} different versions of a provided user query. " +
"Each version should be worded differently, using synonyms or alternative ... |
Map<String, Object> variables = new HashMap<>();
variables.put("query", query.text());
variables.put("n", n);
return promptTemplate.apply(variables);
| 594 | 51 | 645 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/spi/ServiceHelper.java | ServiceHelper | loadFactories | class ServiceHelper {
/**
* Utility class, no public constructor.
*/
private ServiceHelper() {
}
/**
* Load all the services of a given type.
*
* @param clazz the type of service
* @param <T> the type of service
* @return the list of services, empty if none
*/
... |
List<T> result;
if (classLoader != null) {
result = loadAll(ServiceLoader.load(clazz, classLoader));
} else {
// this is equivalent to:
// ServiceLoader.load(clazz, TCCL);
result = loadAll(ServiceLoader.load(clazz));
}
if (result.i... | 507 | 205 | 712 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/CosineSimilarity.java | CosineSimilarity | between | class CosineSimilarity {
private CosineSimilarity() {}
/**
* A small value to avoid division by zero.
*/
public static final float EPSILON = 1e-8f;
/**
* Calculates cosine similarity between two vectors.
* <p>
* Cosine similarity measures the cosine of the angle between two ve... |
ensureNotNull(embeddingA, "embeddingA");
ensureNotNull(embeddingB, "embeddingB");
float[] vectorA = embeddingA.vector();
float[] vectorB = embeddingB.vector();
if (vectorA.length != vectorB.length) {
throw illegalArgument("Length of vector a (%s) must be equal to t... | 441 | 257 | 698 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/EmbeddingMatch.java | EmbeddingMatch | equals | class EmbeddingMatch<Embedded> {
private final Double score;
private final String embeddingId;
private final Embedding embedding;
private final Embedded embedded;
/**
* Creates a new instance.
* @param score The relevance score (derivative of cosine distance) of this embedding compared t... |
if (this == o) return true;
if (o == null || getClass() != o.getClass()) return false;
EmbeddingMatch<?> that = (EmbeddingMatch<?>) o;
return Objects.equals(this.score, that.score)
&& Objects.equals(this.embeddingId, that.embeddingId)
&& Objects.equals(th... | 656 | 128 | 784 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/MetadataFilterBuilder.java | MetadataFilterBuilder | isIn | class MetadataFilterBuilder {
private final String key;
public MetadataFilterBuilder(String key) {
this.key = ensureNotBlank(key, "key");
}
@Experimental
public static MetadataFilterBuilder metadataKey(String key) {
return new MetadataFilterBuilder(key);
}
// isEqualTo
... |
List<Float> valuesList = new ArrayList<>();
for (float value : values) {
valuesList.add(value);
}
return new IsIn(key, valuesList);
| 1,850 | 50 | 1,900 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsEqualTo.java | IsEqualTo | test | class IsEqualTo implements Filter {
private final String key;
private final Object comparisonValue;
public IsEqualTo(String key, Object comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "comparisonValue with key '" + key + "'");... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 149 | 132 | 281 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsGreaterThan.java | IsGreaterThan | test | class IsGreaterThan implements Filter {
private final String key;
private final Comparable<?> comparisonValue;
public IsGreaterThan(String key, Comparable<?> comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "comparisonValue wit... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 168 | 141 | 309 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsGreaterThanOrEqualTo.java | IsGreaterThanOrEqualTo | test | class IsGreaterThanOrEqualTo implements Filter {
private final String key;
private final Comparable<?> comparisonValue;
public IsGreaterThanOrEqualTo(String key, Comparable<?> comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "c... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 174 | 141 | 315 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsIn.java | IsIn | test | class IsIn implements Filter {
private final String key;
private final Collection<?> comparisonValues;
public IsIn(String key, Collection<?> comparisonValues) {
this.key = ensureNotBlank(key, "key");
Set<?> copy = new HashSet<>(ensureNotEmpty(comparisonValues, "comparisonValues with key '"... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 204 | 138 | 342 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsLessThan.java | IsLessThan | test | class IsLessThan implements Filter {
private final String key;
private final Comparable<?> comparisonValue;
public IsLessThan(String key, Comparable<?> comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "comparisonValue with key ... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 168 | 141 | 309 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsLessThanOrEqualTo.java | IsLessThanOrEqualTo | test | class IsLessThanOrEqualTo implements Filter {
private final String key;
private final Comparable<?> comparisonValue;
public IsLessThanOrEqualTo(String key, Comparable<?> comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "compari... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return false;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, compariso... | 174 | 141 | 315 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsNotEqualTo.java | IsNotEqualTo | test | class IsNotEqualTo implements Filter {
private final String key;
private final Object comparisonValue;
public IsNotEqualTo(String key, Object comparisonValue) {
this.key = ensureNotBlank(key, "key");
this.comparisonValue = ensureNotNull(comparisonValue, "comparisonValue with key '" + key +... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return true;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, comparison... | 151 | 134 | 285 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/IsNotIn.java | IsNotIn | test | class IsNotIn implements Filter {
private final String key;
private final Collection<?> comparisonValues;
public IsNotIn(String key, Collection<?> comparisonValues) {
this.key = ensureNotBlank(key, "key");
Set<?> copy = new HashSet<>(ensureNotEmpty(comparisonValues, "comparisonValues with ... |
if (!(object instanceof Metadata)) {
return false;
}
Metadata metadata = (Metadata) object;
if (!metadata.containsKey(key)) {
return true;
}
Object actualValue = metadata.toMap().get(key);
ensureTypesAreCompatible(actualValue, comparison... | 206 | 141 | 347 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/NumberComparator.java | NumberComparator | toBigDecimal | class NumberComparator {
static int compareAsBigDecimals(Object actualNumber, Object comparisonNumber) {
return new BigDecimal(actualNumber.toString()).compareTo(new BigDecimal(comparisonNumber.toString()));
}
static boolean containsAsBigDecimals(Object actualNumber, Collection<?> comparisonNumber... |
if (actualNumber instanceof Integer) {
return BigDecimal.valueOf((int) actualNumber);
} else if (actualNumber instanceof Long) {
return BigDecimal.valueOf((long) actualNumber);
} else if (actualNumber instanceof Float) {
return BigDecimal.valueOf((float) actu... | 199 | 135 | 334 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-core/src/main/java/dev/langchain4j/store/embedding/filter/comparison/TypeChecker.java | TypeChecker | ensureTypesAreCompatible | class TypeChecker {
static void ensureTypesAreCompatible(Object actualValue, Object comparisonValue, String key) {<FILL_FUNCTION_BODY>}
} |
if (actualValue instanceof Number && comparisonValue instanceof Number) {
return;
}
if (actualValue.getClass() != comparisonValue.getClass()) {
throw illegalArgument(
"Type mismatch: actual value of metadata key \"%s\" (%s) has type %s, " +
... | 43 | 133 | 176 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/EnhancedFileTypeDetector.java | EnhancedFileTypeDetector | probeContentType | class EnhancedFileTypeDetector extends FileTypeDetector {
@Override
public String probeContentType(Path path) {<FILL_FUNCTION_BODY>}
} |
try (InputStream in = new BufferedInputStream(
Files.newInputStream(path, StandardOpenOption.READ))) {
return URLConnection.guessContentTypeFromStream(in);
} catch (IOException e) {
return URLConnection.guessContentTypeFromName(path.getFileName().toString());
... | 45 | 78 | 123 | <methods>public abstract java.lang.String probeContentType(java.nio.file.Path) throws java.io.IOException<variables> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenChatModel.java | QwenChatModel | generateByNonMultimodalModel | class QwenChatModel implements ChatLanguageModel {
private final String apiKey;
private final String modelName;
private final Double topP;
private final Integer topK;
private final Boolean enableSearch;
private final Integer seed;
private final Float repetitionPenalty;
private final Floa... |
try {
QwenParam.QwenParamBuilder<?, ?> builder = QwenParam.builder()
.apiKey(apiKey)
.model(modelName)
.topP(topP)
.topK(topK)
.enableSearch(enableSearch)
.seed(seed)
... | 1,080 | 254 | 1,334 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenEmbeddingModel.java | QwenEmbeddingModel | embedAll | class QwenEmbeddingModel implements EmbeddingModel {
public static final String TYPE_KEY = "type";
public static final String TYPE_QUERY = "query";
public static final String TYPE_DOCUMENT = "document";
private final String apiKey;
private final String modelName;
private final TextEmbedding em... |
boolean queries = containsQueries(textSegments);
if (!queries) {
// default all documents
return embedTexts(textSegments, DOCUMENT);
} else {
boolean documents = containsDocuments(textSegments);
if (!documents) {
return embedTexts... | 922 | 336 | 1,258 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenLanguageModel.java | QwenLanguageModel | generate | class QwenLanguageModel implements LanguageModel {
private final String apiKey;
private final String modelName;
private final Double topP;
private final Integer topK;
private final Boolean enableSearch;
private final Integer seed;
private final Float repetitionPenalty;
private final Floa... |
try {
QwenParam.QwenParamBuilder<?, ?> builder = QwenParam.builder()
.apiKey(apiKey)
.model(modelName)
.topP(topP)
.topK(topK)
.enableSearch(enableSearch)
.seed(seed)
... | 617 | 238 | 855 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenStreamingChatModel.java | QwenStreamingChatModel | generateByMultimodalModel | class QwenStreamingChatModel implements StreamingChatLanguageModel {
private final String apiKey;
private final String modelName;
private final Double topP;
private final Integer topK;
private final Boolean enableSearch;
private final Integer seed;
private final Float repetitionPenalty;
... |
try {
MultiModalConversationParam param = MultiModalConversationParam.builder()
.apiKey(apiKey)
.model(modelName)
.topP(topP)
.topK(topK)
.enableSearch(enableSearch)
.seed(seed)
... | 1,298 | 316 | 1,614 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenStreamingLanguageModel.java | QwenStreamingLanguageModel | generate | class QwenStreamingLanguageModel implements StreamingLanguageModel {
private final String apiKey;
private final String modelName;
private final Double topP;
private final Integer topK;
private final Boolean enableSearch;
private final Integer seed;
private final Float repetitionPenalty;
... |
try {
QwenParam.QwenParamBuilder<?, ?> builder = QwenParam.builder()
.apiKey(apiKey)
.model(modelName)
.topP(topP)
.topK(topK)
.enableSearch(enableSearch)
.seed(seed)
... | 641 | 399 | 1,040 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenStreamingResponseBuilder.java | QwenStreamingResponseBuilder | append | class QwenStreamingResponseBuilder {
private final StringBuilder generatedContent = new StringBuilder();
private Integer inputTokenCount;
private Integer outputTokenCount;
private FinishReason finishReason;
public QwenStreamingResponseBuilder() {}
public String append(GenerationResult parti... |
if (partialResponse == null) {
return null;
}
MultiModalConversationUsage usage = partialResponse.getUsage();
if (usage != null) {
inputTokenCount = usage.getInputTokens();
outputTokenCount = usage.getOutputTokens();
}
FinishReason f... | 330 | 168 | 498 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-dashscope/src/main/java/dev/langchain4j/model/dashscope/QwenTokenizer.java | QwenTokenizer | estimateTokenCountInText | class QwenTokenizer implements Tokenizer {
private final String apiKey;
private final String modelName;
private final Tokenization tokenizer;
public QwenTokenizer(String apiKey, String modelName) {
if (isNullOrBlank(apiKey)) {
throw new IllegalArgumentException("DashScope api key m... |
try {
QwenParam param = QwenParam.builder()
.apiKey(apiKey)
.model(modelName)
.prompt(text)
.build();
TokenizationResult result = tokenizer.call(param);
return result.getUsage().getInputTokens()... | 464 | 107 | 571 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-elasticsearch/src/main/java/dev/langchain4j/store/embedding/elasticsearch/ElasticsearchMetadataFilterMapper.java | ElasticsearchMetadataFilterMapper | map | class ElasticsearchMetadataFilterMapper {
static Query map(Filter filter) {<FILL_FUNCTION_BODY>}
private static Query mapEqual(IsEqualTo isEqualTo) {
return new Query.Builder().bool(b -> b.filter(f -> f.term(t ->
t.field(formatKey(isEqualTo.key(), isEqualTo.comparisonValue()))
... |
if (filter instanceof IsEqualTo) {
return mapEqual((IsEqualTo) filter);
} else if (filter instanceof IsNotEqualTo) {
return mapNotEqual((IsNotEqualTo) filter);
} else if (filter instanceof IsGreaterThan) {
return mapGreaterThan((IsGreaterThan) filter);
... | 1,297 | 341 | 1,638 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/ApiKeyInsertingInterceptor.java | ApiKeyInsertingInterceptor | intercept | class ApiKeyInsertingInterceptor implements Interceptor {
private final String apiKey;
ApiKeyInsertingInterceptor(String apiKey) {
this.apiKey = ensureNotBlank(apiKey, "apiKey");
}
@Override
public Response intercept(Chain chain) throws IOException {<FILL_FUNCTION_BODY>}
} |
Request request = chain.request()
.newBuilder()
.addHeader("Authorization", "Bearer " + apiKey)
.build();
return chain.proceed(request);
| 95 | 52 | 147 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/DefaultHuggingFaceClient.java | DefaultHuggingFaceClient | toException | class DefaultHuggingFaceClient implements HuggingFaceClient {
private final HuggingFaceApi huggingFaceApi;
private final String modelId;
DefaultHuggingFaceClient(String apiKey, String modelId, Duration timeout) {
OkHttpClient okHttpClient = new OkHttpClient.Builder()
.addIntercept... |
int code = response.code();
String body = response.errorBody().string();
String errorMessage = String.format("status code: %s; body: %s", code, body);
return new RuntimeException(errorMessage);
| 723 | 61 | 784 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/FactoryCreator.java | FactoryCreator | factory | class FactoryCreator {
static final HuggingFaceClientFactory FACTORY = factory();
private static HuggingFaceClientFactory factory() {<FILL_FUNCTION_BODY>}
static class DefaultHuggingFaceClientFactory implements HuggingFaceClientFactory {
@Override
public HuggingFaceClient create(Input in... |
for (HuggingFaceClientFactory factory : loadFactories(HuggingFaceClientFactory.class)) {
return factory;
}
return new DefaultHuggingFaceClientFactory();
| 117 | 49 | 166 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceChatModel.java | HuggingFaceChatModel | generate | class HuggingFaceChatModel implements ChatLanguageModel {
private final HuggingFaceClient client;
private final Double temperature;
private final Integer maxNewTokens;
private final Boolean returnFullText;
private final Boolean waitForModel;
public HuggingFaceChatModel(String accessToken,
... |
TextGenerationRequest request = TextGenerationRequest.builder()
.inputs(messages.stream()
.map(ChatMessage::text)
.collect(joining("\n")))
.parameters(Parameters.builder()
.temperature(temperature)
... | 956 | 165 | 1,121 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceEmbeddingModel.java | HuggingFaceEmbeddingModel | embedTexts | class HuggingFaceEmbeddingModel implements EmbeddingModel {
private static final Duration DEFAULT_TIMEOUT = Duration.ofSeconds(15);
private final HuggingFaceClient client;
private final boolean waitForModel;
@Builder
public HuggingFaceEmbeddingModel(String accessToken, String modelId, Boolean wai... |
EmbeddingRequest request = new EmbeddingRequest(texts, waitForModel);
List<float[]> response = client.embed(request);
List<Embedding> embeddings = response.stream()
.map(Embedding::from)
.collect(toList());
return Response.from(embeddings);
| 582 | 85 | 667 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/HuggingFaceLanguageModel.java | Builder | build | class Builder {
private String accessToken;
private String modelId = TII_UAE_FALCON_7B_INSTRUCT;
private Duration timeout = Duration.ofSeconds(15);
private Double temperature;
private Integer maxNewTokens;
private Boolean returnFullText = false;
private Boolean w... |
if (accessToken == null || accessToken.trim().isEmpty()) {
throw new IllegalArgumentException("HuggingFace access token must be defined. It can be generated here: https://huggingface.co/settings/tokens");
}
return new HuggingFaceLanguageModel(this);
| 398 | 72 | 470 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/client/Options.java | Builder | waitForModel | class Builder {
private Boolean waitForModel = true;
private Boolean useCache;
public Builder waitForModel(Boolean waitForModel) {<FILL_FUNCTION_BODY>}
public Builder useCache(Boolean useCache) {
this.useCache = useCache;
return this;
}
public ... |
if (waitForModel != null) {
this.waitForModel = waitForModel;
}
return this;
| 102 | 35 | 137 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/client/Parameters.java | Parameters | toString | class Parameters {
private final Integer topK;
private final Double topP;
private final Double temperature;
private final Double repetitionPenalty;
private final Integer maxNewTokens;
private final Double maxTime;
private final Boolean returnFullText;
private final Integer numReturnSequ... |
return "TextGenerationRequest {"
+ " topK = " + topK
+ ", topP = " + topP
+ ", temperature = " + temperature
+ ", repetitionPenalty = " + repetitionPenalty
+ ", maxNewTokens = " + maxNewTokens
+ ", maxTime = " + max... | 1,122 | 133 | 1,255 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-hugging-face/src/main/java/dev/langchain4j/model/huggingface/client/TextGenerationRequest.java | TextGenerationRequest | hashCode | class TextGenerationRequest {
private final String inputs;
private final Parameters parameters;
private final Options options;
TextGenerationRequest(Builder builder) {
this.inputs = builder.inputs;
this.parameters = builder.parameters;
this.options = builder.options;
}
... |
int h = 5381;
h += (h << 5) + Objects.hashCode(inputs);
h += (h << 5) + Objects.hashCode(parameters);
h += (h << 5) + Objects.hashCode(options);
return h;
| 436 | 73 | 509 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-infinispan/src/main/java/dev/langchain4j/store/embedding/infinispan/LangChainItemMarshaller.java | LangChainItemMarshaller | readFrom | class LangChainItemMarshaller implements MessageMarshaller<LangChainInfinispanItem> {
private final String typeName;
public LangChainItemMarshaller(String typeName) {
this.typeName = typeName;
}
@Override
public LangChainInfinispanItem readFrom(ProtoStreamReader reader) throws IOException... |
String id = reader.readString("id");
float[] embedding = reader.readFloats("embedding");
String text = reader.readString("text");
Set<LangChainMetadata> metadata = reader.readCollection("metadata", new HashSet<>(), LangChainMetadata.class);
return new LangChainInfinispanItem(id,... | 261 | 91 | 352 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-infinispan/src/main/java/dev/langchain4j/store/embedding/infinispan/LangChainMetadataMarshaller.java | LangChainMetadataMarshaller | readFrom | class LangChainMetadataMarshaller implements MessageMarshaller<LangChainMetadata> {
private final String typeName;
public LangChainMetadataMarshaller(String typeName) {
this.typeName = typeName;
}
@Override
public LangChainMetadata readFrom(ProtoStreamReader reader) throws IOException {<F... |
String name = reader.readString("name");
String value = reader.readString("value");
return new LangChainMetadata(name, value);
| 206 | 39 | 245 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-local-ai/src/main/java/dev/langchain4j/model/localai/LocalAiChatModel.java | LocalAiChatModel | builder | class LocalAiChatModel implements ChatLanguageModel {
private final OpenAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
private final Integer maxRetries;
@Builder
public LocalAiChatModel(Stri... |
for (LocalAiChatModelBuilderFactory factory : loadFactories(LocalAiChatModelBuilderFactory.class)) {
return factory.get();
}
return new LocalAiChatModelBuilder();
| 854 | 52 | 906 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-local-ai/src/main/java/dev/langchain4j/model/localai/LocalAiEmbeddingModel.java | LocalAiEmbeddingModel | embedAll | class LocalAiEmbeddingModel implements EmbeddingModel {
private final OpenAiClient client;
private final String modelName;
private final Integer maxRetries;
@Builder
public LocalAiEmbeddingModel(String baseUrl,
String modelName,
Dur... |
List<String> texts = textSegments.stream()
.map(TextSegment::text)
.collect(toList());
EmbeddingRequest request = EmbeddingRequest.builder()
.input(texts)
.model(modelName)
.build();
EmbeddingResponse response = ... | 449 | 163 | 612 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-local-ai/src/main/java/dev/langchain4j/model/localai/LocalAiLanguageModel.java | LocalAiLanguageModel | builder | class LocalAiLanguageModel implements LanguageModel {
private final OpenAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
private final Integer maxRetries;
@Builder
public LocalAiLanguageModel(... |
for (LocalAiLanguageModelBuilderFactory factory : loadFactories(LocalAiLanguageModelBuilderFactory.class)) {
return factory.get();
}
return new LocalAiLanguageModelBuilder();
| 589 | 52 | 641 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-local-ai/src/main/java/dev/langchain4j/model/localai/LocalAiStreamingChatModel.java | LocalAiStreamingChatModel | generate | class LocalAiStreamingChatModel implements StreamingChatLanguageModel {
private final OpenAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
@Builder
public LocalAiStreamingChatModel(String baseUrl,... |
ChatCompletionRequest.Builder requestBuilder = ChatCompletionRequest.builder()
.stream(true)
.model(modelName)
.messages(toOpenAiMessages(messages))
.temperature(temperature)
.topP(topP)
.maxTokens(maxTokens);
... | 796 | 289 | 1,085 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-local-ai/src/main/java/dev/langchain4j/model/localai/LocalAiStreamingLanguageModel.java | LocalAiStreamingLanguageModel | generate | class LocalAiStreamingLanguageModel implements StreamingLanguageModel {
private final OpenAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
@Builder
public LocalAiStreamingLanguageModel(String base... |
CompletionRequest request = CompletionRequest.builder()
.model(modelName)
.prompt(prompt)
.temperature(temperature)
.topP(topP)
.maxTokens(maxTokens)
.build();
OpenAiStreamingResponseBuilder responseBuilde... | 487 | 243 | 730 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-milvus/src/main/java/dev/langchain4j/store/embedding/milvus/CollectionOperationsExecutor.java | CollectionOperationsExecutor | createCollection | class CollectionOperationsExecutor {
static void flush(MilvusServiceClient milvusClient, String collectionName) {
FlushParam request = buildFlushRequest(collectionName);
R<FlushResponse> response = milvusClient.flush(request);
checkResponseNotFailed(response);
}
static boolean hasC... |
CreateCollectionParam request = CreateCollectionParam.newBuilder()
.withCollectionName(collectionName)
.addFieldType(FieldType.newBuilder()
.withName(ID_FIELD_NAME)
.withDataType(VarChar)
.withMaxLength(36)... | 871 | 278 | 1,149 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-milvus/src/main/java/dev/langchain4j/store/embedding/milvus/CollectionRequestBuilder.java | CollectionRequestBuilder | buildSearchRequest | class CollectionRequestBuilder {
static FlushParam buildFlushRequest(String collectionName) {
return FlushParam.newBuilder()
.withCollectionNames(singletonList(collectionName))
.build();
}
static HasCollectionParam buildHasCollectionRequest(String collectionName) {
... |
SearchParam.Builder builder = SearchParam.newBuilder()
.withCollectionName(collectionName)
.withVectors(singletonList(vector))
.withVectorFieldName(VECTOR_FIELD_NAME)
.withTopK(maxResults)
.withMetricType(metricType)
... | 489 | 163 | 652 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-milvus/src/main/java/dev/langchain4j/store/embedding/milvus/Generator.java | Generator | generateEmptyJsons | class Generator {
static List<String> generateRandomIds(int size) {
List<String> ids = new ArrayList<>();
for (int i = 0; i < size; i++) {
ids.add(Utils.randomUUID());
}
return ids;
}
static List<String> generateEmptyScalars(int size) {
String[] arr = n... |
List<JSONObject> list = new ArrayList<>();
for (int i = 0; i < size; i++) {
list.add(new JSONObject(new HashMap<>()));
}
return list;
| 163 | 56 | 219 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-milvus/src/main/java/dev/langchain4j/store/embedding/milvus/Mapper.java | Mapper | toTextSegment | class Mapper {
static List<List<Float>> toVectors(List<Embedding> embeddings) {
return embeddings.stream()
.map(Embedding::vectorAsList)
.collect(toList());
}
static List<String> toScalars(List<TextSegment> textSegments, int size) {
return isNullOrEmpty(text... |
String text = (String) rowRecord.get(TEXT_FIELD_NAME);
if (isNullOrBlank(text)) {
return null;
}
if (!rowRecord.getFieldValues().containsKey(METADATA_FIELD_NAME)) {
return TextSegment.from(text);
}
JSONObject metadata = (JSONObject) rowRecord.g... | 1,047 | 122 | 1,169 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-milvus/src/main/java/dev/langchain4j/store/embedding/milvus/MilvusMetadataFilterMapper.java | MilvusMetadataFilterMapper | formatValues | class MilvusMetadataFilterMapper {
static String map(Filter filter) {
if (filter instanceof IsEqualTo) {
return mapEqual((IsEqualTo) filter);
} else if (filter instanceof IsNotEqualTo) {
return mapNotEqual((IsNotEqualTo) filter);
} else if (filter instanceof IsGreate... |
return values.stream().map(value -> {
if (value instanceof String) {
return "\"" + value + "\"";
} else {
return value.toString();
}
}).collect(toList());
| 1,060 | 60 | 1,120 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/DefaultMistralAiClient.java | Builder | onEvent | class Builder extends MistralAiClient.Builder<DefaultMistralAiClient, Builder> {
public DefaultMistralAiClient build() {
return new DefaultMistralAiClient(this);
}
}
DefaultMistralAiClient(Builder builder) {
OkHttpClient.Builder okHttpClientBuilder = new OkHttpClient.Builde... |
if (logStreamingResponses) {
LOGGER.debug("onEvent() {}", data);
}
if ("[DONE]".equals(data)) {
AiMessage aiMessage;
if (!isNullOrEmpty(toolExecutionRequests)){
aiMessage = AiMessage.from... | 735 | 466 | 1,201 | <methods>public non-sealed void <init>() ,public static Builder#RAW builder() ,public abstract dev.langchain4j.model.mistralai.MistralAiChatCompletionResponse chatCompletion(dev.langchain4j.model.mistralai.MistralAiChatCompletionRequest) ,public abstract dev.langchain4j.model.mistralai.MistralAiEmbeddingResponse embedd... |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiApiKeyInterceptor.java | MistralAiApiKeyInterceptor | intercept | class MistralAiApiKeyInterceptor implements Interceptor {
private final String apiKey;
MistralAiApiKeyInterceptor(String apiKey) {
this.apiKey = apiKey;
}
@Override
public Response intercept(Chain chain) throws IOException {<FILL_FUNCTION_BODY>}
} |
Request request = chain.request()
.newBuilder()
.addHeader("Authorization", "Bearer " + apiKey)
.build();
return chain.proceed(request);
| 90 | 50 | 140 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiChatModel.java | MistralAiChatModel | generate | class MistralAiChatModel implements ChatLanguageModel {
private final MistralAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
private final Boolean safePrompt;
private final Integer randomSeed;
... |
ensureNotEmpty(messages, "messages");
MistralAiChatCompletionRequest.MistralAiChatCompletionRequestBuilder requestBuilder = MistralAiChatCompletionRequest.builder()
.model(this.modelName)
.messages(toMistralAiMessages(messages))
.temperature(this.tempera... | 1,493 | 415 | 1,908 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiClient.java | MistralAiClient | builder | class MistralAiClient {
public abstract MistralAiChatCompletionResponse chatCompletion(MistralAiChatCompletionRequest request);
public abstract void streamingChatCompletion(MistralAiChatCompletionRequest request, StreamingResponseHandler<AiMessage> handler);
public abstract MistralAiEmbeddingResponse emb... |
for (MistralAiClientBuilderFactory factory : ServiceHelper.loadFactories(MistralAiClientBuilderFactory.class)) {
return factory.get();
}
// fallback to the default
return DefaultMistralAiClient.builder();
| 644 | 67 | 711 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiEmbeddingModel.java | MistralAiEmbeddingModel | builder | class MistralAiEmbeddingModel implements EmbeddingModel {
private final MistralAiClient client;
private final String modelName;
private final Integer maxRetries;
/**
* Constructs a new MistralAiEmbeddingModel instance.
*
* @param baseUrl the base URL of the Mistral AI API. It use a... |
for (MistralAiEmbeddingModelBuilderFactory factory : loadFactories(MistralAiEmbeddingModelBuilderFactory.class)){
return factory.get();
}
return new MistralAiEmbeddingModelBuilder();
| 1,040 | 63 | 1,103 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiModels.java | MistralAiModels | builder | class MistralAiModels {
private final MistralAiClient client;
private final Integer maxRetries;
/**
* Constructs a new instance of MistralAiModels.
*
* @param baseUrl the base URL of the Mistral AI API. It uses the default value if not specified
* @param apiKey the API key f... |
for (MistralAiModelsBuilderFactory factory : loadFactories(MistralAiModelsBuilderFactory.class)){
return factory.get();
}
return new MistralAiModelsBuilder();
| 619 | 54 | 673 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiRequestLoggingInterceptor.java | MistralAiRequestLoggingInterceptor | getBody | class MistralAiRequestLoggingInterceptor implements Interceptor {
private static final Logger LOGGER = LoggerFactory.getLogger(MistralAiRequestLoggingInterceptor.class);
@Override
public Response intercept(Chain chain) throws IOException {
Request request = chain.request();
this.log(reques... |
try {
Buffer buffer = new Buffer();
if (request.body() == null) {
return "";
}
request.body().writeTo(buffer);
return buffer.readUtf8();
} catch (Exception e) {
LOGGER.warn("Exception while getting body", e);
... | 228 | 98 | 326 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiResponseLoggingInterceptor.java | MistralAiResponseLoggingInterceptor | log | class MistralAiResponseLoggingInterceptor implements Interceptor {
private static final Logger LOGGER = LoggerFactory.getLogger(MistralAiResponseLoggingInterceptor.class);
@Override
public Response intercept(Chain chain) throws IOException {
Request request = chain.request();
Response resp... |
try {
LOGGER.debug("Response:\n- status code: {}\n- headers: {}\n- body: {}",
response.code(), getHeaders(response.headers()), this.getBody(response));
} catch (Exception e) {
LOGGER.warn("Error while logging response: {}", e.getMessage());
}
| 234 | 85 | 319 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mistral-ai/src/main/java/dev/langchain4j/model/mistralai/MistralAiStreamingChatModel.java | MistralAiStreamingChatModel | generate | class MistralAiStreamingChatModel implements StreamingChatLanguageModel {
private final MistralAiClient client;
private final String modelName;
private final Double temperature;
private final Double topP;
private final Integer maxTokens;
private final Boolean safePrompt;
private final Integ... |
ensureNotEmpty(messages, "messages");
MistralAiChatCompletionRequest.MistralAiChatCompletionRequestBuilder requestBuilder = MistralAiChatCompletionRequest.builder()
.model(this.modelName)
.messages(toMistralAiMessages(messages))
.temperature(this.tempera... | 1,493 | 346 | 1,839 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mongodb-atlas/src/main/java/dev/langchain4j/store/embedding/mongodb/MappingUtils.java | MappingUtils | writeMetadata | class MappingUtils {
private MappingUtils() throws InstantiationException {
throw new InstantiationException("can't instantiate this class");
}
static MongoDbDocument toMongoDbDocument(String id, Embedding embedding, TextSegment textSegment) {
if (textSegment == null) {
return ... |
Document metadata = new Document();
metadata.append("dynamic", false);
metadata.append("type", "document");
Document metadataFieldDoc = new Document();
metadataFields.forEach(field -> writeMetadataField(metadataFieldDoc, field));
metadata.append("fields", metadataField... | 579 | 87 | 666 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-mongodb-atlas/src/main/java/dev/langchain4j/store/embedding/mongodb/MongoDbEmbeddingStore.java | Builder | findRelevant | class Builder {
private MongoClient mongoClient;
private String databaseName;
private String collectionName;
private String indexName;
private Long maxResultRatio;
private CreateCollectionOptions createCollectionOptions;
private Bson filter;
private Index... |
List<Double> queryVector = referenceEmbedding.vectorAsList().stream()
.map(Float::doubleValue)
.collect(toList());
long numCandidates = maxResults * maxResultRatio;
List<Bson> pipeline = Arrays.asList(
vectorSearch(
fieldP... | 1,205 | 315 | 1,520 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-neo4j/src/main/java/dev/langchain4j/rag/content/retriever/neo4j/Neo4jContentRetriever.java | Neo4jContentRetriever | executeQuery | class Neo4jContentRetriever implements ContentRetriever {
private static final PromptTemplate DEFAULT_PROMPT_TEMPLATE = PromptTemplate.from("""
Based on the Neo4j graph schema below, write a Cypher query that would answer the user's question:
{{schema}}
Question: {{question}}
... |
List<Record> records = graph.executeRead(cypherQuery);
return records.stream()
.flatMap(r -> r.values().stream())
.map(value -> value instanceof NodeValue ? value.asMap().toString() : value.toString())
.toList();
| 528 | 75 | 603 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-neo4j/src/main/java/dev/langchain4j/store/embedding/neo4j/Neo4jEmbeddingUtils.java | Neo4jEmbeddingUtils | toRecord | class Neo4jEmbeddingUtils {
/* not-configurable strings, just used under-the-hood in `UNWIND $rows ...` statement */
public static final String EMBEDDINGS_ROW_KEY = "embeddingRow";
/* default configs */
public static final String DEFAULT_ID_PROP = "id";
public static final String DEFAULT_D... |
String id = ids.get(idx);
Embedding embedding = embeddings.get(idx);
Map<String, Object> row = new HashMap<>();
row.put(store.getIdProperty(), id);
Map<String, Object> properties = new HashMap<>();
if (embedded != null) {
TextSegment segment = embedded.get(... | 906 | 206 | 1,112 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-neo4j/src/main/java/dev/langchain4j/store/graph/neo4j/Neo4jGraph.java | Neo4jGraph | refreshSchema | class Neo4jGraph implements AutoCloseable {
private static final String NODE_PROPERTIES_QUERY = """
CALL apoc.meta.data()
YIELD label, other, elementType, type, property
WHERE NOT type = "RELATIONSHIP" AND elementType = "node"
WITH label AS nodeLabels, collect({prope... |
List<String> nodeProperties = formatNodeProperties(executeRead(NODE_PROPERTIES_QUERY));
List<String> relationshipProperties = formatRelationshipProperties(executeRead(REL_PROPERTIES_QUERY));
List<String> relationships = formatRelationships(executeRead(RELATIONSHIPS_QUERY));
this.schem... | 1,095 | 171 | 1,266 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-nomic/src/main/java/dev/langchain4j/model/nomic/NomicClient.java | NomicClient | toException | class NomicClient {
private static final Gson GSON = new GsonBuilder()
.setFieldNamingPolicy(LOWER_CASE_WITH_UNDERSCORES)
.setPrettyPrinting()
.create();
private final NomicApi nomicApi;
private final String authorizationHeader;
@Builder
NomicClient(String base... |
int code = response.code();
String body = response.errorBody().string();
String errorMessage = String.format("status code: %s; body: %s", code, body);
return new RuntimeException(errorMessage);
| 497 | 59 | 556 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-nomic/src/main/java/dev/langchain4j/model/nomic/NomicEmbeddingModel.java | NomicEmbeddingModel | embedAll | class NomicEmbeddingModel implements EmbeddingModel {
private static final String DEFAULT_BASE_URL = "https://api-atlas.nomic.ai/v1/";
private final NomicClient client;
private final String modelName;
private final String taskType;
private final Integer maxRetries;
@Builder
public NomicEm... |
EmbeddingRequest request = EmbeddingRequest.builder()
.model(modelName)
.texts(textSegments.stream().map(TextSegment::text).collect(toList()))
.taskType(taskType)
.build();
EmbeddingResponse response = withRetry(() -> client.embed(reques... | 399 | 166 | 565 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-nomic/src/main/java/dev/langchain4j/model/nomic/RequestLoggingInterceptor.java | RequestLoggingInterceptor | getBody | class RequestLoggingInterceptor implements Interceptor {
private static final Logger log = LoggerFactory.getLogger(RequestLoggingInterceptor.class);
private static final Pattern BEARER_PATTERN = Pattern.compile("(Bearer\\s*)([\\w-]{5})([\\w-]+)([\\w-]{2})");
public Response intercept(Interceptor.Chain ch... |
try {
Buffer buffer = new Buffer();
request.body().writeTo(buffer);
return buffer.readUtf8();
} catch (Exception e) {
log.warn("Exception happened while reading request body", e);
return "[Exception happened while reading request body. Check l... | 538 | 83 | 621 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-nomic/src/main/java/dev/langchain4j/model/nomic/ResponseLoggingInterceptor.java | ResponseLoggingInterceptor | log | class ResponseLoggingInterceptor implements Interceptor {
private static final Logger log = LoggerFactory.getLogger(ResponseLoggingInterceptor.class);
public Response intercept(Interceptor.Chain chain) throws IOException {
Request request = chain.request();
Response response = chain.proceed(re... |
log.debug(
"Response:\n" +
"- status code: {}\n" +
"- headers: {}\n" +
"- body: {}",
response.code(),
inOneLine(response.headers()),
getBody(response)
);
| 187 | 71 | 258 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/ImageUtils.java | ImageUtils | base64Image | class ImageUtils {
private static final List<String> SUPPORTED_URL_SCHEMES = Arrays.asList("http", "https", "file");
static List<String> base64EncodeImageList(List<ImageContent> contentList) {
return contentList.stream()
.map(ImageContent::image)
.map(ImageUtils::base64... |
if (image.base64Data() != null && !image.base64Data().isEmpty()) {
return image.base64Data();
} else {
if (SUPPORTED_URL_SCHEMES.contains(image.url().getScheme())) {
return image.url().getScheme().startsWith("http") ? httpScheme(image) : fileScheme(image);
... | 304 | 148 | 452 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaChatModel.java | OllamaChatModel | generate | class OllamaChatModel implements ChatLanguageModel {
private final OllamaClient client;
private final String modelName;
private final Options options;
private final String format;
private final Integer maxRetries;
@Builder
public OllamaChatModel(String baseUrl,
S... |
ensureNotEmpty(messages, "messages");
ChatRequest request = ChatRequest.builder()
.model(modelName)
.messages(toOllamaMessages(messages))
.options(options)
.format(format)
.stream(false)
.build();
... | 491 | 145 | 636 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaClient.java | OllamaClient | onResponse | class OllamaClient {
private static final Gson GSON = new GsonBuilder()
.setFieldNamingPolicy(LOWER_CASE_WITH_UNDERSCORES)
.create();
private final OllamaApi ollamaApi;
@Builder
public OllamaClient(String baseUrl, Duration timeout) {
OkHttpClient okHttpClient = new Ok... |
try (InputStream inputStream = retrofitResponse.body().byteStream()) {
StringBuilder contentBuilder = new StringBuilder();
while (true) {
byte[] bytes = new byte[1024];
int len = inputStream.read(bytes);
... | 1,392 | 244 | 1,636 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaEmbeddingModel.java | OllamaEmbeddingModel | embedAll | class OllamaEmbeddingModel implements EmbeddingModel {
private final OllamaClient client;
private final String modelName;
private final Integer maxRetries;
@Builder
public OllamaEmbeddingModel(String baseUrl,
String modelName,
Duratio... |
List<Embedding> embeddings = new ArrayList<>();
textSegments.forEach(textSegment -> {
EmbeddingRequest request = EmbeddingRequest.builder()
.model(modelName)
.prompt(textSegment.text())
.build();
EmbeddingResponse res... | 343 | 128 | 471 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaLanguageModel.java | OllamaLanguageModel | generate | class OllamaLanguageModel implements LanguageModel {
private final OllamaClient client;
private final String modelName;
private final Options options;
private final String format;
private final Integer maxRetries;
@Builder
public OllamaLanguageModel(String baseUrl,
... |
CompletionRequest request = CompletionRequest.builder()
.model(modelName)
.prompt(prompt)
.options(options)
.format(format)
.stream(false)
.build();
CompletionResponse response = withRetry(() -> client.com... | 483 | 126 | 609 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaMessagesUtils.java | OllamaMessagesUtils | messagesWithImageSupport | class OllamaMessagesUtils {
private final static Predicate<ChatMessage> isUserMessage =
chatMessage -> chatMessage instanceof UserMessage;
private final static Predicate<UserMessage> hasImages =
userMessage -> userMessage.contents().stream()
.anyMatch(content -> IMAG... |
Map<ContentType, List<Content>> groupedContents = userMessage.contents().stream()
.collect(Collectors.groupingBy(Content::type));
if (groupedContents.get(TEXT).size() != 1) {
throw new RuntimeException("Expecting single text content, but got: " + userMessage.contents());
... | 361 | 214 | 575 | <no_super_class> |
langchain4j_langchain4j | langchain4j/langchain4j-ollama/src/main/java/dev/langchain4j/model/ollama/OllamaModels.java | OllamaModels | modelCard | class OllamaModels {
private final OllamaClient client;
private final Integer maxRetries;
@Builder
public OllamaModels(String baseUrl,
Duration timeout,
Integer maxRetries) {
this.client = OllamaClient.builder()
.baseUrl(baseUrl)
... |
OllamaModelCard response = withRetry(() -> client.showInformation(
ShowModelInformationRequest.builder()
.name(modelName)
.build()
), maxRetries);
return Response.from(response);
| 256 | 61 | 317 | <no_super_class> |
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