commit ff10d560105f3f381ba91337039e763b2c24e553 Author: ModelHub XC Date: Fri Apr 10 22:52:54 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: CarperAI/pythia-2.8b-deduped-4k Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..54d8467 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,61 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text + + +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text + +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text 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diff=lfs merge=lfs -text +pytorch_model-00002-of-00012.bin filter=lfs diff=lfs merge=lfs -text +pytorch_model-00011-of-00012.bin filter=lfs diff=lfs merge=lfs -text +pytorch_model-00004-of-00012.bin filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..7c515c8 --- /dev/null +++ b/README.md @@ -0,0 +1,119 @@ +--- +license: apache-2.0 +datasets: +- EleutherAI/the_pile_deduplicated +language: +- en +--- + +Pythia-2.8B Deduped 4K is a [Pythia-2.8B Deduped](https://huggingface.co/EleutherAI/pythia-2.8b-deduped) model fine-tuned with a 4096 context length. +Training resumed from their 143,000 step checkpoint and continued on The Pile v1 Deduped (threshold=0.87). +This particular model is from a checkpoint captured at step 175,500 for an extra 134,217,728,000 tokens of training. + +Note: Sequence length warmup was not used to move up from 2048 but, in hindsight, should have been applied. + + +## Config + +```yaml +{ + # 8 Nodes 8xA100 40GB + "eval_batch_size": 2, + + "pipe-parallel-size": 1, + "model-parallel-size": 1, + + "num-layers": 32, + "hidden-size": 2560, + "num-attention-heads": 32, + "seq-length": 4096, + "max-position-embeddings": 4096, + + "norm": "layernorm", + "pos-emb": "rotary", + "rotary-pct": 0.25, + "no-weight-tying": true, + "gpt-j-residual": true, + "output-layer-parallelism": "column", + + "init_method": "small_init", + "output_layer_init_method": "wang_init", + + "attention-config": [[["flash"], 32]], + "scaled-upper-triang-masked-softmax-fusion": true, + "bias-gelu-fusion": true, + + "optimizer": { + "type": "Adam", + "params": { + "lr": 1.6e-5, + "betas": [0.9, 0.95], + "eps": 1.0e-08 + }, + }, + "min_lr": 8.0e-06, + + "zero_optimization":{ + "stage": 1, + "allgather_partitions": true, + "allgather_bucket_size": 500000000, + "overlap_comm": true, + "reduce_scatter": true, + "reduce_bucket_size": 500000000, + "contiguous_gradients": true, + "cpu_offload": false, + }, + "train_micro_batch_size_per_gpu": 4, + "gradient-accumulation-steps": 4, + "data-impl": "mmap", + + "checkpoint-activations": true, + "checkpoint-num-layers": 1, + "partition-activations": true, + "synchronize-each-layer": true, + + "gradient_clipping": 1.0, + "weight-decay": 0.1, + "hidden-dropout": 0, + "attention-dropout": 0, + + "fp16": { + "fp16": true, + "enabled": true, + "loss_scale": 0, + "loss_scale_window": 1000, + "initial_scale_power": 12, + "hysteresis": 2, + "min_loss_scale": 1, + }, + + "train-iters": 318000, + "lr-decay-iters": 318000, + "distributed-backend": "nccl", + "lr-decay-style": "cosine", + "warmup": 0.01, + "checkpoint-factor": 500, + "eval-interval": 50000, + "eval-iters": 10, + "extra-save-iters": [0, 512, 152001], + + "train-data-paths": ["pile_0.87_deduped_text_document"], + "valid-data-paths": ["pile_0.87_deduped_text_document"], + "test-data-paths": ["pile_0.87_deduped_text_document"], + + "tokenizer_type": "HFTokenizer", + "vocab-file": "20B_tokenizer.json", + + "log-interval": 10, + "steps_per_print": 10, + "wall_clock_breakdown": true, + "log-grad-norm": true, + + "launcher": "slurm", + "deepspeed_slurm": true, +} +``` + +## Acknoweldgements + +This work would not have been possible without the support of [Stability AI](https://stability.ai/). \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..53ce428 --- /dev/null +++ b/config.json @@ -0,0 +1,25 @@ +{ + "_name_or_path": "/fsx/ckpts/3b_pythia_tok=neox_data=pilev1-deduped-mixed/global_step175500_hf", + "architectures": [ + "GPTNeoXForCausalLM" + ], + "bos_token_id": 0, + "eos_token_id": 0, + "hidden_act": "gelu", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 10240, + "layer_norm_eps": 1e-05, + "max_position_embeddings": 4096, + "model_type": "gpt_neox", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "rotary_emb_base": 10000, + "rotary_pct": 0.25, + "tie_word_embeddings": 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