diff --git a/.gitattributes b/.gitattributes index b55798b582845d5598f5d05066d7d87513198d4e..9d70c50eb6c372fa525497c4efcc4e015114909d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -158,3 +158,24 @@ images/sft_c_sweep_p0_1.webp filter=lfs diff=lfs merge=lfs -text images/sft_plain_fp16_p1.webp filter=lfs diff=lfs merge=lfs -text images/sft_stream_per_block.webp filter=lfs diff=lfs merge=lfs -text images/base_fp16_break_2560.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_comfyui_lora0_p1_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_comfyui_lora1_p0_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_comfyui_p1_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_comfyui_p3_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_diffusers_p0_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_diffusers_p1_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_diffusers_p3_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_diffusers_p6_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_lora0_p1_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_p0_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_p1_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_p3_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_p3_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/base_kohakumoss_p6_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_comfyui_lora0_p1_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_comfyui_lora1_p4_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_comfyui_p1_s11.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_diffusers_p0_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_diffusers_p4_s12.webp filter=lfs diff=lfs merge=lfs -text +images/gallery/sft_kohakumoss_p4_s12.webp filter=lfs diff=lfs merge=lfs -text +images/sft_plain_fp16_p0.webp filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md index 244292662b4575267f3922c32ed05d74813d3ac9..9186548be61cf8d15669604fa8fe577a23d65a20 100644 --- a/README.md +++ b/README.md @@ -60,7 +60,9 @@ are the official ones. | `comfyui/moss_image_sft_fp16_fixed.safetensors` | ComfyUI single file (fp16) | | `reports/{base,sft}_fp16_fix.json` | every number on this page, per image | -fp16-fixed vs official bf16 vs fp32, ComfyUI +fp16 without the fix | fp16 with the fix | bf16 | fp32, ComfyUI + +fp16 without the fix | fp16 with the fix | bf16 | fp32 (ComfyUI, 1024^2, seed 11). ## Why: the stream sits at 95% of the fp16 limit @@ -79,22 +81,25 @@ block. ![plain fp16 and the margin per block, Base](images/base_plain_fp16.webp) -official weights fp16 / bf16 / fixed fp16 +fp16 without the fix | fp16 with the fix | bf16 | fp32, 1024^2 + +fp16 without the fix | fp16 with the fix | bf16 | fp32 (KohakuMoss, 1024^2, prompt 0). **Where plain fp16 breaks.** ComfyUI with `--fp16-unet` on the official Base file, 50 steps, CFG 3, euler / simple: all 8 prompts at 1024^2 finish (stream max 62,080), and so does 2048^2 (64,096, 2.2% below the limit). **2560^2 is the first size that gives a black image**: on step 29 of 50 the stream reaches 65,504 at block 26, every later -forward is NaN, and the image is black. The same run in fp32 peaks at 67,048 (a single -fp32 forward at sigma 0.7: 67,681), 2.4-3.3% over the fp16 limit. The fixed weights peak -at 4,188 (x 16 = 67,008, 15.6x headroom): +forward is NaN, and the image is black. KohakuMoss in plain fp16 goes non-finite at the +same step and block. The same run in fp32 peaks at 67,048 (a single fp32 forward at sigma +0.7: 67,681), 2.4-3.3% over the fp16 limit; bf16 peaks at 67,072 and stays +finite. The fixed weights peak at 4,188 (x 16 = 67,008, 15.6x headroom): 2560x2560: fp16 without the fix (NaN) | fp16 with the fix | bf16 | fp32 fp16 without the fix | fp16 with the fix | bf16 | fp32 (ComfyUI, 2560x2560, prompt 0 -"tabby cat", seed 11; the bf16-compute image is still rendering). In single forwards over 7 sigmas, 2560^2, 2048x3072, 3072x2048 -and 3072^2 overflow; 1536^2, 2048^2, 768x2048 and 1024x4096 do not. A 226-token prompt -moves the stream by under 1%. +"tabby cat", seed 11; `LPIPS*` is the distance to fp32). In single forwards over 7 +sigmas, 2560^2, 2048x3072, 3072x2048 and 3072^2 overflow; 1536^2, 2048^2, 768x2048 and +1024x4096 do not. A 226-token prompt moves the stream by under 1%.
SFT charts @@ -165,20 +170,29 @@ steps) against fp32. 1024^2, 50 steps, CFG 3, 8 prompts x seeds 11 / 12 (16 images), each runtime against its own fp32 run. LPIPS (AlexNet) / PSNR, lower / higher is closer. -| runtime | variant | fp16-fixed | official bf16 | fixed vs bf16 | -| --- | --- | --- | --- | --- | -| ComfyUI | Base | **0.0062** / 44.8 dB | 0.0501 / 29.3 dB | 0.047 | -| ComfyUI | SFT | **0.0042** / 43.2 dB | 0.0413 / 29.3 dB | 0.042 | -| diffusers | Base | **0.0111** / 42.8 dB | 0.0900 / 26.8 dB | 0.089 | -| diffusers | SFT | **0.0094** / 42.2 dB | 0.0655 / 28.1 dB | 0.065 | -| KohakuMoss | Base | **0.0145** / 42.7 dB | 0.0934 / 26.7 dB | 0.090 | -| KohakuMoss | SFT | **0.0121** / 42.9 dB | 0.0683 / 27.4 dB | 0.072 | +| runtime | variant | fp16, no fix | fp16-fixed | official bf16 | fixed vs bf16 | +| --- | --- | --- | --- | --- | --- | +| ComfyUI | Base | 0.0062 / 44.7 dB | **0.0062** / 44.8 dB | 0.0501 / 29.3 dB | 0.047 | +| ComfyUI | SFT | 0.0035 / 42.6 dB | **0.0042** / 43.2 dB | 0.0413 / 29.3 dB | 0.042 | +| diffusers | Base | 0.0202 / 36.9 dB | **0.0111** / 42.8 dB | 0.0900 / 26.8 dB | 0.089 | +| diffusers | SFT | 0.0151 / 37.0 dB | **0.0094** / 42.2 dB | 0.0655 / 28.1 dB | 0.065 | +| KohakuMoss | Base | 0.0171 / 42.0 dB | **0.0145** / 42.7 dB | 0.0934 / 26.7 dB | 0.090 | +| KohakuMoss | SFT | 0.0053 / 42.2 dB | **0.0121** / 42.9 dB | 0.0683 / 27.4 dB | 0.072 | fp16 carries 3 more mantissa bits than bf16; with the stream in range that is what the fixed weights give back. "fixed vs bf16" is the size of bf16's own rounding drift, not an -error of the fix. No 1024^2 run produced a non-finite latent or image. - -Each panel: fp16-fixed | official bf16 | fp32 (ComfyUI, seed 11). +error of the fix. No 1024^2 run produced a non-finite latent or image: at this size the +official weights still fit fp16 and plain fp16 is about as close to fp32 as the fixed +weights. The difference is headroom (1.05x vs 16.9x), which is what the 2560^2 example +above uses up. + +"fp16, no fix" ran on a V100, the other columns on an RTX 5090, with each seed's initial +noise as the RTX 5090 draws it. The same plain-fp16 input on the two GPUs differs by LPIPS +0.039 / 0.012 (ComfyUI, Base / SFT), 0.015 / 0.025 (diffusers), 0.040 / 0.008 +(KohakuMoss) over prompt 0 and both seeds; that is part of this column's distance. In +fp32 the two GPUs agree to 0.0003. + +Each panel: fp16 without the fix | fp16 with the fix | bf16 | fp32 (ComfyUI, seed 11). `LPIPS*` is the distance to the fp32 panel. ### Base @@ -224,7 +238,8 @@ Each panel: fp16-fixed | official bf16 | fp32 (ComfyUI, seed 11). Every runtime, both seeds and the adapter panels are in `images/gallery/` -(`__p_s.webp`). +(`__p_s.webp`, `__lora_p_s11.webp`), +all in the same four columns. ## Whole pipeline in fp16 @@ -239,33 +254,36 @@ transformer + fp16 VAE) is what the diffusers snippet below runs. ## Adapters A LoRA (rank 8) and a LoKr (factor 16), trained on the official Base weights in -KohakuMoss, applied as-is to the fixed weights. Distance between fixed + adapter and -official bf16 + adapter, next to the adapter's own effect: - -| runtime | variant | adapter | fixed + adapter vs bf16 + adapter | without adapter | adapter effect | -| --- | --- | --- | --- | --- | --- | -| ComfyUI | Base | LoRA | 0.056 | 0.047 | 0.287 | -| ComfyUI | Base | LoKr | 0.064 | 0.047 | 0.389 | -| ComfyUI | SFT | LoRA | 0.039 | 0.042 | 0.284 | -| ComfyUI | SFT | LoKr | 0.039 | 0.042 | 0.395 | -| KohakuMoss | Base | LoRA | 0.105 | 0.090 | 0.316 | -| KohakuMoss | Base | LoKr | 0.053 | 0.090 | 0.406 | -| KohakuMoss | SFT | LoRA | 0.053 | 0.072 | 0.288 | -| KohakuMoss | SFT | LoKr | 0.042 | 0.072 | 0.417 | - -(LPIPS, 16 images each.) The adapter changes the image 3-10x more -than the fix does, and fixed + adapter stays about as close to bf16 + adapter as the two -bases are without it: it transfers. +KohakuMoss, applied as-is to the fixed weights. Distance of each base + adapter to fp32 + +adapter, then between fixed + adapter and official bf16 + adapter, next to the adapter's +own effect: + +| runtime | variant | adapter | fp16, no fix | fp16-fixed | bf16 | fixed + adapter vs bf16 + adapter | without adapter | adapter effect | +| --- | --- | --- | --- | --- | --- | --- | --- | --- | +| ComfyUI | Base | LoRA | 0.003 | 0.006 | 0.068 | 0.056 | 0.047 | 0.287 | +| ComfyUI | Base | LoKr | 0.011 | 0.005 | 0.049 | 0.064 | 0.047 | 0.389 | +| ComfyUI | SFT | LoRA | 0.001 | 0.001 | 0.034 | 0.039 | 0.042 | 0.284 | +| ComfyUI | SFT | LoKr | 0.001 | 0.001 | 0.024 | 0.039 | 0.042 | 0.395 | +| KohakuMoss | Base | LoRA | 0.006 | 0.008 | 0.120 | 0.105 | 0.090 | 0.316 | +| KohakuMoss | Base | LoKr | 0.004 | 0.004 | 0.046 | 0.053 | 0.090 | 0.406 | +| KohakuMoss | SFT | LoRA | 0.003 | 0.002 | 0.038 | 0.053 | 0.072 | 0.288 | +| KohakuMoss | SFT | LoKr | 0.002 | 0.001 | 0.037 | 0.042 | 0.072 | 0.417 | + +(LPIPS. The first three columns: 8 images each, seed 11, against fp32 + adapter run on a +V100, with plain fp16 + adapter also on the V100; the last three: 16 images each, RTX +5090.) The adapter changes the image 3-10x more than the fix does, fixed + adapter is as +close to fp32 + adapter as plain fp16 is at 1024^2, and stays about as close to bf16 + +adapter as the two bases are without it: it transfers.
-

fp16-fixed + adapter | official bf16 + adapter | official bf16 without it (ComfyUI)

-

fp16-fixed + adapter | official bf16 + adapter | official bf16 without it (ComfyUI)

-

fp16-fixed + adapter | official bf16 + adapter | official bf16 without it (ComfyUI)

-

fp16-fixed + adapter | official bf16 + adapter | official bf16 without it (ComfyUI)

+

fp16 without the fix + adapter | fp16 with the fix + adapter | bf16 + adapter | fp32 + adapter (ComfyUI)

+

fp16 without the fix + adapter | fp16 with the fix + adapter | bf16 + adapter | fp32 + adapter (ComfyUI)

+

fp16 without the fix + adapter | fp16 with the fix + adapter | bf16 + adapter | fp32 + adapter (ComfyUI)

+

fp16 without the fix + adapter | fp16 with the fix + adapter | bf16 + adapter | fp32 + adapter (ComfyUI)

Adapters on the joint blocks' q / k / v / o / `ffn_up_gate` / `ffn_down` (the usual @@ -329,7 +347,12 @@ See [KohakuMoss](https://github.com/KohakuBlueleaf/KohakuMossTrainer). ## Notes - Measured on an RTX 5090 (fp16 and bf16 matmuls with fp32 accumulation); the fp32 - reference is the official weights in fp32. The 2560^2 example ran in ComfyUI on a V100. + reference is the official weights in fp32. The 2560^2 example, the "fp16, no fix" + column and the fp32 + adapter references ran on a V100 (bf16 there is emulated by torch; + ComfyUI's own default on that GPU casts bf16 weights to fp32, so the 2560^2 bf16 run + disables that cast). KohakuMoss and diffusers draw their initial noise with torch's CUDA + generator, which gives different numbers on different GPUs; the V100 runs use the RTX + 5090's noise for each seed. - The headroom figures cover the prompts, resolutions and sigmas above, and 2560^2 for the fixed Base weights (15.6x). 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878524b1683c6301fee1e425f453e926650fc18f..85756dcce0869275a627fdf884907017ff4f64da 100644 --- a/reports/base_tables.md +++ b/reports/base_tables.md @@ -122,3 +122,36 @@ Non-finite forwards on the official weights: fp16 0 / 189, bf16 0 / 189. } } ``` + +## fp16 without the fix (V100 runs) + +| config | n | LPIPS | PSNR | +| --- | --- | --- | --- | +| comfyui: official_fp16 vs fp32 (5090) | 16 | 0.0062 | 44.72 | +| comfyui: official_fp16 V100 vs 5090 | 2 | 0.0391 | 37.85 | +| comfyui: fp32 V100 vs 5090 | 1 | 0.0003 | 54.94 | +| comfyui: lora0 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0027 | 44.70 | +| comfyui: lora0 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0058 | 43.78 | +| comfyui: lora0 bf16 vs fp32 + adapter (V100) | 8 | 0.0681 | 26.62 | +| comfyui: lora1 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0113 | 43.97 | +| comfyui: lora1 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0054 | 44.38 | +| comfyui: lora1 bf16 vs fp32 + adapter (V100) | 8 | 0.0490 | 29.53 | +| kohakumoss: official_fp16 vs fp32 (5090) | 16 | 0.0171 | 41.96 | +| kohakumoss: official_fp16 V100 vs 5090 | 2 | 0.0397 | 30.23 | +| kohakumoss: lora0 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0059 | 43.41 | +| kohakumoss: lora0 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0077 | 41.65 | +| kohakumoss: lora0 bf16 vs fp32 + adapter (V100) | 8 | 0.1200 | 24.36 | +| kohakumoss: lora1 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0039 | 47.21 | +| kohakumoss: lora1 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0043 | 47.44 | +| kohakumoss: lora1 bf16 vs fp32 + adapter (V100) | 8 | 0.0463 | 29.78 | +| diffusers: official_fp16 vs fp32 (5090) | 16 | 0.0202 | 36.86 | +| diffusers: official_fp16 V100 vs 5090 | 2 | 0.0151 | 33.37 | + +## Plain fp16 break example (ComfyUI, V100) + +| size | DiT | stream max (fp16 inf excluded) | first non-finite | non-finite forwards | latent finite | LPIPS vs fp32 | +| --- | --- | --- | --- | --- | --- | --- | +| 2560x2560 | moss_image_base_bf16.safetensors fp16 | 65,504 (block 26) | forward 56 block 26 | 44 / 100 | False | nan | +| 2560x2560 | moss_image_base_fp16_fixed.safetensors fp16 | 4,188 (block 26) | | 0 / 100 | True | 0.0010 | +| 2560x2560 | moss_image_base_bf16.safetensors bf16 | 67,072 (block 26) | | 0 / 100 | True | 0.0962 | +| 2560x2560 | moss_image_base_bf16.safetensors fp32 | 67,048 (block 26) | | 0 / 100 | True | nan | diff --git a/reports/sft_fp16_fix.json b/reports/sft_fp16_fix.json index 2907fcebeda104b29d283c75de227aa0a45b364f..b427ef75316380478781c2ba21e5c0f604730f8c 100644 --- a/reports/sft_fp16_fix.json +++ b/reports/sft_fp16_fix.json @@ -15620,6 +15620,990 @@ "lora": 1, "file": "images/gallery/sft_comfyui_lora1_p7_s11.webp" } - ] - } + ], + "panels": { + "plain_examples": [ + "images/sft_plain_fp16_p0.webp", + "images/sft_plain_fp16_p1.webp" + ], + "sweep_strip": [ + "images/sft_c_sweep_p0_0.webp", + "images/sft_c_sweep_p0_1.webp" + ], + "gallery": [ + "images/gallery/sft_comfyui_p0_s11.webp", + 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b/reports/sft_tables.md @@ -122,3 +122,26 @@ Non-finite forwards on the official weights: fp16 0 / 189, bf16 0 / 189. } } ``` + +## fp16 without the fix (V100 runs) + +| config | n | LPIPS | PSNR | +| --- | --- | --- | --- | +| comfyui: official_fp16 vs fp32 (5090) | 16 | 0.0035 | 42.58 | +| comfyui: official_fp16 V100 vs 5090 | 2 | 0.0124 | 37.10 | +| comfyui: lora0 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0013 | 46.36 | +| comfyui: lora0 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0013 | 47.39 | +| comfyui: lora0 bf16 vs fp32 + adapter (V100) | 8 | 0.0343 | 31.33 | +| comfyui: lora1 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0010 | 49.26 | +| comfyui: lora1 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0012 | 47.78 | +| comfyui: lora1 bf16 vs fp32 + adapter (V100) | 8 | 0.0237 | 32.05 | +| kohakumoss: official_fp16 vs fp32 (5090) | 16 | 0.0053 | 42.25 | +| kohakumoss: official_fp16 V100 vs 5090 | 2 | 0.0082 | 37.80 | +| kohakumoss: lora0 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0029 | 43.02 | +| kohakumoss: lora0 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0021 | 45.44 | +| kohakumoss: lora0 bf16 vs fp32 + adapter (V100) | 8 | 0.0378 | 29.68 | +| kohakumoss: lora1 official_fp16 vs fp32 + adapter (V100) | 8 | 0.0018 | 47.49 | +| kohakumoss: lora1 fix_fp16 vs fp32 + adapter (V100) | 8 | 0.0007 | 49.60 | +| kohakumoss: lora1 bf16 vs fp32 + adapter (V100) | 8 | 0.0366 | 28.92 | +| diffusers: official_fp16 vs fp32 (5090) | 16 | 0.0151 | 37.04 | +| diffusers: official_fp16 V100 vs 5090 | 2 | 0.0249 | 30.96 |