Instructions to use dizyann/crivo-web with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers.js
How to use dizyann/crivo-web with Transformers.js:
// ⚠️ Unknown pipeline tag
docs: publish browser benchmarks for every model variant
Browse files- README.md +46 -0
- models/150m/README.md +4 -1
- models/17m/README.md +4 -1
- models/1b/README.md +4 -1
- models/32m/README.md +4 -1
- models/400m/README.md +4 -1
- models/68m/README.md +4 -1
- scripts/benchmark/browser.json +2351 -0
- scripts/benchmark/playground.js +2 -1
README.md
CHANGED
|
@@ -86,6 +86,52 @@ The only runtime export remains `decide`; `ModelSize` and `ModelOptions` are typ
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| 86 |
An injected `decisionRuntime` takes precedence over `model` options. When composing
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| 87 |
through a Layer, provide `model: {}` alongside a runtime provider if using defaults.
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| 89 |
### Download sizes and conversion checks
|
| 90 |
|
| 91 |
Weights only; tokenizer and runtime downloads are additional. Memory use is higher.
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|
| 86 |
An injected `decisionRuntime` takes precedence over `model` options. When composing
|
| 87 |
through a Layer, provide `model: {}` alongside a runtime provider if using defaults.
|
| 88 |
|
| 89 |
+
### Measured in the browser playground
|
| 90 |
+
|
| 91 |
+
Measured with **`bun run browser`**, Apple M4 / 24 GiB, macOS 26.6.2,
|
| 92 |
+
headless Chromium 154, WebGPU via Metal, ONNX Runtime Web 1.30.0.
|
| 93 |
+
The page was not cross-origin isolated (WASM threading unavailable). This was a local
|
| 94 |
+
development session, without controlled power or thermal conditions.
|
| 95 |
+
The default `examples/basic` request contains **three questions in one batch**.
|
| 96 |
+
Each configuration had one initialization run, three more warmups, then 20 measured
|
| 97 |
+
runs with the same session. Times include tokenization, ONNX inference and answer mapping;
|
| 98 |
+
they exclude model setup and UI rendering. These are workload-specific measurements,
|
| 99 |
+
not latency promises or a rerun of Decision Index. Longer inputs and different devices
|
| 100 |
+
can change both latency and model rankings.
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| 101 |
+
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| 102 |
+
**Warm inference: median / p95, milliseconds per complete three-question request.**
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| 103 |
+
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| 104 |
+
| Model | CPU · WASM · INT8 | CPU · WASM · FP32 | GPU · WebGPU · FP32 |
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| 105 |
+
| --- | ---: | ---: | ---: |
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| 106 |
+
| 17M | 61.4 / 69.3 | 57.1 / 69.5 | 12.6 / 16.1 |
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| 107 |
+
| 32M | 187.0 / 215.2 | 168.0 / 172.0 | 14.6 / 16.4 |
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| 108 |
+
| 68M | 577.6 / 596.8 | 535.0 / 551.8 | 33.2 / 36.3 |
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| 109 |
+
| 150M | 1466.2 / 1526.9 | 1302.0 / 1368.1 | 68.4 / 70.1 |
|
| 110 |
+
| 400M | 4406.5 / 4517.8 | 3903.4 / 4017.0 | 192.0 / 197.8 |
|
| 111 |
+
| 1B | 12442.0 / 13207.4 | Unsupported | 486.8 / 504.3 |
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| 112 |
+
|
| 113 |
+
**Model setup from cached weights, seconds (one observation per configuration).**
|
| 114 |
+
This includes cached asset reads and session initialization, but not network downloads
|
| 115 |
+
or the first inference. Reusing a session makes this setup time zero on subsequent runs.
|
| 116 |
+
|
| 117 |
+
| Model | CPU · WASM · INT8 | CPU · WASM · FP32 | GPU · WebGPU · FP32 |
|
| 118 |
+
| --- | ---: | ---: | ---: |
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| 119 |
+
| 17M | 0.36 | 0.19 | 0.21 |
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| 120 |
+
| 32M | 0.22 | 0.26 | 0.30 |
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| 121 |
+
| 68M | 0.42 | 0.67 | 0.75 |
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| 122 |
+
| 150M | 0.62 | 1.33 | 1.58 |
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| 123 |
+
| 400M | 1.27 | 4.73 | 4.82 |
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| 124 |
+
| 1B | 3.72 | — | 6.31 |
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| 125 |
+
|
| 126 |
+
INT8 reduces weight downloads; these measurements do not show a consistent speed advantage.
|
| 127 |
+
For interactive browser use, evaluate smaller variants on WASM or FP32 on WebGPU,
|
| 128 |
+
then validate decision quality on your own inputs. The 1B FP32/WASM combination is disabled
|
| 129 |
+
because it exceeded the tested memory budget; INT8/WebGPU is also unsupported.
|
| 130 |
+
|
| 131 |
+
[Raw samples and exact input](scripts/benchmark/browser.json) ·
|
| 132 |
+
[Reproduction procedure](scripts/benchmark/README.md) ·
|
| 133 |
+
[UI benchmark script](scripts/benchmark/playground.js).
|
| 134 |
+
|
| 135 |
### Download sizes and conversion checks
|
| 136 |
|
| 137 |
Weights only; tokenizer and runtime downloads are additional. Memory use is higher.
|
models/150m/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `981e257e06537ddfbdc6e7215124875a42fd97c0`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-150m/blob/981e257e06537ddfbdc6e7215124875a42fd97c0/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `981e257e06537ddfbdc6e7215124875a42fd97c0`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-150m/blob/981e257e06537ddfbdc6e7215124875a42fd97c0/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/150m/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "150m" }`.
|
models/17m/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `2b97905e8d35b0afbbdfa63d6dfc92d6c3450c25`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-17m/blob/2b97905e8d35b0afbbdfa63d6dfc92d6c3450c25/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `2b97905e8d35b0afbbdfa63d6dfc92d6c3450c25`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-17m/blob/2b97905e8d35b0afbbdfa63d6dfc92d6c3450c25/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/17m/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "17m" }`.
|
models/1b/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `5dab4fb0ee59bbd08d0126027aff14ddf90466ee`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-1b/blob/5dab4fb0ee59bbd08d0126027aff14ddf90466ee/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `5dab4fb0ee59bbd08d0126027aff14ddf90466ee`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-1b/blob/5dab4fb0ee59bbd08d0126027aff14ddf90466ee/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/1b/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "1b" }`.
|
models/32m/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `77d61fdb6421838320097d9bcb3e4e42a120323e`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-32m/blob/77d61fdb6421838320097d9bcb3e4e42a120323e/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `77d61fdb6421838320097d9bcb3e4e42a120323e`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-32m/blob/77d61fdb6421838320097d9bcb3e4e42a120323e/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/32m/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "32m" }`.
|
models/400m/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `81f9cab8d7b3cc049b33033952850bb15ce654ae`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-400m/blob/81f9cab8d7b3cc049b33033952850bb15ce654ae/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `81f9cab8d7b3cc049b33033952850bb15ce654ae`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-400m/blob/81f9cab8d7b3cc049b33033952850bb15ce654ae/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/400m/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "400m" }`.
|
models/68m/README.md
CHANGED
|
@@ -11,7 +11,7 @@ Original architecture, training and weights by [tardellirs](https://huggingface.
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
-
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-
|
| 15 |
|
| 16 |
Source revision: `4519d10aa61562f1c74461ff84a45dcda0944e02`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-68m/blob/4519d10aa61562f1c74461ff84a45dcda0944e02/README.md)
|
|
@@ -29,3 +29,6 @@ FP32 maximum logit error against PyTorch on the three bundled fixtures:
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
No additional training was performed. Weights retain the CC BY-NC 4.0 license.
|
| 12 |
|
| 13 |
[Playground](https://huggingface.co/spaces/dizyann/crivo-demo) ·
|
| 14 |
+
[TypeScript library, CLI and model comparison](https://huggingface.co/dizyann/crivo-web)
|
| 15 |
|
| 16 |
Source revision: `4519d10aa61562f1c74461ff84a45dcda0944e02`.
|
| 17 |
See the [pinned original card](https://huggingface.co/tardellirs/crivo-68m/blob/4519d10aa61562f1c74461ff84a45dcda0944e02/README.md)
|
|
|
|
| 29 |
benchmark; recalibrate thresholds on your own inputs and compare equivalent batches.
|
| 30 |
See `parity.json` for fixtures, versions and provenance. Use the project lockfile:
|
| 31 |
older native ONNX Runtime versions can produce materially different INT8 probabilities.
|
| 32 |
+
|
| 33 |
+
This variant is served from `dizyann/crivo-web` under `models/68m/`.
|
| 34 |
+
Select it through the TypeScript API with `model: { size: "68m" }`.
|
scripts/benchmark/browser.json
ADDED
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@@ -0,0 +1,2351 @@
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|
| 2265 |
+
"status": "complete",
|
| 2266 |
+
"userAgent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) HeadlessChrome/154.0.0.0 Safari/537.36",
|
| 2267 |
+
"threads": 10,
|
| 2268 |
+
"gpu": {
|
| 2269 |
+
"vendor": "apple",
|
| 2270 |
+
"architecture": "metal-3",
|
| 2271 |
+
"device": "",
|
| 2272 |
+
"description": ""
|
| 2273 |
+
},
|
| 2274 |
+
"input": {
|
| 2275 |
+
"state": {
|
| 2276 |
+
"message": "My card was charged twice for the same order. Please refund the duplicate charge.",
|
| 2277 |
+
"order": {
|
| 2278 |
+
"status": "paid",
|
| 2279 |
+
"paymentCount": 2
|
| 2280 |
+
}
|
| 2281 |
+
},
|
| 2282 |
+
"decisions": [
|
| 2283 |
+
{
|
| 2284 |
+
"id": "intent",
|
| 2285 |
+
"instruction": "Identify the primary intent of the customer.",
|
| 2286 |
+
"type": "choice",
|
| 2287 |
+
"options": [
|
| 2288 |
+
{
|
| 2289 |
+
"value": "refund",
|
| 2290 |
+
"description": "The customer wants to recover money charged."
|
| 2291 |
+
},
|
| 2292 |
+
{
|
| 2293 |
+
"value": "cancel",
|
| 2294 |
+
"description": "The customer wants to cancel an order."
|
| 2295 |
+
},
|
| 2296 |
+
{
|
| 2297 |
+
"value": "other",
|
| 2298 |
+
"description": "The request does not match the other intents."
|
| 2299 |
+
}
|
| 2300 |
+
]
|
| 2301 |
+
},
|
| 2302 |
+
{
|
| 2303 |
+
"id": "duplicateCharge",
|
| 2304 |
+
"instruction": "The customer was charged twice for the same order.",
|
| 2305 |
+
"type": "noul",
|
| 2306 |
+
"outcomes": {
|
| 2307 |
+
"true": {
|
| 2308 |
+
"description": "The same order was charged more than once."
|
| 2309 |
+
},
|
| 2310 |
+
"false": {
|
| 2311 |
+
"description": "There was one charge or the charges were for different orders."
|
| 2312 |
+
}
|
| 2313 |
+
}
|
| 2314 |
+
},
|
| 2315 |
+
{
|
| 2316 |
+
"id": "urgency",
|
| 2317 |
+
"instruction": "Rate the urgency of this support request using the ordered levels.",
|
| 2318 |
+
"type": "score",
|
| 2319 |
+
"levels": [
|
| 2320 |
+
{
|
| 2321 |
+
"value": "0",
|
| 2322 |
+
"description": "An informational question without loss or blocked work."
|
| 2323 |
+
},
|
| 2324 |
+
{
|
| 2325 |
+
"value": "1",
|
| 2326 |
+
"description": "A limited loss or a problem with a workaround."
|
| 2327 |
+
},
|
| 2328 |
+
{
|
| 2329 |
+
"value": "2",
|
| 2330 |
+
"description": "Major loss or blocked work requiring immediate action."
|
| 2331 |
+
}
|
| 2332 |
+
]
|
| 2333 |
+
}
|
| 2334 |
+
]
|
| 2335 |
+
},
|
| 2336 |
+
"crossOriginIsolated": false,
|
| 2337 |
+
"environment": {
|
| 2338 |
+
"machine": "Apple M4",
|
| 2339 |
+
"memoryGiB": 24,
|
| 2340 |
+
"os": "macOS 26.6.2",
|
| 2341 |
+
"browser": "Headless Chromium 154, Metal WebGPU",
|
| 2342 |
+
"bun": "1.4.0",
|
| 2343 |
+
"onnxruntimeWeb": "1.30.0",
|
| 2344 |
+
"transformersJs": "3.8.1",
|
| 2345 |
+
"assetRevision": "4987a6677e5810585d0d6068f4598934848838d5",
|
| 2346 |
+
"sourceRevision": "bd8c5eec552463ed815a9daf66356816bf7b24c2",
|
| 2347 |
+
"date": "2026-10-19",
|
| 2348 |
+
"cache": "Exact published assets preloaded in transformers-cache; no weight download in measured setup",
|
| 2349 |
+
"conditions": "Local development session; power mode and thermals were not controlled"
|
| 2350 |
+
}
|
| 2351 |
+
}
|
scripts/benchmark/playground.js
CHANGED
|
@@ -3,7 +3,8 @@ window.crivoBenchmark = {
|
|
| 3 |
runs: [],
|
| 4 |
status: 'starting',
|
| 5 |
userAgent: navigator.userAgent,
|
| 6 |
-
threads: navigator.hardwareConcurrency
|
|
|
|
| 7 |
}
|
| 8 |
;(async () => {
|
| 9 |
const report = window.crivoBenchmark
|
|
|
|
| 3 |
runs: [],
|
| 4 |
status: 'starting',
|
| 5 |
userAgent: navigator.userAgent,
|
| 6 |
+
threads: navigator.hardwareConcurrency,
|
| 7 |
+
crossOriginIsolated: window.crossOriginIsolated
|
| 8 |
}
|
| 9 |
;(async () => {
|
| 10 |
const report = window.crivoBenchmark
|