Text Generation
Transformers
TensorBoard
Safetensors
English
qwen3
byte-level
pretraining
symbolic
text-generation-inference
Instructions to use dotlabs/void.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dotlabs/void.1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="dotlabs/void.1")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("dotlabs/void.1") model = AutoModelForCausalLM.from_pretrained("dotlabs/void.1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use dotlabs/void.1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "dotlabs/void.1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dotlabs/void.1", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/dotlabs/void.1
- SGLang
How to use dotlabs/void.1 with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "dotlabs/void.1" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dotlabs/void.1", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "dotlabs/void.1" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "dotlabs/void.1", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use dotlabs/void.1 with Docker Model Runner:
docker model run hf.co/dotlabs/void.1
Download shard_scheduler.json from dotlabs/void.1: direct link, hf CLI and curl.
- Browser
- Download file 14.5 kB
-
https://huggingface.co/dotlabs/void.1/resolve/main/shard_scheduler.json
- Command line
-
hf download hf://dotlabs/void.1/shard_scheduler.json
-
curl -L -o shard_scheduler.json https://huggingface.co/dotlabs/void.1/resolve/main/shard_scheduler.json
14.5 kB
| { | |
| "version": 1, | |
| "startup_batch_seconds": [ | |
| 2.3260779750000324, | |
| 0.017838069999982054, | |
| 0.0158013189999906, | |
| 0.015721255000016754, | |
| 0.09197544800002788, | |
| 0.014327330000014626, | |
| 0.013824727999974584, | |
| 0.10075297500003444 | |
| ], | |
| "source_benchmarks": [ | |
| { | |
| "source": "climbmix", | |
| "rows": 256, | |
| "tokens": 903410, | |
| "bytes": 372598, | |
| "generation_seconds": 1.5044533369999726, | |
| "write_seconds": 0.005470204000005197, | |
| "read_seconds": 0.004841493000014907, | |
| "tokens_per_second": 598315.063954628, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 1, | |
| "required_token_positions_per_second": 76671.34370399594, | |
| "required_pages_per_second_upper_estimate": 0.005304301459469948 | |
| }, | |
| { | |
| "source": "rewrite6", | |
| "rows": 256, | |
| "tokens": 149279, | |
| "bytes": 66870, | |
| "generation_seconds": 17.489590872999997, | |
| "write_seconds": 0.0027630569999814725, | |
| "read_seconds": 0.003109784999992371, | |
| "tokens_per_second": 8533.957213384612, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 1, | |
| "required_token_positions_per_second": 9583.917962999492, | |
| "required_pages_per_second_upper_estimate": 0.004012586316142715 | |
| }, | |
| { | |
| "source": "openmath", | |
| "rows": 256, | |
| "tokens": 300086, | |
| "bytes": 97823, | |
| "generation_seconds": 0.7871533299999669, | |
| "write_seconds": 0.0022467860000006112, | |
| "read_seconds": 0.0028803160000165917, | |
| "tokens_per_second": 380144.35761751566, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 1, | |
| "required_token_positions_per_second": 19167.835925998985, | |
| "required_pages_per_second_upper_estimate": 0.003992154733559502 | |
| }, | |
| { | |
| "source": "ultra_qa", | |
| "rows": 256, | |
| "tokens": 1042562, | |
| "bytes": 369139, | |
| "generation_seconds": 23.827993708999998, | |
| "write_seconds": 0.0062629279999555365, | |
| "read_seconds": 0.006445001999964006, | |
| "tokens_per_second": 43742.16556775435, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 1, | |
| "required_token_positions_per_second": 28751.75388899848, | |
| "required_pages_per_second_upper_estimate": 0.001723623744259243 | |
| }, | |
| { | |
| "source": "ultra_style", | |
| "rows": 256, | |
| "tokens": 803904, | |
| "bytes": 337820, | |
| "generation_seconds": 36.50458967899999, | |
| "write_seconds": 0.00519779599994763, | |
| "read_seconds": 0.005391688000031536, | |
| "tokens_per_second": 22018.86276523721, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 1, | |
| "required_token_positions_per_second": 28751.75388899848, | |
| "required_pages_per_second_upper_estimate": 0.0022353223992695706 | |
| }, | |
| { | |
| "source": "cortex", | |
| "rows": 128, | |
| "tokens": 77961, | |
| "bytes": 43256, | |
| "generation_seconds": 0.08065045199998622, | |
| "write_seconds": 0.004991313999994418, | |
| "read_seconds": 0.04061180899998362, | |
| "tokens_per_second": 910315.184299418, | |
| "note": "Bounded fresh sample; full-page latency is an extrapolation.", | |
| "estimated_pages_for_buffer": 23, | |
| "required_token_positions_per_second": 28751.75388899848, | |
| "required_pages_per_second_upper_estimate": 0.36879662765996435 | |
| } | |
| ], | |
| "gpu_measurement": "Selected forward/backward estimate; replaced by live successful update timings.", | |
| "layout": "Logical pages unchanged; multiple pages per immutable TAR shard.", | |
| "candidate_shard_mib": [ | |
| 16, | |
| 32, | |
| 64, | |
| 128, | |
| 256 | |
| ], | |
| "local_shard_size_benchmark": [ | |
| { | |
| "target_mib": 16, | |
| "actual_bytes": 15554560, | |
| "pages": 7, | |
| "packing_seconds": 0.03195600199990167, | |
| "read_seconds": 0.0013301719999390116, | |
| "io_bytes_per_second": 467297923.7588089, | |
| "target_reached": true | |
| }, | |
| { | |
| "target_mib": 32, | |
| "actual_bytes": 18083840, | |
| "pages": 9, | |
| "packing_seconds": 0.0402841879999869, | |
| "read_seconds": 0.0016377959999545055, | |
| "io_bytes_per_second": 431368897.0451703, | |
| "target_reached": false | |
| }, | |
| { | |
| "target_mib": 64, | |
| "actual_bytes": 18083840, | |
| "pages": 9, | |
| "packing_seconds": 0.0399535819999528, | |
| "read_seconds": 0.0013251859999172666, | |
| "io_bytes_per_second": 438090594.17802685, | |
| "target_reached": false | |
| }, | |
| { | |
| "target_mib": 128, | |
| "actual_bytes": 18083840, | |
| "pages": 9, | |
| "packing_seconds": 0.04405787199993938, | |
| "read_seconds": 0.0014645830000290516, | |
| "io_bytes_per_second": 397250983.05907583, | |
| "target_reached": false | |
| }, | |
| { | |
| "target_mib": 256, | |
| "actual_bytes": 18083840, | |
| "pages": 9, | |
| "packing_seconds": 0.038781767000045875, | |
| "read_seconds": 0.0013218610000649278, | |
| "io_bytes_per_second": 450927781.39548963, | |
| "target_reached": false | |
| } | |
| ], | |
| "shard_benchmark_scope": "Local packing/read measurements; upload capacity measured only on real data commits. Targets larger than available pages are sample-limited.", | |
| "estimated_fresh_generation_batch_seconds": 2.558590814491007, | |
| "selected": { | |
| "prefetch_batches": 63, | |
| "prefetch_capacity_limit": 512, | |
| "batch_memory_estimate_bytes": 720750, | |
| "producer_batch_seconds": 0.09754042230423465, | |
| "producer_p95_seconds": 0.34494055299728643, | |
| "gpu_update_seconds": 0.961610902303222, | |
| "producer_batches_per_second": 10.252159836677123, | |
| "gpu_batches_per_second": 1.0399216539712992, | |
| "producer_headroom": 9.858588671103941, | |
| "sustainable": true, | |
| "buffer_seconds": 60.58148684510299, | |
| "buffer_drain_seconds": null, | |
| "shard_target_mib": 16, | |
| "upload_pages_per_commit": 87, | |
| "max_pending_pages": 4096, | |
| "generation_bytes_per_second": 366223.02480693226, | |
| "upload_bytes_per_second": 5080294.423461347, | |
| "upload_sustainable": true, | |
| "logical_page_rows": 4096, | |
| "logical_cortex_page_rows": 128, | |
| "estimated_full_shards_per_hour": 78.58293588787056, | |
| "selection_policy": "Smallest shard within 90% of measured local peak, enlarged to amortize 30 seconds of measured page production; bounded to 256 MiB." | |
| }, | |
| "upload_measurements": [ | |
| { | |
| "seconds": 1.675573243999679, | |
| "bytes": 8344893, | |
| "pages": 36, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.776490742999158, | |
| "bytes": 11106825, | |
| "pages": 37, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.2736427769996226, | |
| "bytes": 1040054, | |
| "pages": 31, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.3692391859985946, | |
| "bytes": 8054475, | |
| "pages": 40, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.189110659997823, | |
| "bytes": 6011923, | |
| "pages": 28, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 0.9417887669987977, | |
| "bytes": 2628206, | |
| "pages": 38, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.5466363100022136, | |
| "bytes": 15617223, | |
| "pages": 32, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.0353363290014386, | |
| "bytes": 1240846, | |
| "pages": 36, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.4493512070002907, | |
| "bytes": 7603435, | |
| "pages": 40, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.3544745270010026, | |
| "bytes": 10741434, | |
| "pages": 33, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.3606159429982654, | |
| "bytes": 2419629, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.757866293999541, | |
| "bytes": 6331179, | |
| "pages": 38, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.503990763994807, | |
| "bytes": 11868685, | |
| "pages": 38, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.0632484200032195, | |
| "bytes": 2451644, | |
| "pages": 28, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.337224768998567, | |
| "bytes": 9767269, | |
| "pages": 34, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.0372320719980053, | |
| "bytes": 2714870, | |
| "pages": 38, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.8995327459997497, | |
| "bytes": 6052441, | |
| "pages": 33, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.377700143995753, | |
| "bytes": 10634260, | |
| "pages": 39, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.4519578809995437, | |
| "bytes": 8113266, | |
| "pages": 31, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.386075828995672, | |
| "bytes": 6310823, | |
| "pages": 37, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.2331648629988194, | |
| "bytes": 6006485, | |
| "pages": 30, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.1499276460017427, | |
| "bytes": 7228890, | |
| "pages": 36, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.1513834180004778, | |
| "bytes": 6077960, | |
| "pages": 38, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.0119541929961997, | |
| "bytes": 2485722, | |
| "pages": 30, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.1930818900000304, | |
| "bytes": 5619417, | |
| "pages": 14, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.3075707610041718, | |
| "bytes": 7296914, | |
| "pages": 42, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.5529981709987624, | |
| "bytes": 11067080, | |
| "pages": 38, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.1875661560043227, | |
| "bytes": 6040644, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 0.9448312890017405, | |
| "bytes": 1217674, | |
| "pages": 36, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 2.036403302998224, | |
| "bytes": 12487493, | |
| "pages": 38, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 0.962299234000966, | |
| "bytes": 720156, | |
| "pages": 23, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.5615880700061098, | |
| "bytes": 13769456, | |
| "pages": 47, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.0934254949970637, | |
| "bytes": 6083579, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.342605496996839, | |
| "bytes": 1094629, | |
| "pages": 34, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.425732910996885, | |
| "bytes": 11302182, | |
| "pages": 41, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.1526390029976028, | |
| "bytes": 5901438, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.9387289110018173, | |
| "bytes": 8423867, | |
| "pages": 37, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.6871719589980785, | |
| "bytes": 10804637, | |
| "pages": 35, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.1380872770023416, | |
| "bytes": 998627, | |
| "pages": 27, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.2768399569977191, | |
| "bytes": 7586837, | |
| "pages": 40, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.1069597620007698, | |
| "bytes": 5924616, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.2267345689979265, | |
| "bytes": 1209498, | |
| "pages": 33, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.4170462420006515, | |
| "bytes": 11019556, | |
| "pages": 29, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.1776043950012536, | |
| "bytes": 12312597, | |
| "pages": 48, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.1231176639994374, | |
| "bytes": 2410876, | |
| "pages": 29, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.1969935200031614, | |
| "bytes": 10533402, | |
| "pages": 40, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 0.9813283670009696, | |
| "bytes": 889426, | |
| "pages": 27, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.3786637550001615, | |
| "bytes": 7505060, | |
| "pages": 39, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 0.9612054499957594, | |
| "bytes": 587735, | |
| "pages": 19, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.4943926799969631, | |
| "bytes": 17356969, | |
| "pages": 43, | |
| "shards": 5 | |
| }, | |
| { | |
| "seconds": 1.3928040120008518, | |
| "bytes": 6228637, | |
| "pages": 37, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.2593115519994171, | |
| "bytes": 6168643, | |
| "pages": 37, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.411603455999284, | |
| "bytes": 2470060, | |
| "pages": 29, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.2517306329973508, | |
| "bytes": 10612343, | |
| "pages": 40, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.098978062000242, | |
| "bytes": 637051, | |
| "pages": 18, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.4846390739985509, | |
| "bytes": 13365694, | |
| "pages": 41, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.3245377540006302, | |
| "bytes": 6089742, | |
| "pages": 38, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.1078838069952326, | |
| "bytes": 6470653, | |
| "pages": 34, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.8197720390016912, | |
| "bytes": 6211915, | |
| "pages": 36, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.0536710650048917, | |
| "bytes": 923281, | |
| "pages": 30, | |
| "shards": 1 | |
| }, | |
| { | |
| "seconds": 1.7383342659959453, | |
| "bytes": 12982783, | |
| "pages": 32, | |
| "shards": 4 | |
| }, | |
| { | |
| "seconds": 1.1493779860029463, | |
| "bytes": 10545016, | |
| "pages": 43, | |
| "shards": 3 | |
| }, | |
| { | |
| "seconds": 1.2370521369957714, | |
| "bytes": 2360341, | |
| "pages": 30, | |
| "shards": 2 | |
| }, | |
| { | |
| "seconds": 1.5772486200003186, | |
| "bytes": 6280980, | |
| "pages": 37, | |
| "shards": 2 | |
| } | |
| ], | |
| "cache_key": { | |
| "version": 1, | |
| "kind": "data", | |
| "gpu": { | |
| "name": "NVIDIA RTX PRO 6000 Blackwell Server Edition", | |
| "total_memory": 101975851008, | |
| "capability": [ | |
| 12, | |
| 0 | |
| ] | |
| }, | |
| "torch": "2.8.0+cu128", | |
| "cuda": "12.8", | |
| "python": "3.13.11", | |
| "packages": { | |
| "transformers": "4.57.1", | |
| "numpy": "2.2.6", | |
| "pyarrow": "21.0.0", | |
| "huggingface_hub": "0.36.0" | |
| }, | |
| "settings": { | |
| "context": 2048, | |
| "global_batch": 90, | |
| "page_rows": 4096, | |
| "cortex_page_rows": 128, | |
| "mix": { | |
| "climbmix": 40, | |
| "ultra_qa": 15, | |
| "ultra_style": 15, | |
| "cortex": 15, | |
| "openmath": 10, | |
| "rewrite6": 5 | |
| }, | |
| "cpu_threads": 4 | |
| }, | |
| "source": "f8722b66ff2f92bca174f36564336149e85c65c48b964d05ff3a4d5d85da308f", | |
| "cpu": "unknown", | |
| "cpu_count": 20, | |
| "microbatch": 90 | |
| }, | |
| "cache_reused": true, | |
| "resume_probe_seconds": [ | |
| 3.415684295999995, | |
| 0.013631696000004467 | |
| ] | |
| } |