Embedding Ollama problem - No default constructor found
Opened this issue · 6 comments
duchamk commented
When trying to do embedding on ollama like in the code below:
package prv.duchamk.quarkus.test.main;
import dev.langchain4j.model.embedding.EmbeddingModel;
import io.quarkus.runtime.QuarkusApplication;
import jakarta.enterprise.context.control.ActivateRequestContext;
import jakarta.inject.Inject;
@ActivateRequestContext
public class MyQuarkusApplication implements QuarkusApplication {
@Inject EmbeddingModel aiembed;
@Override
public int run(String... args) throws Exception {
// embedding
var v = aiembed.embed("Jakiś tekst.").content().vector();
System.out.println("vector: "+v.length);
return 0;
}
}I get the answer:
2024-05-21 18:54:24,699 INFO [io.qua.lan.oll.OllamaRestApi$OllamaLogger] (vert.x-eventloop-thread-2) Request:
- method: POST
- url: http://localhost:11434/api/embeddings
- headers: [Accept: application/json], [Content-Type: application/json], [User-Agent: Quarkus REST Client], [content-length: 64]
- body: {
"model" : "nomic-embed-text",
"prompt" : "Jakiś tekst."
}
2024-05-21 18:54:25,794 INFO [io.qua.lan.oll.OllamaRestApi$OllamaLogger] (vert.x-eventloop-thread-2) Response:
- status code: 200
- headers: [Content-Type: application/json; charset=utf-8], [Date: Tue, 21 May 2024 16:54:25 GMT], [Transfer-Encoding: chunked]
- body: {"embedding":[1.2152793407440186,0.7061670422554016,-3.920266628265381,-0.15716147422790527,0.1636817455291748,0.40220484137535095,-0.10822450369596481,1.1845251321792603,-0.7441623210906982,-0.5174110531806946,-1.770889163017273,0.035071391612291336,1.6755348443984985,0.6936782598495483,1.176145076751709,-1.1741924285888672,-0.918232798576355,-0.6608086824417114,-0.5158448815345764,0.7021397352218628,-0.343803346157074,-0.0694512203335762,0.6995362043380737,-0.18004025518894196,-1.240907907485962,0.771946907043457,-0.18770591914653778,0.19963793456554413,-0.1739630252122879,-0.1726313829421997,-0.5771702527999878,-1.3131558895111084,-0.09595434367656708,1.5054917335510254,0.04286672919988632,-1.4843380451202393,2.544625997543335,1.5172076225280762,1.2872018814086914,-0.2609632909297943,-0.5731022357940674,0.8018061518669128,-0.747904896736145,-1.3333332538604736,0.3897770345211029,-1.271011233329773,-0.21130041778087616,0.3321129083633423,0.4450817406177521,-0.777601420879364,0.29190054535865784,0.4553738236427307,-0.18283700942993164,-1.1479129791259766,2.140427827835083,1.1868846416473389,0.7155641913414001,0.43868476152420044,0.785290002822876,-1.303718090057373,0.5114717483520508,1.2778455018997192,-2.171344757080078,1.317874789237976,0.47046616673469543,-1.567000150680542,-1.5473109483718872,1.4016759395599365,-0.8004230260848999,-0.8084776997566223,0.8006671071052551,-0.9349930286407471,0.1590569168329239,1.9726628065109253,-1.4984947443008423,0.24800410866737366,-0.2042602151632309,0.46867623925209045,-0.0708979070186615,0.20377713441848755,0.668700635433197,-1.081278920173645,0.7992839813232422,0.1736026257276535,0.5328491926193237,-0.34551700949668884,-0.3956960141658783,0.4383695125579834,-0.4075542688369751,0.9364575147628784,0.30667760968208313,1.6952240467071533,0.6417703628540039,1.114962100982666,0.6931087374687195,0.9174191951751709,-0.3557582497596741,-0.02837441861629486,-0.5174110531806946,0.06343817710876465,-0.5818891525268555,-0.5007321834564209,0.9450817108154297,0.05762346088886261,1.326824426651001,0.09497802704572678,1.150435209274292,-0.04750029370188713,-1.3670164346694946,-1.5211129188537598,0.02382650226354599,0.02905835397541523,-0.35161903500556946,-1.388576865196228,-0.4024896025657654,-0.7856154441833496,0.36850130558013916,-1.1656495332717896,0.06940927356481552,0.09664082527160645,-0.8817020058631897,-0.1855829358100891,-0.5980798602104187,1.111382246017456,0.0714750587940216,0.9333658218383789,-1.125538945198059,0.21894067525863647,0.06966733187437057,-1.0577657222747803,-0.5962899327278137,0.9235212206840515,-1.0192009210586548,-0.1974818855524063,-0.3081420958042145,1.0016270875930786,-0.26530587673187256,-1.0024406909942627,0.048961445689201355,0.1289002001285553,1.784069538116455,0.9925961494445801,1.5009355545043945,-1.975591778755188,0.19125431776046753,-0.18589819967746735,0.28991737961769104,-0.07403917610645294,-0.882352888584137,0.48747047781944275,0.27997109293937683,0.8181595802307129,-1.0816043615341187,0.9812057018280029,1.0989340543746948,0.3251565992832184,-0.011049751192331314,-0.22575713694095612,0.27829810976982117,0.016709379851818085,-0.28315430879592896,0.7641363143920898,0.1443052589893341,1.0568708181381226,0.4763241112232208,-0.10735496878623962,0.3172697126865387,1.6594254970550537,0.27619799971580505,0.9304368495941162,-1.8677079677581787,-0.7317548990249634,-1.4050930738449097,0.03513749688863754,1.9310063123703003,-0.050138309597969055,1.8029451370239258,-0.563664436340332,-0.15313540399074554,-0.8675453066825867,1.7240256071090698,-0.6136196851730347,0.6729313731193542,0.4255755841732025,-1.3657146692276,0.4255755841732025,-0.041355203837156296,-1.1299324035644531,0.11435576528310776,-0.5752582550048828,-0.822959840297699,0.39316365122795105,-0.33978110551834106,0.9708729386329651,-0.8303636312484741,-1.1011308431625366,1.4055812358856201,-0.9025302529335022,0.3639654815196991,-1.3512325286865234,0.3362724483013153,-0.6783825159072876,-0.2629829943180084,0.10305812209844589,-1.0269302129745483,0.19492919743061066,-0.4382067918777466,0.9999999403953552,-0.6075990200042725,0.531364381313324,0.4330708980560303,0.8488324284553528,0.7251647114753723,0.46550318598747253,0.10104572772979736,-0.04132310301065445,-0.12249816209077835,-1.179724931716919,-1.065088152885437,1.8750303983688354,-0.16509029269218445,1.3203155994415283,-0.019854463636875153,-0.9725001454353333,-0.1041564866900444,0.8642095327377319,-1.3255226612091064,-1.0864859819412231,-0.5603896379470825,-0.9333658218383789,-0.05263759195804596,-3.4792935848236084,0.9930843114852905,-0.5366934537887573,-1.0510941743850708,0.6214302778244019,0.7854527235031128,1.4150190353393555,0.9637132287025452,1.6353428363800049,0.18523715436458588,0.345354288816452,-0.6414042115211487,-2.026360511779785,0.1562042236328125,0.4887163043022156,0.5700919032096863,-0.26436007022857666,0.025221705436706543,0.42795538902282715,0.2845882773399353,1.5106987953186035,1.1051174402236938,-0.38532257080078125,1.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2024-05-21 18:54:25,813 DEBUG [org.jbo.res.rea.com.cor.AbstractResteasyReactiveContext] (vert.x-eventloop-thread-2) Restarting handler chain for exception exception: jakarta.json.bind.JsonbException: Cannot create instance of a class: class io.quarkiverse.langchain4j.ollama.EmbeddingResponse, No default constructor found.
The problem occurs in version 0.14.1.
After adding the constructor in the EmbeddingResponse.java file in quarkus-langchain4j-ollama :
package io.quarkiverse.langchain4j.ollama;
import com.fasterxml.jackson.databind.annotation.JsonDeserialize;
import com.fasterxml.jackson.databind.annotation.JsonPOJOBuilder;
@JsonDeserialize(builder = EmbeddingResponse.Builder.class)
public class EmbeddingResponse {
private float[] embedding;
public EmbeddingResponse() {
}
private EmbeddingResponse(Builder builder) {
embedding = builder.embedding;
}
public float[] getEmbedding() {
return embedding;
}
public void setEmbedding(float[] embedding) {
this.embedding = embedding;
}
@JsonPOJOBuilder(withPrefix = "")
public static final class Builder {
private float[] embedding;
private Builder() {
}
public Builder embedding(float[] val) {
embedding = val;
return this;
}
public EmbeddingResponse build() {
return new EmbeddingResponse(this);
}
}
}Works correctly :
2024-05-21 19:26:42,899 INFO [io.qua.lan.oll.OllamaRestApi$OllamaLogger] (vert.x-eventloop-thread-2) Request:
- method: POST
- url: http://localhost:11434/api/embeddings
- headers: [Accept: application/json], [Content-Type: application/json], [User-Agent: Quarkus REST Client], [content-length: 64]
- body: {
"model" : "nomic-embed-text",
"prompt" : "Jakiś tekst."
}
2024-05-21 19:26:44,440 INFO [io.qua.lan.oll.OllamaRestApi$OllamaLogger] (vert.x-eventloop-thread-2) Response:
- status code: 200
- headers: [Content-Type: application/json; charset=utf-8], [Date: Tue, 21 May 2024 17:26:44 GMT], [Transfer-Encoding: chunked]
- body: 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vector: 768
2024-05-21 19:26:44,460 DEBUG [io.qua.run.Application] (Quarkus Main Thread) Stopping application
geoand commented
Thanks for reporting!
Do you want to provide a PR?
duchamk commented
OK.
geoand commented
🙏
geoand commented
Sorry, I just looked at this more closely and I was wrong to propose adding the constructor.
The error comes from JSONB, which should not be used at all.
What extensions are you using in the application?
duchamk commented
I use quarkus-rest-client-jsonb and quarkus-rest-jsonb to communicate with other modules.
After removing quarkus-rest-client-jsonb and quarkus-rest-jsonb the error doesn't appear.
This means that can't use JSON-B if use quarkus-langchain4j.
geoand commented
This means that can't use JSON-B if use quarkus-langchain4j.
It means that we have to make sure in this module that nothing changes whether or not JSONB exists on the classpath or not :).
I'll have a look soon