chamsechan · chamsechan · Sep 17, 2026 · Sep 17, 2026 · Sep 17, 2026 · Sep 17, 2026
diff --git a/.agents/skills/json-prompt-solution/SKILL.md b/.agents/skills/json-prompt-solution/SKILL.md
@@ -50,8 +50,8 @@ JSON 内的 query / translated；名称不够通用并不要求全仓改名。
 - 只有业务本身需要模型产生结构化语义时才引入结构化解析节点，校验字段与类型并使用
   `failure_policy=fail`。SDK 响应组装始终留在 Converter，不靠 Demo 投影字段。
   不用固定示例或 fallback 冒充成功。
-- `.conf` 必须指向新 Pipeline，检查模型路径覆盖、上下文与生成长度，以及 Operator
-  输出池容量配置。原 Profile 不会自动指向新方案。
+- `.conf` 必须指向新 Pipeline（仅包含 `pipe_path` 定位），并在 Pipeline JSON 的
+  `deployment` 中配置 `io.io_binding`、`io.output_allocations` 及可选模型路径覆盖。原 Profile 不会自动指向新方案。
 
 ## 验证与交付
 

diff --git a/.agents/skills/pipeline-composer/SKILL.md b/.agents/skills/pipeline-composer/SKILL.md
@@ -65,8 +65,8 @@ See [the I/O boundary](../../../doc/dev_guide/business_onboarding.md#输入输
 
 5. After validation, run the edited Pipeline through a compatible Demo. Follow
    [running the current solution](../../../tools/pipeline_studio/README.md#运行当前方案): confirm
-   `.conf` `data.pipe_path` resolves to the edited JSON, inspect inherited model path overrides
-   and capacities, and select a matching biz and dataset. Use
+   `.conf` `pipe_path` resolves to the edited JSON, inspect pipeline-owned `deployment` (io_binding,
+   output_allocations, and model_paths), and select a matching biz and dataset. Use
    `alg_pipeline_tool resolve-conf <edited.conf> --root <deployment_root> --depth <max_batch_or_depth>`
    to inspect the native resolved paths, their sources and normalized defaults; it does not load
    weights. Studio can save a JSON + `.conf` pair and command via “另存为可运行方案”; its model

diff --git a/cmake_ext/Tests.cmake b/cmake_ext/Tests.cmake
@@ -113,6 +113,10 @@ if(LLM_EDGEFLOW_HAS_ONNXRUNTIME)
     "${PROJECT_SOURCE_DIR}/tests/fixtures/pipelines/cross_rerank/pipeline_cross_rerank_fixture.conf"
     "${EDGEFLOW_GENERATED_MODEL_FIXTURE_DIR}/pipeline_cross_rerank_fixture.conf"
     COPYONLY)
+  configure_file(
+    "${PROJECT_SOURCE_DIR}/tests/fixtures/pipelines/cross_rerank/pipeline_cross_rerank_missing_model.json"
+    "${EDGEFLOW_GENERATED_MODEL_FIXTURE_DIR}/pipeline_cross_rerank_missing_model.json"
+    COPYONLY)
   configure_file(
     "${PROJECT_SOURCE_DIR}/tests/fixtures/pipelines/cross_rerank/pipeline_cross_rerank_missing_model.conf"
     "${EDGEFLOW_GENERATED_MODEL_FIXTURE_DIR}/pipeline_cross_rerank_missing_model.conf"

diff --git a/configs/pipeline_audio_asr_cpu.conf b/configs/pipeline_audio_asr_cpu.conf
@@ -1,21 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_audio_asr_cpu.json",
-    "io_binding": "audio_asr_intent.operator.v1",
-    "model_paths": {
-      "asr_model_v1": "models/ggml-base.bin"
-    },
-    "outputs": {
-      "audio_out": {
-        "type": "audio_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "transcribed_text": 511,
-          "intent_slot_json": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_audio_asr_cpu.json"
 }
diff --git a/configs/pipeline_audio_asr_cpu.json b/configs/pipeline_audio_asr_cpu.json
@@ -1,5 +1,24 @@
 {
   "biz_name": "speech_audio_asr_intent_slot",
+  "deployment": {
+    "model_paths": {
+      "asr_model_v1": "models/ggml-base.bin"
+    },
+    "io": {
+      "io_binding": "audio_asr_intent.operator.v1",
+      "output_allocations": {
+        "audio_out": {
+          "type": "audio_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "transcribed_text": 511,
+            "intent_slot_json": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "model_id": "asr_model_v1",

diff --git a/configs/pipeline_cross_rerank_cpu.conf b/configs/pipeline_cross_rerank_cpu.conf
@@ -1,18 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_cross_rerank_cpu.json",
-    "io_binding": "cross_rerank.operator.v1",
-    "model_paths": {
-      "rerank_model_v1": "./models/ms_marco_tinybert_l2_v2_quantized.onnx"
-    },
-    "outputs": {
-      "rerank_out": {
-        "type": "rerank_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {}
-      }
-    }
-  }
+  "pipe_path": "pipeline_cross_rerank_cpu.json"
 }
diff --git a/configs/pipeline_cross_rerank_cpu.json b/configs/pipeline_cross_rerank_cpu.json
@@ -1,5 +1,21 @@
 {
   "biz_name": "dense_cross_rerank_scoring",
+  "deployment": {
+    "model_paths": {
+      "rerank_model_v1": "./models/ms_marco_tinybert_l2_v2_quantized.onnx"
+    },
+    "io": {
+      "io_binding": "cross_rerank.operator.v1",
+      "output_allocations": {
+        "rerank_out": {
+          "type": "rerank_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {}
+        }
+      }
+    }
+  },
   "models": [
     {
       "model_id": "rerank_model_v1",

diff --git a/configs/pipeline_dialogue_audit_default.conf b/configs/pipeline_dialogue_audit_default.conf
@@ -1,24 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_dialogue_audit_default.json",
-    "io_binding": "compliance_audit.operator.v1",
-    "model_paths": {
-      "embed_model_v2": "./models/bge_base_zh_v1.5.onnx",
-      "rerank_model_v1": "./models/ms_marco_tinybert_l2_v2_quantized.onnx",
-      "audit_llm_v1": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
-    },
-    "outputs": {
-      "audit_out": {
-        "type": "audit_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "risk_level": 31,
-          "matched_policy_clause": 255,
-          "audit_verdict_json": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_dialogue_audit_default.json"
 }
diff --git a/configs/pipeline_dialogue_audit_default.json b/configs/pipeline_dialogue_audit_default.json
@@ -1,5 +1,27 @@
 {
   "biz_name": "dialogue_compliance_audit_v1",
+  "deployment": {
+    "model_paths": {
+      "embed_model_v2": "./models/bge_base_zh_v1.5.onnx",
+      "rerank_model_v1": "./models/ms_marco_tinybert_l2_v2_quantized.onnx",
+      "audit_llm_v1": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
+    },
+    "io": {
+      "io_binding": "compliance_audit.operator.v1",
+      "output_allocations": {
+        "audit_out": {
+          "type": "audit_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "risk_level": 31,
+            "matched_policy_clause": 255,
+            "audit_verdict_json": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "capability": "embedding",

diff --git a/configs/pipeline_dialogue_audit_kite.conf b/configs/pipeline_dialogue_audit_kite.conf
@@ -1,24 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_dialogue_audit_kite.json",
-    "io_binding": "compliance_audit.operator.v1",
-    "model_paths": {
-      "embed_model_v2": "models/bge_base_zh_v1.5.onnx",
-      "rerank_model_v1": "models/ms_marco_tinybert_l2_v2_quantized.onnx",
-      "audit_llm_v1": "models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
-    },
-    "outputs": {
-      "audit_out": {
-        "type": "audit_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "risk_level": 31,
-          "matched_policy_clause": 255,
-          "audit_verdict_json": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_dialogue_audit_kite.json"
 }
diff --git a/configs/pipeline_dialogue_audit_kite.json b/configs/pipeline_dialogue_audit_kite.json
@@ -1,5 +1,27 @@
 {
   "biz_name": "dialogue_compliance_audit_v1",
+  "deployment": {
+    "model_paths": {
+      "embed_model_v2": "models/bge_base_zh_v1.5.onnx",
+      "rerank_model_v1": "models/ms_marco_tinybert_l2_v2_quantized.onnx",
+      "audit_llm_v1": "models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
+    },
+    "io": {
+      "io_binding": "compliance_audit.operator.v1",
+      "output_allocations": {
+        "audit_out": {
+          "type": "audit_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "risk_level": 31,
+            "matched_policy_clause": 255,
+            "audit_verdict_json": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "capability": "embedding",

diff --git a/configs/pipeline_doc_qa_cpu.conf b/configs/pipeline_doc_qa_cpu.conf
@@ -1,22 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_doc_qa_cpu.json",
-    "io_binding": "doc_qa.operator.v1",
-    "model_paths": {
-      "embed_model_onnx": "./models/bge_base_zh_v1.5.onnx",
-      "llm_model_llamacpp": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
-    },
-    "outputs": {
-      "doc_out": {
-        "type": "doc_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "intent_name": 63,
-          "answer_text": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_doc_qa_cpu.json"
 }
diff --git a/configs/pipeline_doc_qa_cpu.json b/configs/pipeline_doc_qa_cpu.json
@@ -1,5 +1,25 @@
 {
   "biz_name": "smart_doc_qa_v1",
+  "deployment": {
+    "model_paths": {
+      "embed_model_onnx": "./models/bge_base_zh_v1.5.onnx",
+      "llm_model_llamacpp": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
+    },
+    "io": {
+      "io_binding": "doc_qa.operator.v1",
+      "output_allocations": {
+        "doc_out": {
+          "type": "doc_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "intent_name": 63,
+            "answer_text": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "model_id": "embed_model_onnx",
@@ -151,7 +171,7 @@
       },
       "config": {
         "default_category": "GENERAL_QA",
-        "default_score": 0.90,
+        "default_score": 0.9,
         "categories": {
           "AFTER_SALES_REFUND": [
             "退款",

diff --git a/configs/pipeline_doc_qa_default.conf b/configs/pipeline_doc_qa_default.conf
@@ -1,22 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_doc_qa_default.json",
-    "io_binding": "doc_qa.operator.v1",
-    "model_paths": {
-      "embed_model_v1": "./models/bge_base_zh_v1.5.onnx",
-      "llm_model_v1": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
-    },
-    "outputs": {
-      "doc_out": {
-        "type": "doc_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "intent_name": 63,
-          "answer_text": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_doc_qa_default.json"
 }
diff --git a/configs/pipeline_doc_qa_default.json b/configs/pipeline_doc_qa_default.json
@@ -1,5 +1,25 @@
 {
   "biz_name": "smart_doc_qa_v1",
+  "deployment": {
+    "model_paths": {
+      "embed_model_v1": "./models/bge_base_zh_v1.5.onnx",
+      "llm_model_v1": "./models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
+    },
+    "io": {
+      "io_binding": "doc_qa.operator.v1",
+      "output_allocations": {
+        "doc_out": {
+          "type": "doc_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "intent_name": 63,
+            "answer_text": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "capability": "embedding",
@@ -144,7 +164,7 @@
       },
       "config": {
         "default_category": "GENERAL_QA",
-        "default_score": 0.90,
+        "default_score": 0.9,
         "categories": {
           "AFTER_SALES_REFUND": [
             "退款",

diff --git a/configs/pipeline_doc_qa_kite.conf b/configs/pipeline_doc_qa_kite.conf
@@ -1,22 +1,3 @@
 {
-  "schema_version": 1,
-  "data": {
-    "pipe_path": "pipeline_doc_qa_kite.json",
-    "io_binding": "doc_qa.operator.v1",
-    "model_paths": {
-      "embed_model_v1": "models/bge_base_zh_v1.5.onnx",
-      "llm_model_v1": "models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
-    },
-    "outputs": {
-      "doc_out": {
-        "type": "doc_out",
-        "meta_num": 0,
-        "metadata_type_id": 0,
-        "capacities": {
-          "intent_name": 63,
-          "answer_text": 1023
-        }
-      }
-    }
-  }
+  "pipe_path": "pipeline_doc_qa_kite.json"
 }
diff --git a/configs/pipeline_doc_qa_kite.json b/configs/pipeline_doc_qa_kite.json
@@ -1,5 +1,25 @@
 {
   "biz_name": "smart_doc_qa_v1",
+  "deployment": {
+    "model_paths": {
+      "embed_model_v1": "models/bge_base_zh_v1.5.onnx",
+      "llm_model_v1": "models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
+    },
+    "io": {
+      "io_binding": "doc_qa.operator.v1",
+      "output_allocations": {
+        "doc_out": {
+          "type": "doc_out",
+          "meta_num": 0,
+          "metadata_type_id": 0,
+          "capacities": {
+            "intent_name": 63,
+            "answer_text": 1023
+          }
+        }
+      }
+    }
+  },
   "models": [
     {
       "capability": "embedding",