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 485000; complete resumable checkpoint
Browse files- complete.json +7 -7
- coverage.json +45 -45
- latest.json +1 -1
- model.safetensors +1 -1
- performance.json +3 -3
- shard_scheduler.json +57 -369
- 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": 22018.86276523721,
|
| 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 |
},
|
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{
|
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"source": "cortex",
|
|
@@ -91,9 +91,9 @@
|
|
| 91 |
"read_seconds": 0.04061180899998362,
|
| 92 |
"tokens_per_second": 910315.184299418,
|
| 93 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
|
| 94 |
-
"estimated_pages_for_buffer":
|
| 95 |
-
"required_token_positions_per_second":
|
| 96 |
-
"required_pages_per_second_upper_estimate": 0.
|
| 97 |
}
|
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],
|
| 99 |
"gpu_measurement": "Selected forward/backward estimate; replaced by live successful update timings.",
|
|
@@ -155,412 +155,100 @@
|
|
| 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": 2.558590814491007,
|
| 157 |
"selected": {
|
| 158 |
-
"prefetch_batches":
|
| 159 |
"prefetch_capacity_limit": 512,
|
| 160 |
"batch_memory_estimate_bytes": 704566,
|
| 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 |
{
|
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"seconds":
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|
@@ -606,7 +294,7 @@
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|
| 606 |
},
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| 607 |
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| 608 |
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0.
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]
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}
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|
| 22 |
"tokens_per_second": 598315.063954628,
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| 23 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 24 |
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"required_token_positions_per_second": 75745.19625580676,
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"required_pages_per_second_upper_estimate": 0.005240228430046073
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| 27 |
},
|
| 28 |
{
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| 29 |
"source": "rewrite6",
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| 36 |
"tokens_per_second": 8533.957213384612,
|
| 37 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 38 |
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| 39 |
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| 40 |
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| 41 |
},
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| 42 |
{
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| 43 |
"source": "openmath",
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|
| 50 |
"tokens_per_second": 380144.35761751566,
|
| 51 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 52 |
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| 53 |
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| 54 |
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"required_pages_per_second_upper_estimate": 0.003943931711232715
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| 55 |
},
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| 56 |
{
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| 57 |
"source": "ultra_qa",
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| 64 |
"tokens_per_second": 43742.16556775435,
|
| 65 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 66 |
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| 67 |
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"required_pages_per_second_upper_estimate": 0.0017028033222441167
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| 69 |
},
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| 70 |
{
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| 71 |
"source": "ultra_style",
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| 78 |
"tokens_per_second": 22018.86276523721,
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| 79 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 80 |
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| 81 |
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"required_token_positions_per_second": 28404.448595927533,
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| 82 |
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"required_pages_per_second_upper_estimate": 0.0022083209403678437
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| 83 |
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| 84 |
{
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| 85 |
"source": "cortex",
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| 91 |
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| 92 |
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| 93 |
"note": "Bounded fresh sample; full-page latency is an extrapolation.",
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| 94 |
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| 97 |
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| 98 |
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| 99 |
"gpu_measurement": "Selected forward/backward estimate; replaced by live successful update timings.",
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| 155 |
"shard_benchmark_scope": "Local packing/read measurements; upload capacity measured only on real data commits. Targets larger than available pages are sample-limited.",
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| 156 |
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| 157 |
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| 159 |
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"gpu_batches_per_second": 1.0273599752577955,
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"buffer_seconds": 60.348856771884975,
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| 169 |
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"upload_pages_per_commit": 69,
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| 172 |
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| 173 |
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"generation_bytes_per_second": 424533.6472953534,
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"upload_bytes_per_second": 5696740.445231295,
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| 178 |
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"estimated_full_shards_per_hour": 91.09503807206585,
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| 179 |
"selection_policy": "Smallest shard within 90% of measured local peak, enlarged to amortize 30 seconds of measured page production; bounded to 256 MiB."
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| 180 |
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| 181 |
"upload_measurements": [
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| 182 |
{
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| 183 |
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"seconds": 0.9475190029999112,
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"bytes": 21104,
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| 186 |
"shards": 1
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| 188 |
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"seconds": 1.029576297999938,
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| 190 |
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"bytes": 6528629,
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| 192 |
"shards": 3
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| 193 |
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| 194 |
{
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| 195 |
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"seconds": 1.0352755850000221,
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"bytes": 6365146,
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| 197 |
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"pages": 35,
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| 200 |
{
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| 201 |
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"seconds": 1.1308769879999545,
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| 202 |
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"bytes": 6215001,
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"pages": 35,
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| 204 |
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"shards": 2
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},
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{
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"seconds": 1.016927755999859,
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"bytes": 7382400,
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"pages": 32,
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| 210 |
"shards": 3
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| 211 |
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| 212 |
{
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| 213 |
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"seconds": 1.1139478459999737,
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"bytes": 6306186,
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"pages": 35,
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"seconds": 1.1660128299999997,
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"bytes": 8072363,
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| 221 |
"pages": 31,
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"bytes": 6210206,
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| 228 |
"shards": 2
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| 230 |
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| 231 |
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| 232 |
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"bytes": 5990051,
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| 233 |
"pages": 36,
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|
| 234 |
"shards": 2
|
| 235 |
},
|
| 236 |
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| 237 |
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"seconds": 1.0493045279999933,
|
| 238 |
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"bytes": 6091029,
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|
| 239 |
"pages": 31,
|
| 240 |
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| 241 |
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| 242 |
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| 243 |
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"seconds": 1.0872325649997947,
|
| 244 |
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|
| 246 |
"shards": 2
|
| 247 |
},
|
| 248 |
{
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| 249 |
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"seconds": 1.1556296060000477,
|
| 250 |
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"bytes": 7640700,
|
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"pages": 37,
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|
| 252 |
"shards": 3
|
| 253 |
}
|
| 254 |
],
|
|
|
|
| 294 |
},
|
| 295 |
"cache_reused": true,
|
| 296 |
"resume_probe_seconds": [
|
| 297 |
+
2.220795152999983,
|
| 298 |
+
0.01521137299999964
|
| 299 |
]
|
| 300 |
}
|
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 sha256:2e31b934cad9f27085ea79b3fd3db6d8ab83a24db1f9125cd66705d726ad26e8
|
| 3 |
+
size 721772095
|
training_config.json
CHANGED
|
@@ -46,7 +46,7 @@
|
|
| 46 |
"cpu_threads": 4,
|
| 47 |
"page_rows": 4096,
|
| 48 |
"cortex_page_rows": 128,
|
| 49 |
-
"prefetch_batches":
|
| 50 |
"prefetch_low_water": 31,
|
| 51 |
"memory_pages": 12,
|
| 52 |
"cache_gb": 20,
|
|
|
|
| 46 |
"cpu_threads": 4,
|
| 47 |
"page_rows": 4096,
|
| 48 |
"cortex_page_rows": 128,
|
| 49 |
+
"prefetch_batches": 62,
|
| 50 |
"prefetch_low_water": 31,
|
| 51 |
"memory_pages": 12,
|
| 52 |
"cache_gb": 20,
|