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perplexity25/transformers/config.json +1 -1
perplexity25/transformers/merges.txt +0 -0
perplexity25/transformers/tokenizer.json +0 -0
perplexity25/transformers/vocab.json +3 -0
perplexity50/sbatch_2b855b55bc4perplexity50val.sh +168 -0
perplexity50/tensorboard_2b855b55bc4perplexity50val/events.out.tfevents.1683968610.nid005934.43927.0 +3 -0
perplexity50/transformers/config.json +1 -1
perplexity50/transformers/merges.txt +0 -0
perplexity50/transformers/tokenizer.json +0 -0
perplexity50/transformers/vocab.json +3 -0

perplexity25/transformers/config.json CHANGED Viewed

@@ -1 +1 @@

- {"vocab_size": ~~50304~~, "n_positions": 2048, "n_embd": ~~2560~~, "n_layer": 34, "n_head": 20, "n_inner": ~~10240~~, "activation_function": "gelu", "resid_pdrop": 0.1, "embd_pdrop": 0.1, "attn_pdrop": 0.1, "layer_norm_epsilon": 1e-05, "initializer_range": 0.02, "summary_type": "cls_index", "summary_use_proj": true, "summary_activation": null, "summary_first_dropout": 0.1, "summary_proj_to_labels": true, "scale_attn_weights": true, "use_cache": true, "scale_attn_by_inverse_layer_idx": false, "reorder_and_upcast_attn": false, "bos_token_id": 50256, "eos_token_id": 50256, "return_dict": true, "output_hidden_states": false, "output_attentions": false, "torchscript": false, "torch_dtype": null, "use_bfloat16": false, "tf_legacy_loss": false, "pruned_heads": {}, "tie_word_embeddings": true, "is_encoder_decoder": false, "is_decoder": false, "cross_attention_hidden_size": null, "add_cross_attention": false, "tie_encoder_decoder": false, "max_length": 20, "min_length": 0, "do_sample": false, "early_stopping": false, "num_beams": 1, "num_beam_groups": 1, "diversity_penalty": 0.0, "temperature": 1.0, "top_k": 50, "top_p": 1.0, "typical_p": 1.0, "repetition_penalty": 1.0, "length_penalty": 1.0, "no_repeat_ngram_size": 0, "encoder_no_repeat_ngram_size": 0, "bad_words_ids": null, "num_return_sequences": 1, "chunk_size_feed_forward": 0, "output_scores": false, "return_dict_in_generate": false, "forced_bos_token_id": null, "forced_eos_token_id": null, "remove_invalid_values": false, "exponential_decay_length_penalty": null, "suppress_tokens": null, "begin_suppress_tokens": null, "architectures": ["GPT2LMHeadModel"], "finetuning_task": null, "id2label": {"0": "LABEL_0", "1": "LABEL_1"}, "label2id": {"LABEL_0": 0, "LABEL_1": 1}, "tokenizer_class": null, "prefix": null, "pad_token_id": null, "sep_token_id": null, "decoder_start_token_id": null, "task_specific_params": null, "problem_type": null, "_name_or_path": "", "transformers_version": "4.25.0.dev0", "n_ctx": 1024, "gradient_checkpointing": false, "model_type": "gpt2"}

+ {"vocab_size": 50432, "n_positions": 2048, "n_embd": 3072, "n_layer": 36, "n_head": 24, "n_inner": 12288, "activation_function": "gelu", "resid_pdrop": 0.1, "embd_pdrop": 0.1, "attn_pdrop": 0.1, "layer_norm_epsilon": 1e-05, "initializer_range": 0.02, "summary_type": "cls_index", "summary_use_proj": true, "summary_activation": null, "summary_first_dropout": 0.1, "summary_proj_to_labels": true, "scale_attn_weights": true, "use_cache": true, "scale_attn_by_inverse_layer_idx": false, "reorder_and_upcast_attn": false, "bos_token_id": 50256, "eos_token_id": 50256, "return_dict": true, "output_hidden_states": false, "output_attentions": false, "torchscript": false, "torch_dtype": null, "use_bfloat16": false, "tf_legacy_loss": false, "pruned_heads": {}, "tie_word_embeddings": true, "is_encoder_decoder": false, "is_decoder": false, "cross_attention_hidden_size": null, "add_cross_attention": false, "tie_encoder_decoder": false, "max_length": 20, "min_length": 0, "do_sample": false, "early_stopping": false, "num_beams": 1, "num_beam_groups": 1, "diversity_penalty": 0.0, "temperature": 1.0, "top_k": 50, "top_p": 1.0, "typical_p": 1.0, "repetition_penalty": 1.0, "length_penalty": 1.0, "no_repeat_ngram_size": 0, "encoder_no_repeat_ngram_size": 0, "bad_words_ids": null, "num_return_sequences": 1, "chunk_size_feed_forward": 0, "output_scores": false, "return_dict_in_generate": false, "forced_bos_token_id": null, "forced_eos_token_id": null, "remove_invalid_values": false, "exponential_decay_length_penalty": null, "suppress_tokens": null, "begin_suppress_tokens": null, "architectures": ["GPT2LMHeadModel"], "finetuning_task": null, "id2label": {"0": "LABEL_0", "1": "LABEL_1"}, "label2id": {"LABEL_0": 0, "LABEL_1": 1}, "tokenizer_class": null, "prefix": null, "pad_token_id": null, "sep_token_id": null, "decoder_start_token_id": null, "task_specific_params": null, "problem_type": null, "_name_or_path": "", "transformers_version": "4.25.0.dev0", "n_ctx": 1024, "gradient_checkpointing": false, "model_type": "gpt2"}

perplexity25/transformers/merges.txt ADDED Viewed

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perplexity25/transformers/tokenizer.json ADDED Viewed

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perplexity25/transformers/vocab.json ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:196139668be63f3b5d6574427317ae82f612a97c5d1cdaf36ed2256dbf636783
+size 1042301

perplexity50/sbatch_2b855b55bc4perplexity50val.sh ADDED Viewed

	@@ -0,0 +1,168 @@

+#!/bin/bash
+#SBATCH --exclude=nid007571,nid007112,nid006774,nid007502,nid007506,nid007507,nid005145,nid006692,nid007218,nid007123,nid006124,nid006123,nid007496,nid007237,nid006852,nid007206,nid006947,nid007212,nid006977,nid007222,nid005444,nid007219,nid007493,nid007221,nid005300,nid005619,nid006118,nid005203,nid006113,nid006481,nid007077,nid005208,nid005207,nid005879,nid005901
+#SBATCH --nodes=32
+#SBATCH --ntasks-per-node=1
+#SBATCH --cpus-per-task=32
+#SBATCH --mem=256G
+#SBATCH -p standard-g
+#SBATCH -t 48:00:00
+#SBATCH --gpus-per-node=mi250:8
+#SBATCH --exclusive=user
+#SBATCH --hint=nomultithread
+#SBATCH --account=project_462000119
+#SBATCH -o logs/%j.out
+#SBATCH -e logs/%j.err
+VARIANT=2b855b55bc4perplexity50val
+VARIANT_CKPT=lm1-2b8-55b-c4-perplexity/perplexity50
+# if run without sbatch, invoke here
+if [ -z $SLURM_JOB_ID ]; then
+    mkdir -p logs
+    sbatch "$0"
+    exit
+fi
+set -euo pipefail
+# symlink logs/latest.out and logs/latest.err
+ln -f -s $SLURM_JOB_ID.out logs/latest.out
+ln -f -s $SLURM_JOB_ID.err logs/latest.err
+KILL_SWITCH_PATH=kill-switch-$VARIANT
+CHECKPOINT_PATH=$VARIANT_CKPT
+TENSORBOARD_PATH=tensorboard_$VARIANT
+# Data
+VOCAB_FILE="gpt2/vocab.json"
+MERGE_FILE="gpt2/merges.txt"
+#DATA_PATH="/scratch/project_462000119/data/pile/megatron_data/meg-gpt2_pile_text_document"
+TRAIN_DATA_PATH=train1b5.txt
+# "train: 1.0 0:1 /scratch/project_462000119/data/c4_subsampled/gpt2tok_c4_en_12B_text_document"
+VALID_DATA_PATH=val.txt
+# "validation: 1.0 0:1 /scratch/project_462000119/data/c4_validation/gpt2tok_c4validation_rerun_text_document"
+PP_SIZE=1
+TP_SIZE=1
+MICRO_BATCH_SIZE=2
+GRADIENT_ACCUMULATION_STEPS=1
+WORLD_SIZE=$((SLURM_GPUS_ON_NODE*SLURM_JOB_NUM_NODES))
+GLOBAL_BATCH_SIZE=$((MICRO_BATCH_SIZE*WORLD_SIZE*GRADIENT_ACCUMULATION_STEPS))
+# Model parameters
+source model_params.sh
+MODEL_PARAM=("${PARAM_2980M[@]}")
+NHIDDEN=${MODEL_PARAM[0]}
+FFN_HIDDEN_SIZE=${MODEL_PARAM[1]}
+KV_SIZE=${MODEL_PARAM[2]}
+NHEADS=${MODEL_PARAM[3]}
+NLAYERS=${MODEL_PARAM[4]}
+SEQ_LEN=2048
+echo "Model parameters: d_model $NHIDDEN ffw_size $FFN_HIDDEN_SIZE kv_size $KV_SIZE n_heads $NHEADS n_layers $NLAYERS"
+SAVE_INTERVAL=1000
+# Tokens: 35546190000
+# -> Samples: 17356538
+TRAIN_SAMPLES=1
+OPTIMIZER_ARGS=" \
+    --optimizer adam \
+    --adam-beta1 0.9 \
+    --adam-beta2 0.999 \
+    --adam-eps 1e-8 \
+    --lr 2e-4 \
+    --min-lr 2e-5 \
+    --lr-decay-style cosine \
+    --lr-decay-samples $TRAIN_SAMPLES \
+    --lr-warmup-samples 0 \
+    --clip-grad 1.0 \
+    --weight-decay 1e-1 \
+    --override-lr-scheduler \
+    --reset-progress \
+    --no-load-optim \
+    "
+GPT_ARGS=" \
+    --num-layers $NLAYERS \
+    --hidden-size $NHIDDEN \
+    --num-attention-heads $NHEADS \
+    --kv-channels $KV_SIZE \
+    --ffn-hidden-size $FFN_HIDDEN_SIZE \
+    --seq-length $SEQ_LEN \
+    --max-position-embeddings $SEQ_LEN \
+    --micro-batch-size $MICRO_BATCH_SIZE \
+    --global-batch-size $GLOBAL_BATCH_SIZE \
+    --train-samples $TRAIN_SAMPLES \
+    --vocab-file $VOCAB_FILE \
+    --merge-file $MERGE_FILE \
+    --clip-grad 1.0 \
+    --kill-switch-path $KILL_SWITCH_PATH \
+    --bf16 \
+    $OPTIMIZER_ARGS \
+    "
+OUTPUT_ARGS=" \
+    --log-interval 10 \
+    --save-interval $SAVE_INTERVAL \
+    --eval-interval 1 \
+    --eval-iters 100 \
+    --eval-only true \
+    --tensorboard-dir $TENSORBOARD_PATH \
+    --tensorboard-queue-size 5 \
+    --log-timers-to-tensorboard \
+    --log-batch-size-to-tensorboard \
+    --log-validation-ppl-to-tensorboard \
+    "
+ZERO_STAGE=0
+mkdir -p ds_configs
+DS_CONFIG_PATH="ds_configs/$SLURM_JOB_ID.json"
+cat <<EOF > $DS_CONFIG_PATH
+{
+    "train_micro_batch_size_per_gpu": $MICRO_BATCH_SIZE,
+    "train_batch_size": $GLOBAL_BATCH_SIZE,
+    "gradient_clipping": 1.0,
+    "zero_optimization": {
+        "stage": $ZERO_STAGE
+    },
+    "bf16": {
+        "enabled": true
+    },
+    "steps_per_print": 2000,
+    "wall_clock_breakdown": false
+}
+EOF
+DEEPSPEED_ARGS=" \
+    --deepspeed \
+    --deepspeed_config $DS_CONFIG_PATH \
+    --zero-stage $ZERO_STAGE \
+    "
+CMD=" \
+    Megatron-DeepSpeed/pretrain_gpt.py \
+    --tensor-model-parallel-size $TP_SIZE \
+    --pipeline-model-parallel-size $PP_SIZE \
+    $GPT_ARGS \
+    $OUTPUT_ARGS \
+    --save $CHECKPOINT_PATH \
+    --load $CHECKPOINT_PATH \
+    --train-weighted-split-paths-path $TRAIN_DATA_PATH \
+    --valid-weighted-split-paths-path $VALID_DATA_PATH \
+    --data-impl mmap \
+     $DEEPSPEED_ARGS \
+    "
+echo $CMD
+echo "START $SLURM_JOBID: $(date)"
+# bash launch_srun_32.sh $CMD
+srun --label launch.sh $CMD
+echo "END $SLURM_JOBID: $(date)"

perplexity50/tensorboard_2b855b55bc4perplexity50val/events.out.tfevents.1683968610.nid005934.43927.0 ADDED Viewed

	@@ -0,0 +1,3 @@

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+oid sha256:db2f4d7c4b5f05301672fb1a74fe4c5a307d9bb26a0cf9b1c7f0759093c65975
+size 980

perplexity50/transformers/config.json CHANGED Viewed

@@ -1 +1 @@

perplexity50/transformers/merges.txt ADDED Viewed

File without changes

perplexity50/transformers/tokenizer.json ADDED Viewed

The diff for this file is too large to render. See raw diff

perplexity50/transformers/vocab.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:196139668be63f3b5d6574427317ae82f612a97c5d1cdaf36ed2256dbf636783
+size 1042301