SEEN2D S1 · FLUX.2 Klein 权重初始化（T2I @512）

job t-20261104153808-qmdx7 · 8N · /deemos-research-new/3DLM/saving/voxture/ldm/SEEN2D_S1_FluxInitKlein4B_512_8N · 每 2 分钟自动刷新 · TensorBoard 6007
step1,080 / 200,0000.54%
速度3.16 s/步最近 15 次日志均值
剩余7天6时按当前速度到 total
loss_fm1.2241起点 2.442
显存峰值29.3 GiB每 20 步重置
最后日志11-04 08:37 UTC36 秒前

训练曲线

flow-matching loss（每 20 步均值，EMA 0.9 平滑）
1.171.6252.0812.537202855508151,080
REPA loss（1 − cos 对 DINOv3，EMA 0.9 平滑）
0.18510.4750.76491.055202855508151,080
eval：学生 LPIPS（越低越好）
对 K̃（Klein 经 SEEN 往返，验收口径）对 Klein 原图
0.79440.79830.80220.80620
速度 s/步（含 Klein 生成）
2.9033.514.1174.725202855508151,080
学习率
0.0e+001.9e-053.9e-055.8e-05202855508151,080
文本行数（batch 内最长 prompt，64 对齐）
232253275296202855508151,080
每个生成样本被用的次数
2.3772.9113.4453.979202855508151,080
EMA decay
0.66550.78230.89911.016202855508151,080

In-loop eval（EMA，每 2000 步，128 条 PartiPrompts/GenEval，固定噪声）

验收口径是「学生 vs K̃」：K̃ 是 Klein 的图经 SEEN VAE 编解码后的样子，即这个 VAE 下能达到的上限。前 4000 步的 EMA 仍带不少初始化成分，不要读。
stepLPIPS 对 K̃LPIPS 对 KleinK̃ 对 Klein PSNRprompt 数rank 数EMA 恢复耗时 s
00.79520.805432.4712864✓7
step 0　每行：Klein 原图 | K̃（SEEN 往返=上限） | 学生 EMA（28 步，CFG 3）
  1. a hot air balloon
  2. a boy and a tiger
  3. A photograph of the inside of a subway train. There are red pandas sitting on the seats. One of them is reading a newspaper. The window shows the jungle in the
  4. a portrait of a statue of the Egyptian god Anubis wearing aviator goggles, white t-shirt and leather jacket. the skyline of Los Angeles at night can be seen in

在线生成抽检（Klein 现场给学生出的训练图，rank0 每 50 轮存一次，最新在前）

step0001050_r000350 · token 网格 [39, 26]
  1. flux_reasonSeated in a dignified pose, the subject exudes warmth and grace, her face illuminated by a radiant smile as she gazes directly at the viewer. Her styled gray hair frames her features elegantly, complementing her formal a
  2. flux_reasonModel striding confidently down a brightly lit runway at the Dolce&Gabbana Men's Fashion Show Spring-Summer 2020, showcasing a tailored beige jumpsuit that exudes elegance and sophistication. The jumpsuit features a vibr
  3. pd12mThe image shows a drawing of a plant with pink flowers and green leaves against a white background. The plant appears to be a zinnia, with its distinctive pink petals and yellow center. The leaves are a deep green color
  4. flux_reasonWhimsical and vibrantly dressed, two cheerful scarecrows stand side by side amidst a bed of fiery red autumn leaves, their figures bathed in the warm, golden glow of the setting sun. The scarecrow on the left dons a blue
step0000900_r000300 · token 网格 [43, 24]
  1. pd12mThe image shows a small bird sitting atop a piece of paper on a white surface. The bird is brown, black and cream in color, and there is a brown object to the side of it.
  2. flux_reason一张色彩斑斓的亡灵节祭坛充满了超现实的能量，其中可爱的糖骷髅戴着彩虹色的服装，主宰着一个梦幻般的漂浮南瓜、盛开的万寿菊和不可能的糖果和花卉排列，创造了一场关于生命与死亡的梦幻庆祝。
  3. pd12mThe image shows a black and white photo of a room with a fireplace, a sofa, a window, and a wall. At the bottom of the image, there is some text.
  4. pd12mThe image shows a person standing on top of a rock next to a small plant with white and yellow flowers. The person's legs are visible at the bottom of the image, and the rock is visible in the background.
step0000750_r000250 · token 网格 [24, 43]
  1. pixmo_capIn this detailed photograph, we see the front end and grille of a dark gray Volkswagen vehicle, prominently featuring the chrome VW emblem in the center. The license plate reads 288295 in black lettering on a white backg
  2. pixmo_capCaption: "Me realizing that the creator of 'Among Us' likely named it 'Among Us.' Honestly, I have no idea what's going on in the game. The image shows an 'Emergency Meeting' screen with a red alert graphic, similar to s
  3. pd12mThe image shows an old wooden vise with a metal handle on a white background. The vise is made of wood and has a handle for easy gripping. The metal handle is used to hold the vise in place while it is being held in plac
  4. pd12mThe image shows a group of small orange gill fungus mushrooms sitting on top of a bed of dried leaves on the ground.
step0000600_r000200 · token 网格 [26, 39]
  1. flux_reasonclick here to view larger image of Biker Christmas Stocking - 13ct (hand painted canvases)
  2. pd12mThe image shows a group of people standing on top of a building, with a wall in the foreground and a number of buildings, trees, and the sky in the background. The image is in black and white.
  3. flux_reasonGas station canopy labeled "Palieti Bank" stands prominently above four fuel pumps, flanked by a small service building with red and white accents, under a vast blue sky with scattered clouds, as a red pickup truck parks
  4. pd12mThe image shows an old map of the British Isles, with a black background and text written on it. The map is of Andaluzia, and is a detailed representation of the region.
step0000450_r000150 · token 网格 [43, 24]
  1. pixmo_capThe image depicts a text-heavy advertisement styled like a scanned piece of paper, oriented in portrait. At the very top, in pink text, it reads: "Tentative 2012 Safety Inspection Schedule." Below this headline is a chro
  2. mj_v6_recapThis is a photograph of a narrow, institutional-style bathroom corridor viewed from a low angle, looking down its length. The walls are covered in off-white rectangular tiles, and the floor is laid with greenish-blue squ
  3. pd12mThe image shows an old black and white photo of a man in a tuxedo, standing and holding something in his hand, with a curtain in the background.
  4. mj_v6_recapThis is a stylized, cartoonish illustration depicting a surreal scene in a dense forest. The central focus is a skateboard-like platform with red wheels, carrying a stack of vintage-style kitchen appliances. On the botto
step0000300_r000100 · token 网格 [26, 39]
  1. flux_reasonGiant butterflies with translucent wings that display constellations trace migration paths through the sky, altering the stars with each flutter.
  2. flux_reasonThe image presents a sleek, rectangular digital tuner device branded "unitune," prominently displayed against a plain white background. The device features a black casing with rounded edges and a central digital display
  3. flux_reasonGolden applesauce cubes, cut into uniform squares, float gently in a shallow pool of smooth, amber-colored sauce within a pristine white bowl. The rich, warm hue of the sauce contrasts beautifully with the pale yellow of
  4. flux_reasonBrilliant fireworks explode in a dazzling display against a deep, star-studded night sky, their radiant bursts forming a heart-shaped pattern that symbolizes joy and celebration. The central composition features three vi
step0000150_r000050 · token 网格 [43, 24]
  1. mj_v6_recapLooking out the window of a current and two other men
  2. flux_reasonChildren joyfully explore a serene creek in a lush forest, with three smiling kids—two running through shallow water and one crouching near rocks, holding a red stick, all surrounded by vibrant greenery and tall trees.
  3. pd12mThe image shows a woman wearing a cap and gloves giving a child a vaccine. In the background, there are a few people and a table, and the background is slightly blurred.
  4. pd12mThe image shows a person holding a plant with green leaves in their hand, and in the background there are some plants on the ground. The plant appears to be a plantain, with its long, thin stem and small, round leaves.
step0000000_r000000 · token 网格 [37, 28]
  1. pixmo_capThis Impressionistic painting depicts a blonde woman standing outdoors, framed by a vibrant background of swirling greens and yellows that evoke the leaves and branches of surrounding trees. She is dressed in a detailed
  2. flux_reasonWell-lit and professionally arranged, the Belmont Grand Ballroom at Crowne Plaza Portland-Downtown Conv Ctr presents a polished conference room setup ideal for meetings and events. Rows of brown tables, elegantly draped
  3. flux_reasonArchitects build with gravity-defying ink, constructing bridges between dreams written on parchment suspended in golden light above an abyssal void.
  4. flux_reasonGolden Peach and Almond Sharlotka, dusted with powdered sugar and garnished with fresh peach slices, rests elegantly on a white plate, surrounded by two whole peaches and a small bowl of cream in the background, showcasi