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
Qwen90M step 320000; complete resumable checkpoint
Browse files- complete.json +7 -7
- coverage.json +50 -50
- latest.json +1 -1
- model.safetensors +1 -1
- performance.json +4 -4
- shard_scheduler.json +152 -296
- trainer.pt +2 -2
- training_config.json +1 -1
complete.json
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coverage.json
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latest.json
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model.safetensors
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performance.json
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"selected": {
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shard_scheduler.json
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"required_token_positions_per_second":
|
| 68 |
-
"required_pages_per_second_upper_estimate": 0.
|
| 69 |
},
|
| 70 |
{
|
| 71 |
"source": "ultra_style",
|
|
@@ -78,8 +78,8 @@
|
|
| 78 |
"tokens_per_second": 1546694.2737633225,
|
| 79 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 80 |
"estimated_pages_for_buffer": 1,
|
| 81 |
-
"required_token_positions_per_second":
|
| 82 |
-
"required_pages_per_second_upper_estimate": 0.
|
| 83 |
},
|
| 84 |
{
|
| 85 |
"source": "cortex",
|
|
@@ -92,8 +92,8 @@
|
|
| 92 |
"tokens_per_second": 1015177.8395898147,
|
| 93 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 94 |
"estimated_pages_for_buffer": 22,
|
| 95 |
-
"required_token_positions_per_second":
|
| 96 |
-
"required_pages_per_second_upper_estimate": 0.
|
| 97 |
}
|
| 98 |
],
|
| 99 |
"gpu_measurement": "Selected forward/backward estimate; replaced by live successful update timings.",
|
|
@@ -155,413 +155,269 @@
|
|
| 155 |
"shard_benchmark_scope": "Local packing/read measurements; upload capacity measured only on real data commits. Targets larger than available pages are sample-limited.",
|
| 156 |
"estimated_fresh_generation_batch_seconds": 0.1434574083060457,
|
| 157 |
"selected": {
|
| 158 |
-
"prefetch_batches":
|
| 159 |
"prefetch_capacity_limit": 512,
|
| 160 |
"batch_memory_estimate_bytes": 690670,
|
| 161 |
-
"producer_batch_seconds": 0.
|
| 162 |
-
"producer_p95_seconds": 0.
|
| 163 |
-
"gpu_update_seconds": 0.
|
| 164 |
-
"producer_batches_per_second":
|
| 165 |
-
"gpu_batches_per_second": 1.
|
| 166 |
-
"producer_headroom":
|
| 167 |
"sustainable": true,
|
| 168 |
-
"buffer_seconds": 60.
|
| 169 |
"buffer_drain_seconds": null,
|
| 170 |
"shard_target_mib": 16,
|
| 171 |
-
"upload_pages_per_commit":
|
| 172 |
"max_pending_pages": 4096,
|
| 173 |
-
"generation_bytes_per_second":
|
| 174 |
-
"upload_bytes_per_second":
|
| 175 |
"upload_sustainable": true,
|
| 176 |
"logical_page_rows": 4096,
|
| 177 |
"logical_cortex_page_rows": 128,
|
| 178 |
-
"estimated_full_shards_per_hour":
|
| 179 |
"selection_policy": "Smallest shard within 90% of measured local peak, enlarged to amortize 30 seconds of measured page production; bounded to 256 MiB."
|
| 180 |
},
|
| 181 |
"upload_measurements": [
|
| 182 |
{
|
| 183 |
-
"seconds": 1.
|
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-
"bytes":
|
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-
"pages":
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|
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{
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"bytes":
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"shards":
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{
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"seconds": 1.
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{
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"seconds":
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{
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"seconds":
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"pages":
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"shards":
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},
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{
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"seconds": 1.3791402839997318,
|
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"bytes": 11555501,
|
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"pages": 30,
|
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"shards": 3
|
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{
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"seconds": 1.
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"bytes":
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{
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"seconds":
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{
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"seconds": 1.
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"seconds": 1.
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"seconds": 1.
|
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"seconds": 0.
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"seconds": 1.
|
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"bytes":
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"seconds": 1.4015686020065914,
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"bytes": 11114007,
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"shards": 4
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"seconds": 1.0096355339992442,
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"seconds": 0.9518272349960171,
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"seconds": 1.123792185993807,
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{
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| 507 |
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"seconds": 1.
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| 508 |
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| 513 |
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| 514 |
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| 515 |
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| 516 |
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| 517 |
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},
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| 518 |
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{
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| 519 |
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"seconds": 0.9864481259937747,
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"bytes": 1047459,
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"shards": 1
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| 523 |
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| 524 |
{
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| 525 |
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"seconds": 1.
|
| 526 |
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"bytes":
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| 527 |
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"pages":
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| 528 |
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| 529 |
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| 530 |
{
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| 531 |
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| 532 |
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| 533 |
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| 534 |
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| 535 |
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| 536 |
{
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| 537 |
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"seconds": 1.
|
| 538 |
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"bytes":
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| 539 |
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"pages":
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| 540 |
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|
| 541 |
},
|
| 542 |
{
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| 543 |
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"seconds": 1.
|
| 544 |
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"bytes":
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| 545 |
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|
| 547 |
},
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| 548 |
{
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| 549 |
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"seconds":
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| 550 |
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| 551 |
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| 552 |
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|
| 553 |
},
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| 554 |
{
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| 555 |
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"seconds": 1.
|
| 556 |
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"bytes":
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| 557 |
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"pages": 39,
|
| 558 |
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"shards": 4
|
| 559 |
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},
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| 560 |
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{
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"seconds": 1.0282209380020504,
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"bytes": 1021880,
|
| 563 |
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|
| 564 |
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"shards":
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| 565 |
}
|
| 566 |
],
|
| 567 |
"cache_key": {
|
|
@@ -606,7 +462,7 @@
|
|
| 606 |
},
|
| 607 |
"cache_reused": true,
|
| 608 |
"resume_probe_seconds": [
|
| 609 |
-
|
| 610 |
-
0.
|
| 611 |
]
|
| 612 |
}
|
|
|
|
| 22 |
"tokens_per_second": 1062967.6168812835,
|
| 23 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 24 |
"estimated_pages_for_buffer": 1,
|
| 25 |
+
"required_token_positions_per_second": 75458.65267281262,
|
| 26 |
+
"required_pages_per_second_upper_estimate": 0.006540564765472674
|
| 27 |
},
|
| 28 |
{
|
| 29 |
"source": "rewrite6",
|
|
|
|
| 36 |
"tokens_per_second": 1206672.263377472,
|
| 37 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 38 |
"estimated_pages_for_buffer": 1,
|
| 39 |
+
"required_token_positions_per_second": 9432.331584101577,
|
| 40 |
+
"required_pages_per_second_upper_estimate": 0.003762698094822713
|
| 41 |
},
|
| 42 |
{
|
| 43 |
"source": "openmath",
|
|
|
|
| 50 |
"tokens_per_second": 410042.7581134458,
|
| 51 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 52 |
"estimated_pages_for_buffer": 1,
|
| 53 |
+
"required_token_positions_per_second": 18864.663168203155,
|
| 54 |
+
"required_pages_per_second_upper_estimate": 0.004364007817231477
|
| 55 |
},
|
| 56 |
{
|
| 57 |
"source": "ultra_qa",
|
|
|
|
| 64 |
"tokens_per_second": 2163486.5624068812,
|
| 65 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 66 |
"estimated_pages_for_buffer": 1,
|
| 67 |
+
"required_token_positions_per_second": 28296.994752304734,
|
| 68 |
+
"required_pages_per_second_upper_estimate": 0.0017231385175577071
|
| 69 |
},
|
| 70 |
{
|
| 71 |
"source": "ultra_style",
|
|
|
|
| 78 |
"tokens_per_second": 1546694.2737633225,
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trainer.pt
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:38c2f886ccf49b55cd34e215a6a6c1aa8127d46138bf70445d4ca70032231d6c
|
| 3 |
+
size 721783871
|
training_config.json
CHANGED
|
@@ -46,7 +46,7 @@
|
|
| 46 |
"cpu_threads": 4,
|
| 47 |
"page_rows": 4096,
|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
|
|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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