Files
cmbot/src/app/widgets/ai_outfit_panel.py
T

672 lines
25 KiB
Python
Raw Normal View History

"""AI 穿搭页签(docs/11 §10)。
以 Excel 为数据源,逐行调 AI 图像 API 生成「人物穿着该衣服」的效果图,
写回 Excel D/E/F。界面分三栏:左设置 / 中(最近结果 + 处理明细)/ 右运行日志。
后台用 QThread + Worker(QObject) 包住 core.outfit_batch.OutfitBatchRunner,
通过 Qt signal 回主线程刷新 UI(子线程不直接碰控件)。
"""
import logging
from PySide6.QtCore import QObject, QSize, Qt, QThread, QUrl, Signal
from PySide6.QtGui import QDesktopServices, QIcon, QPixmap
from PySide6.QtWidgets import (
QAbstractItemView,
QCheckBox,
QComboBox,
QDoubleSpinBox,
QFileDialog,
QGroupBox,
QHBoxLayout,
QHeaderView,
QLabel,
QLineEdit,
QListWidget,
QListWidgetItem,
QMessageBox,
QPlainTextEdit,
QProgressBar,
QPushButton,
QScrollArea,
QSpinBox,
QSplitter,
QTableWidget,
QTableWidgetItem,
QVBoxLayout,
QWidget,
)
from services.config_service import (
load_ai_models,
load_outfit_prompt,
save_outfit_prompt,
)
logger = logging.getLogger(__name__)
_RESOLUTIONS = ["512", "1K", "2K", "4K"]
_QUALITIES = ["小文件", "均衡", "高清"]
_COLS = ["行", "标题", "货号", "衣服图", "状态", "结果 / 原因"]
# ---------------------------------------------------------------------------
# Background worker
# ---------------------------------------------------------------------------
class _OutfitWorker(QObject):
"""Runs the batch on a QThread; reports back via queued signals."""
tasks_loaded = Signal(object) # List[OutfitTask]
log = Signal(str)
progress = Signal(int, int, object) # completed, total, OutfitResult
finished = Signal(object) # OutfitBatchSummary
failed = Signal(str) # fatal pre-run error (e.g. Excel locked)
def __init__(self, excel_path, output_dir, model_config, prompt,
options, resolution, quality, retry_failed):
super().__init__()
self._excel_path = excel_path
self._output_dir = output_dir
self._model_config = model_config
self._prompt = prompt
self._options = options
self._resolution = resolution
self._quality = quality
self._retry_failed = retry_failed
self._runner = None
def stop(self):
if self._runner is not None:
self._runner.stop()
def run(self):
# Imported lazily so the UI thread never pulls in Pillow/requests at import.
from core.ai_outfit import generate_outfit_image
from core.outfit_batch import OutfitBatchRunner, OutfitBatchSummary
from services.excel_service import (
ensure_excel_writable,
load_outfit_tasks,
write_outfit_result,
)
try:
ensure_excel_writable(self._excel_path)
tasks = load_outfit_tasks(self._excel_path, retry_failed=self._retry_failed)
except Exception as exc: # noqa: BLE001 - report to UI
self.failed.emit(str(exc))
return
self.tasks_loaded.emit(tasks)
if not tasks:
self.finished.emit(OutfitBatchSummary(total=0))
return
def gen(task):
return generate_outfit_image(
task, self._prompt, self._output_dir, self._model_config,
quality=self._quality, resolution=self._resolution,
)
def on_progress(completed, total, result):
try:
write_outfit_result(self._excel_path, result)
except Exception as exc: # noqa: BLE001 - keep going
self.log.emit("⚠ 写回 Excel 失败(第 {} 行):{}".format(
result.task.row_index, exc))
self.progress.emit(completed, total, result)
self._runner = OutfitBatchRunner(
tasks, gen, options=self._options,
progress_callback=on_progress, log_callback=self.log.emit,
)
try:
summary = self._runner.run()
except Exception as exc: # noqa: BLE001 - report to UI
self.failed.emit(str(exc))
return
self.finished.emit(summary)
# ---------------------------------------------------------------------------
# Main panel
# ---------------------------------------------------------------------------
class AiOutfitPanel(QWidget):
"""The "2 AI 穿搭" page."""
# Emitted when an outfit setting changes; MainWindow merges + persists it.
config_changed = Signal(dict)
def __init__(self, parent=None):
super().__init__(parent)
self._models = [] # list of model dicts from ai_models.json
self._thread = None
self._worker = None
self._row_to_table = {} # excel row_index -> table row
self._failures = [] # list of OutfitResult (failed)
self._build_ui()
# -- construction ---------------------------------------------------
def _build_ui(self):
outer = QVBoxLayout(self)
outer.setContentsMargins(0, 0, 0, 0)
splitter = QSplitter(Qt.Horizontal)
splitter.setHandleWidth(1)
splitter.addWidget(self._build_left())
splitter.addWidget(self._build_center())
splitter.addWidget(self._build_right())
splitter.setStretchFactor(0, 0)
splitter.setStretchFactor(1, 1)
splitter.setStretchFactor(2, 0)
splitter.setSizes([430, 760, 300])
outer.addWidget(splitter)
def _build_left(self):
scroll = QScrollArea()
scroll.setWidgetResizable(True)
scroll.setHorizontalScrollBarPolicy(Qt.ScrollBarAlwaysOff)
scroll.setMinimumWidth(360)
inner = QWidget()
col = QVBoxLayout(inner)
col.setContentsMargins(12, 12, 12, 12)
col.setSpacing(12)
# 数据源
src = QGroupBox("数据源(Excel)")
sv = QVBoxLayout(src)
self._excel_edit = QLineEdit()
self._excel_edit.setPlaceholderText("选择商品表 .xlsx")
sv.addLayout(self._path_row(self._excel_edit, self._browse_excel))
col.addWidget(src)
# 输出 + 模型
out = QGroupBox("输出")
ov = QVBoxLayout(out)
self._output_edit = QLineEdit()
self._output_edit.setPlaceholderText("默认:程序旁的「合并后的图片」")
ov.addLayout(self._path_row(self._output_edit, self._browse_output))
ov.addWidget(QLabel("AI 模型"))
self._model_combo = QComboBox()
ov.addWidget(self._model_combo)
col.addWidget(out)
# 通用话术
prm = QGroupBox("通用话术")
pv = QVBoxLayout(prm)
self._prompt_edit = QPlainTextEdit()
self._prompt_edit.setFixedHeight(120)
self._prompt_edit.textChanged.connect(self._refresh_preview)
pv.addWidget(self._prompt_edit)
prow = QHBoxLayout()
insert_title_btn = QPushButton("插入标题")
insert_title_btn.clicked.connect(
lambda: self._prompt_edit.insertPlainText("{title}"))
prow.addWidget(insert_title_btn)
save_btn = QPushButton("保存话术")
save_btn.clicked.connect(self._save_prompt)
prow.addWidget(save_btn)
pv.addLayout(prow)
col.addWidget(prm)
# 最终提示词预览(内嵌、实时;替换样本行的占位符)
prev = QGroupBox("最终提示词预览")
pvw = QVBoxLayout(prev)
srow = QHBoxLayout()
srow.addWidget(QLabel("样本行"))
self._sample_combo = QComboBox()
self._sample_combo.currentIndexChanged.connect(self._refresh_preview)
srow.addWidget(self._sample_combo, stretch=1)
pvw.addLayout(srow)
self._preview_warn = QLabel("")
self._preview_warn.setStyleSheet("color:#b87a00;")
self._preview_warn.setVisible(False)
pvw.addWidget(self._preview_warn)
self._preview_view = QPlainTextEdit()
self._preview_view.setReadOnly(True)
self._preview_view.setMinimumHeight(140)
pvw.addWidget(self._preview_view)
col.addWidget(prev)
col.addStretch()
scroll.setWidget(inner)
return scroll
def _create_settings_group(self):
"""生成设置 group (lives in the right run column)."""
from PySide6.QtWidgets import QFormLayout
gen = QGroupBox("生成设置")
gv = QVBoxLayout(gen)
self._retry_failed_chk = QCheckBox("重试上次失败的行")
gv.addWidget(self._retry_failed_chk)
form = QFormLayout()
self._concurrency = QSpinBox()
self._concurrency.setRange(1, 16)
self._interval = QDoubleSpinBox()
self._interval.setRange(0.0, 60.0)
self._interval.setSuffix(" 秒")
self._cooldown = QDoubleSpinBox()
self._cooldown.setRange(0.0, 60.0)
self._cooldown.setSuffix(" 秒")
self._retry_count = QSpinBox()
self._retry_count.setRange(0, 10)
self._resolution = QComboBox()
self._resolution.addItems(_RESOLUTIONS)
self._quality = QComboBox()
self._quality.addItems(_QUALITIES)
form.addRow("并发数", self._concurrency)
form.addRow("新请求间隔", self._interval)
form.addRow("单任务冷却", self._cooldown)
form.addRow("失败重试", self._retry_count)
form.addRow("分辨率", self._resolution)
form.addRow("JPG 质量", self._quality)
gv.addLayout(form)
return gen
def _path_row(self, line_edit, on_browse):
row = QHBoxLayout()
row.addWidget(line_edit, stretch=1)
btn = QPushButton("浏览…")
btn.clicked.connect(on_browse)
row.addWidget(btn)
return row
def _build_center(self):
wrap = QWidget()
col = QVBoxLayout(wrap)
col.setContentsMargins(12, 12, 12, 12)
col.setSpacing(10)
col.addWidget(QLabel("最近结果(单击查看大图)"))
self._results = QListWidget()
self._results.setViewMode(QListWidget.IconMode)
self._results.setFlow(QListWidget.LeftToRight)
self._results.setWrapping(False)
self._results.setMovement(QListWidget.Static)
self._results.setIconSize(QSize(96, 120))
self._results.setFixedHeight(168)
self._results.itemClicked.connect(self._open_result)
col.addWidget(self._results)
col.addWidget(QLabel("处理明细(按 Excel 行顺序,每完成一行即写回并保存)"))
self._table = QTableWidget(0, len(_COLS))
self._table.setHorizontalHeaderLabels(_COLS)
self._table.setEditTriggers(QAbstractItemView.NoEditTriggers)
self._table.setSelectionBehavior(QAbstractItemView.SelectRows)
self._table.verticalHeader().setVisible(False)
header = self._table.horizontalHeader()
header.setSectionResizeMode(1, QHeaderView.Stretch)
header.setSectionResizeMode(5, QHeaderView.Stretch)
col.addWidget(self._table, stretch=1)
return wrap
def _build_right(self):
wrap = QWidget()
wrap.setMinimumWidth(300)
col = QVBoxLayout(wrap)
col.setContentsMargins(12, 12, 12, 12)
col.setSpacing(10)
col.addWidget(self._create_settings_group())
col.addWidget(QLabel("本次进度"))
self._progress = QProgressBar()
self._progress.setValue(0)
col.addWidget(self._progress)
self._stats = QLabel("完成 0 · 失败 0 · 待处理 0")
col.addWidget(self._stats)
self._start_btn = QPushButton("开始生成")
self._start_btn.setObjectName("primaryBtn")
self._start_btn.clicked.connect(self._start)
col.addWidget(self._start_btn)
self._stop_btn = QPushButton("停止生成")
self._stop_btn.setEnabled(False)
self._stop_btn.clicked.connect(self._stop)
col.addWidget(self._stop_btn)
row = QHBoxLayout()
self._export_fail_btn = QPushButton("导出失败清单")
self._export_fail_btn.setEnabled(False)
self._export_fail_btn.clicked.connect(self._export_failures)
row.addWidget(self._export_fail_btn)
open_btn = QPushButton("打开输出目录")
open_btn.clicked.connect(self._open_output_dir)
row.addWidget(open_btn)
col.addLayout(row)
col.addWidget(QLabel("实时日志"))
self._log = QPlainTextEdit()
self._log.setReadOnly(True)
col.addWidget(self._log, stretch=1)
return wrap
# -- config wiring --------------------------------------------------
def apply_config(self, config):
"""Populate widgets from the merged app config + load models/prompt."""
self._excel_edit.setText(config.get("outfit_excel", ""))
self._output_edit.setText(config.get("outfit_output_dir", ""))
self._concurrency.setValue(int(config.get("outfit_concurrency", 1) or 1))
self._interval.setValue(float(config.get("outfit_request_interval", 2.0) or 0.0))
self._cooldown.setValue(float(config.get("outfit_task_cooldown", 1.0) or 0.0))
self._retry_count.setValue(int(config.get("outfit_retry_count", 2) or 0))
self._retry_failed_chk.setChecked(bool(config.get("outfit_retry_failed", False)))
self._set_combo(self._resolution, config.get("outfit_resolution", "1K"))
self._set_combo(self._quality, config.get("outfit_quality", "均衡"))
self._prompt_edit.setPlainText(load_outfit_prompt())
self._models = load_ai_models()
self._model_combo.clear()
if not self._models:
self._model_combo.addItem("(未配置模型,请在 ai_models.json 添加)")
self._model_combo.setEnabled(False)
else:
self._model_combo.setEnabled(True)
for m in self._models:
self._model_combo.addItem(m.get("name") or m.get("model") or "(未命名)")
self._set_combo(self._model_combo, config.get("outfit_model", ""))
# Fill the preview's sample-row dropdown from the remembered Excel.
self._reload_sample_rows()
def _set_combo(self, combo, value):
idx = combo.findText(str(value))
if idx >= 0:
combo.setCurrentIndex(idx)
def _emit_config(self):
self.config_changed.emit({
"outfit_excel": self._excel_edit.text(),
"outfit_output_dir": self._output_edit.text(),
"outfit_model": self._model_combo.currentText() if self._models else "",
"outfit_concurrency": self._concurrency.value(),
"outfit_request_interval": self._interval.value(),
"outfit_task_cooldown": self._cooldown.value(),
"outfit_retry_count": self._retry_count.value(),
"outfit_resolution": self._resolution.currentText(),
"outfit_quality": self._quality.currentText(),
"outfit_retry_failed": self._retry_failed_chk.isChecked(),
})
# -- left actions ---------------------------------------------------
def _browse_excel(self):
path, _ = QFileDialog.getOpenFileName(
self, "选择 Excel 文件", self._excel_edit.text(), "Excel 文件 (*.xlsx)")
if path:
self._excel_edit.setText(path)
self._emit_config()
self._reload_sample_rows()
def _browse_output(self):
path = QFileDialog.getExistingDirectory(
self, "选择输出目录", self._output_edit.text())
if path:
self._output_edit.setText(path)
self._emit_config()
def _save_prompt(self):
save_outfit_prompt(self._prompt_edit.toPlainText())
self.statusBar_message("话术已保存")
# -- inline prompt preview ------------------------------------------
def _fill_sample_combo(self, tasks):
"""Populate the sample-row dropdown (None data = no sample)."""
self._sample_combo.blockSignals(True)
self._sample_combo.clear()
if tasks:
for t in tasks:
self._sample_combo.addItem(
"第 {} 行 · {} · {}".format(t.row_index, t.product_id, t.title), t)
else:
self._sample_combo.addItem("(选 Excel 后显示替换效果)", None)
self._sample_combo.blockSignals(False)
self._refresh_preview()
def _reload_sample_rows(self):
"""Best-effort: read the chosen Excel to fill the sample dropdown."""
excel = self._excel_edit.text().strip()
tasks = []
if excel:
try:
from services.excel_service import load_outfit_tasks
tasks = load_outfit_tasks(
excel, retry_failed=self._retry_failed_chk.isChecked())
except Exception as exc: # noqa: BLE001 - silent for preview
logger.info("Sample rows unavailable: %s", exc)
self._fill_sample_combo(tasks)
def _refresh_preview(self):
if not hasattr(self, "_preview_view"):
return
template = self._prompt_edit.toPlainText()
self._preview_warn.setVisible("{title}" not in template)
if "{title}" not in template:
self._preview_warn.setText("⚠ 话术缺少 {title} 占位符")
task = self._sample_combo.currentData() if hasattr(self, "_sample_combo") else None
if task is None:
self._preview_view.setPlainText(template)
else:
rendered = template.replace("{title}", task.title).replace(
"{product_id}", task.product_id)
self._preview_view.setPlainText(rendered)
# -- run control ----------------------------------------------------
def _start(self):
if self._thread is not None:
return
excel = self._excel_edit.text().strip()
if not excel:
QMessageBox.information(self, "提示", "请先选择 Excel 文件。")
return
model_config = self._selected_model_config()
if model_config is None:
return
prompt = self._prompt_edit.toPlainText()
if "{title}" not in prompt:
answer = QMessageBox.question(
self, "缺少占位符",
"话术中没有 {title} 占位符,生成时不会带入商品标题。仍要继续吗?",
QMessageBox.Yes | QMessageBox.No, QMessageBox.No)
if answer != QMessageBox.Yes:
return
save_outfit_prompt(prompt)
self._emit_config()
output_dir = self._output_edit.text().strip()
if not output_dir:
from services.file_service import get_output_dir
output_dir = str(get_output_dir())
from core.outfit_batch import OutfitBatchOptions
options = OutfitBatchOptions(
concurrency=self._concurrency.value(),
request_interval=self._interval.value(),
task_cooldown=self._cooldown.value(),
retry_count=self._retry_count.value(),
)
# reset run state
self._table.setRowCount(0)
self._results.clear()
self._row_to_table = {}
self._failures = []
self._progress.setValue(0)
self._log.clear()
self._worker = _OutfitWorker(
excel, output_dir, model_config, prompt, options,
self._resolution.currentText(), self._quality.currentText(),
self._retry_failed_chk.isChecked(),
)
self._thread = QThread(self)
self._worker.moveToThread(self._thread)
self._thread.started.connect(self._worker.run)
self._worker.tasks_loaded.connect(self._on_tasks_loaded)
self._worker.log.connect(self._append_log)
self._worker.progress.connect(self._on_progress)
self._worker.finished.connect(self._on_finished)
self._worker.failed.connect(self._on_failed)
self._worker.finished.connect(self._thread.quit)
self._worker.failed.connect(self._thread.quit)
self._thread.finished.connect(self._cleanup_thread)
self._thread.start()
self._set_running(True)
def _stop(self):
if self._worker is not None:
self._worker.stop()
self._append_log("已请求停止:不再提交新任务,进行中的任务会收尾。")
self._stop_btn.setEnabled(False)
def _selected_model_config(self):
if not self._models:
QMessageBox.warning(
self, "未配置模型",
"尚未配置 AI 模型。请在 ~/.cmbot/config/ai_models.json 添加后重试。")
return None
data = self._models[self._model_combo.currentIndex()]
from services.ai_image_service import AiModelConfig, api_config_errors
errors = api_config_errors(data)
if errors:
QMessageBox.warning(self, "模型配置有误", ";".join(errors))
return None
return AiModelConfig.from_dict(data)
def _set_running(self, running):
self._start_btn.setEnabled(not running)
self._stop_btn.setEnabled(running)
self._excel_edit.setEnabled(not running)
self._model_combo.setEnabled(not running and bool(self._models))
# -- worker callbacks (UI thread) -----------------------------------
def _on_tasks_loaded(self, tasks):
self._table.setRowCount(len(tasks))
for row, task in enumerate(tasks):
self._row_to_table[task.row_index] = row
self._set_cell(row, 0, str(task.row_index))
self._set_cell(row, 1, task.title)
self._set_cell(row, 2, task.product_id)
self._set_cell(row, 3, _basename(task.garment_path))
self._set_cell(row, 4, "待处理")
self._set_cell(row, 5, "—")
self._progress.setMaximum(max(1, len(tasks)))
self._update_stats(0, 0, len(tasks))
self._fill_sample_combo(tasks)
self._append_log("已加载 {} 行待处理任务".format(len(tasks)))
def _on_progress(self, completed, total, result):
row = self._row_to_table.get(result.task.row_index)
if row is not None:
if result.success:
self._set_cell(row, 4, "完成")
self._set_cell(row, 5, result.output_path)
else:
self._set_cell(row, 4, "失败")
self._set_cell(row, 5, result.error)
self._progress.setValue(completed)
if result.success:
self._add_result_thumb(result)
else:
self._failures.append(result)
self._export_fail_btn.setEnabled(True)
failed = len(self._failures)
self._update_stats(completed - failed, failed, total - completed)
def _on_finished(self, summary):
self._set_running(False)
msg = "完成 {},失败 {}{}".format(
summary.success_count, summary.failure_count,
"(已停止)" if getattr(summary, "stopped", False) else "")
self._append_log("批量结束:" + msg)
QMessageBox.information(self, "AI 穿搭", "本次生成结束。\n" + msg)
def _on_failed(self, message):
self._set_running(False)
self._append_log("无法开始:" + message)
QMessageBox.warning(self, "无法开始", message)
def _cleanup_thread(self):
self._thread = None
self._worker = None
# -- helpers --------------------------------------------------------
def _add_result_thumb(self, result):
pix = QPixmap(result.output_path)
item = QListWidgetItem(result.task.product_id)
if not pix.isNull():
item.setIcon(QIcon(pix))
item.setData(Qt.UserRole, result.output_path)
self._results.insertItem(0, item)
def _open_result(self, item):
path = item.data(Qt.UserRole)
if path:
QDesktopServices.openUrl(QUrl.fromLocalFile(path))
def _open_output_dir(self):
path = self._output_edit.text().strip()
if not path:
from services.file_service import get_output_dir
path = str(get_output_dir())
QDesktopServices.openUrl(QUrl.fromLocalFile(path))
def _export_failures(self):
if not self._failures:
return
path, _ = QFileDialog.getSaveFileName(
self, "导出失败清单", "失败清单.csv", "CSV 文件 (*.csv)")
if not path:
return
try:
with open(path, "w", encoding="utf-8-sig", newline="") as f:
f.write("行,标题,货号,原因\n")
for r in self._failures:
f.write("{},{},{},{}\n".format(
r.task.row_index,
_csv(r.task.title), _csv(r.task.product_id), _csv(r.error)))
self.statusBar_message("失败清单已导出")
except OSError as exc:
QMessageBox.warning(self, "导出失败", str(exc))
def _append_log(self, message):
self._log.appendPlainText(message)
def _update_stats(self, done, failed, pending):
self._stats.setText("完成 {} · 失败 {} · 待处理 {}".format(
max(0, done), max(0, failed), max(0, pending)))
def _set_cell(self, row, col, text):
self._table.setItem(row, col, QTableWidgetItem(str(text)))
def statusBar_message(self, text):
win = self.window()
if hasattr(win, "statusBar"):
win.statusBar().showMessage(text, 4000)
def _basename(path):
import os
return os.path.basename(str(path))
def _csv(value):
text = str(value).replace('"', '""')
if any(c in text for c in (",", "\n", '"')):
return '"' + text + '"'
return text