Commit History

exp004b_anima_relay/relay_s1: ship-on-completion from Colab
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exp004b_anima_relay/relay_s0: ship-on-completion from Colab
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anima_closeout v11: first live run of bf16_master_weights crashed at the scheduler — ds_config['bf16'] made DeepSpeed wrap the client Adam (FP16_UnfusedOptimizer), which torch ConstantLR rejects. Fork 812449a: client-side MasterWeightsAdam (fp32 masters, still a torch Adam; engine stays on the exp004-proven no-wrapping path). Proven in pure torch incl. the exact exp004 freeze repro: -3.0 bf16 gate frozen under plain Adam, moves under MasterWeightsAdam. CELL 0 asserts the new mechanism. Caches from the 28-min build are all banked — next launch goes straight to training.
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anima_closeout v10: latent caching died on its FIRST image read — the fork's ParquetImageReader whole-file column read cannot deliver >2GiB nested (struct) columns (ArrowNotImplementedError), and the 8192-row split monolith crosses that line. Fixed in the fork (8ed4b6b: per-row-group reads assembled into a ChunkedArray; proven against a 1200x2MB struct parquet reproducing the exact error). CELL 0 asserts the fixed reader pre-spend. No CELL 1 re-run needed: the monolith is readable as-is.
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anima_closeout v9: the ArrowIndexError smoke crash was the shared-cache collision detonating — CELL 1 had last run as v6 (same ipykernel_5091 across all three crashes) so the dataset TOMLs on disk lacked path=, and eval's grouped-metadata save clobbered train's mmapped files (same keys, same filenames, shared local_parquet root) right before train's latents map read through them (writer died at the first 1000-row flush). v9: CELL 1 also rmtree's the poisoned default root; CELL 2 refuses to launch any arm if the dataset TOMLs lack dp_cache. RUNBOOK: re-run CELL 1 in the live kernel, then CELL 2.
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anima_closeout v8: the un-masked smoke crash was ModuleNotFoundError: hyvideo — utils/patches.py imported hyvideo.text_encoder unconditionally at module level while CELL 0 (correctly) initializes only the ComfyUI submodule. Fixed in the fork (5f37138: guarded import, patch skipped when absent; verified by execution both ways). CELL 0 now asserts the guard is present before any spend.
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anima_closeout v7: (1) rc no longer masked — the deepspeed|tee pipeline returned TEE's exit code, so the smoke's ~24s death printed rc=0; Python is now the tee and any failure (rc!=0 OR no run dir) dumps the log tail into the cell. (2) CRITICAL: train+eval dataset TOMLs shared the fork's default parquet cache root ('local_parquet' constant) — eval would clobber train's metadata/latents and the loop would silently train on the 512 eval rows; now explicit distinct path= roots under dp_cache/. (3) width_column/height_column (the real fork keys; image_*_column variants were silently ignored). (4) val bed reads the fork's REAL cache layout: per-bucket paired latents/text_embeddings_0 caches. Source-verified against the fork + exp004's as-run TOMLs by 4-agent audit.
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anima_closeout v6: CELL 1's shard loop variable was `sh`, clobbering CELL 0's sh() shell helper in the shared notebook namespace -> CELL 2 smoke crashed with 'str' object is not callable. Renamed + builder now AST-checks every cell for cross-cell function-name clobbering (proven to flag the exact bug).
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CELL 1 v5: properly columnar two-phase split. Phase A thin scan (id/captions/audit) with pyarrow.compute masks — exp011 gate, dexp011:154 caption coalesce using the forks own CAPTION_SENTINELS — stop at target; phase B heavy write filtered by is_in(id, split sets), image bytes never leave Arrow. Row-by-row loop removed. Both phases executed green against a real shard in 0.5s.
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CELL 1 rewritten as an INCREMENTAL materializer: the fused set is ~160GB and the campaign needs ~9k rows — shards visited in sha256(name) order one at a time, gated+deduped+slimmed into the pool, source deleted per shard, hard stop at TRAIN_TARGET+EVAL_N (8192+512). Download bounded to ~10GB instead of the corpus. Split logic executed green against a real shard.
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Caption key corrected per the campaign record: qwen-deepfashion-fused stays THE dataset (r2 exp011-013 design of record); caption = caption_joycaption with prompt_fused fallback (dexp011:154), materialized as a derived column; exp011 audit gate + id dedup in the split. The earlier ft1 retarget was wrong — the fix was the key, not the dataset.
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Fix dataset target: exp004 trained on diffusion-pretrain-set-ft1 data/deepfashion (has caption_vlm_json), not qwen-deepfashion-fused; shard listing filtered to the config (the repo holds 582 parquet across configs). Caught by CELL 0 refusing before spend — as designed.
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Anima close-out campaign notebook: exp004b (relay retrain, fp32 masters, 2 declared seeds, real held-out eval) + exp017 (first multiband3 on a DiT), Colab/Blackwell-96GB, ship-on-completion per arm
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Anima adapter is ComfyUI-loadable: the node pack now supports the MiniTrainDIT family (verified live on anima_baseV10, 28 sites, toggle-off bit-exact) — caveat corrected in the catalog and in the file metadata
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Backfill the missing safetensors companions (dispatch banks, monoliths, cond adapter) into their original experiment packages — every .pt stack now has a verified companion
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amoe_loras/: every stack converted to safetensors (38 raw, bitwise-verified) + 36 function-first production artifacts carrying their own usage cards; catalog + SCHEMA. Closes the 15 missing companions (banks/monos/cond) the burndown claim overstated.
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Burndown publication set: production README (final statuses, laws tally, accounting), article_ft3d (the conditioning law), REPO_MAP (both lines)
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safetensors companions for every adapter stack (amoe canonical layout, bitwise-verified by amoe-convert)
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Burndown record completion: every s1 replication ckpt, every monolith/control falsifier, exp011 fused stacks, exp012/013 blob+uniform stacks, exp014/015 key banks, exp004 fork run saves + LoRA control (salvaged from the pod before window close)
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exp015 s1: address-as-key falsification 2-SEED (the campaign's final run) - dispatch-key form closed; TE+AMOE joint training open
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close-out: README table numeric order restored; exp004 gap note updated
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exp015 shipped: address-as-key falsified with corrected instruments (zero routing excess, zero match advantage) - the dispatch-key form closes; TE+AMOE joint training is the open form
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exp013 dose curve complete: lambda=1 is the operating point (-8.3% blob gauge at +0.4% common cost, in-bound; saturation between 1 and 2)
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exp013 lambda=2 dose point: monotone (-8.4% blob gauge, +0.9% common cost) - the coupling trade surface mapped at two points
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exp004 shipped: aleph relays on the Anima DiT through the fork (relay improves, LoRA degrades - 3-for-3 substrates; NC ckpt; bring-up ledger)
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exp014 s1: router v1 negative 2-seed (ordering + both instrument findings replicate)
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exp014 shipped: router v1 honest negative (state keys already route by prompt; raw-flat address = disease geometry; null lesson -> v2)
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README: experiments table restored to numeric order + numbering-convention note (numbers bind at prereg; gaps = reserved)
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exp013 s1: CONDITIONING LAW promoted to 2-SEED CONFIRMED (both seeds ~125-200x the eps effect)
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exp013 shipped: CONDITIONING HYPOTHESIS CONFIRMED - blob coupling ~200x more effective on flow than eps (prereg 5x bar); blob work migrates to flow/v-pred substrates
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exp012 s1: blob-on-eps 2-seed inert (conditioning hypothesis consistent); role-aligned gauge advantage holds both seeds; exp013 flow test running
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exp012 shipped: blob v1 honest negative BUT the role-aligned gauge reveals multiband beats monolith ~10% on HIGH-band foreground structure; ANIMA R0b all green (dtype violation caught+fixed)
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exp011 s1: fused-data multiband 2-seed (payoff, monolith edge, surgical lesions all replicate)
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exp011a shipped: real data pays adapters 2-3x more; structure replicates; blob targets built (schema lesson disclosed)
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roster correction: Klein -> KREA 2 TURBO (krea/Krea-2-Turbo + Krea-2-Raw; fork krea2 path)
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roster: FLUX.2-klein (Klein 2 Turbo) added as expansion target
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exp010b amendment: roles ckpt image-space signature identical to uniform - frequency reweighting confirmed inert on both instruments
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exp010 shipped: StepGatedSampler + generation-side lesion battery (controller +0.089 grounding; coarse-to-fine confirmed by lesion ratios; diversity = open training goal)
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exp009 shipped (2 seeds + reference rejudge): role reweighting directionally consistent but negligible - instrument + supervision upgrades queued (exp010/exp011)
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exp008 s1: surgical band specialization 2-SEED CONFIRMED; s0's marginal per-band win was noise (0/3 s1); monolith edge robust
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exp008 LABEL CORRECTION: band0=LOW-noise / band2=HIGH-noise (numbers unchanged; the per-band win belongs to the HIGH-noise band)
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exp008 shipped: multiband mechanism certifies (3/3 surgical band lesions; LOW expert wins its band; uniform objective doesn't pay - roles enter exp009)
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exp001 s1 amendment: lune relay-vs-frozen 2-seed; gate-shrink replicates
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Night-2 seed-1 amendments: exp006 promoted 2-SEED CONFIRMED; exp007 falsifier robust across seeds
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exp003 + exp007 shipped: sigma is the only live register axis; AMoE v1 monolith falsifier fires under uniform pressure (machinery green) — next: structural band assignment
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exp006 shipped: relay certifies on the CORE EPRED SD1.5 (beats frozen + matched LoRA; grounding gained; substrate-dependent gate growth)
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exp002 shipped: guidepost-with-a-pulse (address inert beside text, live alone +0.0287; redesign = complementarity)
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exp000b shipped: natural-paradigm wall (format-specialization double dissociation; epred cores strong zero-shot carriers)
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exp001 shipped (relay certifies: beats frozen + matched LoRA, bit-exact post-train toggle; candidate s0) + README refresh (epred cores primary, nl77 congruency)
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exp000 baseline wall + substrate (runner-2 line opened)
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