diff --git a/2026-05-18-112800-this-session-is-being-continued-from-a-previous-c.txt b/2026-05-18-112800-this-session-is-being-continued-from-a-previous-c.txt new file mode 100644 index 000000000000..b28092359f77 --- /dev/null +++ b/2026-05-18-112800-this-session-is-being-continued-from-a-previous-c.txt @@ -0,0 +1,1606 @@ + ▐▛███▜▌ Claude Code v2.1.143 +▝▜█████▛▘ Opus 4.7 · Claude Max + ▘▘ ▝▝ ~/Documents/公司学习文件/opensource-contributions/diffusers + +✻ Conversation compacted (ctrl+o for history) + + ⎿  Referenced file src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py + ⎿  Referenced file ../crush/.goreleaser.yml + ⎿  Referenced file ../inference/xinference/model/image/ocr/deepseek_ocr.py + ⎿  Read ../inference/xinference/model/image/ocr/tests/test_deepseek_ocr_safe_eval.py (145 lines) + ⎿  Read ../hermes-desktop/src/renderer/src/screens/Install/Install.tsx (159 lines) + ⎿  Skills restored (schedule) + +⏺ 看到你那个表情了 😐 — 是觉得当前 13 个 PR + 已经够监控了不想再加，还是只是累了想停一下？ + + 几个方向，挑一个： + + - 停一下，等当前 13 个 PR 有动静（最省心，下次 12 小时定时跑通知） + - 继续推 sglang 4 条（都是真 bug，外部仓库，maintainer 活跃 → 大概率能进） + - 继续推 llama_index 4 条（同样质量，但 maintainer 响应慢一些） + - 换个方向（比如清理本地 stash、看看 issue 类型的贡献、其他） + + 直接说一个词我就动。 + +✻ Baked for 2m 4s + +❯ 嗯 + +⏺ 好,那就停一下,等当前 13 个 PR 有动静。定时任务每 12 + 小时跑,有合并会推微信,没动静静默。 + + 需要的时候叫我推 sglang/llama_index 那批。 + +✻ Cooked for 6s + +❯ 现在杜少个pr被合并了 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions && ls -d */ + 2>/dev/null | head -50) + ⎿  ag2/ + agent-infra-sandbox/ + agentscope/ + … +45 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions && for d in */; do + cd "$d" 2>/dev/null || continue…) + ⎿  ag2ai/ag2 12 merged + agentscope-ai/agentscope 1 merged + trycua/cua 1 merged + … +10 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions && for d in */; do + cd "$d" 2>/dev/null || continue…) + ⎿  Running in the background (↓ to manage) + +⏺ Bash(sleep 30 && cat /tmp/claude-502/-Users-ricardo/5545f06b-57a9-4d5f-adff-0c + 5e00e28e5f/tasks/bxzwl73xx.output 2>/dev/null | tail -10) + ⎿  Error: Blocked: sleep 30 followed by: cat /tmp/claude-502/-Users-ricardo/55 + 45f06b-57a9-4d5f-adff-0c5e00e28e5f/tasks/bxzwl73xx.output tail -10. To wait + for a condition, use Monitor with an until-loop (e.g. `until ; do + sleep 2; done`). To wait for a command you started, use run_in_background: + true. Do not chain shorter sleeps to work around this block. + +⏺ Monitor(Wait for merged PR scan to finish) + ⎿  Monitor started · task b45j5onnk · timeout 180s + +⏺ Background command "Calculate total merged PR count" completed (exit code 0) + + Read 1 file (ctrl+o to expand) + +⏺ Monitor event: "Wait for merged PR scan to finish" + +⏺ Monitor "Wait for merged PR scan to finish" stream ended + +⏺ 总计 50 个 PR 被官方合并,按仓库分布: + + ┌──────────────────────────┬────────┐ + │ 仓库 │ 合并数 │ + ├──────────────────────────┼────────┤ + │ infiniflow/ragflow │ 13 │ + ├──────────────────────────┼────────┤ + │ ag2ai/ag2 │ 12 │ + ├──────────────────────────┼────────┤ + │ huggingface/diffusers │ 4 │ + ├──────────────────────────┼────────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼────────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼────────┤ + │ pydantic/pydantic-ai │ 4 │ + ├──────────────────────────┼────────┤ + │ sgl-project/sglang │ 2 │ + ├──────────────────────────┼────────┤ + │ unslothai/unsloth │ 2 │ + ├──────────────────────────┼────────┤ + │ agentscope-ai/agentscope │ 1 │ + ├──────────────────────────┼────────┤ + │ trycua/cua │ 1 │ + ├──────────────────────────┼────────┤ + │ stanfordnlp/dspy │ 1 │ + ├──────────────────────────┼────────┤ + │ run-llama/llama_index │ 1 │ + ├──────────────────────────┼────────┤ + │ vercel/ai │ 1 │ + └──────────────────────────┴────────┘ + + 比上次记得的还多 1 个,可能是定时任务跑过推送漏了。当前监控的 13 个 PR 都还在等 + review。 + +✻ Cooked for 3m 46s + +❯ 你再看看 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions && for d in */; do + cd "$d" 2>/dev/null || continue…) + ⎿  [ag2/] -> ag2ai/ag2 + [agent-infra-sandbox/] -> agent-infra/sandbox + [agentscope/] -> agentscope-ai/agentscope + … +19 lines (ctrl+o to expand) + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for full repo scan completion) + ⎿  Monitor started · task bxnf6l914 · timeout 300s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/5545f06b-57a9-4d5f- + adff-0c5e00e28e5f/tasks/b6xkqp6vp.output 2>/dev/null; do sleep 3; done; + cat /tmp/claude…) + ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +12 lines (ctrl+o to expand) + +⏺ Background command "Full merged PR scan across all known upstreams" completed (exit code 0) + +⏺ Monitor event: "Wait for full repo scan completion" + +⏺ Monitor "Wait for full repo scan completion" stream ended + +⏺ 复扫了一遍 38 个上游仓库,数字没变,仍是 50 个 merged PR。 + + ┌──────────────────────────┬────────┐ + │ 仓库 │ 合并数 │ + ├──────────────────────────┼────────┤ + │ infiniflow/ragflow │ 13 │ + ├──────────────────────────┼────────┤ + │ ag2ai/ag2 │ 12 │ + ├──────────────────────────┼────────┤ + │ huggingface/diffusers │ 4 │ + ├──────────────────────────┼────────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼────────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼────────┤ + │ pydantic/pydantic-ai │ 4 │ + ├──────────────────────────┼────────┤ + │ sgl-project/sglang │ 2 │ + ├──────────────────────────┼────────┤ + │ unslothai/unsloth │ 2 │ + ├──────────────────────────┼────────┤ + │ agentscope-ai/agentscope │ 1 │ + ├──────────────────────────┼────────┤ + │ trycua/cua │ 1 │ + ├──────────────────────────┼────────┤ + │ stanfordnlp/dspy │ 1 │ + ├──────────────────────────┼────────┤ + │ run-llama/llama_index │ 1 │ + ├──────────────────────────┼────────┤ + │ vercel/ai │ 1 │ + └──────────────────────────┴────────┘ + + 待合并的还是 13 个,12 小时定时任务会推送新动静。 + +✻ Baked for 1m 18s + +※ recap: 在跟进开源贡献,目前已合并 50 个 PR,监控中 13 个 PR 每 12 小时跑一次。下一步等用户决定是否推 sglang 或 llama_index 的下一批。 + +❯ huggingface/diffusers │ 4 │ + ├──────────────────────────┼────────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼────────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼────────┤ + │ pydantic/pydantic-ai │ 4 │ + ├────────────────── 这几个能看看还有那些pr没被合并 + +⏺ Bash(for r in "huggingface/diffusers" "fathah/hermes-desktop" + "xorbitsai/inference" "pydantic/pydantic-ai"; do + echo "=== $r ==="…) + ⎿  === huggingface/diffusers === + #13741 1 day ago Route SanaTransformer2DModel.forward by time-embed + type, not by guidance presence + … +66 lines (ctrl+o to expand) + +⏺ 4 个仓库共 22 个 PR 还没合并: + + huggingface/diffusers (16 个) + - 最新 1 天:#13741 SanaTransformer route 、#13740 AuraFlow ValueError + - 23-24 天:#13531、#13529、#13528、#13526、#13525、#13524、#13523、#13522、#13 + 521、#13520、#13519、#13518、#13508、#13504 + + fathah/hermes-desktop (1 个) + - #29 session cache race condition (15 天) + + xorbitsai/inference (2 个) + - #4861 get_context_length default fallback (17 天) + - #4860 user-defined LLM families resolve (17 天) + + pydantic/pydantic-ai (3 个) + - #5209 NativeOutput/PromptedOutput tests (17 天) + - #5043 count_tokens for OpenAIResponses (1 月) + - #5019 MistralModel int timeout (1 月) + + 注意 diffusers 老一批 23 天没动了,可能 maintainer 忙节假日,要不要逐个 ping + 一下问下进展? + +✻ Brewed for 25s + +※ recap: 目标是追踪 50 个已合并 PR 和 22 个未合并 PR 的进展。当前刚扫完 diffusers/hermes-desktop/inference/pydantic-ai 共 22 个 open PR 列表。下一步：决定是否对 diffusers 老的 14 条 ping 一下推进。 + +❯ 嗯 + +⏺ Bash(for pr in 13531 13529 13528 13526 13525 13524 13523 13522 13521 13520 + 13519 13518 13508 13504; do + info=$(gh pr view "$pr" --repo huggingface/diffusers --json…) + ⎿  #13531 comments=0 reviews=0 labels=[size/S,examples] updated=2026-04- + 21T05:59:35Z + #13529 comments=0 reviews=0 labels=[size/S,examples] updated=2026-04- + … +28 lines (ctrl+o to expand) + +⏺ 12 个 PR 都是 0 comment/0 review,全在等同一波 reviewer。直接每个发 ping + 会显得很 spam。三种打法: + + 1. 挑 2-3 个最强的单独 ping(最稳,但只推进 2-3 条) + 2. 在 1-2 个 PR 里发一条汇总评论,列出整批 PR 号 + cc 一个 + maintainer(覆盖广,但有点 noisy) + 3. 去 issues 里找 batch 标记(diffusers 有 "Good First Issue" maintainer triage + 周会),发到那条 issue 而不是 PR 里 + + 哪个? + +✻ Crunched for 54s + +※ recap: 目标是推进贡献仓库里的 PR 被合并,当前查到 huggingface/diffusers 有 12 个老 PR 卡 23 天无 reviewer 回应。下一步:你决定用哪种 ping 策略 (单独挑 2-3 个 / 汇总一条评论 / 走 issue triage)。 + +❯ 你看看吧 + +⏺ 我挑 3 个最强的:#13519 (FluxControlNet 真 pipeline bug)、#13526 (LongCat + TypeError)、#13508 (randn_tensor MPS 比较 device 错误)。这 3 + 个都是用户实际能遇到的 pipeline/utility bug,不是 example script 修补,对 + maintainer 价值最高。 + + 先确认下细节再 ping。 + +⏺ Bash(for pr in 13519 13526 13508; do + echo "=== #$pr ==="…) + ⎿  === #13519 === + TITLE: Fix FluxControlNet img2img/inpainting with num_images_per_promp + t>1 + … +122 lines (ctrl+o to expand) + +⏺ 3 个都很扎实,直接发 ping。 + +⏺ Bash(cat > /tmp/ping_13519.md << 'EOF' + Hi @sayakpaul @yiyixuxu, gentle bump on this one — it's a small fix that + brings `FluxControlNetImg2ImgPipeline` and `FluxContr…) + ⎿  https://github.com/huggingface/diffusers/pull/13519#issuecomment-44529 + 52767 + https://github.com/huggingface/diffusers/pull/13526#issuecomment-44529 + … +3 lines (ctrl+o to expand) + +⏺ 3 个 ping 都发了: + + - #13519 → @sayakpaul @yiyixuxu (FluxControlNet img2img,fixes #10741) + - #13526 → @yiyixuxu @sayakpaul (LongCat 一字符 typo) + - #13508 → @sayakpaul @DN6 (MPS 静默 bug 自 2023 以来) + + 剩下 9 个 example script 修补 PR(train_t2i_adapter / textual_inversion / + Wuerstchen 等)价值偏低,先不动,等这 3 个有反应再说。定时任务会推送合并通知。 +✻ Churned for 58s + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ ┌──────────────────────────┬────────┐ + │ 仓库 │ 合并数 │ + ├──────────────────────────┼────────┤ + │ infiniflow/ragflow │ 13 │ + ├──────────────────────────┼────────┤ + │ ag2ai/ag2 │ 12 │ + ├──────────────────────────┼────────┤ + │ huggingface/diffusers │ 4 │ + ├──────────────────────────┼────────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼────────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼────────┤ + │ pydantic/pydantic-ai │ 4 │ + ├──────────────────────────┼────────┤ + │ sgl-project/sglang │ 2 │ + ├──────────────────────────┼────────┤ + │ unslothai/unsloth │ 2 │ + ├──────────────────────────┼────────┤ + │ agentscope-ai/agentscope │ 1 │ + ├──────────────────────────┼────────┤ + │ trycua/cua │ 1 │ + ├──────────────────────────┼────────┤ + │ stanfordnlp/dspy │ 1 │ + ├──────────────────────────┼────────┤ + │ run-llama/llama_index │ 1 │ + ├──────────────────────────┼────────┤ + │ vercel/ai │ 1 │ + └──────────────────────────┴────────┘ + + 合计 50 个 PR 被合并。 + + 其余 25 个上游仓库(autogen / crewAI / crush / kimi-cli / langgraph / OpenHands + / vllm 等)目前是 0。 + +✻ Brewed for 8s + +※ recap: 长期目标是给开源项目做高质量 PR 并跟踪合并情况;当前 50 个 PR 已合并,刚给 diffusers 3 个停滞 PR (#13519/#13526/#13508) 发了 ping。下一步是等这 3 个 PR 的反应,或决定要不要继续推 sglang/llama_index 那批。 + +❯ 看看还有那些在等待合并 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for open PR scan) + ⎿  Monitor started · task bskq397uv · timeout 300s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/5545f06b-57a9-4d5f- + adff-0c5e00e28e5f/tasks/bciq43yhl.output 2>/dev/null; do sleep 3; done; + cat /tmp/claude…) + ⎿  ag2ai/ag2 5 + agent-infra/sandbox 8 + agentscope-ai/agentscope 3 + … +19 lines (ctrl+o to expand) + +⏺ Background command "Scan open PRs across all upstreams" completed (exit code 0) + +⏺ ┌────────────────────────────────────────┬────────┐ + │ 仓库 │ 待合并 │ + ├────────────────────────────────────────┼────────┤ + │ huggingface/diffusers │ 16 │ + ├────────────────────────────────────────┼────────┤ + │ sgl-project/sglang │ 13 │ + ├────────────────────────────────────────┼────────┤ + │ FoundationAgents/OpenManus │ 9 │ + ├────────────────────────────────────────┼────────┤ + │ run-llama/llama_index │ 9 │ + ├────────────────────────────────────────┼────────┤ + │ agent-infra/sandbox │ 8 │ + ├────────────────────────────────────────┼────────┤ + │ crewAIInc/crewAI │ 8 │ + ├────────────────────────────────────────┼────────┤ + │ huggingface/smolagents │ 6 │ + ├────────────────────────────────────────┼────────┤ + │ vercel/ai │ 6 │ + ├────────────────────────────────────────┼────────┤ + │ ag2ai/ag2 │ 5 │ + ├────────────────────────────────────────┼────────┤ + │ infiniflow/ragflow │ 5 │ + ├────────────────────────────────────────┼────────┤ + │ NousResearch/hermes-agent │ 4 │ + ├────────────────────────────────────────┼────────┤ + │ agentscope-ai/agentscope │ 3 │ + ├────────────────────────────────────────┼────────┤ + │ pydantic/pydantic-ai │ 3 │ + ├────────────────────────────────────────┼────────┤ + │ microsoft/autogen │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ charmbracelet/crush │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ bytedance/deer-flow │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ xorbitsai/inference │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ zai-org/Open-AutoGLM │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ bytedance/UI-TARS-desktop │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ vllm-project/vllm │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ TencentCloudADP/youtu-agent │ 2 │ + ├────────────────────────────────────────┼────────┤ + │ trycua/cua │ 1 │ + ├────────────────────────────────────────┼────────┤ + │ stanfordnlp/dspy │ 1 │ + ├────────────────────────────────────────┼────────┤ + │ fathah/hermes-desktop │ 1 │ + ├────────────────────────────────────────┼────────┤ + │ bigscience-workshop/Megatron-DeepSpeed │ 1 │ + ├────────────────────────────────────────┼────────┤ + │ kortix-ai/suna │ 1 │ + └────────────────────────────────────────┴────────┘ + + 合计 116 个 open PR。 + + 数字偏大,因为很多是早期推上去后没动的小 PR(diffusers 23 天前的 13 个 + train_script bug 修补 / sglang / llama_index / OpenManus + 等都堆了一批)。当前监控的 13 个只是"近 30 天高价值"那批,其它都在野外躺着。 + + 要不要按"近 7 天活跃 / 30 天没动 / 60 + 天死寂"分类一下,看看哪些值得追,哪些可以放弃? + +✻ Crunched for 1m 29s + +⏺ Monitor event: "Wait for open PR scan" + +⏺ Monitor "Wait for open PR scan" stream ended + +⏺ 扫描完成,等你定方向。 + +✻ Brewed for 10s + +❯ 嗯 + +⏺ 我跑一下分类。 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for full open PR metadata fetch) + ⎿  Monitor started · task b0d9g2pkh · timeout 300s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until grep -q "^total lines" /tmp/claude-502/-Users-ricardo/5545f06b-57a9 + -4d5f-adff-0c5e00e28e5f/tasks/bhw7w12n4.output 2>/dev/null; do sleep 5; + done + echo "---…) + ⎿  --- bucketing --- + + === A_active (18 PRs) === + … +33 lines (ctrl+o to expand) + +⏺ Background command "Fetch all open PRs with metadata" completed (exit code 0) + +⏺ Monitor event: "Wait for full open PR metadata fetch" + +⏺ Monitor "Wait for full open PR metadata fetch" stream ended + +⏺ 按"近 7 天活跃 / 8-30 天 / 30-60 天死寂"分桶,没有 60 天以上的死 PR(D 桶空)。 + + A 桶 — 近 7 天活跃 (18 个) 大部分有 review/comment,继续等就行: + - diffusers 8 / ragflow 3 / ag2 2 / crush 2 / inference 2 / hermes-desktop 1 + + B 桶 — 8-30 天 (76 个) 整体偏多。两类问题仓库: + - agent-infra/sandbox 7 个 PR 全部 0 engagement — maintainer 沉默,基本是死仓 + - huggingface/diffusers 8 个中 7 个 0 engagement — 23 天前那批 train_script + 修补,刚才 ping 了 3 个最强的 + + C 桶 — 30-60 天没动 (22 个) 该看的看: + - sgl-project/sglang 7 个,全部有 engagement(maintainer 在 review,正常节奏) + - run-llama/llama_index 6 个,全部 0 engagement — maintainer 不接触 + - huggingface/smolagents 4 个,1 个有 engagement + - vercel/ai 3 个,1 个有 + + 结论: + - llama_index、agent-infra/sandbox、smolagents + 是"沉默仓",维护者不响应,投入低产出。要不要把这些"沉默仓"的 PR + 标为放弃(不再追)? + - diffusers 23 天那批是已知阻塞,刚 ping 了 3 个,等一周看反应 + - sglang 节奏正常,继续等 + +✻ Baked for 1m 16s +※ recap: 在追开源贡献 PR 进度。已合并 50 个、待合并 116 个(已分桶 A/B/C),刚给 diffusers 最强的 3 个发了 ping。下一步:等你定要不要放弃 llama_index / agent-infra / smolagents 这些沉默仓。 + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait then print merged PR refresh result) + ⎿  Monitor started · task brszuc7ph · timeout 300s + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/5545f06b-57a9-4d5f- + adff-0c5e00e28e5f/tasks/bu1ztxh5c.output 2>/dev/null; do sleep 3; done + cat /tmp/claude-…) + ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +13 lines (ctrl+o to expand) + +⏺ Background command "Refresh merged PR counts" completed (exit code 0) + +⏺ +2 个新合并! ragflow 多 1 个,smolagents 首次破零。 + + ┌──────────────────────────┬────────┬──────┐ + │ 仓库 │ 合并数 │ 变化 │ + ├──────────────────────────┼────────┼──────┤ + │ infiniflow/ragflow │ 14 │ +1 │ + ├──────────────────────────┼────────┼──────┤ + │ ag2ai/ag2 │ 12 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ huggingface/diffusers │ 4 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ fathah/hermes-desktop │ 4 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ xorbitsai/inference │ 4 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ pydantic/pydantic-ai │ 4 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ sgl-project/sglang │ 2 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ unslothai/unsloth │ 2 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ agentscope-ai/agentscope │ 1 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ trycua/cua │ 1 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ stanfordnlp/dspy │ 1 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ run-llama/llama_index │ 1 │ — │ + ├──────────────────────────┼────────┼──────┤ + │ huggingface/smolagents │ 1 │ 新 │ + ├──────────────────────────┼────────┼──────┤ + │ vercel/ai │ 1 │ — │ + └──────────────────────────┴────────┴──────┘ + + 合计 52 个 PR 被合并。 + +⏺ Bash(echo "=== ragflow latest merge ===" + gh pr list --repo infiniflow/ragflow --author "@me" --state merged --limit + 1 --json number,title,mergedAt,url \…) + ⎿  === ragflow latest merge === + #14566 2026-05-09T05:11:44Z fix(llm): replace mutable default `gen_c + onf={}` with None + defensive copy + … +6 lines (ctrl+o to expand) + +⏺ Monitor event: "Wait then print merged PR refresh result" + +⏺ Monitor "Wait then print merged PR refresh result" stream ended + +⏺ 两个新合并: + + 1. ragflow #14566 ✅(2026-05-09 合并) — gen_conf={} mutable default 修复 + 👉 pull/14566 + 2. smolagents #2134 ✅(2026-05-14 合并) — ToolSerializer f-string 转义 + 👉 pull/2134 + + 注意 #14566 是 4 周推的 4 个目标 PR 之一,目标达成了!另外 3 个还在等: + - ag2 #2689 / #2618、ragflow #13989 + + 定时任务应该已经/会推送 ragflow 这个,smolagents + 不在监控列表所以漏推了。要不要把 smolagents 加进去? + +✻ Cogitated for 1m 56s + +❯ 嗯 + +⏺ Bash(gh pr list --repo huggingface/smolagents --author "@me" --state open + --limit 20 --json number,title,updatedAt,comments,reviews \ + | jq -r '.[] | "#\(.number)…) + ⎿  #2189 comments=1 reviews=1 2026-04-22T22:12:45Z fix: propagate erro + r info from sub-agents to manager in ManagedAgent + #2187 comments=0 reviews=3 2026-05-03T18:25:36Z Fix OpenTelemetry t + … +9 lines (ctrl+o to expand) + +⏺ RemoteTrigger(get trig_0138uWBcaNa5P9Y489rL2R2G) + ⎿  HTTP 200 (1 lines) + +⏺ 加 smolagents 3 个有 review 信号的(#2189 1c+1r、#2187 3r、#2182 1r),跳过纯 + typo 那 3 条。监控扩到 16 个。 + +⏺ RemoteTrigger(update trig_0138uWBcaNa5P9Y489rL2R2G) + ⎿  HTTP 200 (1 lines) + +⏺ 已加,现在监控 16 个 PR(原 13 + smolagents #2189/#2187/#2182)。下次跑 + 2026-05-15 16:02 UTC = 16 日 00:02 北京时间。 + + 链接: https://claude.ai/code/routines/trig_0138uWBcaNa5P9Y489rL2R2G + +✻ Brewed for 56s + +※ recap: 目标是推动开源贡献 PR 被合并,目前共 52 个已合,16 个在 12 小时定时监控中(刚加了 smolagents 3 个)。下一步等 16:02 UTC 那次定时跑结果。 + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for merged scan and print) + ⎿  Monitor started · task bsy0l9s1z · timeout 300s + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/5545f06b-57a9-4d5f- + adff-0c5e00e28e5f/tasks/bzfe9bz1r.output 2>/dev/null; do sleep 3; done + cat /tmp/claude-…) ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +13 lines (ctrl+o to expand) + +⏺ Background command "Refresh merged PR counts" completed (exit code 0) + +⏺ +1! diffusers 多 1 个,从 4 → 5。 + + ┌──────────────────────────┬──────┬──────┐ + │ 仓库 │ 合并 │ 变化 │ + ├──────────────────────────┼──────┼──────┤ + │ infiniflow/ragflow │ 14 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ ag2ai/ag2 │ 12 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ huggingface/diffusers │ 5 │ +1 │ + ├──────────────────────────┼──────┼──────┤ + │ fathah/hermes-desktop │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ xorbitsai/inference │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ pydantic/pydantic-ai │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ sgl-project/sglang │ 2 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ unslothai/unsloth │ 2 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ agentscope-ai/agentscope │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ trycua/cua │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ stanfordnlp/dspy │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ run-llama/llama_index │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ huggingface/smolagents │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ vercel/ai │ 1 │ — │ + └──────────────────────────┴──────┴──────┘ + + 合计 53 个 PR 合并。 + +⏺ Bash(gh pr list --repo huggingface/diffusers --author "@me" --state merged + --limit 1 --json number,title,mergedAt,url \ + | jq -r '.[] | "#\(.number) merged \(.merg…) + ⎿  #13533 merged 2026-04-21T19:20:55Z + Fix AuraFlow attn processors applying norm_added_q to key projection + https://github.com/huggingface/diffusers/pull/13533 + +⏺ Monitor event: "Wait for merged scan and print" + +⏺ Monitor "Wait for merged scan and print" stream ended + +⏺ 新合并的 diffusers #13533 — Fix AuraFlow attn processors applying norm_added_q + to key projection + 👉 https://github.com/huggingface/diffusers/pull/13533 + + 注: mergedAt 显示 2026-04-21,说明这条之前可能漏算或刚被 maintainer + 从其它分支补合并,反正现在算数 +1。 + +✻ Churned for 1m 53s + +※ recap: 监控开源贡献 PR 合并进度,目前 53 个已合并、监控 16 个待合并。下一步等定时任务下次跑(2026-05-16 16:02 UTC)推送新合并通知。 + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait then print merged PR scan) + ⎿  Monitor started · task bzn2o7b8j · timeout 300s + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3- + b2ed-cd45c2aeceed/tasks/bd1rgkysw.output 2>/dev/null; do sleep 3; done + cat /tmp/claude-…) + ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +13 lines (ctrl+o to expand) + +⏺ Background command "Refresh merged PR counts" completed (exit code 0) + +⏺ 跟刚才一样,合计 53 个 PR 被合并,过去几分钟无变化。 + + ┌──────────────────────────┬──────┐ + │ 仓库 │ 合并 │ + ├──────────────────────────┼──────┤ + │ infiniflow/ragflow │ 14 │ + ├──────────────────────────┼──────┤ + │ ag2ai/ag2 │ 12 │ + ├──────────────────────────┼──────┤ + │ huggingface/diffusers │ 5 │ + ├──────────────────────────┼──────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼──────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼──────┤ + │ pydantic/pydantic-ai │ 4 │ + ├──────────────────────────┼──────┤ + │ sgl-project/sglang │ 2 │ + ├──────────────────────────┼──────┤ + │ unslothai/unsloth │ 2 │ + ├──────────────────────────┼──────┤ + │ agentscope-ai/agentscope │ 1 │ + ├──────────────────────────┼──────┤ + │ trycua/cua │ 1 │ + ├──────────────────────────┼──────┤ + │ stanfordnlp/dspy │ 1 │ + ├──────────────────────────┼──────┤ + │ run-llama/llama_index │ 1 │ + ├──────────────────────────┼──────┤ + │ huggingface/smolagents │ 1 │ + ├──────────────────────────┼──────┤ + │ vercel/ai │ 1 │ + └──────────────────────────┴──────┘ + + 下次更新看 12 小时定时任务推送。 + +✻ Churned for 1m 55s + +⏺ Monitor event: "Wait then print merged PR scan" + +⏺ Monitor "Wait then print merged PR scan" stream ended + +⏺ (后台任务回声,数据跟上面一样,等你下一步指令。) + +✻ Churned for 6s + +❯ [Image #1] 看看为啥这些合并的这么少 + ⎿  [Image #1] + +⏺ Bash(repos=( + "huggingface/diffusers" "fathah/hermes-desktop" "xorbitsai/inference" + "pydantic/pydantic-ai"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for per-repo throughput breakdown) + ⎿  Monitor started · task bhuyqxogf · timeout 300s + +⏺ Bash(until grep -qE "vercel/ai" /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-4 + 0b3-b2ed-cd45c2aeceed/tasks/bubhf2yb2.output 2>/dev/null; do sleep 3; done + cat /tmp/cla…) + ⎿  REPO MERG OPEN CLOS TOTAL + huggingface/diffusers 5 15 24 44 + fathah/hermes-desktop 4 1 0 5 + … +10 lines (ctrl+o to expand) + +⏺ Background command "PR throughput breakdown per repo" completed (exit code 0) + +⏺ Monitor event: "Wait for per-repo throughput breakdown" +⏺ Monitor "Wait for per-repo throughput breakdown" stream ended + +⏺ 加上 open+closed 看就清楚了: + + ┌────────────────────────┬──────┬──────┬────────────┬────────┬────────┐ + │ 仓库 │ 合并 │ open │ closed未合 │ 总尝试 │ 合并率 │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ huggingface/diffusers │ 5 │ 15 │ 24 │ 44 │ 11% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ fathah/hermes-desktop │ 4 │ 1 │ 0 │ 5 │ 80% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ xorbitsai/inference │ 4 │ 2 │ 0 │ 6 │ 67% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ pydantic/pydantic-ai │ 4 │ 3 │ 8 │ 15 │ 27% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ sgl-project/sglang │ 2 │ 13 │ 0 │ 15 │ 13% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ run-llama/llama_index │ 1 │ 9 │ 0 │ 10 │ 10% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ huggingface/smolagents │ 1 │ 6 │ 1 │ 8 │ 13% │ + ├────────────────────────┼──────┼──────┼────────────┼────────┼────────┤ + │ vercel/ai │ 1 │ 6 │ 1 │ 8 │ 13% │ + └────────────────────────┴──────┴──────┴────────────┴────────┴────────┘ + + 三类原因: + + 1. 拒绝率高 (diffusers / pydantic-ai) + - diffusers 24 条直接 closed 不合并,远多于 merged 的 5 条。原因多半是这个项目 + maintainer 严格,看不上 "Fix AttributeError in example script" + 这种小补丁(他们觉得 example 不是核心)。要继续提就得换思路——攻 pipeline + 核心而不是 examples/。 + - pydantic-ai 8 条被关,大概率是重复 / 不符合 roadmap。 + + 2. 卡在队列 (sglang / llama_index / smolagents / vercel-ai) + - sglang 13 个全在 open,0 拒绝,只是 reviewer 慢。这不是失败,只是 RTT 长。 + - llama_index 9 open / 0 拒绝:同上,maintainer 不接触小贡献者(我标过沉默仓)。 + - smolagents / vercel-ai 类似。 + + 3. 还没认真投入 (cua / agentscope / dspy / unsloth) + - 总尝试数都 ≤5,只是没怎么推过,不是 "合并率低"。 + + 真正"低产"的只有 diffusers(拒绝率 55%)。其它都是"投入了但等回应"或"还没投入"。 + + 要不要去 diffusers 里换一种 PR 类型试试(攻核心 pipeline 而不是 example)? + +✻ Churned for 2m 5s + +※ recap: 总目标是推进开源贡献并监控合并状态,当前已合并 53 个 PR(diffusers 拒绝率最高 55%),16 个 PR 由 12 小时定时任务监控。下一步:决定是否换思路攻 diffusers 核心 pipeline。 (disable recaps in /config) + +❯ 可以 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git fetch upstream main --quiet 2>&1 | tail -3…) + ⎿  de5fcf6fe322dde5ea119f0491dada9945f8a649 2026-05-15 08:11:54 -1000 fix + (randn_tensor): compare device.type, not torch.device, when suppressin + g MPS info log (#13508) + +⏺ 等等,#13508 (MPS) 居然合了! 是我昨天 ping 的那 3 个之一。再核一下。 + +⏺ Bash(for pr in 13508 13519 13526; do + echo "=== #$pr ==="…) + ⎿  === #13508 === + state=MERGED merged_at=2026-05-15T18:11:55Z review=APPROVED + === #13519 === + … +3 lines (ctrl+o to expand) + +⏺ Ping 见效:#13508 (MPS) 已合并(merged 2026-05-15 18:11 UTC,约 18 小时前)。其它 + 2 个还在等。 + + 下面找新的核心 pipeline bug 入手。 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + # look for recently filed bug issues on core pipelines…) + ⎿  (No output) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + gh issue list --repo huggingface/diffusers --label bug --state open + --limit 30 \…) + ⎿  #13722 c=[{"id":"IC_kwDOHa8MBc8AAAABB-fgcg","author":{"login":"akshan + -main"},"authorAssociation":"CONTRIBUTOR","body":"The class still inhe + rits `(ModelMixin, ConfigMixin, PeftAdapterMixin)` without `FromOrigin + … +481 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + gh issue list --repo huggingface/diffusers --label bug --state open + --limit 30 \…) + ⎿  #13722 2026-05-11 ErnieImageTransformer2DModel does not implement fr + om_single_file + #13696 2026-05-08 [bug] The mask is not correctly sharded for QwenIm + … +38 lines (ctrl+o to expand) + +⏺ 挑了几个看起来最干净的核心 bug,逐个挖一下细节: + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + for issue in 13425 13394 13243 13077 13298; do…) + ⎿  ================ #13425 ================ + TITLE: Division by zero in rescale_noise_cfg can produce NaNs during i + nference + … +112 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + echo "=== rescale_noise_cfg call sites ==="…) + ⎿  === rescale_noise_cfg call sites === + src/diffusers/guiders/guider_utils.py:374:def rescale_noise_cfg(noise_ + cfg, noise_pred_text, guidance_rescale=0.0): + … +83 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + sed -n '69,90p' + src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion.py) + ⎿  def rescale_noise_cfg(noise_cfg, noise_pred_text, guidance_rescale=0.0 + ): + r""" + … +18 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + sed -n '370,400p' src/diffusers/guiders/guider_utils.py) + ⎿   pred_cond: torch.Tensor | None + pred_uncond: torch.Tensor | None + … +20 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + for issue in 13227 13284 13243; do…) + ⎿  ================ #13227 ================ + TITLE: [Bug] GlmImagePipeline silently corrupts weights on MPS acceler + ator + … +84 lines (ctrl+o to expand) + +⏺ #13243 最干净:scheduler init 顺序导致 shift 应用两次。看下源码。 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + sed -n '120,160p' + src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py) ⎿   ): + raise ValueError( + "Only one of `config.use_beta_sigmas`, `config.use_exponential_sigmas` + … +20 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + sed -n '325,370p' + src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py) + ⎿   self.num_inference_steps = num_inference_steps + + # 1. Prepare default sigmas + … +29 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + grep -n "_sigma_to_t" + src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py…) + ⎿  238: def _sigma_to_t(self, sigma) -> float: + 337: self._sigma_to_t(self.sigma_max), + 338: self._sigma_to_t(self.sigma_min), + … +12 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + grep -n "self\.sigma_min\|self\.sigma_max" + src/diffusers/schedulers/scheduling_flow_match_euler_discret…) + ⎿  143: self.sigma_min = self.sigmas[-1].item() + 144: self.sigma_max = self.sigmas[0].item() + 337: self._sigma_to_t(self.sigma_max), + 338: self._sigma_to_t(self.sigma_min), + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + grep -rn "Copied from + diffusers.schedulers.scheduling_flow_match_euler_discrete" src/diffusers/ + | head…) + ⎿  src/diffusers/schedulers/scheduling_helios_dmd.py:235: # Copied fro + m diffusers.schedulers.scheduling_flow_match_euler_discrete.FlowMatchE + ulerDiscreteScheduler.time_shift + … +23 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + # Quick repro of bug #13243…) + ⎿  Error: Exit code 1 + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'torch' + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + ls -d venv .venv env 2>/dev/null…) + ⎿  /opt/homebrew/bin/python3.11 + python3.12 not found + /opt/homebrew/bin/python3.13 + /usr/local/bin/python3 + +⏺ Bash(for py in python3.11 python3.13 /usr/local/bin/python3; do + found=$($py -c "import torch; print(torch.__version__)" 2>/dev/null)…) + ⎿  python3.11: NO torch + python3.13: NO torch + /usr/local/bin/python3: NO torch + + Searched for 1 pattern (ctrl+o to expand) + +⏺ Bash(cd /tmp && uv venv flow-test --python 3.11 --quiet && source + flow-test/bin/activate && uv pip install torch numpy --quiet 2>&1 | tail + -5 && python -c "import to…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for torch install) + ⎿  Monitor started · task biazqi5np · timeout 300s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until tail -1 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45 + c2aeceed/tasks/bqzfdyd2o.output 2>/dev/null | grep -qE "^[0-9]+\."; do + sleep 3; done + ta…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for torch install to finish (v2)) + ⎿  Monitor started · task b4yfjs6qf · timeout 600s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until [ -s /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2a + eceed/tasks/bqzfdyd2o.output ]; do sleep 5; done + cat /tmp/claude-502/-Users-ricardo/ffc…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor event: "Wait for torch install" + +⏺ Bash(cat /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aeceed/t + asks/bqzfdyd2o.output 2>/dev/null + echo "---"…) + ⎿  Error: Exit code 1 + --- + lrwxr-xr-x 1 ricardo wheel 87 5月 17 11:46 /tmp/flow-test/bin/python -> + /Users/ricardo/.local/share/uv/python/cpython-3.11.13-macos-aarch64-none/b + in/python3.11 + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'torch' + ⎿  Invalid tool parameters + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip install torch numpy 2>&1 | tail -10) ⎿  Running in the background (↓ to manage) + ⎿  (timeout 5m) + +⏺ Monitor(Wait for uv pip install torch) + ⎿  Monitor started · task b5c32zqbc · timeout 600s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until grep -qE "(installed [0-9]+|error|Error)" /tmp/claude-502/-Users-ri + cardo/ffc9b41a-a600-40b3-b2ed-cd45c2aeceed/tasks/bpgny3h74.output + 2>/dev/null; do sleep…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for inner install monitor) + ⎿  Monitor started · task bmujzkucm · timeout 900s + +⏺ Monitor event: "Wait for torch install to finish (v2)" + +⏺ Bash(cat /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aeceed/t + asks/bpgny3h74.output 2>/dev/null + echo === END ===…) + ⎿  Error: Exit code 1 + (eval):2: == not found + +⏺ Bash(cat /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aeceed/t + asks/bpgny3h74.output 2>/dev/null + printf "\n---END---\n"…) + ⎿  ---END--- + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'torch' + +⏺ Bash(/usr/local/bin/python3 << 'PY' + # Pure numpy repro of bug #13243 — no torch needed…) + ⎿  init sigmas[0:3]: [1. 0.9996664 0.9993324] + init sigmas[-3:]: [0.00894632 0.0059761 0.00299401] + init sigma_min: 0.002994012087583542 + … +7 lines (ctrl+o to expand) + +⏺ Bash(/usr/local/bin/python3 << 'PY' + import numpy as np…) + ⎿  FIXED init: self.sigmas[-3:] = [0.00894632 0.0059761 0.00299401] + FIXED init: sigma_min stored = 0.0010000000474974513 (was 0.002994012 + 087583542) + … +3 lines (ctrl+o to expand) + +⏺ 修复方案验证通过。先看下相关测试。 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + find tests -name "*flow_match_euler*" -o -name "*scheduling_flow*" + 2>/dev/null…) + ⎿  tests/schedulers/test_scheduler_dpm_single.py + tests/schedulers/test_schedulers.py + tests/schedulers/test_scheduler_edm_dpmsolver_multistep.py + … +2 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + find tests -name "*flow*match*" 2>/dev/null…) + ⎿  tests/pipelines/qwenimage/test_qwenimage_img2img.py + tests/pipelines/mochi/test_mochi.py + tests/pipelines/qwenimage/test_qwenimage_controlnet.py + … +2 lines (ctrl+o to expand) + +⏺ 没有专属测试,只在 pipeline 测试里间接用。开新分支写修复 + 回归测试。 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git status --short…) + ⎿  --- + fix-auraflow-pe-bounds + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git checkout -b fix-flow-match-double-shift upstream/main…) + ⎿  Switched to a new branch 'fix-flow-match-double-shift' + Branch 'fix-flow-match-double-shift' set up to track remote branch 'ma + in' from 'upstream'. + … +2 lines (ctrl+o to expand) + + Read 1 file (ctrl+o to expand) + +⏺ Update(src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py) + ⎿  Added 6 lines, removed 2 lines + 128 timesteps = torch.from_numpy(timesteps).to(dtype=torch + .float32) + 129 + 130 sigmas = timesteps / num_train_timesteps + 131 + # Record the pre-shift sigma range so `set_timesteps` + +rebuilds the same linear range and + 132 + # applies the static shift exactly once. Storing the p + +ost-shift values here would cause + 133 + # `set_timesteps` to shift an already-shifted sigma ra + +nge a second time (see #13243). + 134 + sigmas_unshifted = sigmas + 135 if not use_dynamic_shifting: + 136 # when use_dynamic_shifting is True, we apply the + timestep shifting on the fly based on the image resolution + 137 sigmas = shift * sigmas / (1 + (shift - 1) * sigma + s) + ... + 144 self._shift = shift + 145 + 146 self.sigmas = sigmas.to("cpu") # to avoid too much CP + U/GPU communication + 143 - self.sigma_min = self.sigmas[-1].item() + 144 - self.sigma_max = self.sigmas[0].item() + 147 + self.sigma_min = sigmas_unshifted[-1].item() + 148 + self.sigma_max = sigmas_unshifted[0].item() + 149 + 150 @property + 151 def shift(self): + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + ls tests/schedulers/ | head -20…) + ⎿  __init__.py + test_scheduler_block_refinement.py + test_scheduler_consistency_model.py + … +29 lines (ctrl+o to expand) + +⏺ Write(tests/schedulers/test_scheduler_flow_match_euler_discrete.py) + ⎿  Wrote 48 lines to + tests/schedulers/test_scheduler_flow_match_euler_discrete.py + 2 import torch + 3 from diffusers import FlowMatchEulerDiscreteScheduler + 4 + 5 + 6 class FlowMatchEulerDiscreteSchedulerTest: + 7 """Targeted regression tests for FlowMatchEulerDiscreteSched + uler bugs.""" + 8 + 9 + 10 def test_set_timesteps_matches_init_with_static_shift(): + … +49 lines (ctrl+o to expand) +⏺ Bash(ls /tmp/flow-test/lib/python3.11/site-packages/torch 2>/dev/null | head + -3 + /tmp/flow-test/bin/python -c "import torch; print(torch.__version__)" 2>&1 + | head -3) + ⎿  Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'torch' + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip install torch numpy 2>&1 | tail -20) + ⎿  Running in the background (↓ to manage) + ⎿  (timeout 5m) + +⏺ Monitor event: "Wait for uv pip install torch" + +⏺ Monitor(Wait for uv install finish) + ⎿  Monitor started · task bgm8r84jm · timeout 600s + +⏺ Background command "Install torch into venv" completed (exit code 0) + +⏺ Background command "Foreground install torch" completed (exit code 0) + +⏺ Background command "Create venv with torch" completed (exit code 0) + +⏺ Background command "Wait for non-empty output" completed (exit code 0) + +⏺ Background command "Wait for torch install to finish" completed (exit code 0) + +⏺ Monitor event: "Wait for inner install monitor" + +⏺ Bash(tail -10 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aec + eed/tasks/bljzg4rdh.output + echo --------…) + ⎿  Using Python 3.11.13 environment at: /tmp/flow-test + Audited 2 packages in 6m 48s + -------- + torch 2.12.0 + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + VIRTUAL_ENV=/tmp/flow-test uv pip install -e ".[test]" --quiet 2>&1 | tail + -5) + ⎿  Running in the background (↓ to manage) + ⎿  (timeout 5m) + +⏺ Monitor(Wait for diffusers install) + ⎿  Monitor started · task b41rdv898 · timeout 600s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until tail -3 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45 + c2aeceed/tasks/b0lbmrii8.output 2>/dev/null | grep -qiE + "(installed|audit|error|fail)";…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor event: "Wait for uv install finish" + +⏺ Monitor(Wait for diffusers editable install) + ⎿  Monitor started · task bbiaikpl5 · timeout 900s + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + /tmp/flow-test/bin/python -c "…) + ⎿  Error: Exit code 1 + Traceback (most recent call last): + File "", line 4, in + File "/Users/ricardo/Documents/公司学习文件/opensource-contributions/diff + users/src/diffusers/__init__.py", line 5, in + from .utils import ( + File "/Users/ricardo/Documents/公司学习文件/opensource-contributions/diff + users/src/diffusers/utils/__init__.py", line 18, in + from packaging import version + ModuleNotFoundError: No module named 'packaging' + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip install packaging huggingface_hub + filelock safetensors regex requests --quiet 2>&1 | tail -3) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for minimal deps install) + ⎿  Monitor started · task byispeqk3 · timeout 300s + + Read 1 file (ctrl+o to expand) + +⏺ Bash(until [ -s /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2a + eceed/tasks/brg96t9at.output ]; do sleep 5; done + cat /tmp/claude-502/-Users-ricardo/ffc…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for deps install file) + ⎿  Monitor started · task bzqsk2jag · timeout 300s + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + /tmp/flow-test/bin/python -c "…) + ⎿  Error: Exit code 1 + Traceback (most recent call last): + File "", line 4, in + File "/Users/ricardo/Documents/公司学习文件/opensource-contributions/diff + users/src/diffusers/__init__.py", line 5, in + from .utils import ( + File "/Users/ricardo/Documents/公司学习文件/opensource-contributions/diff + users/src/diffusers/utils/__init__.py", line 18, in + from packaging import version + ModuleNotFoundError: No module named 'packaging' +⏺ Bash(/tmp/flow-test/bin/pip install packaging huggingface_hub filelock + safetensors regex requests 2>&1 | tail -3) + ⎿  (eval):1: no such file or directory: /tmp/flow-test/bin/pip + +⏺ Bash(/tmp/flow-test/bin/python -m pip install packaging huggingface_hub + filelock safetensors regex requests 2>&1 | tail -5) + ⎿  /tmp/flow-test/bin/python: No module named pip + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip install packaging huggingface_hub + filelock safetensors regex requests Pillow importlib_metadata 2>&1 | tail + -10) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor event: "Wait for diffusers install" + +⏺ Monitor(Wait for minimal deps) + ⎿  Monitor started · task bblmr2klo · timeout 300s + +⏺ Monitor event: "Wait for minimal deps install" + +⏺ Bash(tail -10 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aec + eed/tasks/budjd0s8j.output 2>/dev/null + echo --------…) + ⎿  Error: Exit code 1 + -------- + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'packaging' + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + /tmp/flow-test/bin/python << 'PY'…) + ⎿  (No output) + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip install packaging 2>&1 | tail -5) + ⎿  Running in the background (↓ to manage) + ⎿  (timeout 1m) + +⏺ Monitor(Wait for packaging install) + ⎿  Monitor started · task b59wcjn70 · timeout 120s + +⏺ Bash(tail -5 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aece + ed/tasks/bo69rcgb6.output + echo --------…) + ⎿  Error: Exit code 1 + -------- + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'packaging' + + Listed 1 directory (ctrl+o to expand) + +⏺ Bash(which uv && uv --version + echo ---…) + ⎿  /Users/ricardo/.local/bin/uv + uv 0.7.19 (38ee6ec80 2025-07-02) + --- + … +10 lines (ctrl+o to expand) + + Listed 1 directory (ctrl+o to expand) + +⏺ Monitor event: "Wait for deps install file" + +⏺ Bash(cd /tmp/flow-test/lib/python3.11/site-packages + curl -sL https://files.pythonhosted.org/packages/source/p/packaging/packag + ing-24.2.tar.gz -o /tmp/packaging.tgz &…) + ⎿  Denied by auto mode classifier ∙ see + https://code.claude.com/docs/s/claude-code-auto-mode + +⏺ Bash(VIRTUAL_ENV=/tmp/flow-test uv pip list 2>&1 | head -20) + ⎿  Denied by auto mode classifier ∙ see + https://code.claude.com/docs/s/claude-code-auto-mode + +⏺ Bash(cd /tmp && VIRTUAL_ENV=/tmp/flow-test uv pip install packaging + huggingface_hub safetensors regex importlib_metadata Pillow 2>&1 | tail + -5) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor event: "Wait for packaging install" + +⏺ Monitor(Wait for deps install in /tmp) + ⎿  Monitor started · task bg6imf8xs · timeout 240s + +⏺ Monitor event: "Wait for minimal deps" + Listed 1 directory (ctrl+o to expand) + +⏺ Bash(until ls /tmp/flow-test/lib/python3.11/site-packages/packaging + 2>/dev/null | grep -q "__init__"; do sleep 5; done + /tmp/flow-test/bin/python -c "import packaging…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait for packaging materialization) + ⎿  Monitor started · task bu08cup32 · timeout 240s + +⏺ Monitor event: "Wait for diffusers editable install" + +⏺ Bash(tail -10 /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3-b2ed-cd45c2aec + eed/tasks/b6dy9yky2.output 2>/dev/null + echo --------…) + ⎿  Error: Exit code 1 + -------- + -------- + Traceback (most recent call last): + File "", line 1, in + ModuleNotFoundError: No module named 'packaging' + +⏺ 本地装包阻塞。数学已用 numpy 验证过(init.sigmas != set_timesteps.sigmas → + 修复后匹配),交给上游 CI 跑测试。先把测试文件清理一下。 + +⏺ Update(tests/schedulers/test_scheduler_flow_match_euler_discrete.py) + ⎿  Removed 4 lines + 3 from diffusers import FlowMatchEulerDiscreteScheduler + 4 + 5 + 6 -class FlowMatchEulerDiscreteSchedulerTest: + 7 - """Targeted regression tests for FlowMatchEulerDiscreteSche + -duler bugs.""" + 8 - + 9 - + 6 def test_set_timesteps_matches_init_with_static_shift(): + 7 """Regression for #13243: with `use_dynamic_shifting=False` + and matching + 8 `num_inference_steps`, `set_timesteps` must reproduce the s + ame sigmas as + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git diff --stat…) + ⎿   src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py | 8 + ++++++-- + 1 file changed, 6 insertions(+), 2 deletions(-) + … +21 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git status --short…) + ⎿   M src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py + ?? tests/schedulers/test_scheduler_flow_match_euler_discrete.py + --- + … +5 lines (ctrl+o to expand) + +⏺ Bash(cd ~/Documents/公司学习文件/opensource-contributions/diffusers + git push origin fix-flow-match-double-shift -u 2>&1 | tail -10) + ⎿  remote: + remote: Create a pull request for 'fix-flow-match-double-shift' on Git + Hub by visiting: + … +8 lines (ctrl+o to expand) + +⏺ Bash(cat > /tmp/pr_body.md << 'EOF' + ## What does this PR do?…) + ⎿  https://github.com/huggingface/diffusers/pull/13760 + +⏺ Monitor event: "Wait for deps install in /tmp" + +⏺ 新 PR 开了 #13760 修 FlowMatchEulerDiscreteScheduler 双重 shift + bug。加到监控里。 + +⏺ RemoteTrigger(update trig_0138uWBcaNa5P9Y489rL2R2G) + ⎿  HTTP 200 (1 lines) + +⏺ Bash(rm -rf /tmp/flow-test /tmp/packaging.tgz /tmp/packaging-24.2 2>/dev/null + ls /tmp/flow-test 2>&1 | head -2) + ⎿  ls: /tmp/flow-test: No such file or directory + +⏺ 今天进展: + + - ✅ #13508 (MPS device 比较) ping 后 18 小时合并 + - 🆕 #13760 新开:Fix FlowMatchEulerDiscreteScheduler double-shift (修 #13243) + → https://github.com/huggingface/diffusers/pull/13760 + - 监控 16 → 17 个 PR + + diffusers 战术调整: + 之前 24 个被 close 多是 example script 修补,这次换思路攻核心 scheduler bug: + - bug 报告里有明确 repro + 影响真实推理 + - 修改集中在 scheduler 1 个文件 + 配套回归测试 + - 提供数学验证(同 args 产出不同 sigma) + + 要不要继续往下挖,下一个核心 bug 候选: + - #13284 AttentionModuleMixin 不下载 hub kernel(中等难度,需新增 helper) + - #13425 rescale_noise_cfg div by zero(简单,但可能被嫌"理论 bug") + - #13243 已修 + +✻ Cogitated for 51m 50s + +⏺ Monitor event: "Wait for packaging materialization" + +⏺ (安装监控的超时回声,/tmp 已清理。等你下一步指令。) + +✻ Cooked for 5s + +※ recap: 目标是继续给 diffusers 这类仓库做高质量贡献。刚开了 PR #13760 修 FlowMatchEulerDiscreteScheduler 双重 shift bug,等你定下一步:继续挖 #13284 或 #13425,还是停。 (disable recaps in /config) + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait then print merged scan) + ⎿  Monitor started · task b048c1g7m · timeout 300s +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3- + b2ed-cd45c2aeceed/tasks/biaq7elmi.output 2>/dev/null; do sleep 3; done + cat /tmp/claude-…) + ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +13 lines (ctrl+o to expand) + +⏺ Background command "Install diffusers in editable mode" completed (exit code 0) + +⏺ Background command "Install minimal diffusers deps" completed (exit code 0) + +⏺ Background command "Foreground install minimal deps" completed (exit code 0) + +⏺ Background command "Single package install" completed (exit code 0) + +⏺ Background command "Retry deps install in /tmp" completed (exit code 0) + +⏺ Background command "Wait for packaging to materialize" failed with exit code 127 + +⏺ Background command "Refresh merged PR counts" completed (exit code 0) + +⏺ Monitor event: "Wait then print merged scan" + +⏺ Monitor "Wait then print merged scan" stream ended + +⏺ 还是 53 个,无变化(刚开的 #13760 是新 PR,还没合)。 + + ┌──────────────────────────┬──────┐ + │ 仓库 │ 合并 │ + ├──────────────────────────┼──────┤ + │ infiniflow/ragflow │ 14 │ + ├──────────────────────────┼──────┤ + │ ag2ai/ag2 │ 12 │ + ├──────────────────────────┼──────┤ + │ huggingface/diffusers │ 5 │ + ├──────────────────────────┼──────┤ + │ fathah/hermes-desktop │ 4 │ + ├──────────────────────────┼──────┤ + │ xorbitsai/inference │ 4 │ + ├──────────────────────────┼──────┤ + │ pydantic/pydantic-ai │ 4 │ + ├──────────────────────────┼──────┤ + │ sgl-project/sglang │ 2 │ + ├──────────────────────────┼──────┤ + │ unslothai/unsloth │ 2 │ + ├──────────────────────────┼──────┤ + │ agentscope-ai/agentscope │ 1 │ + ├──────────────────────────┼──────┤ + │ trycua/cua │ 1 │ + ├──────────────────────────┼──────┤ + │ stanfordnlp/dspy │ 1 │ + ├──────────────────────────┼──────┤ + │ run-llama/llama_index │ 1 │ + ├──────────────────────────┼──────┤ + │ huggingface/smolagents │ 1 │ + ├──────────────────────────┼──────┤ + │ vercel/ai │ 1 │ + └──────────────────────────┴──────┘ + + 监控中 17 个 open PR 等动静,下次定时任务 2026-05-17 16:08 UTC = 18 日 00:08 + 北京时间。 + +✻ Cooked for 2m 18s + +※ recap: 目标是给开源仓库做高质量贡献并追踪 PR 合并状态:已累计 53 个合并、17 个监控中,刚开 diffusers #13760 修复 scheduler 双重 shift bug。下一步等你定向是否继续挖 #13284 或 #13425。 (disable recaps in /config) + +❯ 看看所有项目分别有几个pr被官方合并了 + +⏺ Bash(repos=( + "ag2ai/ag2" "agent-infra/sandbox" "agentscope-ai/agentscope" + "aio-libs/aiohttp" "microsoft/autogen"…) + ⎿  Running in the background (↓ to manage) + +⏺ Monitor(Wait then print merged scan) + ⎿  Monitor started · task b0zpojmzw · timeout 300s + +⏺ Bash(until grep -q "^TOTAL" /tmp/claude-502/-Users-ricardo/ffc9b41a-a600-40b3- + b2ed-cd45c2aeceed/tasks/bg6k0udwp.output 2>/dev/null; do sleep 3; done + cat /tmp/claude-…) + ⎿  ag2ai/ag2 12 + agentscope-ai/agentscope 1 + trycua/cua 1 + … +13 lines (ctrl+o to expand) + +⏺ Background command "Refresh merged PR counts" completed (exit code 0) + +⏺ Monitor event: "Wait then print merged scan" + +⏺ Monitor "Wait then print merged scan" stream ended + +⏺ +1! ragflow 多 1 个 (14 → 15)。 + + ┌──────────────────────────┬──────┬──────┐ + │ 仓库 │ 合并 │ 变化 │ + ├──────────────────────────┼──────┼──────┤ + │ infiniflow/ragflow │ 15 │ +1 │ + ├──────────────────────────┼──────┼──────┤ + │ ag2ai/ag2 │ 12 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ huggingface/diffusers │ 5 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ fathah/hermes-desktop │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ xorbitsai/inference │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ pydantic/pydantic-ai │ 4 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ sgl-project/sglang │ 2 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ unslothai/unsloth │ 2 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ agentscope-ai/agentscope │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ trycua/cua │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ stanfordnlp/dspy │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ run-llama/llama_index │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ huggingface/smolagents │ 1 │ — │ + ├──────────────────────────┼──────┼──────┤ + │ vercel/ai │ 1 │ — │ + └──────────────────────────┴──────┴──────┘ + + 合计 54。 + +⏺ Bash(gh pr list --repo infiniflow/ragflow --author "@me" --state merged + --limit 1 --json number,title,mergedAt,url \ + | jq -r '.[] | "#\(.number) merged \(.mergedA…) + ⎿  #14566 merged 2026-05-09T05:11:44Z + fix(llm): replace mutable default `gen_conf={}` with None + defensive + copy + https://github.com/infiniflow/ragflow/pull/14566 + +⏺ Bash(gh pr list --repo infiniflow/ragflow --author "@me" --state merged + --limit 20 --json number,title,mergedAt \ + | jq -r '.[] | "#\(.number) \(.mergedAt) \(.tit…) + ⎿  #13988 2026-05-18T01:58:45Z fix: correct literal_eval dispatch and b + ool isinstance ordering in agent components + #13929 2026-05-15T06:19:41Z fix: correct attribute name typo model_s + … +18 lines (ctrl+o to expand) + +⏺ 新合并的是 ragflow #13988 — fix: correct literal_eval dispatch and bool + isinstance ordering in agent components(2026-05-18 01:58 UTC,约 7 小时前) + + 👉 https://github.com/infiniflow/ragflow/pull/13988 + + 定时任务下次跑(18 日 16:08 UTC = 19 日 00:08 北京时间)会推送这个。监控列表里那 + 17 个 PR 还没新动静。 + +✻ Cogitated for 2m 30s + +※ recap: 目标是给开源仓库做高质量贡献并监控合并状态:已 54 个 PR 被合并,昨天新开的 diffusers #13760 修 scheduler double-shift bug 等 review。下一步等定时任务今晚推送或你指定新方向。 + +❯ claude + +⏺ 在,需要做什么? + +✻ Sautéed for 7s +❯ claude code的工作树有啥用 + +⏺ Claude Code 的 worktree(工作树) 是用 git worktree 给 agent 开一个独立的 repo + 副本,主要用途: + + 核心场景 + 1. 并行多 agent 不打架 — 多个 subagent 同时改代码,各自一个工作树,互不覆盖 + 2. 隔离实验性改动 — 不想污染当前 checkout(比如你正在 review + PR、bisect、留了未提交 stash),让 agent 在别处折腾 + 3. 自动清理 — 如果 agent 没改任何文件,工作树自动删除;改了就保留路径+分支给你看 + diff + + 实际怎么用 + - 我 spawn agent 时加 isolation: "worktree",系统在 .git/worktrees/ + 下开一个新分支 + - agent 在那个目录里跑代码、改文件、commit + - 结束后我拿到 worktree 路径和 branch 名,你想合就 git merge,不想合直接 git + worktree remove 扔掉 + + 用户层面也能跑 — superpowers:using-git-worktrees skill + 就是干这个的,启动新功能开发前用,确保和当前 workspace 隔离。 + + 啥时候不用 + - 单线程小改动直接在主 checkout 上做更方便 + - 测试要跑很重的 build/install(每个 worktree 都得重新安装依赖) + +✻ Baked for 20s + +※ recap: 正在跟进开源贡献,目前累计 54 个 PR 被合并,监控 17 个 open PR 等响应,最新动作是新开 diffusers PR #13760 修 scheduler 双重 shift bug。下一步等定时任务推送或挑下一个 diffusers 核心 bug 接着做。 \ No newline at end of file