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README.md CHANGED
@@ -5,21 +5,6 @@ tags:
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  - tt-dit-server
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  - tt-model-cache
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  - tt-model-container
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- - tenstorrent
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- - ttnn
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- - tt-metal
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- - tt-nn
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- - visual-grounding
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- - open-vocabulary
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- - vlm
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- - qwen2.5
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- - tt-model-catalog
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- pipeline_tag: object-detection
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- license_link: https://huggingface.co/nvidia/LocateAnything-3B/blob/main/LICENSE
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- base_model:
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- - nvidia/LocateAnything-3B
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- license: other
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- license_name: nvidia-license
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  ---
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  # locate-anything-3b-p150
@@ -38,8 +23,7 @@ tt-model pull changh95/locate-anything-3b-p150 --with-weights
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  tt-model serve changh95/locate-anything-3b-p150
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  ```
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- - Weights [`nvidia/LocateAnything-3B`](https://huggingface.co/nvidia/LocateAnything-3B) at `c32291ca5e99` go to your HF cache; the image does not contain them.
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- - Serves on port 20000 (or the next free port); ready when the log says `Application startup complete`.
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  ### Run with tt-cli
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@@ -59,8 +43,8 @@ tt model stop changh95/locate-anything-3b-p150
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  {"query": "car", "width": 1920, "height": 1080, "canonical_size": [616, 336], "grid_hw": [24, 44],
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  "raw_text": "<ref>car</ref><box><282><414><606><794></box><|im_end|>",
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  "detections": [{"label": "car", "box": [541.44, 447.12, 1163.52, 857.52], "box_norm": [282, 414, 606, 794]}],
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- "points": [], "num_generated_tokens": 10, "stopped_on_eos": true, "decode_mode": "ar_greedy_trace",
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- "timing_ms": {"vision": 47.4, "prefill": 55.8, "decode": 224.0, "total": 343.4, "decode_tok_s": 40.17}}
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  ```
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  - `box` is `[x1, y1, x2, y2]` in original image pixels; `box_norm` is the model's own 0..1000 output over the squashed `canonical_size` view. `points` holds 2-coordinate outputs the same way.
@@ -76,15 +60,15 @@ tt model stop changh95/locate-anything-3b-p150
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  | Metric | Value |
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  |---|---:|
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- | Full on-device logits PCC vs torch-CPU reference (vision → LLM) | 0.9928 (gate ≥ 0.99; vision projector 0.9911, LLM prefill 0.9922) |
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- | Decoded box string on the demo image | matches the HF reference |
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- | `/predict` served over HTTP (warm, batch 1, `car`, 10 tokens) | ~343 ms server-side (vision 47 · prefill 56 · decode 224 ms, ~40 tok/s) · ~0.38 s wall |
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  ### Caveats
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  - One image + one query per request, batch 1, requests are serialized. Every image is squash-resized onto a fixed 24×44-patch grid (616×336, 16:9; `LA_IN_TOKEN_LIMIT=1024`, upstream default 25600): non-16:9 images are distorted before the model sees them, boxes still map back to original pixels.
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- - bf16 vision, BF16 attention + BFP8 MLP LLM; the package ships an `mlp.py` overlay (`code/models/tt_transformers/tt/mlp.py`, decode `w1`/`w3` spilled to DRAM) so the LLM fits L1 on one p150a. Only greedy AR decode is served; the experimental Parallel Box Decoding (MTP) is not.
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- - Weights are public and ungated but under NVIDIA's own license (not OSI); ~7.7 GB download, and the first boot extracts a 6.8 GB Qwen2.5-3B checkpoint, converts it to BFP8 and JIT-compiles (~100 s cold, ~25 s afterwards).
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  - Not an OpenAI-compatible API; `GET /v1/models` is a stub so the tt-model ready card does not 404.
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  - Validated on tt-metal `v0.78.0-dev20260820` (main `8b98410e730`), single p150a only.
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@@ -100,6 +84,6 @@ The exact sources the image was built from — `code/` in this repo is byte-iden
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  | component | built from |
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  | --- | --- |
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  | tt-metal | [`8b98410e730bb504fea43a88609756e34821d91d`](https://github.com/tenstorrent/tt-metal/commit/8b98410e730bb504fea43a88609756e34821d91d) |
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- | `code/` digest | `eb2ce7d7357c84e3` (sha256, first 16 hex digits) |
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- | built | 2026-09-12T13:42:57+00:00 by tt-model 0.1.0 |
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  - tt-dit-server
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  - tt-model-cache
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  - tt-model-container
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  # locate-anything-3b-p150
 
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  tt-model serve changh95/locate-anything-3b-p150
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  ```
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+ `pull --with-weights` downloads the Docker image and the [`nvidia/LocateAnything-3B`](https://huggingface.co/nvidia/LocateAnything-3B) weights at `c32291ca5e996f5a7a485845b4f57a233936bba0` (into your HF cache; they are not in the image). `serve` starts the model's own HTTP server on port 20000 (or the next free port, if that one is busy); the first start compiles kernels for your device, which takes several minutes, and the server is ready when it logs `Application startup complete`.
 
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  ### Run with tt-cli
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  {"query": "car", "width": 1920, "height": 1080, "canonical_size": [616, 336], "grid_hw": [24, 44],
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  "raw_text": "<ref>car</ref><box><282><414><606><794></box><|im_end|>",
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  "detections": [{"label": "car", "box": [541.44, 447.12, 1163.52, 857.52], "box_norm": [282, 414, 606, 794]}],
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+ "points": [], "num_generated_tokens": 10, "stopped_on_eos": true, "decode_mode": "ar_greedy_trace_device_sampling",
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+ "timing_ms": {"vision": 1.4, "prefill": 86.3, "decode": 202.1, "total": 303.9, "decode_tok_s": 44.53}}
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  ```
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  - `box` is `[x1, y1, x2, y2]` in original image pixels; `box_norm` is the model's own 0..1000 output over the squashed `canonical_size` view. `points` holds 2-coordinate outputs the same way.
 
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  | Metric | Value |
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  |---|---:|
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+ | Full on-device logits PCC vs torch-CPU reference (vision → LLM) | 0.9919 (gate ≥ 0.99; vision projector 0.9924, LLM prefill 0.9915) — measured 2026-09-13 on the p150a against goldens regenerated with the port's torch 2.7.1 / transformers 4.53.0; identical with `TT_FUSED=0` (the fused default keeps the vision numerics bit for bit) |
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+ | Decoded box string on the demo image | `<ref>car</ref><box><282><414><606><794></box>`, unchanged from the 2026-09-12 package (the HF torch-CPU reference generated with the port's torch 2.7.1 / transformers 4.53.0 gives `<282><414><607><797>`, IoU 0.989) |
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+ | `/predict` served over HTTP (warm, batch 1, `car`, 10 tokens; median of 100 requests, 2026-09-13) | **~305 ms** server-side (304–306; vision-trace submit 2 · prefill incl. the vision wait 86 · decode 202 ms, ~44.5 tok/s) · ~0.34 s wall. `TT_FUSED=0` (the 2026-09-12 graph): ~357 ms (351–365; vision 48 · prefill 62 · decode 232 ms, ~39 tok/s) · ~0.40 s wall |
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67
  ### Caveats
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69
  - One image + one query per request, batch 1, requests are serialized. Every image is squash-resized onto a fixed 24×44-patch grid (616×336, 16:9; `LA_IN_TOKEN_LIMIT=1024`, upstream default 25600): non-16:9 images are distorted before the model sees them, boxes still map back to original pixels.
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+ - bf16 vision, BF16 attention + BFP8 MLP LLM; the package ships an `mlp.py` overlay (`code/models/tt_transformers/tt/mlp.py`, decode `w1`/`w3` spilled to DRAM) so the LLM fits L1 on one p150a. Fused device paths (MoonViT as one metal trace with the patch merger on device, device vision→LLM merge, traced prefill, one-row first token, on-device greedy argmax) are on by default since 2026-09-13; `TT_FUSED=0` restores the 2026-09-12 graph, and the vision numerics are unchanged bit for bit either way. Only greedy AR decode is served; the experimental Parallel Box Decoding (MTP) is not.
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+ - Weights are public and ungated but under NVIDIA's own license (not OSI); ~7.7 GB download, and the first boot extracts a 6.8 GB Qwen2.5-3B checkpoint, converts it to BFP8 and JIT-compiles (~100 s on the very first boot, ~50 s with cached weights but an empty kernel cache, ~17 s warm; measured 2026-09-13).
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  - Not an OpenAI-compatible API; `GET /v1/models` is a stub so the tt-model ready card does not 404.
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  - Validated on tt-metal `v0.78.0-dev20260820` (main `8b98410e730`), single p150a only.
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  | component | built from |
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  | --- | --- |
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  | tt-metal | [`8b98410e730bb504fea43a88609756e34821d91d`](https://github.com/tenstorrent/tt-metal/commit/8b98410e730bb504fea43a88609756e34821d91d) |
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+ | `code/` digest | `27dc2b154aa86da9` (sha256, first 16 hex digits) |
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+ | built | 2026-09-13T15:59:45+00:00 by tt-model 0.1.0 |
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1
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image/repositories CHANGED
@@ -1 +1 @@
1
- {"tt-model/locate-anything-3b-p150":{"04871c7cfa03":"6200d5eeac58fe74f7046e74b7627b63593fcf2c2377540646642b7974170967"}}
 
1
+ {"tt-model/locate-anything-3b-p150":{"164e85a72e70":"155456a8f571909b4c6becc20d788a2df67a07f15243a66f0aeed3ab7ffd7e09"}}
tt_kernel_manifest.json CHANGED
@@ -6,7 +6,7 @@
6
  "device_count": 1,
7
  "producer": {
8
  "tt_kernel_version": "0.1.0",
9
- "created_at": "2026-09-12T13:43:23.393943+00:00",
10
  "hostname": "deepgadget"
11
  },
12
  "weights": {
@@ -30,8 +30,8 @@
30
  "image": {
31
  "registry": "hf",
32
  "repository": "locate-anything-3b-p150",
33
- "tag": "tt-model/locate-anything-3b-p150:04871c7cfa03",
34
- "digest": "sha256:04871c7cfa0304a1e994c9f59644c57c310b9f7555a0e25e440e43d499a665af"
35
  },
36
  "kind": "tt-dit-server",
37
  "runtime": {
@@ -66,7 +66,8 @@
66
  "LA_IN_TOKEN_LIMIT": "1024",
67
  "LA_PREC": "accuracy",
68
  "LA_TRACE": "1",
69
- "LA_WARMUP_RUNS": "2"
 
70
  }
71
  },
72
  "serve_profiles": [
@@ -99,10 +100,10 @@
99
  "from pathlib import Path; assert 'spill_ff1_3' in Path('/opt/tt-metal/models/tt_transformers/tt/mlp.py').read_text(), 'mlp.py overlay (decode w1/w3 DRAM spill) missing'"
100
  ],
101
  "built": {
102
- "image": "tt-model/locate-anything-3b-p150:04871c7cfa03",
103
  "repo": "changh95/locate-anything-3b-p150",
104
  "tt_model_version": "0.1.0",
105
- "created_at": "2026-09-12T13:42:57+00:00",
106
  "tt_metal": {
107
  "sha": "8b98410e730bb504fea43a88609756e34821d91d",
108
  "describe": "v0.78.0-dev20260820-25-g8b98410e73",
@@ -113,8 +114,8 @@
113
  "branch": "main",
114
  "pushed": true
115
  },
116
- "code_sha256": "eb2ce7d7357c84e347bd2fea0bdfddfba4d74a201259085e477c5915977dc0f9",
117
- "image_digest": "sha256:04871c7cfa0304a1e994c9f59644c57c310b9f7555a0e25e440e43d499a665af"
118
  }
119
  }
120
  }
 
6
  "device_count": 1,
7
  "producer": {
8
  "tt_kernel_version": "0.1.0",
9
+ "created_at": "2026-09-13T16:02:53.683674+00:00",
10
  "hostname": "deepgadget"
11
  },
12
  "weights": {
 
30
  "image": {
31
  "registry": "hf",
32
  "repository": "locate-anything-3b-p150",
33
+ "tag": "tt-model/locate-anything-3b-p150:164e85a72e70",
34
+ "digest": "sha256:164e85a72e70874bf01daafd355ec5b506fe6f5774d13c97488ab492f38ffee9"
35
  },
36
  "kind": "tt-dit-server",
37
  "runtime": {
 
66
  "LA_IN_TOKEN_LIMIT": "1024",
67
  "LA_PREC": "accuracy",
68
  "LA_TRACE": "1",
69
+ "LA_WARMUP_RUNS": "2",
70
+ "TT_FUSED": "1"
71
  }
72
  },
73
  "serve_profiles": [
 
100
  "from pathlib import Path; assert 'spill_ff1_3' in Path('/opt/tt-metal/models/tt_transformers/tt/mlp.py').read_text(), 'mlp.py overlay (decode w1/w3 DRAM spill) missing'"
101
  ],
102
  "built": {
103
+ "image": "tt-model/locate-anything-3b-p150:164e85a72e70",
104
  "repo": "changh95/locate-anything-3b-p150",
105
  "tt_model_version": "0.1.0",
106
+ "created_at": "2026-09-13T15:59:45+00:00",
107
  "tt_metal": {
108
  "sha": "8b98410e730bb504fea43a88609756e34821d91d",
109
  "describe": "v0.78.0-dev20260820-25-g8b98410e73",
 
114
  "branch": "main",
115
  "pushed": true
116
  },
117
+ "code_sha256": "27dc2b154aa86da9d0b5c303c649e0b8dc6f321a137d41b81bc3ca4c041d1f89",
118
+ "image_digest": "sha256:164e85a72e70874bf01daafd355ec5b506fe6f5774d13c97488ab492f38ffee9"
119
  }
120
  }
121
  }