Add brain files (20)
Browse files- brains/flyslm-f-brain-thorough-2026-10-04/card.json +122 -0
- brains/flyslm-f-brain-thorough-2026-10-04/checkpoint/checkpoint.pt +3 -0
- brains/flyslm-f-brain-thorough-2026-10-04/checkpoint/metadata.json +189 -0
- brains/flyslm-f-brain-thorough-2026-10-04/package/edges.npz +3 -0
- brains/flyslm-f-brain-thorough-2026-10-04/package/manifest.json +206 -0
- brains/flyslm-f-brain-thorough-2026-10-04/package/neurons.parquet +3 -0
- brains/flyslm-f-brain-thorough-2026-10-04/package/regions.json +3808 -0
- brains/flyslm-f-brain-thorough-2026-10-04/run.json +2642 -0
- brains/flyslm-f-brain-thorough-2026-10-04/tokenizer/provenance.json +27 -0
- brains/flyslm-f-brain-thorough-2026-10-04/tokenizer/tokenizer.json +0 -0
- brains/flyslm-m-full-thorough-2026-10-04/card.json +122 -0
- brains/flyslm-m-full-thorough-2026-10-04/checkpoint/checkpoint.pt +3 -0
- brains/flyslm-m-full-thorough-2026-10-04/checkpoint/metadata.json +189 -0
- brains/flyslm-m-full-thorough-2026-10-04/package/edges.npz +3 -0
- brains/flyslm-m-full-thorough-2026-10-04/package/manifest.json +228 -0
- brains/flyslm-m-full-thorough-2026-10-04/package/neurons.parquet +3 -0
- brains/flyslm-m-full-thorough-2026-10-04/package/regions.json +343 -0
- brains/flyslm-m-full-thorough-2026-10-04/run.json +2642 -0
- brains/flyslm-m-full-thorough-2026-10-04/tokenizer/provenance.json +27 -0
- brains/flyslm-m-full-thorough-2026-10-04/tokenizer/tokenizer.json +0 -0
brains/flyslm-f-brain-thorough-2026-10-04/card.json
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{
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| 2 |
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"id": "flyslm-f-brain-thorough-2026-10-04",
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| 3 |
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"model_key": "f",
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| 4 |
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"title": "FlySLM/f \u00b7 Brain \u00b7 thorough",
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| 5 |
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"checkpoint": "flyai_f_brain_20261004-154452",
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| 6 |
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"tokenizer_id": "word-8192-29598b52ae49",
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| 7 |
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"package_id": "fafb_v783--brain--brain",
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| 8 |
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"run_id": "run_flyai_f_brain_20261004-154452",
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| 9 |
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"dataset_id": "flychat-ebafcd14db",
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| 10 |
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"created_at": "2026-10-04T18:57:45",
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| 11 |
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"circuit": {
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| 12 |
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"connectome": "FlyWire FAFB v783 (female adult fly brain)",
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| 13 |
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"variant": "Brain",
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| 14 |
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"mode": "brain",
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| 15 |
+
"neurons": 139248,
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| 16 |
+
"synapses": 34152536.0,
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| 17 |
+
"is_synthetic": false
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| 18 |
+
},
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| 19 |
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"config": {
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| 20 |
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"models": [
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| 21 |
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"f"
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| 22 |
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],
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| 23 |
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"section": "brain",
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| 24 |
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"quality": "thorough",
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| 25 |
+
"context_len": 160,
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| 26 |
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"memory_mode": "auto",
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| 27 |
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"reasoning": "hidden",
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| 28 |
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"install_helper": false,
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| 29 |
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"use_assistant": false,
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| 30 |
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"accept_suggestion": false
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| 31 |
+
},
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| 32 |
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"training": {
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| 33 |
+
"epochs_run": 8,
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| 34 |
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"steps": 13472,
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| 35 |
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"learning_rate": 0.001,
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| 36 |
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"batch_size_used": 32,
|
| 37 |
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"wall_time_s": 11572.571491574,
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| 38 |
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"device": "cuda:0",
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| 39 |
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"options": {
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| 40 |
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"train_tokens": 2000000,
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| 41 |
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"epochs": 14,
|
| 42 |
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"think_fraction": 0.7,
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| 43 |
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"max_len": 160,
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| 44 |
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"loss_roles": [
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| 45 |
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"model",
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| 46 |
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"user"
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| 47 |
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]
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| 48 |
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}
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| 49 |
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},
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| 50 |
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"validation": {
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| 51 |
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"reply_loss": 3.2625655806459695,
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| 52 |
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"reply_accuracy": 0.3968932771523804,
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| 53 |
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"reply_top5": 0.6011571599270487,
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| 54 |
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"plan_accuracy": 0.6797047970479705,
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| 55 |
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"perplexity": 26.116455135896334
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| 56 |
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},
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| 57 |
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"benchmark": {
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| 58 |
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"relevance": 0.2545454545454545,
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| 59 |
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"empty_rate": 0.0,
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| 60 |
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"repetition_rate": 0.0,
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| 61 |
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"identical_reply_rate": 0.02727272727272727,
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| 62 |
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"distinct_1": 0.3271812080536913,
|
| 63 |
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"context_retention": 0.0,
|
| 64 |
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"avg_reply_tokens": 10.836363636363636,
|
| 65 |
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"invalid_top_token_rate": 0.0
|
| 66 |
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},
|
| 67 |
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"software": {
|
| 68 |
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"flyslm": "0.1.0",
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| 69 |
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"connectome_preprocessing": "1.0.0",
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| 70 |
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"tokenizer": "1.0.0",
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| 71 |
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"visual_preprocessing": "1.0.0",
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| 72 |
+
"checkpoint_format": 1,
|
| 73 |
+
"python": "3.13.15",
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| 74 |
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"platform": "Linux-6.18.48+-x86_64-with-glibc2.39",
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| 75 |
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"packages": {
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| 76 |
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"torch": "2.11.0+cu128",
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| 77 |
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"numpy": "2.1.3",
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| 78 |
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"scipy": "1.16.3",
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| 79 |
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"pandas": "2.3.3",
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| 80 |
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"pyarrow": "23.0.1",
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| 81 |
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"fastapi": "0.141.1",
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| 82 |
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"pydantic": "2.13.5",
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| 83 |
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"pillow": "12.3.0",
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| 84 |
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"av": "19.0.1"
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| 85 |
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}
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| 86 |
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},
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| 87 |
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"hardware": {
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| 88 |
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"os": "Linux 6.18.48+",
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| 89 |
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"machine": "x86_64",
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| 90 |
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"cpu": {
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| 91 |
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"name": "Intel(R) Xeon(R) CPU @ 2.00GHz",
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| 92 |
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"physical_cores": 2,
|
| 93 |
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"logical_cores": 4
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| 94 |
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},
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| 95 |
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"ram_gb": 31.3,
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| 96 |
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"accelerator": "cuda:0",
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| 97 |
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"gpus": [
|
| 98 |
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{
|
| 99 |
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"index": 0,
|
| 100 |
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"name": "Tesla T4",
|
| 101 |
+
"vram_gb": 14.6,
|
| 102 |
+
"backend": "cuda",
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| 103 |
+
"usable": true,
|
| 104 |
+
"test": "all required operations work"
|
| 105 |
+
},
|
| 106 |
+
{
|
| 107 |
+
"index": 1,
|
| 108 |
+
"name": "Tesla T4",
|
| 109 |
+
"vram_gb": 14.6,
|
| 110 |
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"backend": "cuda",
|
| 111 |
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"usable": true,
|
| 112 |
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"test": "all required operations work"
|
| 113 |
+
}
|
| 114 |
+
]
|
| 115 |
+
},
|
| 116 |
+
"licences": {
|
| 117 |
+
"connectome": "CC-BY 4.0 (cite the connectome papers; see the dataset card)",
|
| 118 |
+
"training_data": "includes non-commercial sources (DailyDialog CC-BY-NC-SA-4.0, EmpatheticDialogues CC-BY-NC-4.0): for non-commercial use",
|
| 119 |
+
"model": "FlySLM project"
|
| 120 |
+
},
|
| 121 |
+
"limits": "A research model made of simulated fly neurons and a trained readout. It chats in short replies, mostly greetings and small talk; facts, arithmetic and memory across turns mostly fail (see the benchmark)."
|
| 122 |
+
}
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brains/flyslm-f-brain-thorough-2026-10-04/checkpoint/checkpoint.pt
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:b13d3fa59b933731017d5c2e70d71b8c0bd9070285eac060a9770f5100ab7ca5
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| 3 |
+
size 122935285
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brains/flyslm-f-brain-thorough-2026-10-04/checkpoint/metadata.json
ADDED
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@@ -0,0 +1,189 @@
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| 1 |
+
{
|
| 2 |
+
"checkpoint_format": 1,
|
| 3 |
+
"name": "flyai_f_brain_20261004-154452",
|
| 4 |
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"created_at": "2026-10-04T18:57:45",
|
| 5 |
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"model_label": "FlySLM/f",
|
| 6 |
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"package_id": "fafb_v783--brain--brain",
|
| 7 |
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"connectome_id": "fafb_v783",
|
| 8 |
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"is_synthetic": false,
|
| 9 |
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"package_counts": {
|
| 10 |
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"neurons": 139248,
|
| 11 |
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"edges": 2700429,
|
| 12 |
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"synapses": 34152536.0,
|
| 13 |
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"visual_inputs": 11118,
|
| 14 |
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"text_inputs": 2282,
|
| 15 |
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"visual_pathway_neurons": 97496,
|
| 16 |
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"inferred_positions": 0
|
| 17 |
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},
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| 18 |
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"tokenizer_id": "word-8192-29598b52ae49",
|
| 19 |
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"model_config": {
|
| 20 |
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"neuron": {
|
| 21 |
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"model": "lif",
|
| 22 |
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"dt_ms": 1.0,
|
| 23 |
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"v_0": -52.0,
|
| 24 |
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"v_rst": -52.0,
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| 25 |
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"v_th": -45.0,
|
| 26 |
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"t_mbr_ms": 20.0,
|
| 27 |
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"tau_syn_ms": 5.0,
|
| 28 |
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"t_rfc_ms": 2.2,
|
| 29 |
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"t_dly_ms": 1.8,
|
| 30 |
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"w_syn_mv": 0.275,
|
| 31 |
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"r_poi_hz": 150.0,
|
| 32 |
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"f_poi": 250.0,
|
| 33 |
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"glutamate_inhibitory": true,
|
| 34 |
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"modulatory_sign": 1,
|
| 35 |
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"photoreceptor_transmitter": "excitatory",
|
| 36 |
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"calibrate_gain": true,
|
| 37 |
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"target_rate_hz": 5.0,
|
| 38 |
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"gain_min": 0.25,
|
| 39 |
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"gain_max": 40.0,
|
| 40 |
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"max_rate_hz": 300.0,
|
| 41 |
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"divergence_window_steps": 50
|
| 42 |
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},
|
| 43 |
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"plasticity": {
|
| 44 |
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"rule": "frozen",
|
| 45 |
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"scope": "excitatory",
|
| 46 |
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"tau_plus_ms": 20.0,
|
| 47 |
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"tau_minus_ms": 20.0,
|
| 48 |
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"a_plus": 0.01,
|
| 49 |
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"a_minus": 0.012,
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| 50 |
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"eta_hebb": 0.01,
|
| 51 |
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"decay": 0.0005,
|
| 52 |
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"decay_interval_steps": 50,
|
| 53 |
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"tau_eligibility_ms": 200.0,
|
| 54 |
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"eta_reward": 0.5,
|
| 55 |
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"reward_baseline_tau": 50.0,
|
| 56 |
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"m_min_factor": 0.0,
|
| 57 |
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"m_max_factor": 3.0
|
| 58 |
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},
|
| 59 |
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"text_encoder": {
|
| 60 |
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"n_channels": 64,
|
| 61 |
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"k_active": 6,
|
| 62 |
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"token_steps": 20,
|
| 63 |
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"gap_steps": 4,
|
| 64 |
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"rate_hz": 300.0,
|
| 65 |
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"seed": 1234,
|
| 66 |
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"channel_mapping": "glomerulus"
|
| 67 |
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},
|
| 68 |
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"vision": {
|
| 69 |
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"resolution": 32,
|
| 70 |
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"use_color": true,
|
| 71 |
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"contrast_normalization": true,
|
| 72 |
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"surround_sigma": 2.0,
|
| 73 |
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"image_steps": 60,
|
| 74 |
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"max_rate_hz": 150.0,
|
| 75 |
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"baseline_rate_hz": 2.0,
|
| 76 |
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"transient_gain": 1.0,
|
| 77 |
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"fusion": "concurrent",
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version https://git-lfs.github.com/spec/v1
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brains/flyslm-f-brain-thorough-2026-10-04/package/manifest.json
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{
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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},
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|
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|
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|
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|
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|
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|
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|
| 42 |
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|
| 43 |
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"per_region": {
|
| 44 |
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"RETINA_L": {
|
| 45 |
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"name": "Photoreceptors, left eye",
|
| 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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|
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|
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|
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|
| 55 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 69 |
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|
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|
| 71 |
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|
| 72 |
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|
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},
|
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|
| 75 |
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|
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|
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|
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|
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},
|
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|
| 81 |
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"name": "Ocellar system",
|
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|
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|
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|
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|
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|
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|
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},
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|
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"name": "Mushroom body",
|
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|
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|
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|
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},
|
| 98 |
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"LH": {
|
| 99 |
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|
| 100 |
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|
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|
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},
|
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"CX": {
|
| 105 |
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|
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|
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|
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|
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|
| 111 |
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|
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|
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|
| 117 |
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|
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|
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|
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|
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"AN": {
|
| 123 |
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"name": "Ascending neurons (neck)",
|
| 124 |
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|
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|
| 126 |
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|
| 127 |
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},
|
| 128 |
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|
| 129 |
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"name": "Descending neurons (neck)",
|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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},
|
| 134 |
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"MOTOR": {
|
| 135 |
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"name": "Motor neurons",
|
| 136 |
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|
| 137 |
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|
| 138 |
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"kept_fraction": 1.0
|
| 139 |
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},
|
| 140 |
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"ENDO": {
|
| 141 |
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"name": "Endocrine / neurosecretory",
|
| 142 |
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|
| 143 |
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|
| 144 |
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"kept_fraction": 1.0
|
| 145 |
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}
|
| 146 |
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},
|
| 147 |
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"provenance": {
|
| 148 |
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"sources": [
|
| 149 |
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{
|
| 150 |
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"name": "Supplemental_file1_neuron_annotations.tsv",
|
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"url": "https://raw.githubusercontent.com/flyconnectome/flywire_annotations/17fc57722002e1a7d38cdd0c89ac382bf92718da/supplemental_files/Supplemental_file1_neuron_annotations.tsv",
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"md5": "719904abad876c68ace1b5690c9b9b63",
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"size": 31718505,
|
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"source": "github.com/flyconnectome/flywire_annotations @ 17fc577220",
|
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"license": "CC-BY 4.0"
|
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},
|
| 157 |
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{
|
| 158 |
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"name": "proofread_connections_783.feather",
|
| 159 |
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"url": "https://zenodo.org/api/records/10676866/files/proofread_connections_783.feather/content",
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"size": 852022274,
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"source": "Zenodo record 10676866 (FlyWire Consortium, v783)",
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"license": "CC-BY 4.0"
|
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}
|
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],
|
| 166 |
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"citation": "Dorkenwald S. et al. (2024) Neuronal wiring diagram of an adult brain. Nature 634:124-138. Schlegel P. et al. (2024) Whole-brain annotation and multi-connectome cell typing of Drosophila. Nature 634:139-152. FlyWire Consortium, Zenodo doi:10.5281/zenodo.10676866. Neurotransmitter predictions: Eckstein N., Bates A.S. et al. (2024) Cell 187:2574.",
|
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|
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"connectome_id": "fafb_v783",
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| 169 |
+
"retrieved_at": "2026-10-04T15:34:59",
|
| 170 |
+
"dataset": "MateusGSM/FlySLM",
|
| 171 |
+
"dataset_revision": "905c643d3281b207b2060dbdd055a51b897e27ff",
|
| 172 |
+
"files": [
|
| 173 |
+
{
|
| 174 |
+
"name": "Supplemental_file1_neuron_annotations.tsv",
|
| 175 |
+
"dataset_path": "connectomes/fafb_v783/Supplemental_file1_neuron_annotations.tsv",
|
| 176 |
+
"origin_url": "https://raw.githubusercontent.com/flyconnectome/flywire_annotations/17fc57722002e1a7d38cdd0c89ac382bf92718da/supplemental_files/Supplemental_file1_neuron_annotations.tsv",
|
| 177 |
+
"md5": "719904abad876c68ace1b5690c9b9b63",
|
| 178 |
+
"size": 31718505
|
| 179 |
+
},
|
| 180 |
+
{
|
| 181 |
+
"name": "proofread_connections_783.feather",
|
| 182 |
+
"dataset_path": "connectomes/fafb_v783/proofread_connections_783.feather",
|
| 183 |
+
"origin_url": "https://zenodo.org/api/records/10676866/files/proofread_connections_783.feather/content",
|
| 184 |
+
"md5": "f48f972d262323a102aed49af1396b8a",
|
| 185 |
+
"size": 852022274
|
| 186 |
+
}
|
| 187 |
+
]
|
| 188 |
+
},
|
| 189 |
+
"preprocessing_version": "1.0.0",
|
| 190 |
+
"transformations": [
|
| 191 |
+
"Loaded 139,248 annotated proofread neurons from the FlyWire annotation table.",
|
| 192 |
+
"Loaded 16,847,997 (pre, post, neuropil) connection rows; dropped 1,117 rows involving neurons without annotations.",
|
| 193 |
+
"Summed synapse counts over neuropils: 15,090,883 connected neuron pairs; each pair is labelled with the neuropil contributing most synapses.",
|
| 194 |
+
"Positions converted from 4x4x40 nm voxels to micrometres.",
|
| 195 |
+
"Neurotransmitter: 'top_nt' prediction (Eckstein, Bates et al. 2024).",
|
| 196 |
+
"Neuron region: neuropil with the most pre+post synapses.",
|
| 197 |
+
"Kept connections with >= 5 synapses: 2,700,429 of 15,090,883 pairs (34,152,536 of 54,490,444 synapses); removed 0 self-connections.",
|
| 198 |
+
"Visual-field coordinates for 11,118 photoreceptors approximated per eye and class by rank-normalised principal components of neuron positions."
|
| 199 |
+
],
|
| 200 |
+
"subset_selection": {
|
| 201 |
+
"method": "none (all neurons kept)"
|
| 202 |
+
}
|
| 203 |
+
},
|
| 204 |
+
"warnings": [],
|
| 205 |
+
"created_at": "2026-10-04T15:35:33"
|
| 206 |
+
}
|
brains/flyslm-f-brain-thorough-2026-10-04/package/neurons.parquet
ADDED
|
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:987a54e1c0a0d346cae97bdca76e307e855dfd28fbb4525457bb1739c8b7a4b0
|
| 3 |
+
size 4294234
|
brains/flyslm-f-brain-thorough-2026-10-04/package/regions.json
ADDED
|
@@ -0,0 +1,3808 @@
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brains/flyslm-f-brain-thorough-2026-10-04/run.json
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@@ -0,0 +1,2642 @@
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| 1 |
+
{
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| 2 |
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| 8 |
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"machine": "x86_64",
|
| 2616 |
+
"cpu": {
|
| 2617 |
+
"name": "Intel(R) Xeon(R) CPU @ 2.00GHz",
|
| 2618 |
+
"physical_cores": 2,
|
| 2619 |
+
"logical_cores": 4
|
| 2620 |
+
},
|
| 2621 |
+
"ram_gb": 31.3,
|
| 2622 |
+
"accelerator": "cuda:0",
|
| 2623 |
+
"gpus": [
|
| 2624 |
+
{
|
| 2625 |
+
"index": 0,
|
| 2626 |
+
"name": "Tesla T4",
|
| 2627 |
+
"vram_gb": 14.6,
|
| 2628 |
+
"backend": "cuda",
|
| 2629 |
+
"usable": true,
|
| 2630 |
+
"test": "all required operations work"
|
| 2631 |
+
},
|
| 2632 |
+
{
|
| 2633 |
+
"index": 1,
|
| 2634 |
+
"name": "Tesla T4",
|
| 2635 |
+
"vram_gb": 14.6,
|
| 2636 |
+
"backend": "cuda",
|
| 2637 |
+
"usable": true,
|
| 2638 |
+
"test": "all required operations work"
|
| 2639 |
+
}
|
| 2640 |
+
]
|
| 2641 |
+
}
|
| 2642 |
+
}
|
brains/flyslm-f-brain-thorough-2026-10-04/tokenizer/provenance.json
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"tokenizer_id": "word-8192-29598b52ae49",
|
| 3 |
+
"tokenizer_version": "1.0.0",
|
| 4 |
+
"mode": "word",
|
| 5 |
+
"max_vocab": 8192,
|
| 6 |
+
"min_freq": 3,
|
| 7 |
+
"lowercase": true,
|
| 8 |
+
"normalization": "NFKC, curly quotes to straight, whitespace collapsed, lower-cased",
|
| 9 |
+
"pre_tokenization": "</?[a-z]+>|[a-z0-9]+(?:'[a-z]+)?|[^\\sa-z0-9]",
|
| 10 |
+
"trained_on": [
|
| 11 |
+
"flychat-ebafcd14db"
|
| 12 |
+
],
|
| 13 |
+
"special_tokens": [
|
| 14 |
+
"<pad>",
|
| 15 |
+
"<unk>",
|
| 16 |
+
"<bos>",
|
| 17 |
+
"<eos>",
|
| 18 |
+
"<sep>",
|
| 19 |
+
"<img>",
|
| 20 |
+
"<vid>",
|
| 21 |
+
"<user>",
|
| 22 |
+
"<fly>"
|
| 23 |
+
],
|
| 24 |
+
"name": "conversation-word-v2",
|
| 25 |
+
"format": "conversation-v2",
|
| 26 |
+
"dataset_id": "flychat-ebafcd14db"
|
| 27 |
+
}
|
brains/flyslm-f-brain-thorough-2026-10-04/tokenizer/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
brains/flyslm-m-full-thorough-2026-10-04/card.json
ADDED
|
@@ -0,0 +1,122 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"id": "flyslm-m-full-thorough-2026-10-04",
|
| 3 |
+
"model_key": "m",
|
| 4 |
+
"title": "FlySLM/m \u00b7 Full \u00b7 thorough",
|
| 5 |
+
"checkpoint": "flyai_m_full_20261004-154407",
|
| 6 |
+
"tokenizer_id": "word-8192-29598b52ae49",
|
| 7 |
+
"package_id": "malecns_v1.0--full--full",
|
| 8 |
+
"run_id": "run_flyai_m_full_20261004-154407",
|
| 9 |
+
"dataset_id": "flychat-ebafcd14db",
|
| 10 |
+
"created_at": "2026-10-04T20:16:45",
|
| 11 |
+
"circuit": {
|
| 12 |
+
"connectome": "MaleCNS v1.0 (male central nervous system, HHMI Janelia / FlyWire)",
|
| 13 |
+
"variant": "Full",
|
| 14 |
+
"mode": "full",
|
| 15 |
+
"neurons": 166700,
|
| 16 |
+
"synapses": 89722424.0,
|
| 17 |
+
"is_synthetic": false
|
| 18 |
+
},
|
| 19 |
+
"config": {
|
| 20 |
+
"models": [
|
| 21 |
+
"m"
|
| 22 |
+
],
|
| 23 |
+
"section": "full",
|
| 24 |
+
"quality": "thorough",
|
| 25 |
+
"context_len": 160,
|
| 26 |
+
"memory_mode": "auto",
|
| 27 |
+
"reasoning": "hidden",
|
| 28 |
+
"install_helper": false,
|
| 29 |
+
"use_assistant": false,
|
| 30 |
+
"accept_suggestion": false
|
| 31 |
+
},
|
| 32 |
+
"training": {
|
| 33 |
+
"epochs_run": 8,
|
| 34 |
+
"steps": 13792,
|
| 35 |
+
"learning_rate": 0.001,
|
| 36 |
+
"batch_size_used": 32,
|
| 37 |
+
"wall_time_s": 16357.583995727,
|
| 38 |
+
"device": "cuda:0",
|
| 39 |
+
"options": {
|
| 40 |
+
"train_tokens": 2000000,
|
| 41 |
+
"epochs": 14,
|
| 42 |
+
"think_fraction": 0.7,
|
| 43 |
+
"max_len": 160,
|
| 44 |
+
"loss_roles": [
|
| 45 |
+
"model",
|
| 46 |
+
"user"
|
| 47 |
+
]
|
| 48 |
+
}
|
| 49 |
+
},
|
| 50 |
+
"validation": {
|
| 51 |
+
"reply_loss": 3.4548047391658936,
|
| 52 |
+
"reply_accuracy": 0.3757422615287429,
|
| 53 |
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"reply_top5": 0.5744788376500316,
|
| 54 |
+
"plan_accuracy": 0.6681286549707602,
|
| 55 |
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"perplexity": 31.652107661895602
|
| 56 |
+
},
|
| 57 |
+
"benchmark": {
|
| 58 |
+
"relevance": 0.23636363636363636,
|
| 59 |
+
"empty_rate": 0.0,
|
| 60 |
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"repetition_rate": 0.0,
|
| 61 |
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"identical_reply_rate": 0.045454545454545456,
|
| 62 |
+
"distinct_1": 0.30317460317460315,
|
| 63 |
+
"context_retention": 0.0,
|
| 64 |
+
"avg_reply_tokens": 11.454545454545455,
|
| 65 |
+
"invalid_top_token_rate": 0.00909090909090909
|
| 66 |
+
},
|
| 67 |
+
"software": {
|
| 68 |
+
"flyslm": "0.1.0",
|
| 69 |
+
"connectome_preprocessing": "1.0.0",
|
| 70 |
+
"tokenizer": "1.0.0",
|
| 71 |
+
"visual_preprocessing": "1.0.0",
|
| 72 |
+
"checkpoint_format": 1,
|
| 73 |
+
"python": "3.13.15",
|
| 74 |
+
"platform": "Linux-6.18.48+-x86_64-with-glibc2.39",
|
| 75 |
+
"packages": {
|
| 76 |
+
"torch": "2.11.0+cu128",
|
| 77 |
+
"numpy": "2.1.3",
|
| 78 |
+
"scipy": "1.16.3",
|
| 79 |
+
"pandas": "2.3.3",
|
| 80 |
+
"pyarrow": "23.0.1",
|
| 81 |
+
"fastapi": "0.141.1",
|
| 82 |
+
"pydantic": "2.13.5",
|
| 83 |
+
"pillow": "12.3.0",
|
| 84 |
+
"av": "19.0.1"
|
| 85 |
+
}
|
| 86 |
+
},
|
| 87 |
+
"hardware": {
|
| 88 |
+
"os": "Linux 6.18.48+",
|
| 89 |
+
"machine": "x86_64",
|
| 90 |
+
"cpu": {
|
| 91 |
+
"name": "Intel(R) Xeon(R) CPU @ 2.00GHz",
|
| 92 |
+
"physical_cores": 2,
|
| 93 |
+
"logical_cores": 4
|
| 94 |
+
},
|
| 95 |
+
"ram_gb": 31.3,
|
| 96 |
+
"accelerator": "cuda:0",
|
| 97 |
+
"gpus": [
|
| 98 |
+
{
|
| 99 |
+
"index": 0,
|
| 100 |
+
"name": "Tesla T4",
|
| 101 |
+
"vram_gb": 14.6,
|
| 102 |
+
"backend": "cuda",
|
| 103 |
+
"usable": true,
|
| 104 |
+
"test": "all required operations work"
|
| 105 |
+
},
|
| 106 |
+
{
|
| 107 |
+
"index": 1,
|
| 108 |
+
"name": "Tesla T4",
|
| 109 |
+
"vram_gb": 14.6,
|
| 110 |
+
"backend": "cuda",
|
| 111 |
+
"usable": true,
|
| 112 |
+
"test": "all required operations work"
|
| 113 |
+
}
|
| 114 |
+
]
|
| 115 |
+
},
|
| 116 |
+
"licences": {
|
| 117 |
+
"connectome": "CC-BY 4.0 (cite the connectome papers; see the dataset card)",
|
| 118 |
+
"training_data": "includes non-commercial sources (DailyDialog CC-BY-NC-SA-4.0, EmpatheticDialogues CC-BY-NC-4.0): for non-commercial use",
|
| 119 |
+
"model": "FlySLM project"
|
| 120 |
+
},
|
| 121 |
+
"limits": "A research model made of simulated fly neurons and a trained readout. It chats in short replies, mostly greetings and small talk; facts, arithmetic and memory across turns mostly fail (see the benchmark)."
|
| 122 |
+
}
|
brains/flyslm-m-full-thorough-2026-10-04/checkpoint/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:ad8548714d02b9f3df678bc17f1fa4eb43519261e0c50886e7e67cba1e3c4aba
|
| 3 |
+
size 140634933
|
brains/flyslm-m-full-thorough-2026-10-04/checkpoint/metadata.json
ADDED
|
@@ -0,0 +1,189 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"checkpoint_format": 1,
|
| 3 |
+
"name": "flyai_m_full_20261004-154407",
|
| 4 |
+
"created_at": "2026-10-04T20:16:45",
|
| 5 |
+
"model_label": "FlySLM/m",
|
| 6 |
+
"package_id": "malecns_v1.0--full--full",
|
| 7 |
+
"connectome_id": "malecns_v1.0",
|
| 8 |
+
"is_synthetic": false,
|
| 9 |
+
"package_counts": {
|
| 10 |
+
"neurons": 166700,
|
| 11 |
+
"edges": 6234868,
|
| 12 |
+
"synapses": 89722424.0,
|
| 13 |
+
"visual_inputs": 6091,
|
| 14 |
+
"text_inputs": 2635,
|
| 15 |
+
"visual_pathway_neurons": 105260,
|
| 16 |
+
"inferred_positions": 27038
|
| 17 |
+
},
|
| 18 |
+
"tokenizer_id": "word-8192-29598b52ae49",
|
| 19 |
+
"model_config": {
|
| 20 |
+
"neuron": {
|
| 21 |
+
"model": "lif",
|
| 22 |
+
"dt_ms": 1.0,
|
| 23 |
+
"v_0": -52.0,
|
| 24 |
+
"v_rst": -52.0,
|
| 25 |
+
"v_th": -45.0,
|
| 26 |
+
"t_mbr_ms": 20.0,
|
| 27 |
+
"tau_syn_ms": 5.0,
|
| 28 |
+
"t_rfc_ms": 2.2,
|
| 29 |
+
"t_dly_ms": 1.8,
|
| 30 |
+
"w_syn_mv": 0.275,
|
| 31 |
+
"r_poi_hz": 150.0,
|
| 32 |
+
"f_poi": 250.0,
|
| 33 |
+
"glutamate_inhibitory": true,
|
| 34 |
+
"modulatory_sign": 1,
|
| 35 |
+
"photoreceptor_transmitter": "excitatory",
|
| 36 |
+
"calibrate_gain": true,
|
| 37 |
+
"target_rate_hz": 5.0,
|
| 38 |
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"gain_min": 0.25,
|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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"rule": "frozen",
|
| 45 |
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|
| 46 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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"standardize": true,
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"selection": "responsive",
|
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"kind": "mlp",
|
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"hidden": 1024,
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| 108 |
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|
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|
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|
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1600.0
|
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|
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|
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|
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|
| 123 |
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|
| 124 |
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|
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|
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|
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|
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|
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"python": "3.13.15",
|
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"platform": "Linux-6.18.48+-x86_64-with-glibc2.39",
|
| 146 |
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"packages": {
|
| 147 |
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"torch": "2.11.0+cu128",
|
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"numpy": "2.1.3",
|
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"os": "Linux 6.18.48+",
|
| 160 |
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"machine": "x86_64",
|
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"cpu": {
|
| 162 |
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"name": "Intel(R) Xeon(R) CPU @ 2.00GHz",
|
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|
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|
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|
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"accelerator": "cuda:0",
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{
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"index": 0,
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"name": "Tesla T4",
|
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|
| 173 |
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"backend": "cuda",
|
| 174 |
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"usable": true,
|
| 175 |
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"test": "all required operations work"
|
| 176 |
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|
| 177 |
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{
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| 178 |
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|
| 179 |
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"name": "Tesla T4",
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|
| 181 |
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"backend": "cuda",
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|
| 184 |
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"sha256": "ad8548714d02b9f3df678bc17f1fa4eb43519261e0c50886e7e67cba1e3c4aba",
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"run_id": "run_flyai_m_full_20261004-154407"
|
| 189 |
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}
|
brains/flyslm-m-full-thorough-2026-10-04/package/edges.npz
ADDED
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version https://git-lfs.github.com/spec/v1
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size 21591120
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brains/flyslm-m-full-thorough-2026-10-04/package/manifest.json
ADDED
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|
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|
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| 1 |
+
{
|
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|
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"package_id": "malecns_v1.0--full--full",
|
| 4 |
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"connectome_id": "malecns_v1.0",
|
| 5 |
+
"model_label": "FlySLM/m",
|
| 6 |
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"display_name": "MaleCNS v1.0 (male central nervous system, HHMI Janelia / FlyWire)",
|
| 7 |
+
"is_synthetic": false,
|
| 8 |
+
"mode": "full",
|
| 9 |
+
"mode_description": "Full CNS mode (brain + ventral nerve cord)",
|
| 10 |
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"scale": "full",
|
| 11 |
+
"scale_title": "Full",
|
| 12 |
+
"scale_description": "Everything in the source data. For FlySLM/m this includes the ventral nerve cord (the fly's 'spinal cord'). FAFB (FlySLM/f) contains only the brain, so for FlySLM/f 'Full' is the same as 'Brain'.",
|
| 13 |
+
"scale_reduction": "No neurons are removed. Connections with fewer than 5 synapses are left out.",
|
| 14 |
+
"scale_config": {
|
| 15 |
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"name": "full",
|
| 16 |
+
"neuron_budget": null,
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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"feedback_weight": 0.5,
|
| 22 |
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"seed": 7
|
| 23 |
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},
|
| 24 |
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"counts": {
|
| 25 |
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"neurons": 166700,
|
| 26 |
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"edges": 6234868,
|
| 27 |
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"synapses": 89722424.0,
|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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"inferred_positions": 27038
|
| 32 |
+
},
|
| 33 |
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"source_counts": {
|
| 34 |
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"neurons": 166700,
|
| 35 |
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"edges": 6234868,
|
| 36 |
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|
| 37 |
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},
|
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|
| 39 |
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"neurons": 1.0,
|
| 40 |
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"edges": 1.0,
|
| 41 |
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"synapses": 1.0
|
| 42 |
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},
|
| 43 |
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"per_region": {
|
| 44 |
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"RETINA_L": {
|
| 45 |
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"name": "Photoreceptors, left eye",
|
| 46 |
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"source_neurons": 2345,
|
| 47 |
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|
| 48 |
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"kept_fraction": 1.0
|
| 49 |
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},
|
| 50 |
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"RETINA_R": {
|
| 51 |
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"name": "Photoreceptors, right eye",
|
| 52 |
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|
| 53 |
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|
| 54 |
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"kept_fraction": 1.0
|
| 55 |
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},
|
| 56 |
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"OL_L": {
|
| 57 |
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"name": "Optic lobe, left",
|
| 58 |
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"source_neurons": 44606,
|
| 59 |
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|
| 60 |
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"kept_fraction": 1.0
|
| 61 |
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},
|
| 62 |
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"OL_R": {
|
| 63 |
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"name": "Optic lobe, right",
|
| 64 |
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|
| 65 |
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|
| 66 |
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"kept_fraction": 1.0
|
| 67 |
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},
|
| 68 |
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"VPN": {
|
| 69 |
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"name": "Visual projection neurons",
|
| 70 |
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"source_neurons": 9203,
|
| 71 |
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"kept_neurons": 9203,
|
| 72 |
+
"kept_fraction": 1.0
|
| 73 |
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},
|
| 74 |
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"VCN": {
|
| 75 |
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"name": "Visual centrifugal neurons",
|
| 76 |
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"source_neurons": 563,
|
| 77 |
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"kept_neurons": 563,
|
| 78 |
+
"kept_fraction": 1.0
|
| 79 |
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},
|
| 80 |
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"AL": {
|
| 81 |
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"name": "Antennal lobe / olfactory",
|
| 82 |
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"source_neurons": 3783,
|
| 83 |
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"kept_neurons": 3783,
|
| 84 |
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"kept_fraction": 1.0
|
| 85 |
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},
|
| 86 |
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"MB": {
|
| 87 |
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"name": "Mushroom body",
|
| 88 |
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"source_neurons": 4501,
|
| 89 |
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"kept_neurons": 4501,
|
| 90 |
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"kept_fraction": 1.0
|
| 91 |
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},
|
| 92 |
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"LH": {
|
| 93 |
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"name": "Lateral horn",
|
| 94 |
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"source_neurons": 44,
|
| 95 |
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|
| 96 |
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"kept_fraction": 1.0
|
| 97 |
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},
|
| 98 |
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"CX": {
|
| 99 |
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"name": "Central complex",
|
| 100 |
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"source_neurons": 2950,
|
| 101 |
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"kept_neurons": 2950,
|
| 102 |
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"kept_fraction": 1.0
|
| 103 |
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},
|
| 104 |
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"CB": {
|
| 105 |
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"name": "Central brain (other)",
|
| 106 |
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"source_neurons": 23529,
|
| 107 |
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|
| 108 |
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"kept_fraction": 1.0
|
| 109 |
+
},
|
| 110 |
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"SENSORY": {
|
| 111 |
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"name": "Other sensory neurons",
|
| 112 |
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"source_neurons": 2801,
|
| 113 |
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"kept_neurons": 2801,
|
| 114 |
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"kept_fraction": 1.0
|
| 115 |
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},
|
| 116 |
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"AN": {
|
| 117 |
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"name": "Ascending neurons (neck)",
|
| 118 |
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"source_neurons": 1846,
|
| 119 |
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"kept_neurons": 1846,
|
| 120 |
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"kept_fraction": 1.0
|
| 121 |
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},
|
| 122 |
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"DN": {
|
| 123 |
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"name": "Descending neurons (neck)",
|
| 124 |
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"source_neurons": 1316,
|
| 125 |
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"kept_neurons": 1316,
|
| 126 |
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"kept_fraction": 1.0
|
| 127 |
+
},
|
| 128 |
+
"MOTOR": {
|
| 129 |
+
"name": "Motor neurons",
|
| 130 |
+
"source_neurons": 107,
|
| 131 |
+
"kept_neurons": 107,
|
| 132 |
+
"kept_fraction": 1.0
|
| 133 |
+
},
|
| 134 |
+
"ENDO": {
|
| 135 |
+
"name": "Endocrine / neurosecretory",
|
| 136 |
+
"source_neurons": 72,
|
| 137 |
+
"kept_neurons": 72,
|
| 138 |
+
"kept_fraction": 1.0
|
| 139 |
+
},
|
| 140 |
+
"VNC": {
|
| 141 |
+
"name": "Ventral nerve cord",
|
| 142 |
+
"source_neurons": 20429,
|
| 143 |
+
"kept_neurons": 20429,
|
| 144 |
+
"kept_fraction": 1.0
|
| 145 |
+
},
|
| 146 |
+
"OTHER": {
|
| 147 |
+
"name": "Unassigned",
|
| 148 |
+
"source_neurons": 62,
|
| 149 |
+
"kept_neurons": 62,
|
| 150 |
+
"kept_fraction": 1.0
|
| 151 |
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}
|
| 152 |
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},
|
| 153 |
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"provenance": {
|
| 154 |
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"sources": [
|
| 155 |
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{
|
| 156 |
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"name": "body-annotations-male-cns-v1.0-minconf-0.5.feather",
|
| 157 |
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-annotations-male-cns-v1.0-minconf-0.5.feather",
|
| 158 |
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"md5": "50a7718770c57220f160ba4f431ab89e",
|
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"size": 14483314,
|
| 160 |
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"source": "MaleCNS v1.0 flat connectome (public Google Cloud bucket)",
|
| 161 |
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"license": "CC-BY 4.0"
|
| 162 |
+
},
|
| 163 |
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{
|
| 164 |
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"name": "body-neurotransmitters-male-cns-v1.0.feather",
|
| 165 |
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-neurotransmitters-male-cns-v1.0.feather",
|
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|
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"size": 43282834,
|
| 168 |
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"source": "MaleCNS v1.0 flat connectome (public Google Cloud bucket)",
|
| 169 |
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"license": "CC-BY 4.0"
|
| 170 |
+
},
|
| 171 |
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{
|
| 172 |
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"name": "connectome-weights-male-cns-v1.0-minconf-0.5-traced-only.feather",
|
| 173 |
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"url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/connectome-weights-male-cns-v1.0-minconf-0.5-traced-only.feather",
|
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"md5": "6601d4ad0afa99fd03eb087965ef2423",
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"size": 508025642,
|
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"source": "MaleCNS v1.0 flat connectome (public Google Cloud bucket)",
|
| 177 |
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"license": "CC-BY 4.0"
|
| 178 |
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}
|
| 179 |
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],
|
| 180 |
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"citation": "Berg S. et al. Sexual dimorphism in the complete connectome of the Drosophila male central nervous system (MaleCNS v1.0, released 2026-06-08; Cell 2026). FlyEM (HHMI Janelia), University of Cambridge, MRC LMB and Google Research. Data: gs://flyem-male-cns/v1.0/.",
|
| 181 |
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"retrieval": {
|
| 182 |
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"connectome_id": "malecns_v1.0",
|
| 183 |
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"retrieved_at": "2026-10-04T15:33:30",
|
| 184 |
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"dataset": "MateusGSM/FlySLM",
|
| 185 |
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"dataset_revision": "905c643d3281b207b2060dbdd055a51b897e27ff",
|
| 186 |
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"files": [
|
| 187 |
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{
|
| 188 |
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"name": "body-annotations-male-cns-v1.0-minconf-0.5.feather",
|
| 189 |
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"dataset_path": "connectomes/malecns_v1.0/body-annotations-male-cns-v1.0-minconf-0.5.feather",
|
| 190 |
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"origin_url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-annotations-male-cns-v1.0-minconf-0.5.feather",
|
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"md5": "50a7718770c57220f160ba4f431ab89e",
|
| 192 |
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"size": 14483314
|
| 193 |
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},
|
| 194 |
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{
|
| 195 |
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"name": "body-neurotransmitters-male-cns-v1.0.feather",
|
| 196 |
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"dataset_path": "connectomes/malecns_v1.0/body-neurotransmitters-male-cns-v1.0.feather",
|
| 197 |
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"origin_url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/body-neurotransmitters-male-cns-v1.0.feather",
|
| 198 |
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"md5": "3d842b12fe5c49eefade528d7dd24a1f",
|
| 199 |
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"size": 43282834
|
| 200 |
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|
| 201 |
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{
|
| 202 |
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"name": "connectome-weights-male-cns-v1.0-minconf-0.5-traced-only.feather",
|
| 203 |
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"dataset_path": "connectomes/malecns_v1.0/connectome-weights-male-cns-v1.0-minconf-0.5-traced-only.feather",
|
| 204 |
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"origin_url": "https://storage.googleapis.com/flyem-male-cns/v1.0/connectome-data/flat-connectome/connectome-weights-male-cns-v1.0-minconf-0.5-traced-only.feather",
|
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|
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"size": 508025642
|
| 207 |
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}
|
| 208 |
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]
|
| 209 |
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},
|
| 210 |
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"preprocessing_version": "1.0.0",
|
| 211 |
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"transformations": [
|
| 212 |
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"Loaded 166,700 neurons with a superclass annotation (of 211,577 annotated bodies; the rest are glia, fragments or unassigned segments).",
|
| 213 |
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"Loaded 25,563,197 traced-neuron connection rows; dropped 4,526 rows involving neurons without a superclass.",
|
| 214 |
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"Neurotransmitter: 'consensus_nt' where available, otherwise 'predicted_nt'.",
|
| 215 |
+
"Positions: soma location (8 nm voxels) converted to micrometres; neurons without a soma in the volume (for example photoreceptors and most sensory neurons) receive inferred positions later.",
|
| 216 |
+
"Region: coarse ontology region from superclass/class/type; VNC neurons are labelled by soma neuromere. Per-neuropil synapse assignment is not available in the flat connectome files.",
|
| 217 |
+
"Non-brain flag: superclasses 'vnc_*' and 'ENS' are excluded in brain-only comparison mode.",
|
| 218 |
+
"Kept connections with >= 5 synapses: 6,234,868 of 25,558,671 pairs (89,722,424 of 124,009,840 synapses); removed 100 self-connections.",
|
| 219 |
+
"27,038 neurons had no position; placed at the synapse-weighted mean of their partners.",
|
| 220 |
+
"Visual-field coordinates for 6,091 photoreceptors approximated per eye and class by rank-normalised principal components of neuron positions."
|
| 221 |
+
],
|
| 222 |
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"subset_selection": {
|
| 223 |
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"method": "none (all neurons kept)"
|
| 224 |
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}
|
| 225 |
+
},
|
| 226 |
+
"warnings": [],
|
| 227 |
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"created_at": "2026-10-04T15:34:08"
|
| 228 |
+
}
|
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ADDED
|
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size 5083195
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brains/flyslm-m-full-thorough-2026-10-04/package/regions.json
ADDED
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@@ -0,0 +1,343 @@
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|
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|
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|
| 1 |
+
[
|
| 2 |
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{
|
| 3 |
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"name": "AL",
|
| 4 |
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"coarse_region": "AL",
|
| 5 |
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|
| 6 |
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{
|
| 14 |
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"name": "AN",
|
| 15 |
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"coarse_region": "AN",
|
| 16 |
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|
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|
| 18 |
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],
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|
| 23 |
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},
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| 24 |
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{
|
| 25 |
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"name": "CB",
|
| 26 |
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"coarse_region": "CB",
|
| 27 |
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"n_neurons": 23529,
|
| 28 |
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|
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|
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|
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],
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"visual": false
|
| 34 |
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},
|
| 35 |
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{
|
| 36 |
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"name": "CX",
|
| 37 |
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"coarse_region": "CX",
|
| 38 |
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"n_neurons": 2950,
|
| 39 |
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|
| 45 |
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},
|
| 46 |
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{
|
| 47 |
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"name": "DN",
|
| 48 |
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|
| 49 |
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|
| 50 |
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| 57 |
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{
|
| 58 |
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|
| 59 |
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| 60 |
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],
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| 66 |
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| 67 |
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},
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{
|
| 69 |
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"name": "LH",
|
| 70 |
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"coarse_region": "LH",
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| 71 |
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|
| 72 |
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],
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"visual": false
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| 78 |
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},
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| 79 |
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{
|
| 80 |
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"name": "MB",
|
| 81 |
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"coarse_region": "MB",
|
| 82 |
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"n_neurons": 4501,
|
| 83 |
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| 89 |
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| 90 |
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{
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| 91 |
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|
| 92 |
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|
| 93 |
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| 100 |
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|
| 1 |
+
{
|
| 2 |
+
"run_id": "run_flyai_m_full_20261004-154407",
|
| 3 |
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| 4 |
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|
| 5 |
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| 6 |
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|
| 7 |
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|
| 8 |
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"dataset_id": "flychat-ebafcd14db",
|
| 9 |
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| 10 |
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|
| 11 |
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| 12 |
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| 13 |
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|
| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 39 |
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| 40 |
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| 44 |
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| 46 |
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| 47 |
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| 107 |
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| 108 |
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| 128 |
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+
"seconds": 90.25081003599917
|
| 2575 |
+
},
|
| 2576 |
+
{
|
| 2577 |
+
"key": "save",
|
| 2578 |
+
"label": "Saving and checking the model",
|
| 2579 |
+
"unit": "step",
|
| 2580 |
+
"state": "running",
|
| 2581 |
+
"done": 0.0,
|
| 2582 |
+
"total": null,
|
| 2583 |
+
"rate": null,
|
| 2584 |
+
"rate_source": "calibrating",
|
| 2585 |
+
"remaining_s": 19.990015977997245,
|
| 2586 |
+
"seconds": 0.0099840220027545
|
| 2587 |
+
}
|
| 2588 |
+
]
|
| 2589 |
+
},
|
| 2590 |
+
"seed": 0,
|
| 2591 |
+
"device": "cuda:0",
|
| 2592 |
+
"wall_time_s": 16357.583995727,
|
| 2593 |
+
"software": {
|
| 2594 |
+
"flyslm": "0.1.0",
|
| 2595 |
+
"connectome_preprocessing": "1.0.0",
|
| 2596 |
+
"tokenizer": "1.0.0",
|
| 2597 |
+
"visual_preprocessing": "1.0.0",
|
| 2598 |
+
"checkpoint_format": 1,
|
| 2599 |
+
"python": "3.13.15",
|
| 2600 |
+
"platform": "Linux-6.18.48+-x86_64-with-glibc2.39",
|
| 2601 |
+
"packages": {
|
| 2602 |
+
"torch": "2.11.0+cu128",
|
| 2603 |
+
"numpy": "2.1.3",
|
| 2604 |
+
"scipy": "1.16.3",
|
| 2605 |
+
"pandas": "2.3.3",
|
| 2606 |
+
"pyarrow": "23.0.1",
|
| 2607 |
+
"fastapi": "0.141.1",
|
| 2608 |
+
"pydantic": "2.13.5",
|
| 2609 |
+
"pillow": "12.3.0",
|
| 2610 |
+
"av": "19.0.1"
|
| 2611 |
+
}
|
| 2612 |
+
},
|
| 2613 |
+
"hardware": {
|
| 2614 |
+
"os": "Linux 6.18.48+",
|
| 2615 |
+
"machine": "x86_64",
|
| 2616 |
+
"cpu": {
|
| 2617 |
+
"name": "Intel(R) Xeon(R) CPU @ 2.00GHz",
|
| 2618 |
+
"physical_cores": 2,
|
| 2619 |
+
"logical_cores": 4
|
| 2620 |
+
},
|
| 2621 |
+
"ram_gb": 31.3,
|
| 2622 |
+
"accelerator": "cuda:0",
|
| 2623 |
+
"gpus": [
|
| 2624 |
+
{
|
| 2625 |
+
"index": 0,
|
| 2626 |
+
"name": "Tesla T4",
|
| 2627 |
+
"vram_gb": 14.6,
|
| 2628 |
+
"backend": "cuda",
|
| 2629 |
+
"usable": true,
|
| 2630 |
+
"test": "all required operations work"
|
| 2631 |
+
},
|
| 2632 |
+
{
|
| 2633 |
+
"index": 1,
|
| 2634 |
+
"name": "Tesla T4",
|
| 2635 |
+
"vram_gb": 14.6,
|
| 2636 |
+
"backend": "cuda",
|
| 2637 |
+
"usable": true,
|
| 2638 |
+
"test": "all required operations work"
|
| 2639 |
+
}
|
| 2640 |
+
]
|
| 2641 |
+
}
|
| 2642 |
+
}
|
brains/flyslm-m-full-thorough-2026-10-04/tokenizer/provenance.json
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"tokenizer_id": "word-8192-29598b52ae49",
|
| 3 |
+
"tokenizer_version": "1.0.0",
|
| 4 |
+
"mode": "word",
|
| 5 |
+
"max_vocab": 8192,
|
| 6 |
+
"min_freq": 3,
|
| 7 |
+
"lowercase": true,
|
| 8 |
+
"normalization": "NFKC, curly quotes to straight, whitespace collapsed, lower-cased",
|
| 9 |
+
"pre_tokenization": "</?[a-z]+>|[a-z0-9]+(?:'[a-z]+)?|[^\\sa-z0-9]",
|
| 10 |
+
"trained_on": [
|
| 11 |
+
"flychat-ebafcd14db"
|
| 12 |
+
],
|
| 13 |
+
"special_tokens": [
|
| 14 |
+
"<pad>",
|
| 15 |
+
"<unk>",
|
| 16 |
+
"<bos>",
|
| 17 |
+
"<eos>",
|
| 18 |
+
"<sep>",
|
| 19 |
+
"<img>",
|
| 20 |
+
"<vid>",
|
| 21 |
+
"<user>",
|
| 22 |
+
"<fly>"
|
| 23 |
+
],
|
| 24 |
+
"name": "conversation-word-v2",
|
| 25 |
+
"format": "conversation-v2",
|
| 26 |
+
"dataset_id": "flychat-ebafcd14db"
|
| 27 |
+
}
|
brains/flyslm-m-full-thorough-2026-10-04/tokenizer/tokenizer.json
ADDED
|
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|
|
|