feature: 更新算子名称；增加创建任务、模板校验

backend/services/data-cleaning-service/src/main/java/com/datamate/cleaning/infrastructure/validator/CleanTaskValidator.java

@@ -17,24 +17,26 @@
 public class CleanTaskValidator {
     private final CleaningTaskRepository cleaningTaskRepo;
 
-    public void checkNameDuplication (String name) {
+    public void checkNameDuplication(String name) {
         if (cleaningTaskRepo.isNameExist(name)) {
             throw BusinessException.of(CleanErrorCode.DUPLICATE_TASK_NAME);
         }
     }
 
-    public void checkInputAndOutput (List<OperatorInstanceDto> operators) {
+    public void checkInputAndOutput(List<OperatorInstanceDto> operators) {
         if (operators == null || operators.size() <= 1) {
             return;
         }
         for (int i = 1; i < operators.size(); i++) {
             OperatorInstanceDto front = operators.get(i - 1);
             OperatorInstanceDto back = operators.get(i);
-            if (!StringUtils.equals(front.getOutputs(), back.getInputs())) {
-                throw BusinessException.of(CleanErrorCode.IN_AND_OUT_NOT_MATCH,
-                    String.format(Locale.ROOT, "ops(name: [%s, %s]) inputs and outputs does not match",
-                        front.getName(), back.getName()));
+            if (StringUtils.equals(front.getOutputs(), back.getInputs()) || StringUtils.equalsAny("multimodal",
+                    front.getOutputs(), back.getOutputs())) {
+                continue;
             }
+            throw BusinessException.of(CleanErrorCode.IN_AND_OUT_NOT_MATCH,
+                    String.format(Locale.ROOT, "ops(name: [%s, %s]) inputs and outputs does not match",
+                            front.getName(), back.getName()));
         }
     }
 }

deployment/helm/datamate/charts/backend/templates/deployment.yaml

@@ -39,7 +39,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
           image: "{{ include "backend.image" . }}"
-          imagePullPolicy: {{ default .Values.global.image.pullPolicy .Values.image.pullPolicy }}
+          imagePullPolicy: {{ default .Values.image.pullPolicy .Values.global.image.pullPolicy }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}

deployment/helm/datamate/charts/database/templates/_helpers.tpl

@@ -67,9 +67,5 @@ Name of image
 {{- define "database.image" -}}
 {{- $name := default .Values.image.repository .Values.global.image.database.name }}
 {{- $tag := default .Values.image.tag .Values.global.image.database.tag }}
-{{- if .Values.global.image.repository }}
-{{- .Values.global.image.repository | trimSuffix "/" }}/{{ $name }}:{{ $tag }}
-{{- else }}
 {{- $name }}:{{ $tag }}
 {{- end }}
-{{- end }}

deployment/helm/datamate/charts/database/templates/deployment.yaml

@@ -61,7 +61,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
           image: "{{ include "database.image" . }}"
-          imagePullPolicy: {{ default .Values.global.image.pullPolicy .Values.image.pullPolicy }}
+          imagePullPolicy: {{ default .Values.image.pullPolicy .Values.global.image.pullPolicy }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}

deployment/helm/datamate/charts/frontend/templates/deployment.yaml

@@ -40,7 +40,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
           image: "{{ include "frontend.image" . }}"
-          imagePullPolicy: {{ default .Values.global.image.pullPolicy .Values.image.pullPolicy }}
+          imagePullPolicy: {{ default .Values.image.pullPolicy .Values.global.image.pullPolicy }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}

deployment/helm/datamate/values.yaml

@@ -3,6 +3,8 @@
 # Declare variables to be passed into your templates.
 
 global:
+  deerFlow:
+    enable: false
   image:
     repository: ""
     pullPolicy: "IfNotPresent"

deployment/helm/deer-flow/charts/backend/templates/deployment.yaml

@@ -39,7 +39,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
           image: "{{ include "backend.image" . }}"
-          imagePullPolicy: {{ default .Values.global.image.pullPolicy .Values.image.pullPolicy }}
+          imagePullPolicy: {{ default .Values.image.pullPolicy .Values.global.image.pullPolicy }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}

deployment/helm/deer-flow/charts/frontend/templates/deployment.yaml

@@ -39,7 +39,7 @@ spec:
             {{- toYaml . | nindent 12 }}
           {{- end }}
           image: "{{ include "frontend.image" . }}"
-          imagePullPolicy: {{ default .Values.global.image.pullPolicy .Values.image.pullPolicy }}
+          imagePullPolicy: {{ default .Values.image.pullPolicy .Values.global.image.pullPolicy }}
           ports:
             - name: http
               containerPort: {{ .Values.service.port }}

runtime/ops/formatter/__init__.py

@@ -21,7 +21,7 @@ def _import_operators():
     from . import file_exporter
     from . import slide_formatter
     from . import unstructured_formatter
-    from . import external_pdf_formatter
+    from . import mineru_formatter
 
 
 _import_operators()

runtime/ops/formatter/external_pdf_formatter/__init__.py → runtime/ops/formatter/mineru_formatter/__init__.py

@@ -2,5 +2,5 @@
 
 from datamate.core.base_op import OPERATORS
 
-OPERATORS.register_module(module_name='ExternalPDFFormatter',
+OPERATORS.register_module(module_name='MineruFormatter',
                           module_path="ops.formatter.external_pdf_formatter.process")

runtime/ops/formatter/external_pdf_formatter/metadata.yml → runtime/ops/formatter/mineru_formatter/metadata.yml

@@ -1,10 +1,10 @@
 name: 'MinerU PDF文本抽取'
-name_en: 'External PDF Text Extraction'
+name_en: 'MinerU PDF Text Extraction'
 description: '基于MinerU API，抽取PDF中的文本。'
 description_en: 'Extracts text from PDF files based on MinerU API.'
 language: 'python'
 vendor: 'huawei'
-raw_id: 'ExternalPDFFormatter'
+raw_id: 'MineruFormatter'
 version: '1.0.0'
 types:
   - 'collect'

runtime/ops/formatter/external_pdf_formatter/process.py → runtime/ops/formatter/mineru_formatter/process.py

@@ -15,11 +15,11 @@
 from datamate.common.utils.rest_client import http_request
 
 
-class ExternalPDFFormatter(Mapper):
+class MineruFormatter(Mapper):
     """基于外部API，抽取PDF中的文本"""
 
     def __init__(self, *args, **kwargs):
-        super(ExternalPDFFormatter, self).__init__(*args, **kwargs)
+        super(MineruFormatter, self).__init__(*args, **kwargs)
         self.base_url = os.getenv("EXTERNAL_PDF_BASE_URL", "http://datamate-mineru:9001")
         self.pdf_extract_url = f"{self.base_url}/api/pdf-extract"
 
@@ -31,8 +31,8 @@ def execute(self, sample: Dict[str, Any]) -> Dict[str, Any]:
             response = http_request(method="POST", url=self.pdf_extract_url, data=data)
             sample[self.text_key] = json.loads(response.text).get("result")
             logger.info(
-                f"fileName: {filename}, method: ExternalPDFFormatter costs {(time.time() - start):6f} s")
+                f"fileName: {filename}, method: MineruFormatter costs {(time.time() - start):6f} s")
         except UnicodeDecodeError as err:
-            logger.exception(f"fileName: {filename}, method: ExternalPDFFormatter causes decode error: {err}")
+            logger.exception(f"fileName: {filename}, method: MineruFormatter causes decode error: {err}")
             raise
         return sample

runtime/ops/formatter/unstructured_formatter/metadata.yml

@@ -1,4 +1,4 @@
-name: '非结构化文本抽取'
+name: 'Unstructured文本抽取'
 name_en: 'Unstructured Text Extraction'
 description: '抽取非结构化文件的文本，目前支持PowerPoint演示文稿、Word文档以及Excel工作簿。'
 description_en: 'Extracts text from Unstructured files, currently supporting PowerPoint presentations, Word documents and Excel spreadsheets files.'

runtime/python-executor/datamate/common/utils/lazy_loader.py

@@ -51,7 +51,7 @@ class LazyLoader(ModuleType):
     def __init__(self,
                  package_name,
                  module_name=None,
-                 whl_path="/dataset/ops_whl",
+                 whl_path=None,
                  exact_version=None,
                  force_reinstall=False
                  ):
@@ -72,7 +72,7 @@ def __init__(self,
         self._module_name = module_name if module_name else package_name
         self._package_name = package_name
 
-        self.whl_path = Path(whl_path).resolve()
+        self.whl_path = whl_path
         self.exact_version = exact_version
 
         self.force_reinstall = force_reinstall
@@ -126,7 +126,10 @@ def _load_module(self):
                 need_install = True
 
         if need_install:
-            self._pip_install_package(package_name)
+            if self.whl_path is None:
+                self._pip_install_package_pypi(package_name)
+            else:
+                self._pip_install_package_local(package_name)
             module = importlib.import_module(module_name)
             self._cached_module = module
             self._register_alias(module)
@@ -168,13 +171,26 @@ def _get_installed_version(self, package_name):
                 return line.split()[-1]
         raise PackageNotFoundError()
 
-    def _pip_install_package(self, package_name: str):
+    def _pip_install_package_pypi(self, package_name: str):
+        if self.exact_version:
+            package_name += f"=={self.exact_version}"
+        try:
+            subprocess.check_call([
+                sys.executable, "-m", "pip", "install", str(package_name)
+            ], stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT)
+            logger.info(f"Successfully installed {package_name}")
+        except subprocess.CalledProcessError as e:
+            logger.error(f"Installation failed: {e}")
+            raise RuntimeError(f"Installation failed: {e}") from e
+
+    def _pip_install_package_local(self, package_name: str):
         """安装逻辑 """
 
-        if not self.whl_path.exists():
+        whl_path = Path(self.whl_path).resolve()
+        if not whl_path.exists():
             raise FileNotFoundError(f"WHL directory not found: {self.whl_path}")
 
-        whl_files = list(self.whl_path.glob(f"{package_name}*.whl"))
+        whl_files = list(whl_path.glob(f"{package_name}*.whl"))
         if not whl_files:
             raise RuntimeError(f"No WHL files found for {package_name}")
 

scripts/db/data-operator-init.sql

@@ -70,8 +70,8 @@ VALUES ('64465bec-b46b-11f0-8291-00155d0e4808', '模态', 'modal',  'predefined'
 INSERT IGNORE INTO t_operator
 (id, name, description, version, inputs, outputs, runtime, settings, file_name, is_star)
 VALUES ('TextFormatter', 'TXT文本抽取', '抽取TXT中的文本。', '1.0.0', 'text', 'text', null, null, '', false),
-       ('UnstructuredFormatter', '非结构化文本抽取', '抽取非结构化文件的文本，目前支持PowerPoint演示文稿、Word文档以及Excel工作簿。', '1.0.0', 'text', 'text', null, null, '', false),
-       ('ExternalPDFFormatter', 'MinerU PDF文本抽取', '基于MinerU API，抽取PDF中的文本。', '1.0.0', 'text', 'text', null, null, '', false),
+       ('UnstructuredFormatter', 'Unstructured文本抽取', '基于Unstructured抽取非结构化文件的文本，目前支持PowerPoint演示文稿、Word文档以及Excel工作簿。', '1.0.0', 'text', 'text', null, null, '', false),
+       ('MineruFormatter', 'MinerU PDF文本抽取', '基于MinerU API，抽取PDF中的文本。', '1.0.0', 'text', 'text', null, null, '', false),
        ('FileExporter', '落盘算子', '将文件保存到本地目录。', '1.0.0', 'all', 'all', null, null, '', false),
        ('FileWithHighRepeatPhraseRateFilter', '文档词重复率检查', '去除重复词过多的文档。', '1.0.0', 'text', 'text', null, '{"repeatPhraseRatio": {"name": "文档词重复率", "description": "某个词的统计数/文档总词数 > 设定值，该文档被去除。", "type": "slider", "defaultVal": 0.5, "min": 0, "max": 1, "step": 0.1}, "hitStopwords": {"name": "去除停用词", "description": "统计重复词时，选择是否要去除停用词。", "type": "switch", "defaultVal": false, "required": true, "checkedLabel": "去除", "unCheckedLabel": "不去除"}}', '', 'false'),
        ('FileWithHighRepeatWordRateFilter', '文档字重复率检查', '去除重复字过多的文档。', '1.0.0', 'text', 'text', null, '{"repeatWordRatio": {"name": "文档字重复率", "description": "某个字的统计数/文档总字数 > 设定值，该文档被去除。", "type": "slider", "defaultVal": 0.5, "min": 0, "max": 1, "step": 0.1}}', '', 'false'),

scripts/images/runtime/Dockerfile

@@ -1,4 +1,4 @@
-FROM python:3.11
+FROM ghcr.io/astral-sh/uv:python3.11-bookworm
 
 COPY runtime/python-executor /opt/runtime
 COPY runtime/ops /opt/runtime/datamate/ops
@@ -7,16 +7,16 @@ COPY scripts/images/runtime/start.sh /opt/runtime/start.sh
 
 ENV PYTHONPATH=/opt/runtime/datamate/
 
-RUN apt update \
-    && apt install -y libgl1 libglib2.0-0 vim libmagic1t64 libreoffice dos2unix \
-    && apt clean \
-    && rm -rf /var/lib/apt/lists/*
+RUN --mount=type=cache,target=/var/cache/apt \
+    --mount=type=cache,target=/var/lib/apt \
+    apt update \
+    && apt install -y libgl1 libglib2.0-0 vim libmagic1 libreoffice dos2unix
 
 WORKDIR /opt/runtime
 
-RUN pip install -e . --trusted-host mirrors.huaweicloud.com -i https://mirrors.huaweicloud.com/repository/pypi/simple \
-    && pip install -r /opt/runtime/datamate/ops/requirements.txt --trusted-host mirrors.huaweicloud.com -i https://mirrors.huaweicloud.com/repository/pypi/simple \
-    && pip cache purge
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv pip install -e . --system \
+    && uv pip install -r /opt/runtime/datamate/ops/requirements.txt --system
 
 RUN ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime \
     && chmod +x /opt/runtime/start.sh \