jingyang Ou
commited on
Commit
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a2c94d3
1
Parent(s):
57aea67
model update
Browse files- README.md +3 -0
- config.json +72 -0
- model.safetensors +3 -0
README.md
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Reparameterized Absorbing Discrete Diffusion (RADD) small model with t-dce loss.
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Code: https://github.com/ML-GSAI/RADD.
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Paper: https://arxiv.org/abs/2406.03736.
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config.json
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{
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"ngpus": 32,
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"tokens": 50257,
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"gpt_dir": "assets/gpt2-large",
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"outdir": "../output",
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"training": {
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"batch_size": 512,
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"accum": 1,
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"n_iters": 1000001,
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"snapshot_freq": 50000,
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"log_freq": 50,
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"eval_freq": 100,
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"snapshot_freq_for_preemption": 10000,
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"weight": "standard",
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"snapshot_sampling": false,
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"ema": 0.9999,
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"loss_type": "t_DCE"
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},
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"train_set": {
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"name": "openwebtext",
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"cache_dir": "assets/datasets/openwebtext"
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},
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"valid_set": {
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"name": "wikitext103",
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"cache_dir": "assets/datasets/wikitext"
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},
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"graph": {
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"type": "absorb",
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"file": "data",
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"report_all": false
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},
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"noise": {
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"type": "loglinear",
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"sigma_min": 0.0001,
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"sigma_max": 20
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},
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"sampling": {
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"predictor": "euler",
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"steps": 128,
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"noise_removal": true
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},
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"eval": {
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"batch_size": 512,
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"perplexity": true,
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"perplexity_batch_size": 16
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},
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"optim": {
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"weight_decay": 0.03,
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"optimizer": "AdamW",
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"lr": 0.0003,
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"beta1": 0.9,
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"beta2": 0.999,
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"eps": 1e-08,
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"warmup": 2500,
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"grad_clip": 1.0
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},
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"model": {
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"name": "small_wotsm",
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"type": "ddit_wot",
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"hidden_size": 768,
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"cond_dim": 128,
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"length": 1024,
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"n_blocks": 12,
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"n_heads": 12,
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"scale_by_sigma": true,
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"dropout": 0.02,
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"use_checkpoint": false,
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"remove_time_condition": true,
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"add_softmax": true,
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"dtype": "float16"
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}
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f0e3d7fbd1284eb9ec9970cdb06b6270bc1cc810d78224e10c67770906021f9c
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size 649074528
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