| Device: cuda |
| Fused Linear CE (liger-kernel): ENABLED |
|
|
| ============================================================ |
| Config: h100_05b |
| dim=1536, layers=16, heads=24 |
| attn_interval=4 (GDN:12 Attn:4) |
| ffn_hidden=4101, vocab=151936 |
| seq_len=2048 |
| CHIMERA STACK: |
| Bottom: 4 unique layers |
| Top: 4 physical × 3 loops = 12 virtual |
| ============================================================ |
| |
| bottom_unique: 138,406,424 |
| top_physical: 138,406,424 |
| top_virtual_equiv: 415,219,272 |
| embed: 233,373,696 |
| total_unique: 276,843,584 |
| topology: bottom 4 unique + top 4x3 shared |
| BPB correction: 3.11 bytes/token (true_bpb = bpt / 3.11) |
|
|
| Loading data (dataset=mixed)... |
|
|
| ============================================================ |
| Loading mixed pretraining data (5,000,000,000 total tokens) |
| fineweb: 75% = 3,750,000,000 tokens |
| code: 18% = 900,000,000 tokens |
| math: 5% = 250,000,000 tokens |
| dialogue: 2% = 100,000,000 tokens |
| ============================================================ |
|
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| Loading memory-mapped tokens from /home/ai/hf-cache/fineweb_tokenized/fineweb_Qwen_Qwen3-0.6B_3750000000_train.bin... |
| MemmapDataset: 3,750,000,000 tokens, 1,830,161 sequences of 2048 |
| Loading cached StarCoderData from /home/ai/hf-cache/starcoderdata_tokenized/starcoder_json_markdown_python_Qwen_Qwen3-0.6B_900000000.bin... |
| MemmapDataset: 900,000,000 tokens, 439,238 sequences of 2048 |
| Loading cached FineMath from /home/ai/hf-cache/finemath_tokenized/finemath4plus_Qwen_Qwen3-0.6B_250000000.bin... |
| MemmapDataset: 250,000,000 tokens, 122,010 sequences of 2048 |
| Loading cached dialogue from /home/ai/hf-cache/dialogue_tokenized/ultrachat_chatml_Qwen_Qwen3-0.6B_100000000.bin... |
| MemmapDataset: 100,000,000 tokens, 48,804 sequences of 2048 |
| MixedDataset: fineweb — 1,830,161 seqs available, ~1,830,159 will be sampled (75.0%) |
| MixedDataset: code — 439,238 seqs available, ~439,238 will be sampled (18.0%) |
| MixedDataset: math — 122,010 seqs available, ~122,010 will be sampled (5.0%) |
| MixedDataset: dialogue — 48,804 seqs available, ~48,804 will be sampled (2.0%) |
| Loading memory-mapped tokens from /home/ai/hf-cache/fineweb_tokenized_val/fineweb_Qwen_Qwen3-0.6B_50000000_train.bin... |
| MemmapDataset: 50,000,000 tokens, 24,402 sequences of 2048 |
| Train: 2,440,213 seqs, Val: 24,402 seqs |
| Muon params: 276,664,320 (74 tensors) @ LR 8.0e-04 |
| Embed params: 233,373,696 (1 tensors) @ LR 4.0e-04 |
| Scalar params: 179,264 (77 tensors) @ LR 8.0e-05 |
| Auto-detected checkpoint: checkpoints/h100_05b/best.pt |
|
|
| Resuming from checkpoint: checkpoints/h100_05b/best.pt |
| Restored optimizer state |
| Resuming from step 233500, best_val_loss=3.0666 |
| Remaining: 16500 steps |
| Compiling model with torch.compile... |
|
|
| Training for 250000 steps (warmup=100) |
| LR: 0.0008, batch_size: 16 |
| Tokens/step: 32,768 |
|
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| Starting step 1 (first step may be slow — Triton kernel compilation)... |
| step 233600/250000 | loss 1.3331 | lr 5.88e-04 emb 2.94e-04 | 686ms/step | 47,782 tok/s | epoch 1 |
| step 233800/250000 | loss 2.6490 | lr 5.79e-04 emb 2.90e-04 | 651ms/step | 50,372 tok/s | epoch 1 |
| step 234000/250000 | loss 2.6320 | lr 5.70e-04 emb 2.85e-04 | 644ms/step | 50,920 tok/s | epoch 1 |
| W0324 12:18:19.088000 19727 .venv/lib/python3.12/site-packages/torch/_dynamo/convert_frame.py:1676] [7/8] torch._dynamo hit config.recompile_limit (8) |
| W0324 12:18:19.088000 19727 .venv/lib/python3.12/site-packages/torch/_dynamo/convert_frame.py:1676] [7/8] function: 'rearrange' (/home/ai/zara_ml/.venv/lib/python3.12/site-packages/einops/einops.py:561) |
| W0324 12:18:19.088000 19727 .venv/lib/python3.12/site-packages/torch/_dynamo/convert_frame.py:1676] [7/8] last reason: 7/7: tensor 'tensor' rank mismatch. expected 4, actual 3 |
| W0324 12:18:19.088000 19727 .venv/lib/python3.12/site-packages/torch/_dynamo/convert_frame.py:1676] [7/8] To log all recompilation reasons, use TORCH_LOGS="recompiles". |
| W0324 12:18:19.088000 19727 .venv/lib/python3.12/site-packages/torch/_dynamo/convert_frame.py:1676] [7/8] To diagnose recompilation issues, see https: |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| CUDAGraph supports dynamic shapes by recording a new graph for each distinct input size. Recording too many CUDAGraphs may lead to extra overhead. We have observed 9 distinct sizes. Please consider the following options for better performance: a) padding inputs to a few fixed number of shapes; or b) set torch._inductor.config.triton.cudagraph_skip_dynamic_graphs=True. Set torch._inductor.config.triton.cudagraph_dynamic_shape_warn_limit=None to silence this warning. |
| >>> val_loss: 3.0675 | bpt: 4.4255 | true_bpb: 1.4236 |
| >>> [The] The Gulf has taken advantage of its abundant, locally produced oil. |
| The Gulf of Mexico and Gulf of Mexico have two distinct natural types of oil, one non-renewable and one renewable. One type of oil, called "non-renewable" refers to oil found in quantities that are limited or absent from the earth. This type of oil is called "hydrocarbon oil." Another type of oil, |
| >>> [Scientists have discovered] Scientists have discovered patterns in the brains of the elderly which suggest a connection between brain activity and cognitive ability. |
| Dr. David Bach, associate professor of neurology and psychiatry at the University of Pittsburgh, said there is a close connection between Alzheimer's disease and short-term memory loss, which increases with age. "It's a brain disease, and it's a disease," he said. |
| He said it's unclear whether |
| step 234200/250000 | loss 2.6519 | lr 5.61e-04 emb 2.81e-04 | 733ms/step | 44,696 tok/s | epoch 1 |
| step 234400/250000 | loss 2.6434 | lr 5.52e-04 emb 2.76e-04 | 711ms/step | 46,096 tok/s | epoch 1 |
| >>> val_loss: 3.0656 | bpt: 4.4227 | true_bpb: 1.4227 *BEST* |
| >>> [The] The creeping rock, being the oldest in the world, |
| In the season of the great flood hath saith the Lord, Thou art thy firstborn among all the earth. |
| He hath made the earth in the day of his creation, and hath made it dwell in the land of |
| His knowledge and his understanding, and hath made it holy in the sight of the whole |
| His Holy Spirit is upon his hearts |
| >>> [Scientists have discovered] Scientists have discovered that the innermost back part of the brain is the source of thought, detailing in a new study that, if anyone had to communicate with humans, they would most likely have to use a mental picture searching technique. |
| A team led by Dimitri Javakos, a professor of applied mathematics at the University of Sheffield, took a massive dataset on the brains of dozens of four-year-olds. |
| step 234600/250000 | loss 2.6166 | lr 5.43e-04 emb 2.71e-04 | 716ms/step | 45,757 tok/s | epoch 1 |
| step 234800/250000 | loss 2.6299 | lr 5.33e-04 emb 2.67e-04 | 703ms/step | 46,600 tok/s | epoch 1 |
| step 235000/250000 | loss 2.6392 | lr 5.24e-04 emb 2.62e-04 | 694ms/step | 47,235 tok/s | epoch 1 |
| >>> val_loss: 3.0650 | bpt: 4.4218 | true_bpb: 1.4224 *BEST* |
| >>> [The] The ballistic engineers produced the first ever spacecraft to enter space with a maximum speed of 140,000 miles per hour. |
| In December 1956 the one-ton spacecraft, nicknamed Pioneer, hit a rock near the Martian north pole and floated 2.3 miles (5.5 kilometers) down the Martian surface. |
| At the time the spacecraft was actually launched, the moon-none |
| >>> [Scientists have discovered] Scientists have discovered the first “bottle” of “downer’s urine” during the first phase of the Canadian Space Agency’s project to send humans into Earth-like orbit in the late 20th century. |
| The experiment would be a crucial step in the nation’s space program. |
| The Canadian space agency’s first mission, called Space Shuttle Atlantis, will be launched in September 2012. The |
| step 235200/250000 | loss 2.6530 | lr 5.14e-04 emb 2.57e-04 | 699ms/step | 46,868 tok/s | epoch 1 |
| step 235400/250000 | loss 2.6472 | lr 5.04e-04 emb 2.52e-04 | 692ms/step | 47,342 tok/s | epoch 1 |
| >>> val_loss: 3.0637 | bpt: 4.4200 | true_bpb: 1.4219 *BEST* |
| >>> [The] The arguably unprecedented work of global education today is that of education of the humanities. Now is the time for us to rethink our curriculum, to rethink the content in our schools, and to rethink the way we teach. |
| The fifteenth century philosopher, both Greek and Latin, Luca Giovannini, was a mobster who took the Greek world by storm. He wrote in his On the Nature of Art, |
| >>> [Scientists have discovered] Scientists have discovered that living organisms do not have a wombsavoin the back of the womb. |
| Hormones have the ability to transmit chemical messages between cells of different kinds of tissues. |
| It is thought that our hormones influence our health, behaviour and brain function. |
| Women are called _____ as a result of the hormone uuchange. A man should be called _____ in the womb. |
| The _____ is responsible for preparing the |
| step 235600/250000 | loss 2.6318 | lr 4.95e-04 emb 2.47e-04 | 695ms/step | 47,129 tok/s | epoch 1 |
| step 235800/250000 | loss 2.6159 | lr 4.85e-04 emb 2.42e-04 | 690ms/step | 47,501 tok/s | epoch 1 |
| step 236000/250000 | loss 2.6188 | lr 4.75e-04 emb 2.38e-04 | 685ms/step | 47,816 tok/s | epoch 1 |
| >>> val_loss: 3.0636 | bpt: 4.4199 | true_bpb: 1.4218 *BEST* |
| >>> [The] The Bard said that with the upper limit, the candidate for that position is about to begin the second straight edge run of the game. But this also means the candidate can't move, as the long-run goal is 7-2-12. The two fastest competitors have a 1.25-0 cut, and the third is 1.14-0.05- |
| >>> [Scientists have discovered] Scientists have discovered a new “yellow-bordered” molecule that can block the development of certain genes, helping to prevent the formation of cancer cells in the first place. |
| “We want to develop this drug as soon as possible,” Dr. William Sikka, head of the cancer cell biology lab at the Fred Hutchinson Cancer Research Center in Seattle, told National Geographic. “We are already testing whether it is safe to take the drug |
| step 236200/250000 | loss 2.6374 | lr 4.65e-04 emb 2.33e-04 | 688ms/step | 47,600 tok/s | epoch 1 |
| step 236400/250000 | loss 2.6387 | lr 4.55e-04 emb 2.28e-04 | 685ms/step | 47,866 tok/s | epoch 1 |
| >>> val_loss: 3.0615 | bpt: 4.4168 | true_bpb: 1.4208 *BEST* |
| >>> [The] The Sunderba were small tribes located in the Sunderbans, now of Sri Lanka. They were originally known as the Tiruchirs, but Nehru later renamed them as the region's Hittite subjects. The Sunderba were divided into four opposing parts: Arunachal Pradesh in the north and the western part of the state of Orissa in the south. The Haryana region was divided |
| >>> [Scientists have discovered] Scientists have discovered a new way to protect a specific type of cells from UV damage. |
| In fact, researchers funded by the National Institute for Occupational Safety and Health have created a new way to protect workers from the dangerous effects of UV exposure without leaving them unprotected. |
| Researchers from University of Colorado Boulder, the University of Minnesota and Brookhaven National Laboratory have patented the new method in a paper published in the journal Nature Materials. |
| According |
| step 236600/250000 | loss 2.6359 | lr 4.45e-04 emb 2.23e-04 | 687ms/step | 47,688 tok/s | epoch 1 |
| step 236800/250000 | loss 2.6371 | lr 4.35e-04 emb 2.18e-04 | 684ms/step | 47,921 tok/s | epoch 1 |
| step 237000/250000 | loss 2.6383 | lr 4.25e-04 emb 2.13e-04 | 681ms/step | 48,130 tok/s | epoch 1 |
| >>> val_loss: 3.0591 | bpt: 4.4133 | true_bpb: 1.4197 *BEST* |
| >>> [The] The Spring Function |
| A spring function is a function that changes from one type of function to another. A typical example of a spring function is the function y = x3, defined as y = x 3 in a non-linear function. The spring function is defined with the following notation: |
| - The y-value of the spring function. |
| The springs function is also called the spring impulse. If vector input is |
| >>> [Scientists have discovered] Scientists have discovered that while our bodies are engineered to seek out and destroy harmful microbes, the microbes that cause disease are very adaptable to their environment. Studies have shown that these bacteria help to maintain our vital organs, such as our lungs, and protect us from damage. However, when brought to the surface of the body, these harmful microbes can become transmissible to us and cause disease. |
| Most of the times, if |
| step 237200/250000 | loss 2.6400 | lr 4.15e-04 emb 2.08e-04 | 683ms/step | 47,955 tok/s | epoch 1 |
| step 237400/250000 | loss 2.6241 | lr 4.05e-04 emb 2.03e-04 | 681ms/step | 48,137 tok/s | epoch 1 |
| >>> val_loss: 3.0570 | bpt: 4.4103 | true_bpb: 1.4188 *BEST* |
| >>> [The] The McDassêk family claims the land for Key West in the vicinity. They had a homestead that they recorded in the 1780 census, which is located in the section of Key West where comes key. |
| In the census records kept at Key West, the names of residents refer to our African-American ancestors as McCord and Phelps, although the latter is now removed from the census records |
| >>> [Scientists have discovered] Scientists have discovered that the shape of the bottle-shaped head of the long-necked shark is a unique, sensitive tool. This is the first discovery of the new shark-like feature among the great white sharks, which swim almost exclusively by means of their horn. |
| In addition to its unusual size, the shark has a very long body, and its long necks are adapted to dive underwater. The shark is also adapted to |
| step 237600/250000 | loss 2.6142 | lr 3.95e-04 emb 1.98e-04 | 683ms/step | 47,986 tok/s | epoch 1 |
| step 237800/250000 | loss 2.6384 | lr 3.85e-04 emb 1.92e-04 | 681ms/step | 48,152 tok/s | epoch 1 |
| step 238000/250000 | loss 2.6330 | lr 3.75e-04 emb 1.87e-04 | 678ms/step | 48,303 tok/s | epoch 1 |
| >>> val_loss: 3.0557 | bpt: 4.4085 | true_bpb: 1.4182 *BEST* |
| >>> [The] The Cosmos is a visual depiction of our universe, which is filled with a vast amount of information. We are able to observe the cosmos with the aid of technology. The text is presented visually, with diagrams and illustrations that help us understand the role of the universe in our lives. The text also helps us understand and distinguish between various sources of information about the universe. |
| The text includes practical examples and explanations for |
| >>> [Scientists have discovered] Scientists have discovered mechanisms through which microbes develop as the human body responds to specific stimuli. |
| "Bibliography – Kramer, Bret. “The World’s Biggest Fly“. Nature Reviews Microbiology. |
| Beyer, Bret. (May 16, 2009). The World’s Biggest Fly? “The World’s Biggest Fly.” Nature Reviews Microbiology. pp. 338-343. |
| |
| step 238200/250000 | loss 2.6375 | lr 3.65e-04 emb 1.82e-04 | 681ms/step | 48,152 tok/s | epoch 1 |
| step 238400/250000 | loss 2.6289 | lr 3.55e-04 emb 1.77e-04 | 679ms/step | 48,292 tok/s | epoch 1 |
| >>> val_loss: 3.0533 | bpt: 4.4049 | true_bpb: 1.4170 *BEST* |
| >>> [The] The aim of this study was to investigate the effect of inoculation of anal and peri-epidemiota on infection on the ROI of infected rats. The objectives were to obtain the effect of inoculation of an anal mucosa on ROI of the emaciated rats; to determine the effect of inoculation of an intra-epidemiotic area on the ROI of an intra-epidemi |
| >>> [Scientists have discovered] Scientists have discovered evidence of a Dendrogrammatid fungus’s bite, one that is disappearing in a nearly unparalleled number of places in the world, including Yellowstone National Park. |
| Until now, there was not enough information available to document the Dendrogrammatid fungus’s bite, which scientists are now running into. |
| The latest fossil of the Dendrogrammatid fungus, which was first discovered in China in |
| step 238600/250000 | loss 2.6271 | lr 3.45e-04 emb 1.72e-04 | 680ms/step | 48,167 tok/s | epoch 1 |
| step 238800/250000 | loss 2.6274 | lr 3.35e-04 emb 1.67e-04 | 678ms/step | 48,297 tok/s | epoch 1 |
| step 239000/250000 | loss 2.6475 | lr 3.25e-04 emb 1.63e-04 | 677ms/step | 48,419 tok/s | epoch 1 |
| >>> val_loss: 3.0522 | bpt: 4.4035 | true_bpb: 1.4165 *BEST* |
| >>> [The] The basics of life cycle are: |
| (biomedical) The first step in the life cycle is the production of the first and the ectoplastic components which are ultimately replaced by the final and finally the cartilage. The cartilage is composed of three types of cells: mesenchymal cells (the fatty lining of the mesenchymal cells), mesenchymal stem cells, and osteop |
| >>> [Scientists have discovered] Scientists have discovered that the wind is constantly changing and can look so violent that they can damage a rocket. |
| NASA’s Mars Science Laboratory mission is currently collecting data on the planet’s topography and soil composition. Researchers expect Mars scientists to be able to better understand how it was formed and how it could survive our meddling in the climate. |
| Scientists do not know if the Martian weather could change much in the future. The planet |
| step 239200/250000 | loss 2.6255 | lr 3.15e-04 emb 1.58e-04 | 678ms/step | 48,296 tok/s | epoch 1 |
| step 239400/250000 | loss 2.6429 | lr 3.05e-04 emb 1.53e-04 | 677ms/step | 48,409 tok/s | epoch 1 |
| >>> val_loss: 3.0500 | bpt: 4.4002 | true_bpb: 1.4155 *BEST* |
| >>> [The] The Bartholomew Church in Alcoleta, Florida, is located on a historic 17th-century farm that stood on the site of a former plantation. It was built in the 17th century and was originally used as a blacksmith shop. A fire in 1827 destroyed most of the buildings within the house. The history of this property is explained in this article |
| >>> [Scientists have discovered] Scientists have discovered that the activity of a protein called CSF1 in the brain allows the body to regulate its natural energy supply. The protein is released from the glands that line the armpit in cases of Parkinson’s disease. |
| - Cystic fibrosis is a rare genetic disorder that affects the ability to produce the protein that helps the body to form and maintain the skin, muscles, and organs. |
| - Peripheral |
| step 239600/250000 | loss 2.6807 | lr 2.96e-04 emb 1.48e-04 | 678ms/step | 48,299 tok/s | epoch 1 |
| step 239800/250000 | loss 2.7278 | lr 2.86e-04 emb 1.43e-04 | 677ms/step | 48,402 tok/s | epoch 1 |
| step 240000/250000 | loss 2.7441 | lr 2.76e-04 emb 1.38e-04 | 676ms/step | 48,500 tok/s | epoch 1 |
| >>> val_loss: 3.0448 | bpt: 4.3927 | true_bpb: 1.4131 *BEST* |
| >>> [The] The other hand, there are many indications that consumers are more likely to consciously pay attention to the landscape while doing this than if they are paying attention to the drivers. So, there aren’t necessarily, the obvious ways to communicate with customers who are influenced by the car’s landscape. |
| Additionally, not all drivers will have the same behavior when it comes to the landscape. Some might see you as a tinge |
| >>> [Scientists have discovered] Scientists have discovered that the fruit fly, or tamarind moth, is an omnivore, and that it takes advantage of its dwindling food supply to the exclusion of other species. The birds prefer seeds, and this is why they are attracted to aspen trees. The authors of this study also believe that the fruit fly was driven by the scarcity of food in the Tamarack area, and continued to |
| step 240200/250000 | loss 2.7406 | lr 2.67e-04 emb 1.33e-04 | 678ms/step | 48,361 tok/s | epoch 1 |
| step 240400/250000 | loss 2.7372 | lr 2.57e-04 emb 1.29e-04 | 676ms/step | 48,456 tok/s | epoch 1 |
| >>> val_loss: 3.0426 | bpt: 4.3896 | true_bpb: 1.4121 *BEST* |
| >>> [The] The Cascade Range, which bears the Astrakhan Ganga region, is relatively large and has great potential for urban development. The area is the home of mountain communities and is home to a rich and diverse cultural heritage. |
| The Cascade Range is home to several valuable species of flora and fauna, including mountain elephants, antelopes, wallabies, red squirrels, quail, scoters, otters |
| >>> [Scientists have discovered] Scientists have discovered that certain genes are associated with idiosyncratic behaviors typical of ADHD children. The research team, led by Dr. Nicholas Leon, Ph.D., of the Department of Psychiatry, Behavior & Neuroscience, Stanford University School of Medicine and the Department of Heart, Lung and Blood Sciences at the University of California, Los Angeles (UCLA), identified two genes that are linked to specific behaviors, called The |
| step 240600/250000 | loss 2.7356 | lr 2.48e-04 emb 1.24e-04 | 678ms/step | 48,362 tok/s | epoch 1 |
| step 240800/250000 | loss 2.7416 | lr 2.39e-04 emb 1.19e-04 | 676ms/step | 48,451 tok/s | epoch 1 |
| step 241000/250000 | loss 2.7365 | lr 2.30e-04 emb 1.15e-04 | 675ms/step | 48,535 tok/s | epoch 1 |
| >>> val_loss: 3.0408 | bpt: 4.3869 | true_bpb: 1.4112 *BEST* |
| >>> [The] The Dewey Keystone Project is a 300-year effort to create a network of volcanoes to connect counties in Maryland to the state’s sugar cane growing areas. The 16-mile Washington County M&M program is part of a larger effort by the U.S. Army Corps of Engineers. |
| With more than 130,000 acres of Washington County still undiscovered, it is |
| >>> [Scientists have discovered] Scientists have discovered a molecular signature of immune system activation that helps them improve their effectiveness in fighting a variety of viral and bacterial infections. The discovery could lead to new treatments, and possibly to a way to speed up or slow the spread of these infections. |
| “We have known that a short-lived immune system is crucial, but we don’t know what happens when they don’t function,” says Dr. Charles Mooney, a |
| step 241200/250000 | loss 2.7387 | lr 2.21e-04 emb 1.10e-04 | 676ms/step | 48,443 tok/s | epoch 1 |
| step 241400/250000 | loss 2.7337 | lr 2.12e-04 emb 1.06e-04 | 675ms/step | 48,525 tok/s | epoch 1 |
| >>> val_loss: 3.0393 | bpt: 4.3849 | true_bpb: 1.4106 *BEST* |
| >>> [The] The Piedmont barrens are home to more than 120 species of birds, including the Piedmont sparrow (Red-billed sparrow in August); the Piedmont ring-necked spoonbill (a native of the southern South); the Piedmont and coastal barrens barrens (a native of the southern South); the Piedmont and coastal barrens barrens barrens (non-native); |
| >>> [Scientists have discovered] Scientists have discovered new species of tardigrades, a group of members of the class that includes many animals in the foraging tropics of the world. |
| Nevada scientists working with a team of researchers expected to find tardigrades at a distance of 100-200 miles, but they were disappointed by the distance. In other parts of the world, they were finding that the researchers could |
| step 241600/250000 | loss 2.7133 | lr 2.03e-04 emb 1.01e-04 | 676ms/step | 48,440 tok/s | epoch 1 |
| step 241800/250000 | loss 2.7285 | lr 1.94e-04 emb 9.71e-05 | 675ms/step | 48,519 tok/s | epoch 1 |
| step 242000/250000 | loss 2.7117 | lr 1.86e-04 emb 9.29e-05 | 674ms/step | 48,593 tok/s | epoch 1 |
| >>> val_loss: 3.0382 | bpt: 4.3832 | true_bpb: 1.4100 *BEST* |
| >>> [The] The coral is a tough coral with shiny bars that are named for the white coral in the center. This color of coral is a combination of red, green and blue-blue. |
| Coral is a sea plant that prefers high light. In fact, the water is so bright, that the light rays from the sun are able to slam through. When the light rays are exposed to the air, they bounce back |
| >>> [Scientists have discovered] Scientists have discovered that an enzyme called p53 plays a key role in this process, to the detriment of the greater function of the hormone progesterone (P53). P53 is a key protein in the immune system. One of its functions is to eliminate bacteria and viral particles from the body. Interestingly, when through this process some people are unable to fight off infection, they may become depressed. |
| step 242200/250000 | loss 2.7155 | lr 1.77e-04 emb 8.86e-05 | 676ms/step | 48,507 tok/s | epoch 1 |
| step 242400/250000 | loss 2.7063 | lr 1.69e-04 emb 8.45e-05 | 675ms/step | 48,577 tok/s | epoch 1 |
| >>> val_loss: 3.0372 | bpt: 4.3818 | true_bpb: 1.4096 *BEST* |
| >>> [The] The dragon in the interaction with the environmental elements is the germs that are spread by their association with the environment. The germs are divided into two groups – those that are found on a living organism and those that reside in a living organism. |
| Predators of the over-vulnerable non-motile animals are the infections, including mosquitoes. The pathogens are vectors of disease which makes it possible for the virus |
| >>> [Scientists have discovered] Scientists have discovered the exact same way is a technique relating to the time-shift in the night-time alongside watching the sun. The new method, dubbed the 'sun-tracking technique' by Google, can see the sun in the same time as it is always shining in the sky, making the midnight to dawn stargazing a historical moment. |
| The new study is the result of a round of research funded by Google, which |
| step 242600/250000 | loss 2.7297 | lr 1.61e-04 emb 8.04e-05 | 676ms/step | 48,499 tok/s | epoch 1 |
| step 242800/250000 | loss 2.7391 | lr 1.53e-04 emb 7.64e-05 | 675ms/step | 48,566 tok/s | epoch 1 |
| step 243000/250000 | loss 2.7364 | lr 1.45e-04 emb 7.25e-05 | 674ms/step | 48,631 tok/s | epoch 1 |
| >>> val_loss: 3.0366 | bpt: 4.3809 | true_bpb: 1.4093 *BEST* |
| >>> [The] The Nash and Gold Agreement. |
| The Social Rights party would start by stating that the Social Bill "commits and is a direct result of the relationship between the parties" (Taggers, 1994, p. 44). Social rights are defined as the right to live in a society, the freedom to perform one'''s life as a human being. |
| The Social Rights Party would |
| >>> [Scientists have discovered] Scientists have discovered what the amino acid tryptophan in the human body does to induce and maintain healthy nerve transmission. “At least one study shows that tryptophan could be the key to the repair and healing of tissues that have been damaged by disease,” says Dr. Horace Borden, chairman of the Neurodegenerative Diseases Research Institute at the National Health and Medical Research Council (NHMRC |
| step 243200/250000 | loss 2.7166 | lr 1.37e-04 emb 6.87e-05 | 675ms/step | 48,554 tok/s | epoch 1 |
| step 243400/250000 | loss 2.7165 | lr 1.30e-04 emb 6.50e-05 | 674ms/step | 48,616 tok/s | epoch 1 |
| >>> val_loss: 3.0360 | bpt: 4.3801 | true_bpb: 1.4090 *BEST* |
| >>> [The] The assassins were also in prison, which is unusual for in the city. The most important of them was Claudius Severus, whose son, Dominius, was refed in Rome after the death of his father. |
| Between 118 and 123 AD, where the opening of the synagogue took place, the emperor Constantine I was in prison and imprisoned by the army of |
| >>> [Scientists have discovered] Scientists have discovered eight new species of rabbit, five of which are native to North America. In fact, there are more than 1,000 types of wild rabbit in North America, and a number of different species have been found in North America. |
| The work of Dr. Jacqueline Rogers is an exciting new glimpse into a mysterious world that researchers have yet to understand. |
| In her book The Dogs of North America |
| step 243600/250000 | loss 2.7203 | lr 1.23e-04 emb 6.13e-05 | 675ms/step | 48,545 tok/s | epoch 1 |
| step 243800/250000 | loss 2.7409 | lr 1.15e-04 emb 5.77e-05 | 674ms/step | 48,607 tok/s | epoch 1 |
| step 244000/250000 | loss 2.7236 | lr 1.08e-04 emb 5.42e-05 | 673ms/step | 48,665 tok/s | epoch 1 |
| >>> val_loss: 3.0357 | bpt: 4.3796 | true_bpb: 1.4089 *BEST* |
| >>> [The] The Kerckley Court, about 25 kilometres away from Sekhaw, is the largest court in the State, and is also the first in the State to be built on the site of a medieval bishopric. It is considered an outstanding example of medieval architecture. |
| In the 17th century, the court officials were encouraged in their duties to maintain the peace and order of the country. |
| >>> [Scientists have discovered] Scientists have discovered clues for building the future of space technologies that are now underway. |
| Located in London, UK, the Space Technology Centre (STA) is rethinking the future of space exploration. |
| While exploring the International Space Station, the first thing that comes to mind is a work station that could support human space travel. |
| This standing-place space station would support scientific research, research into space travel, and the development of a |
| step 244200/250000 | loss 2.7203 | lr 1.02e-04 emb 5.08e-05 | 674ms/step | 48,594 tok/s | epoch 1 |
| step 244400/250000 | loss 2.7153 | lr 9.51e-05 emb 4.75e-05 | 674ms/step | 48,650 tok/s | epoch 1 |
| >>> val_loss: 3.0354 | bpt: 4.3792 | true_bpb: 1.4087 *BEST* |
| >>> [The] The squash is a member of the squash family, in the family Averellaceae. |
| Suckling squash are generally recognized by the size of the squash and the size of the pods. The pods are usually in the form of a triangle with the ball at their apex. |
| The squash is edible but is not edible. |
| A turnium can be described as a tuberous perennial plant (serv |
| >>> [Scientists have discovered] Scientists have discovered that many of the most exciting new technologies over the past decade or so are being developed and acquired in the last 20 years or so. |
| Given the size of the global energy market, and the huge potential of quantum computing—the ability of quantum computing to process and store information at the quantum level—has become a subject of much research, ranging from quantum computing to the development of backbones for quantum |
| step 244600/250000 | loss 2.7091 | lr 8.86e-05 emb 4.43e-05 | 674ms/step | 48,585 tok/s | epoch 1 |
| step 244800/250000 | loss 2.7249 | lr 8.24e-05 emb 4.12e-05 | 674ms/step | 48,638 tok/s | epoch 1 |
| step 245000/250000 | loss 2.7270 | lr 7.64e-05 emb 3.82e-05 | 673ms/step | 48,690 tok/s | epoch 1 |
| >>> val_loss: 3.0351 | bpt: 4.3787 | true_bpb: 1.4086 *BEST* |
| >>> [The] The Pixie Language, part of the World Wide Web Consortium, is a digital atlas of English that is in print and online. It is the student-friendly, open-access, digital repository for digital artifacts of all kinds. The project is distributed on a free-speech workflow, and has been hosted by CEC (Community Media Learning Centre) and the Art Museum in Montreal, Canada. The digital image itself |
| >>> [Scientists have discovered] Scientists have discovered that the most common type of cancer in the world isn’t lung, but the gut. The researchers say that their findings could give them new insights into the disease that are likely to get even worse if they are the focus of the upcoming follow-up of a 10-year study. |
| Among their findings, published in the journal Nature Communications, the researchers looked at 2,000 patients in |
| step 245200/250000 | loss 2.7147 | lr 7.06e-05 emb 3.53e-05 | 674ms/step | 48,604 tok/s | epoch 1 |
| step 245400/250000 | loss 2.7265 | lr 6.50e-05 emb 3.25e-05 | 673ms/step | 48,655 tok/s | epoch 1 |
| >>> val_loss: 3.0350 | bpt: 4.3786 | true_bpb: 1.4085 *BEST* |
| >>> [The] The Murphy Library is sure to have a great day! Be sure to check out the home page for more resources and read the stories of the different families who have been there. They have a great collection of stories from a variety of people and find a way to share that is truly unique. |
| Here are a few resources to help you find the stories you need: |
| - The Children at Home: An Alert Guide |
| >>> [Scientists have discovered] Scientists have discovered the striking secrets of how the universe works. They have found that the universe’s central supermassive black hole is actually a collection of two black holes, each of which is about 1,000 times the mass of the Sun. The huge gravitational pull of the black hole holds the charges together and allows the supermassive black hole to keep its powerful gravitational pull on the centre of mass |
| step 245600/250000 | loss 2.7204 | lr 5.96e-05 emb 2.98e-05 | 674ms/step | 48,594 tok/s | epoch 1 |
| step 245800/250000 | loss 2.7076 | lr 5.45e-05 emb 2.72e-05 | 674ms/step | 48,644 tok/s | epoch 1 |
| step 246000/250000 | loss 2.7128 | lr 4.95e-05 emb 2.48e-05 | 673ms/step | 48,692 tok/s | epoch 1 |
| >>> val_loss: 3.0349 | bpt: 4.3784 | true_bpb: 1.4085 *BEST* |
| >>> [The] The autumnal equinox of the year, (which occurs in December). |
| From The American Heritage® Dictionary of the English Language, 4th Edition. Copyright © 2016 by Houghton Mifflin Harcourt Publishing Company. Published by Houghton Mifflin Harcourt Publishing Company. All rights reserved.1930–1980: Artistic |
| >>> [Scientists have discovered] Scientists have discovered a new compound that could enhance the ability of a molecular messenger called a receptor for protein kinase C, an enzyme that directs the energy production of proteins, and could be used in newer, cheaper Alzheimer’s therapies to improve brain function and reduce the risk of dementia. |
| The study, which was funded by the Alzheimer’s Research Foundation, will be published in the January 2012 early edition of the |
| step 246200/250000 | loss 2.7071 | lr 4.48e-05 emb 2.24e-05 | 674ms/step | 48,632 tok/s | epoch 1 |
| step 246400/250000 | loss 2.7092 | lr 4.03e-05 emb 2.01e-05 | 673ms/step | 48,679 tok/s | epoch 1 |
| >>> val_loss: 3.0348 | bpt: 4.3783 | true_bpb: 1.4085 *BEST* |
| >>> [The] The rest of the article was prepared by Leonard and Allen at the University of Illinois. |
| Office of the President - Everyday Tolerance is funded by the U.S. Department of Education and Ancestral Education.Your kids love to play cookboxing. It’s a simple way to introduce kids to the world of cooking. You may have heard cooks tell you to bake, but the truth is that most don’t |
| >>> [Scientists have discovered] Scientists have discovered a technique to isolate the missing piece of DNA. A project called PlankA (Plank & Adenosine Receptor Inhibitor) has found a way to isolate this same DNA without any problems. |
| The PlankA method consists of a polymerase chain reaction (PCR) and a DNA fragment. DNA elements (DNA) are considered an inhibitor because they destroy DNA, and are therefore unable |
| step 246600/250000 | loss 2.7405 | lr 3.60e-05 emb 1.80e-05 | 674ms/step | 48,624 tok/s | epoch 1 |
| step 246800/250000 | loss 2.7113 | lr 3.19e-05 emb 1.60e-05 | 673ms/step | 48,669 tok/s | epoch 1 |
| step 247000/250000 | loss 2.7050 | lr 2.81e-05 emb 1.41e-05 | 673ms/step | 48,713 tok/s | epoch 1 |
| >>> val_loss: 3.0348 | bpt: 4.3782 | true_bpb: 1.4084 *BEST* |
| >>> [The] The Huntington University-Medford Foundation is dedicated to helping patients and the community participate in research, education, and clinical care. |
| What is the Huntington Clinic’s primary purpose? |
| The Huntington Clinic is the hospital that serves Huntington’s disease patients everywhere. We have the chance to provide medical care in a way that is a safe, effective, and compassionate alternative to traditional medical care. |
| We have a strong commitment to the |
| >>> [Scientists have discovered] Scientists have discovered a new class of neurons that are capable of producing either two or even three different types of neurons in a single neuron. |
| They have created what is known as an interactive system that activates a type of receptor called a synapse. This new system, they say, is capable of producing neurotransmitters, or neurotransmitter-like chemicals, in response to vibrations in the skin surface. The synapses can act as |
| step 247200/250000 | loss 2.7207 | lr 2.45e-05 emb 1.23e-05 | 673ms/step | 48,658 tok/s | epoch 1 |
| step 247400/250000 | loss 2.7403 | lr 2.12e-05 emb 1.06e-05 | 673ms/step | 48,701 tok/s | epoch 1 |
| >>> val_loss: 3.0348 | bpt: 4.3782 | true_bpb: 1.4084 *BEST* |
| >>> [The] The Fur Trade and Invention: The Economy of the Northwest Northwest Coast, 1850-1960 |
| Chichester University Press, 2006, ISBN 0-679-46008-7. |
| - Glann, Joe. 1869. The North West Fur Trade. New York: Redroad Books. |
| - Sn |
| >>> [Scientists have discovered] Scientists have discovered a new mechanism by which the body can detect change. |
| Image: The study, which was published in the journal Cell, promotes understanding of how the eye is sensitive to certain biologic signals. |
| But, the researchers said, "If a cells can recognize a change in where, within a particular cell, a certain degree of changes are occurring, the cell can generate signals that stimulate the cells to move, |
| step 247600/250000 | loss 2.7132 | lr 1.81e-05 emb 9.03e-06 | 674ms/step | 48,648 tok/s | epoch 1 |
| step 247800/250000 | loss 2.7473 | lr 1.52e-05 emb 7.60e-06 | 673ms/step | 48,690 tok/s | epoch 1 |
| step 248000/250000 | loss 2.7111 | lr 1.26e-05 emb 6.29e-06 | 672ms/step | 48,730 tok/s | epoch 1 |
| >>> val_loss: 3.0348 | bpt: 4.3783 | true_bpb: 1.4084 |
| >>> [The] The Gang (Canada) and a Virginia build a post office outside the mouth of the James River (Canada). This post office didn’t exist, and it was built at a cost of just $5.5 million. The high costs of building large-scale post offices in rural America were offset by a higher cost of living for the local communities. |
| Throughout the 19th century, eviction rates became much |
| >>> [Scientists have discovered] Scientists have discovered that the molecules in order to treat diabetes. For example, the drug Bergamot is used to treat diabetes, which is a disease of diabetes which causes an abnormal breakdown of the body’s cells. If a person has taken the drug along side other treatments, the body will come to an initial equilibrium and eventually a patient will develop a condition that helps to control blood sugar levels. But, since only |
| step 248200/250000 | loss 2.7531 | lr 1.02e-05 emb 5.10e-06 | 673ms/step | 48,716 tok/s | epoch 1 |
| step 248400/250000 | loss 2.7183 | lr 8.07e-06 emb 4.03e-06 | 672ms/step | 48,756 tok/s | epoch 1 |
| >>> val_loss: 3.0347 | bpt: 4.3782 | true_bpb: 1.4084 *BEST* |
| >>> [The] The Nobel Prize in Physiology or Medicine in 1961) for his research on the structure of RNA and the structure of DNA. He was named by the Nobel Prize committee three years after him: Albert Sánchez Trujillo. The Nobel Prize in Chemistry was created in 1951 by Nobel laureate Dirk GouScan and awarded to Nobel laureates Stephen Jay Gould and Stanley Kub |
| >>> [Scientists have discovered] Scientists have discovered that when the well-to-do are able to use the Internet to act as banking intermediaries, they are more likely to benefit from this kind of technology. This is because the better networks allow them to increase their value and not just point out their costs. |
| The data it reveals can lead to new discoveries. One example is how an ecosystem of academic institutions is capable of growing their own data. This is |
| step 248600/250000 | loss 2.7196 | lr 6.18e-06 emb 3.09e-06 | 673ms/step | 48,708 tok/s | epoch 1 |
| step 248800/250000 | loss 2.7074 | lr 4.55e-06 emb 2.27e-06 | 672ms/step | 48,746 tok/s | epoch 1 |
| step 249000/250000 | loss 2.7116 | lr 3.16e-06 emb 1.58e-06 | 672ms/step | 48,783 tok/s | epoch 1 |
| >>> val_loss: 3.0347 | bpt: 4.3782 | true_bpb: 1.4084 *BEST* |
| >>> [The] The core educational objectives of the National Council on the Basic Schools are to promote active citizenship skills in all children and adults at all levels of expertise and teaching practice. As the School has been an integral part of the Government for many years, so the core educational objectives are to encourage active citizenship skills in all children and adults at all levels of expertise and teaching practice. The core educational objectives of the National Council on |
| >>> [Scientists have discovered] Scientists have discovered the presence of an M99 isotope from a source that was 10 to 23 billion years old. That gives an exact age of 110,000 years. This project involved two teams of scientists from the University of Cambridge, and one from the Gran Sasso National Laboratory in Italy. The team used the new technique to detect the M99. This |
| step 249200/250000 | loss 2.7113 | lr 2.02e-06 emb 1.01e-06 | 672ms/step | 48,734 tok/s | epoch 1 |
| step 249400/250000 | loss 2.7368 | lr 1.14e-06 emb 5.70e-07 | 672ms/step | 48,771 tok/s | epoch 1 |
| >>> val_loss: 3.0347 | bpt: 4.3782 | true_bpb: 1.4084 |
| >>> [The] The incoming costs will be comparable to the initial costs for a modern high-performance building. However, the higher upfront costs will require a higher percent of total output. This is why it may be more profitable to build in a high-performance building than a conventional high-performance building. |
| The price at which a modern high-performance building will pay for itself depends on many factors, including the mode of operation and the way the |
| >>> [Scientists have discovered] Scientists have discovered molecules that may be able to change the length of the life spans of living things. They used a method that they call the "punch-up" method. Then, they added their own messenger nucleic acid, or RNAs, onto an mRNA molecule. In a laboratory experiment, the researchers found that the RNAs had a dramatic effect on the survival of living organisms. It allowed some species of |
| step 249600/250000 | loss 2.7162 | lr 5.08e-07 emb 2.54e-07 | 672ms/step | 48,756 tok/s | epoch 1 |
| step 249800/250000 | loss 2.7090 | lr 1.28e-07 emb 6.38e-08 | 672ms/step | 48,792 tok/s | epoch 1 |
| step 250000/250000 | loss 2.7220 | lr 3.16e-12 emb 1.58e-12 | 671ms/step | 48,827 tok/s | epoch 1 |
| >>> val_loss: 3.0348 | bpt: 4.3782 | true_bpb: 1.4084 |
| >>> [The] The Minbox would be 500 meters long. It would be 2,500 meters long and 20 meters wide. The box is 11.75 meters high and 6.6 meters long. |
| The purpose of this particular box is to protect the very small portions of the walls from fire. The walls of the Minbox are 24 feet in diameter |
| >>> [Scientists have discovered] Scientists have discovered another step in the evolution of the interconnected system of clouded waters in the form of a convection current that, when fully broken, carries more water toward the Sun than all of the water that flows into the atmosphere. |
| Note: During the last 150 years, the Sun has entered a period of total solar flux of increasing influence on the Earth. This is called the Solar Maximum. Many |
|
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| ============================================================ |
| Training complete: 250000 steps in 11096s (184.9min) |
| Final val_loss: 3.0348 | bpt: 4.3782 | true_bpb: 1.4084 |
| Best val_loss: 3.0347 | bpt: 4.3782 | true_bpb: 1.4084 |
| ============================================================ |
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