Add m24 weights and results

m24/benchmark_results.json

@@ -0,0 +1,540 @@
+{
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+  "checkpoint": "results/m24/final.pt",
+  "trained_step": 15258,
+  "num_fewshot": 0,
+  "limit": null,
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+      "acc_stderr,none": 0.013232501619085452
+    },
+    "blimp": {
+      "alias": "blimp",
+      "name": "blimp",
+      "sample_len": 67000,
+      "acc,none": 0.7588955223880597,
+      "acc_stderr,none": 0.0015206604479324375,
+      "sample_count": {
+        "acc,none": 67000
+      }
+    }
+  }
+}

m24/config.json

@@ -0,0 +1,50 @@
+{
+  "model_id": "m24",
+  "run_name": "m24-gqa-rope-dense-muon-seed1338",
+  "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": "gqa",
+  "gqa_num_kv_heads": 2,
+  "mla_latent_dim": 64,
+  "pos_type": "rope",
+  "rope_base": 10000,
+  "ffn_type": "dense",
+  "moe_num_experts": 8,
+  "moe_top_k": 2,
+  "optimizer": "muon",
+  "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": 1338,
+  "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",
+  "seed_group": "m12"
+}

m24/eval_results.json

@@ -0,0 +1,212 @@
+{
+  "model_id": "m24",
+  "checkpoint": "/home/akshat/codemindv2/results/m24/final.pt",
+  "trained_step": 15258,
+  "total_params": 58774528,
+  "active_params": 58774528,
+  "flops_per_forward": 117549056.0,
+  "val_loss": 3.4687197655439377,
+  "val_perplexity": 32.09562620459925,
+  "bits_per_token": 5.004304803983767,
+  "ppl_tokens_evaluated": 655360,
+  "prefill_tok_per_sec": 175675.40892648522,
+  "inference_tok_per_sec": 204.73915870489841,
+  "inference_tok_per_sec_kvcache": 212.20663856591293,
+  "kvcache_speedup": 1.036473139326404,
+  "gen_tokens": 128,
+  "peak_infer_vram_gb": 0.366,
+  "peak_train_vram_gb": 3.993,
+  "closeness_answer_ppl": 27.474,
+  "closeness_hit_rate": 0.45,
+  "closeness_token_f1": 0.037,
+  "closeness_n": 20,
+  "closeness_items": [
+    {
+      "prompt": "The capital of France is",
+      "answer": " Paris",
+      "generated": " the French Republic.\nThe",
+      "answer_nll": 3.9307,
+      "answer_ppl": 50.944,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The capital of Japan is",
+      "answer": " Tokyo",
+      "generated": " Tokyo.\nThe city of",
+      "answer_nll": 2.5653,
+      "answer_ppl": 13.005,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The largest planet in the solar system is",
+      "answer": " Jupiter",
+      "generated": " the Sun, which is the",
+      "answer_nll": 1.9958,
+      "answer_ppl": 7.358,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Water is made of hydrogen and",
+      "answer": " oxygen",
+      "generated": " oxygen.\nThe process of",
+      "answer_nll": 0.6688,
+      "answer_ppl": 1.952,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The opposite of hot is",
+      "answer": " cold",
+      "generated": " the same as hot.\n",
+      "answer_nll": 2.6706,
+      "answer_ppl": 14.448,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The opposite of up is",
+      "answer": " down",
+      "generated": " the same as the opposite of",
+      "answer_nll": 6.1071,
+      "answer_ppl": 449.043,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Two plus two equals",
+      "answer": " four",
+      "generated": " the number of words.\n",
+      "answer_nll": 4.9225,
+      "answer_ppl": 137.341,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The sun rises in the",
+      "answer": " east",
+      "generated": " morning and the sun is shining",
+      "answer_nll": 3.5658,
+      "answer_ppl": 35.366,
+      "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": 0.9126,
+      "answer_ppl": 2.491,
+      "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": 0.2335,
+      "answer_ppl": 1.263,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "A triangle has three",
+      "answer": " sides",
+      "generated": " sides. The triangle is the",
+      "answer_nll": 1.3114,
+      "answer_ppl": 3.711,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The chemical symbol for gold is",
+      "answer": " Au",
+      "generated": " the gold symbol for the stone",
+      "answer_nll": 8.3613,
+      "answer_ppl": 4278.373,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The freezing point of water in Celsius is",
+      "answer": " zero",
+      "generated": " the temperature at which the water",
+      "answer_nll": 5.8602,
+      "answer_ppl": 350.799,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The author of Romeo and Juliet is William",
+      "answer": " Shakespeare",
+      "generated": " Shakespeare, the author of Romeo",
+      "answer_nll": 2.0509,
+      "answer_ppl": 7.775,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The Earth revolves around the",
+      "answer": " Sun",
+      "generated": " Sun.\nThe Sun is",
+      "answer_nll": 0.5541,
+      "answer_ppl": 1.74,
+      "hit": true,
+      "token_f1": 0.4
+    },
+    {
+      "prompt": "The plural of mouse is",
+      "answer": " mice",
+      "generated": " the mouse.\nThe mouse",
+      "answer_nll": 6.6471,
+      "answer_ppl": 770.569,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "Photosynthesis occurs in the",
+      "answer": " leaves",
+      "generated": " atmosphere, and the amount of",
+      "answer_nll": 6.7513,
+      "answer_ppl": 855.201,
+      "hit": false,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The human heart pumps",
+      "answer": " blood",
+      "generated": " blood to the brain, and",
+      "answer_nll": 1.8217,
+      "answer_ppl": 6.183,
+      "hit": true,
+      "token_f1": 0.333
+    },
+    {
+      "prompt": "The currency used in the United States is the",
+      "answer": " dollar",
+      "generated": " US dollar.\nThe US",
+      "answer_nll": 2.7663,
+      "answer_ppl": 15.9,
+      "hit": true,
+      "token_f1": 0.0
+    },
+    {
+      "prompt": "The tallest animal in the world is the",
+      "answer": " giraffe",
+      "generated": " lion.\nThe lion is",
+      "answer_nll": 2.568,
+      "answer_ppl": 13.039,
+      "hit": false,
+      "token_f1": 0.0
+    }
+  ],
+  "generation_samples": {
+    "The most important thing about sleep is": "The most important thing about sleep is to create a soothing environment. Sleep helps to relax the brain. It\u2019s not a bad thing to be sedentary, but it can be a great way to get better sleep and recover.\nSleep also helps to focus. It\u2019s a great way to get rid of depression,",
+    "Scientists have discovered that": "Scientists have discovered that, in many cases, the human body is capable of producing enough vitamin A in the body to cause a fatal allergic reaction. It is, therefore, believed that the vitamin A could have a positive effect against the disease. It is, therefore, thought that the body\u2019s immune system can produce",
+    "In the history of mathematics,": "In the history of mathematics, the term has been used to describe the practice of using the metric system to measure the measure of the variables in a matrix. In the world of mathematics, the metric system of measurement is the most simple and accurate method for determining the sum value of a given variable.\n1. The metric system of",
+    "Python code for prime number": "Python code for prime number of digits for the number of lines. In addition, for each character, you can have the digits, or any number of lines, in your own system.\nOnce the input is input, the number of lines is connected to the input in the system.\nTo do this, use the\n",
+    "The best way to learn a new language is": "The best way to learn a new language is to learn about your culture, and the language of your new life.\n- For language lovers to learn a new language, they should have a strong vocabulary and be able to speak it at the pace of your life.\n- For children to learn a new language, they should be able to communicate"
+  }
+}

m24/model.safetensors

@@ -0,0 +1,3 @@
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+oid sha256:5c4cdbe6b6f310c9c526bdabb57a4b3e19421d9c574bc5a40846aa9a0c32da76
+size 235107624