Instructions to use litert-community/clef-flash-LiteRT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LiteRT
How to use litert-community/clef-flash-LiteRT with LiteRT:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Download examples/run_example.expected.json from litert-community/clef-flash-LiteRT: direct link, hf CLI and curl.
- Browser
- Download file 6.74 kB
-
https://huggingface.co/litert-community/clef-flash-LiteRT/resolve/main/examples/run_example.expected.json
- Command line
-
hf download hf://litert-community/clef-flash-LiteRT/examples/run_example.expected.json
-
curl -L -o run_example.expected.json https://huggingface.co/litert-community/clef-flash-LiteRT/resolve/main/examples/run_example.expected.json
6.74 kB
| { | |
| "what": "what examples/run_example.py --check compares with: the provider's own code (Cloudflare/clef-flash at f0b7d3cd, joint_schema_model.py systemone()) in float32 on the CPU, one row per question; and the host's refusals", | |
| "reference": { | |
| "python": "3.12.11", | |
| "torch": "2.9.0", | |
| "transformers": "5.17.0", | |
| "device": "cpu", | |
| "dtype": "float32", | |
| "threads": 10 | |
| }, | |
| "line": { | |
| "near_tie": 0.02, | |
| "max_abs_dp": 0.02, | |
| "mean_of_request_means": 0.002 | |
| }, | |
| "requests": [ | |
| { | |
| "record": "semif_a3f18f3a63d45345942b", | |
| "arm": "text", | |
| "tile": 448, | |
| "image": null, | |
| "input_tokens": 185, | |
| "length": 256, | |
| "questions": { | |
| "decision": { | |
| "type": "choice", | |
| "option_ids": [ | |
| "contradicted", | |
| "insufficient", | |
| "supported" | |
| ], | |
| "probabilities": [ | |
| 0.9379705190658569, | |
| 0.030058452859520912, | |
| 0.03197097405791283 | |
| ], | |
| "argmax": "contradicted", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "choice", | |
| "confidence", | |
| "probabilities", | |
| "type" | |
| ] | |
| } | |
| } | |
| }, | |
| { | |
| "record": "own_t01", | |
| "arm": "text", | |
| "tile": 448, | |
| "image": null, | |
| "input_tokens": 436, | |
| "length": 512, | |
| "questions": { | |
| "department": { | |
| "type": "choice", | |
| "option_ids": [ | |
| "account", | |
| "billing", | |
| "shipping", | |
| "technical" | |
| ], | |
| "probabilities": [ | |
| 0.0020749589893966913, | |
| 0.00972782727330923, | |
| 0.009951034560799599, | |
| 0.9782460927963257 | |
| ], | |
| "argmax": "technical", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "choice", | |
| "confidence", | |
| "probabilities", | |
| "type" | |
| ] | |
| }, | |
| "wants_refund": { | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probabilities": [ | |
| 0.013630282133817673, | |
| 0.9863697290420532 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "noul", | |
| "type" | |
| ] | |
| }, | |
| "urgency": { | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3" | |
| ], | |
| "probabilities": [ | |
| 0.30694112181663513, | |
| 0.3810206353664398, | |
| 0.22470484673976898, | |
| 0.08733338862657547 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "confidence", | |
| "legend", | |
| "probabilities", | |
| "score", | |
| "type" | |
| ] | |
| } | |
| } | |
| }, | |
| { | |
| "record": "own_j02", | |
| "arm": "text", | |
| "tile": 448, | |
| "image": null, | |
| "input_tokens": 475, | |
| "length": 512, | |
| "questions": { | |
| "can_ship": { | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probabilities": [ | |
| 0.02195017971098423, | |
| 0.9780498147010803 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "noul", | |
| "type" | |
| ] | |
| }, | |
| "blocker": { | |
| "type": "choice", | |
| "option_ids": [ | |
| "address", | |
| "none", | |
| "payment", | |
| "stock" | |
| ], | |
| "probabilities": [ | |
| 0.9526756405830383, | |
| 0.01776018552482128, | |
| 0.019623257219791412, | |
| 0.009940925054252148 | |
| ], | |
| "argmax": "address", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "choice", | |
| "confidence", | |
| "probabilities", | |
| "type" | |
| ] | |
| }, | |
| "gift": { | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probabilities": [ | |
| 0.9568854570388794, | |
| 0.04311459884047508 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "noul", | |
| "type" | |
| ] | |
| }, | |
| "priority": { | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2" | |
| ], | |
| "probabilities": [ | |
| 0.2836693525314331, | |
| 0.47363296151161194, | |
| 0.24269776046276093 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "confidence", | |
| "legend", | |
| "probabilities", | |
| "score", | |
| "type" | |
| ] | |
| } | |
| } | |
| }, | |
| { | |
| "record": "img_02", | |
| "arm": "g256", | |
| "tile": 256, | |
| "image": "fixtures/images/bars_640x480.png", | |
| "input_tokens": 466, | |
| "length": 512, | |
| "questions": { | |
| "tallest": { | |
| "type": "choice", | |
| "option_ids": [ | |
| "blue", | |
| "green", | |
| "orange", | |
| "red", | |
| "yellow" | |
| ], | |
| "probabilities": [ | |
| 0.01152847521007061, | |
| 0.9539625644683838, | |
| 0.013284590095281601, | |
| 0.010554770939052105, | |
| 0.010669572278857231 | |
| ], | |
| "argmax": "green", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "choice", | |
| "confidence", | |
| "probabilities", | |
| "type" | |
| ] | |
| }, | |
| "green_over_orange": { | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probabilities": [ | |
| 0.9484120607376099, | |
| 0.05158793926239014 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "noul", | |
| "type" | |
| ] | |
| }, | |
| "spread": { | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3" | |
| ], | |
| "probabilities": [ | |
| 0.05013371258974075, | |
| 0.22498683631420135, | |
| 0.5188930630683899, | |
| 0.20598644018173218 | |
| ], | |
| "argmax": "2", | |
| "near_tie": false, | |
| "answer_fields": [ | |
| "confidence", | |
| "legend", | |
| "probabilities", | |
| "score", | |
| "type" | |
| ] | |
| } | |
| } | |
| } | |
| ], | |
| "refusals": { | |
| "too_long": { | |
| "error": "RequestTooLong", | |
| "message": "the record has 4848 tokens; the largest row graph holds 4096" | |
| }, | |
| "two_pictures": { | |
| "error": "UnsupportedMedia", | |
| "message": "2 pictures: this host reads one picture per request" | |
| }, | |
| "videos": { | |
| "error": "UnsupportedMedia", | |
| "message": "videos are not read by this host" | |
| }, | |
| "media_kwargs": { | |
| "error": "UnsupportedMedia", | |
| "message": "media_kwargs are not read by this host (one picture at a fixed tile)" | |
| }, | |
| "url_picture": { | |
| "error": "UnsupportedMedia", | |
| "message": "a picture is a PIL image, a uint8 array, image file bytes, a local path or a data URI (the host does not fetch URLs)" | |
| }, | |
| "unreadable_picture": { | |
| "error": "UnsupportedMedia", | |
| "message": null | |
| }, | |
| "tile_300": { | |
| "error": "UnsupportedMedia", | |
| "message": "tile 300: the tower graphs read 256 or 448 px tiles" | |
| }, | |
| "no_model": { | |
| "error": "MissingModelOrState", | |
| "message": "model and state are required" | |
| }, | |
| "no_questions": { | |
| "error": "NoQuestions", | |
| "message": "at least one question is required" | |
| }, | |
| "bad_type": { | |
| "error": "BadQuestionType", | |
| "message": "faulty: type must be noul, choice, or score" | |
| }, | |
| "empty_criteria": { | |
| "error": "EmptyCriteria", | |
| "message": "team: criteria must not be empty" | |
| }, | |
| "schema_too_long": { | |
| "error": "SchemaTooLong", | |
| "message": "schema requires 53371 tokens before state; maximum is 16384" | |
| } | |
| } | |
| } | |