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m01/benchmark_results.json

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+{
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+  "checkpoint": "results/m01/final.pt",
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+      "acc_stderr,none": 0.01246159264666003
+    },
+    "blimp": {
+      "alias": "blimp",
+      "name": "blimp",
+      "sample_len": 67000,
+      "acc,none": 0.764955223880597,
+      "acc_stderr,none": 0.001484412469452518,
+      "sample_count": {
+        "acc,none": 67000
+      }
+    }
+  }
+}

m01/config.json

@@ -0,0 +1,49 @@
+{
+  "model_id": "m01",
+  "run_name": "m01-mha-learned-dense-adamw",
+  "data_dir": "data/fineweb-edu",
+  "vocab_size": 50257,
+  "block_size": 1024,
+  "d_model": 512,
+  "num_layers": 12,
+  "num_heads": 8,
+  "ffn_mult": 4,
+  "dropout": 0.0,
+  "bias": false,
+  "norm_type": "rmsnorm",
+  "tie_embeddings": true,
+  "attention_type": "mha",
+  "gqa_num_kv_heads": 2,
+  "mla_latent_dim": 64,
+  "pos_type": "learned",
+  "rope_base": 10000,
+  "ffn_type": "dense",
+  "moe_num_experts": 8,
+  "moe_top_k": 2,
+  "optimizer": "adamw",
+  "lr": 0.0006,
+  "min_lr": 6e-05,
+  "weight_decay": 0.1,
+  "beta1": 0.9,
+  "beta2": 0.95,
+  "grad_clip": 1.0,
+  "muon_lr": 0.02,
+  "muon_momentum": 0.95,
+  "training_tokens": 1000000000,
+  "warmup_tokens": 6000000,
+  "lr_schedule": "cosine",
+  "batch_size": 4,
+  "grad_accum_steps": 16,
+  "device": "cuda",
+  "dtype": "bfloat16",
+  "compile": true,
+  "seed": 1337,
+  "eval_interval": 250,
+  "eval_iters": 100,
+  "log_interval": 10,
+  "checkpoint_interval": 1000,
+  "results_dir": "results",
+  "mlflow_experiment": "slm-ablation",
+  "mlflow_tracking_uri": "sqlite:///mlflow.db",
+  "mlflow_artifact_location": "./mlartifacts"
+}

m01/eval_results.json

@@ -0,0 +1,212 @@
+{
+  "model_id": "m01",
+  "checkpoint": "results/m01/final.pt",
+  "trained_step": 15258,
+  "total_params": 64017408,
+  "active_params": 64017408,
+  "flops_per_forward": 128034816.0,
+  "val_loss": 3.5286783933639527,
+  "val_perplexity": 34.078898940795646,
+  "bits_per_token": 5.090806818998209,
+  "ppl_tokens_evaluated": 655360,
+  "prefill_tok_per_sec": 180049.22239470956,
+  "inference_tok_per_sec": 301.0852960458612,
+  "inference_tok_per_sec_kvcache": null,
+  "kvcache_speedup": null,
+  "gen_tokens": 128,
+  "peak_infer_vram_gb": 0.394,
+  "peak_train_vram_gb": 4.093,
+  "closeness_answer_ppl": 27.717,
+  "closeness_hit_rate": 0.5,
+  "closeness_token_f1": 0.017,
+  "closeness_n": 20,
+  "closeness_items": [
+    {
+      "prompt": "The capital of France is",
+      "answer": " Paris",
+      "generated": " the city of Paris.\n",
+      "answer_nll": 3.5494,
+      "answer_ppl": 34.793,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The capital of Japan is",
+      "answer": " Tokyo",
+      "generated": " located in the heart of the",
+      "answer_nll": 2.5753,
+      "answer_ppl": 13.136,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The largest planet in the solar system is",
+      "answer": " Jupiter",
+      "generated": " the Sun. The Sun is",
+      "answer_nll": 3.7163,
+      "answer_ppl": 41.113,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Water is made of hydrogen and",
+      "answer": " oxygen",
+      "generated": " oxygen.\nThe hydrogen atom",
+      "answer_nll": 1.1012,
+      "answer_ppl": 3.008,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The opposite of hot is",
+      "answer": " cold",
+      "generated": " the temperature of the air.",
+      "answer_nll": 5.3253,
+      "answer_ppl": 205.462,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The opposite of up is",
+      "answer": " down",
+      "generated": " the use of a \u201c",
+      "answer_nll": 8.7555,
+      "answer_ppl": 6345.752,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Two plus two equals",
+      "answer": " four",
+      "generated": " the sum of the two numbers",
+      "answer_nll": 3.6979,
+      "answer_ppl": 40.362,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The sun rises in the",
+      "answer": " east",
+      "generated": " sky, and the sun rises",
+      "answer_nll": 4.0158,
+      "answer_ppl": 55.47,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The first president of the United States was George",
+      "answer": " Washington",
+      "generated": " Washington. He was a member",
+      "answer_nll": 0.5723,
+      "answer_ppl": 1.772,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The speed of light is approximately 300,000 kilometers per",
+      "answer": " second",
+      "generated": " second.\nThe speed of",
+      "answer_nll": 0.4003,
+      "answer_ppl": 1.492,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "A triangle has three",
+      "answer": " sides",
+      "generated": " sides, and the angle between",
+      "answer_nll": 1.5121,
+      "answer_ppl": 4.536,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The chemical symbol for gold is",
+      "answer": " Au",
+      "generated": " the gold.\nThe gold",
+      "answer_nll": 7.9472,
+      "answer_ppl": 2827.638,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The freezing point of water in Celsius is",
+      "answer": " zero",
+      "generated": " the freezing point of water in",
+      "answer_nll": 4.6961,
+      "answer_ppl": 109.521,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The author of Romeo and Juliet is William",
+      "answer": " Shakespeare",
+      "generated": " Shakespeare, who is the author",
+      "answer_nll": 0.3999,
+      "answer_ppl": 1.492,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The Earth revolves around the",
+      "answer": " Sun",
+      "generated": " sun.\nThe Earth revolves",
+      "answer_nll": 1.0967,
+      "answer_ppl": 2.994,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The plural of mouse is",
+      "answer": " mice",
+      "generated": " a type of mouse that is",
+      "answer_nll": 8.372,
+      "answer_ppl": 4324.407,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Photosynthesis occurs in the",
+      "answer": " leaves",
+      "generated": " plant\u2019s leaves.",
+      "answer_nll": 2.7434,
+      "answer_ppl": 15.54,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The human heart pumps",
+      "answer": " blood",
+      "generated": " blood to the brain, and",
+      "answer_nll": 1.0024,
+      "answer_ppl": 2.725,
+      "hit": true,
+      "token_f1": 0.333
+    },
+    {
+      "prompt": "The currency used in the United States is the",
+      "answer": " dollar",
+      "generated": " United States dollar. The United",
+      "answer_nll": 2.5017,
+      "answer_ppl": 12.204,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The tallest animal in the world is the",
+      "answer": " giraffe",
+      "generated": " elephant.\nThe elephant is",
+      "answer_nll": 2.4597,
+      "answer_ppl": 11.701,
+      "hit": false,
+      "token_f1": 0.0
+    }
+  ],
+  "generation_samples": {
+    "The most important thing about sleep is": "The most important thing about sleep is waking up to a low level of sleep. People who wake up often don\u2019t wake up and feel sleepy during the night. When the first thing to do is wake up, the person is asleep. They don\u2019t get enough sleep. Your body has begun regulating melatonin and can",
+    "Scientists have discovered that": "Scientists have discovered that when their teeth grow in a tooth, the tooth is removed, and the healthy pulp is removed. When our smile is growing in a tooth, we want to get back to home, and this is not a new concept.\nWhat is the difference between an adult and a pediatric dentist?\nAn",
+    "In the history of mathematics,": "In the history of mathematics, it is very much as good as that of a computer. Every work you have to do is have a computer and every effort you take is to figure it out and make a new kind of thing.\nThe only problem with math is that it actually affects all the other people. If you have any",
+    "Python code for prime number": "Python code for prime number, and also for the binary digit.<|endoftext|>Babies born to parents and who are born in the United States are three times more likely to develop autism than those born to either parent. This is because a growing number of children are born with autism; the rate of all children exposed to these diseases is",
+    "The best way to learn a new language is": "The best way to learn a new language is to start by thinking about how to recognize the difference between a word you use and a sentence you are using, and then practice the rules you use most.\nWhat is a sentence?\nA sentence is an exercise or a way of knowing which words you use to express ideas, ideas, or ideas"
+  }
+}

m01/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:817632b2bdb03362a229cc1aa57db569dadb34e43c47c8044b8b9c3dc1860aec
+size 256079264