moremind commented on code in PR #6341:
URL: https://github.com/apache/shenyu/pull/6341#discussion_r3252985422


##########
shenyu-plugin/shenyu-plugin-ai/shenyu-plugin-ai-common/src/main/java/org/apache/shenyu/plugin/ai/common/protocol/OpenAiProtocolAdapter.java:
##########
@@ -0,0 +1,145 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.shenyu.plugin.ai.common.protocol;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.node.ObjectNode;
+import org.apache.shenyu.common.utils.JsonUtils;
+import org.apache.shenyu.plugin.ai.common.config.AiCommonConfig;
+import org.springframework.ai.openai.api.OpenAiApi.ChatCompletionRequest;
+
+import java.util.Objects;
+
+/**
+ * Adapts between OpenAI Chat Completions wire format and internal 
representations.
+ *
+ * <p>Note: deserialization into Spring AI's {@link ChatCompletionRequest} 
preserves fields
+ * modeled by that class (messages, model, temperature, maxTokens, stream, 
tools, etc.).
+ * Provider-specific extension fields not modeled by {@code 
ChatCompletionRequest} are dropped
+ * during deserialization. For the OpenAI-compatible providers this plugin 
currently supports,
+ * all required fields are covered.
+ */
+public final class OpenAiProtocolAdapter {
+
+    private static final com.fasterxml.jackson.databind.ObjectMapper MAPPER =
+            new com.fasterxml.jackson.databind.ObjectMapper();
+
+    private OpenAiProtocolAdapter() {
+    }
+
+    /**
+     * Resolve the stream flag: client request body takes priority,
+     * falls back to the provided default value.
+     *
+     * @param requestBody    the raw JSON request body
+     * @param fallbackStream the default stream value from admin config
+     * @return true if streaming, false otherwise
+     */
+    public static boolean resolveStream(final String requestBody, final 
Boolean fallbackStream) {
+        if (Objects.isNull(requestBody) || requestBody.isEmpty()) {
+            return Boolean.TRUE.equals(fallbackStream);
+        }
+        final JsonNode root = parseStrict(requestBody);
+        if (Objects.isNull(root)) {
+            return Boolean.TRUE.equals(fallbackStream);
+        }
+        if (root.hasNonNull("stream")) {
+            return root.get("stream").asBoolean();
+        }
+        return Boolean.TRUE.equals(fallbackStream);
+    }
+
+    /**
+     * Parse raw request body directly into ChatCompletionRequest, preserving 
fields
+     * modeled by Spring AI (including reasoning_content in assistant 
messages).
+     *
+     * <p>Spring AI's createRequest() loses reasoning_content, refusal, and 
annotations
+     * when reconstructing ChatCompletionMessage from AssistantMessage.
+     * This method avoids that loss by deserializing the raw JSON directly.
+     *
+     * <p>Also converts max_completion_tokens to max_tokens for broader API 
compatibility.
+     *
+     * @param requestBody the raw JSON request body in OpenAI Chat Completions 
format
+     * @param stream whether this is a streaming request (sets the stream 
field)
+     * @return a ChatCompletionRequest with all fields preserved from the 
original request
+     */
+    public static ChatCompletionRequest toChatCompletionRequest(final String 
requestBody, final boolean stream) {
+        return toChatCompletionRequest(requestBody, stream, null);
+    }
+
+    /**
+     * Parse raw request body directly into ChatCompletionRequest, preserving 
modeled fields.
+     * For model, temperature, max_tokens: client request takes priority;
+     * if missing, falls back to the corresponding field in fallbackConfig.
+     *
+     * @param requestBody     the raw JSON request body in OpenAI Chat 
Completions format
+     * @param stream          whether this is a streaming request
+     * @param fallbackConfig  the admin config used as fallback when client 
omits fields
+     * @return a ChatCompletionRequest with all fields preserved
+     */
+    public static ChatCompletionRequest toChatCompletionRequest(final String 
requestBody,
+            final boolean stream, final AiCommonConfig fallbackConfig) {
+        if (Objects.isNull(requestBody) || requestBody.isEmpty()) {
+            throw new IllegalArgumentException("Request body must not be 
empty");
+        }
+        final JsonNode root = parseStrict(requestBody);
+        if (Objects.isNull(root) || !root.isObject()) {
+            throw new IllegalArgumentException("Invalid request body: expected 
a JSON object");
+        }
+        final ObjectNode mutableRoot = (ObjectNode) root;
+
+        if (root.hasNonNull("max_completion_tokens") && 
!root.hasNonNull("max_tokens")) {

Review Comment:
   not use magic value, pls add openai constant value



##########
shenyu-plugin/shenyu-plugin-ai/shenyu-plugin-ai-proxy/src/main/java/org/apache/shenyu/plugin/ai/proxy/enhanced/service/AiProxyExecutorService.java:
##########
@@ -39,78 +45,124 @@ public class AiProxyExecutorService {
     private static final Logger LOG = 
LoggerFactory.getLogger(AiProxyExecutorService.class);
 
     /**
-     * Execute the AI call with retry and fallback.
+     * Execute a streaming AI call directly via {@link OpenAiApi}, bypassing 
Spring AI's
+     * {@code createRequest()} which loses fields like {@code 
reasoning_content}.
      *
-     * @param mainClient      the main chat client
-     * @param fallbackClientOpt the optional fallback chat client
-     * @param requestBody     the request body
-     * @return a Mono containing the ChatResponse
+     * @param mainApi         the main OpenAiApi
+     * @param fallbackCtxOpt the optional fallback context (api + config)
+     * @param request        the ChatCompletionRequest with all fields 
preserved
+     * @param requestBody    the original request body for rebuilding fallback 
request
+     * @param stream         whether this is a streaming request
+     * @return a Flux of ChatCompletionChunk
      */
-    public Mono<ChatResponse> execute(final ChatClient mainClient, final 
Optional<ChatClient> fallbackClientOpt, final String requestBody) {
-        final Mono<ChatResponse> mainCall = doChatCall(mainClient, 
requestBody);
+    public Flux<ChatCompletionChunk> executeDirectStream(final OpenAiApi 
mainApi,
+            final Optional<FallbackContext> fallbackCtxOpt, final 
ChatCompletionRequest request,
+            final String requestBody, final boolean stream) {
+        return mainApi.chatCompletionStream(request)
+                .doOnError(e -> UpstreamErrorLogger.logUpstreamError(LOG, e, 
"direct stream"))
+                .retryWhen(Retry.max(1)

Review Comment:
   why max(1)?



##########
shenyu-plugin/shenyu-plugin-ai/shenyu-plugin-ai-common/src/main/java/org/apache/shenyu/plugin/ai/common/protocol/OpenAiProtocolAdapter.java:
##########
@@ -0,0 +1,145 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.shenyu.plugin.ai.common.protocol;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.node.ObjectNode;
+import org.apache.shenyu.common.utils.JsonUtils;
+import org.apache.shenyu.plugin.ai.common.config.AiCommonConfig;
+import org.springframework.ai.openai.api.OpenAiApi.ChatCompletionRequest;
+
+import java.util.Objects;
+
+/**
+ * Adapts between OpenAI Chat Completions wire format and internal 
representations.
+ *
+ * <p>Note: deserialization into Spring AI's {@link ChatCompletionRequest} 
preserves fields
+ * modeled by that class (messages, model, temperature, maxTokens, stream, 
tools, etc.).
+ * Provider-specific extension fields not modeled by {@code 
ChatCompletionRequest} are dropped
+ * during deserialization. For the OpenAI-compatible providers this plugin 
currently supports,
+ * all required fields are covered.
+ */
+public final class OpenAiProtocolAdapter {
+
+    private static final com.fasterxml.jackson.databind.ObjectMapper MAPPER =
+            new com.fasterxml.jackson.databind.ObjectMapper();
+
+    private OpenAiProtocolAdapter() {
+    }
+
+    /**
+     * Resolve the stream flag: client request body takes priority,
+     * falls back to the provided default value.
+     *
+     * @param requestBody    the raw JSON request body
+     * @param fallbackStream the default stream value from admin config
+     * @return true if streaming, false otherwise
+     */
+    public static boolean resolveStream(final String requestBody, final 
Boolean fallbackStream) {
+        if (Objects.isNull(requestBody) || requestBody.isEmpty()) {
+            return Boolean.TRUE.equals(fallbackStream);
+        }
+        final JsonNode root = parseStrict(requestBody);
+        if (Objects.isNull(root)) {
+            return Boolean.TRUE.equals(fallbackStream);
+        }
+        if (root.hasNonNull("stream")) {
+            return root.get("stream").asBoolean();
+        }
+        return Boolean.TRUE.equals(fallbackStream);
+    }
+
+    /**
+     * Parse raw request body directly into ChatCompletionRequest, preserving 
fields
+     * modeled by Spring AI (including reasoning_content in assistant 
messages).
+     *
+     * <p>Spring AI's createRequest() loses reasoning_content, refusal, and 
annotations
+     * when reconstructing ChatCompletionMessage from AssistantMessage.
+     * This method avoids that loss by deserializing the raw JSON directly.
+     *
+     * <p>Also converts max_completion_tokens to max_tokens for broader API 
compatibility.
+     *
+     * @param requestBody the raw JSON request body in OpenAI Chat Completions 
format
+     * @param stream whether this is a streaming request (sets the stream 
field)
+     * @return a ChatCompletionRequest with all fields preserved from the 
original request
+     */
+    public static ChatCompletionRequest toChatCompletionRequest(final String 
requestBody, final boolean stream) {
+        return toChatCompletionRequest(requestBody, stream, null);
+    }
+
+    /**
+     * Parse raw request body directly into ChatCompletionRequest, preserving 
modeled fields.
+     * For model, temperature, max_tokens: client request takes priority;
+     * if missing, falls back to the corresponding field in fallbackConfig.
+     *
+     * @param requestBody     the raw JSON request body in OpenAI Chat 
Completions format
+     * @param stream          whether this is a streaming request
+     * @param fallbackConfig  the admin config used as fallback when client 
omits fields
+     * @return a ChatCompletionRequest with all fields preserved
+     */
+    public static ChatCompletionRequest toChatCompletionRequest(final String 
requestBody,
+            final boolean stream, final AiCommonConfig fallbackConfig) {
+        if (Objects.isNull(requestBody) || requestBody.isEmpty()) {
+            throw new IllegalArgumentException("Request body must not be 
empty");
+        }
+        final JsonNode root = parseStrict(requestBody);
+        if (Objects.isNull(root) || !root.isObject()) {
+            throw new IllegalArgumentException("Invalid request body: expected 
a JSON object");
+        }
+        final ObjectNode mutableRoot = (ObjectNode) root;
+
+        if (root.hasNonNull("max_completion_tokens") && 
!root.hasNonNull("max_tokens")) {
+            final JsonNode tokenNode = root.get("max_completion_tokens");
+            if (!tokenNode.isNumber()) {
+                throw new IllegalArgumentException(
+                        "max_completion_tokens must be a number, got: " + 
tokenNode.getNodeType());
+            }
+            mutableRoot.put("max_tokens", tokenNode.asInt());
+            mutableRoot.remove("max_completion_tokens");
+        }
+
+        if (Objects.nonNull(fallbackConfig)) {
+            if (!root.hasNonNull("model") && 
Objects.nonNull(fallbackConfig.getModel()) && 
!fallbackConfig.getModel().isEmpty()) {
+                mutableRoot.put("model", fallbackConfig.getModel());
+            }
+            if (!root.hasNonNull("temperature") && 
Objects.nonNull(fallbackConfig.getTemperature())) {
+                mutableRoot.put("temperature", 
fallbackConfig.getTemperature());
+            }
+            if (!root.hasNonNull("max_tokens") && 
Objects.nonNull(fallbackConfig.getMaxTokens())) {
+                mutableRoot.put("max_tokens", fallbackConfig.getMaxTokens());
+            }
+        }
+
+        mutableRoot.put("stream", stream);
+
+        final ChatCompletionRequest result = 
JsonUtils.jsonToObject(mutableRoot.toString(), ChatCompletionRequest.class);
+        if (Objects.isNull(result)) {
+            throw new IllegalArgumentException("Failed to parse request body 
into ChatCompletionRequest");

Review Comment:
   throw new ShenyuException(value)



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