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 fixtures/reference_probs.json from litert-community/clef-flash-LiteRT: direct link, hf CLI and curl.
- Browser
- Download file 212 kB
-
https://huggingface.co/litert-community/clef-flash-LiteRT/resolve/main/fixtures/reference_probs.json
- Command line
-
hf download hf://litert-community/clef-flash-LiteRT/fixtures/reference_probs.json
-
curl -L -o reference_probs.json https://huggingface.co/litert-community/clef-flash-LiteRT/resolve/main/fixtures/reference_probs.json
212 kB
| { | |
| "what": "the provider's own code (joint_schema_model.py systemone() at f0b7d3cd) in float32 on the CPU: per run (a record at an arm: text, or the picture at a 256 / 448 px tile) and question, the option ids in the head's order, the probabilities, the most likely option and whether the two most likely are 0.02 or less apart (near_tie). Python 3.12.11, torch 2.9.0, transformers 5.17.0, 10 threads.", | |
| "runs": [ | |
| { | |
| "key": "ref:own_t01/text", | |
| "set": "ref", | |
| "id": "own_t01", | |
| "arm": "text", | |
| "tokens": 436, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "department", | |
| "type": "choice", | |
| "option_ids": [ | |
| "account", | |
| "billing", | |
| "shipping", | |
| "technical" | |
| ], | |
| "probs": [ | |
| 0.0020749589893966913, | |
| 0.00972782727330923, | |
| 0.009951034560799599, | |
| 0.9782460927963257 | |
| ], | |
| "argmax": "technical", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "wants_refund", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.013630282133817673, | |
| 0.9863697290420532 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "urgency", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3" | |
| ], | |
| "probs": [ | |
| 0.30694112181663513, | |
| 0.3810206353664398, | |
| 0.22470484673976898, | |
| 0.08733338862657547 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t02/text", | |
| "set": "ref", | |
| "id": "own_t02", | |
| "arm": "text", | |
| "tokens": 599, | |
| "length": 1024, | |
| "questions": [ | |
| { | |
| "question_id": "severity", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3", | |
| "4" | |
| ], | |
| "probs": [ | |
| 0.030695321038365364, | |
| 0.1656961888074875, | |
| 0.47583913803100586, | |
| 0.27707794308662415, | |
| 0.05069142207503319 | |
| ], | |
| "argmax": "2", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "resolved", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.9677996635437012, | |
| 0.03220032528042793 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "root_cause", | |
| "type": "choice", | |
| "option_ids": [ | |
| "attack", | |
| "capacity", | |
| "config_change", | |
| "hardware", | |
| "third_party" | |
| ], | |
| "probs": [ | |
| 0.0013243439607322216, | |
| 0.021440450102090836, | |
| 0.9729377627372742, | |
| 0.0018747516442090273, | |
| 0.002422668505460024 | |
| ], | |
| "argmax": "config_change", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "data_loss", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.005943198688328266, | |
| 0.9940568208694458 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t03/text", | |
| "set": "ref", | |
| "id": "own_t03", | |
| "arm": "text", | |
| "tokens": 463, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "new_slot", | |
| "type": "choice", | |
| "option_ids": [ | |
| "mon_0900", | |
| "thu_1000", | |
| "tue_1400" | |
| ], | |
| "probs": [ | |
| 0.012158675119280815, | |
| 0.062186531722545624, | |
| 0.9256548285484314 | |
| ], | |
| "argmax": "tue_1400", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "thursday_still_on", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.08972356468439102, | |
| 0.910276472568512 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "reply_needed", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.7556129693984985, | |
| 0.24438700079917908 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t04/text", | |
| "set": "ref", | |
| "id": "own_t04", | |
| "arm": "text", | |
| "tokens": 493, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "dark_mode", | |
| "type": "choice", | |
| "option_ids": [ | |
| "cancel", | |
| "postpone", | |
| "ship_v23" | |
| ], | |
| "probs": [ | |
| 0.00717861158773303, | |
| 0.007221940904855728, | |
| 0.9855993986129761 | |
| ], | |
| "argmax": "ship_v23", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "release_note_owner", | |
| "type": "choice", | |
| "option_ids": [ | |
| "abebe", | |
| "felix", | |
| "noor" | |
| ], | |
| "probs": [ | |
| 0.011383161880075932, | |
| 0.9791655540466309, | |
| 0.009451243095099926 | |
| ], | |
| "argmax": "felix", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "open_items", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2" | |
| ], | |
| "probs": [ | |
| 0.012073171325027943, | |
| 0.9807779788970947, | |
| 0.007148820906877518 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "beta_label_decided", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.025620637461543083, | |
| 0.974379301071167 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t05/text", | |
| "set": "ref", | |
| "id": "own_t05", | |
| "arm": "text", | |
| "tokens": 553, | |
| "length": 1024, | |
| "questions": [ | |
| { | |
| "question_id": "sentiment", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3", | |
| "4" | |
| ], | |
| "probs": [ | |
| 0.028970826417207718, | |
| 0.6241393685340881, | |
| 0.3356001377105713, | |
| 0.008222117088735104, | |
| 0.0030674401205033064 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "safety_issue", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.9697904586791992, | |
| 0.030209515243768692 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "main_complaint", | |
| "type": "choice", | |
| "option_ids": [ | |
| "design", | |
| "durability", | |
| "speed", | |
| "support" | |
| ], | |
| "probs": [ | |
| 0.00624008709564805, | |
| 0.9739807844161987, | |
| 0.00894900318235159, | |
| 0.010830216109752655 | |
| ], | |
| "argmax": "durability", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "recommend", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.020259197801351547, | |
| 0.9797407388687134 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t06/text", | |
| "set": "ref", | |
| "id": "own_t06", | |
| "arm": "text", | |
| "tokens": 411, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "environment", | |
| "type": "choice", | |
| "option_ids": [ | |
| "both", | |
| "neither", | |
| "production", | |
| "staging" | |
| ], | |
| "probs": [ | |
| 0.009194618090987206, | |
| 0.007201558444648981, | |
| 0.008247054181993008, | |
| 0.9753568172454834 | |
| ], | |
| "argmax": "staging", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "fixed", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.9077232480049133, | |
| 0.09227681905031204 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "urgency", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2" | |
| ], | |
| "probs": [ | |
| 0.10568148642778397, | |
| 0.7105181217193604, | |
| 0.1838003695011139 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t07/text", | |
| "set": "ref", | |
| "id": "own_t07", | |
| "arm": "text", | |
| "tokens": 438, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "best_slot", | |
| "type": "choice", | |
| "option_ids": [ | |
| "fri_am", | |
| "mon_am", | |
| "thu_am", | |
| "tue_am", | |
| "tue_pm", | |
| "wed_pm" | |
| ], | |
| "probs": [ | |
| 0.026637353003025055, | |
| 0.1287812441587448, | |
| 0.07282086461782455, | |
| 0.7324261665344238, | |
| 0.03228142112493515, | |
| 0.007052955683320761 | |
| ], | |
| "argmax": "tue_am", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "length", | |
| "type": "choice", | |
| "option_ids": [ | |
| "15", | |
| "30", | |
| "60", | |
| "90" | |
| ], | |
| "probs": [ | |
| 0.0043379757553339005, | |
| 0.9900583624839783, | |
| 0.003430643118917942, | |
| 0.0021731131710112095 | |
| ], | |
| "argmax": "30", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "needs_travel", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.12106605619192123, | |
| 0.8789339661598206 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t08/text", | |
| "set": "ref", | |
| "id": "own_t08", | |
| "arm": "text", | |
| "tokens": 604, | |
| "length": 1024, | |
| "questions": [ | |
| { | |
| "question_id": "diet", | |
| "type": "choice", | |
| "option_ids": [ | |
| "contains_meat", | |
| "vegan", | |
| "vegetarian" | |
| ], | |
| "probs": [ | |
| 0.004436923190951347, | |
| 0.03225412219762802, | |
| 0.9633089303970337 | |
| ], | |
| "argmax": "vegetarian", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "needs_cooking", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.004901106469333172, | |
| 0.995098888874054 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "effort", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2" | |
| ], | |
| "probs": [ | |
| 0.8585019707679749, | |
| 0.12899157404899597, | |
| 0.012506517581641674 | |
| ], | |
| "argmax": "0", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "servings", | |
| "type": "choice", | |
| "option_ids": [ | |
| "1", | |
| "10", | |
| "2", | |
| "3", | |
| "4", | |
| "5", | |
| "6", | |
| "7", | |
| "8", | |
| "9" | |
| ], | |
| "probs": [ | |
| 0.021826304495334625, | |
| 0.007177992723882198, | |
| 0.9291272759437561, | |
| 0.014415438286960125, | |
| 0.01145924162119627, | |
| 0.0044674985110759735, | |
| 0.003467407776042819, | |
| 0.002763566095381975, | |
| 0.0027779899537563324, | |
| 0.0025173574686050415 | |
| ], | |
| "argmax": "2", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t09/text", | |
| "set": "ref", | |
| "id": "own_t09", | |
| "arm": "text", | |
| "tokens": 582, | |
| "length": 1024, | |
| "questions": [ | |
| { | |
| "question_id": "department", | |
| "type": "choice", | |
| "option_ids": [ | |
| "account", | |
| "billing", | |
| "shipping", | |
| "technical" | |
| ], | |
| "probs": [ | |
| 0.00786023959517479, | |
| 0.9724278450012207, | |
| 0.006265465170145035, | |
| 0.013446450233459473 | |
| ], | |
| "argmax": "billing", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "duplicate_charge", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.9583020210266113, | |
| 0.041698019951581955 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "refund_amount", | |
| "type": "choice", | |
| "option_ids": [ | |
| "0", | |
| "14.99", | |
| "29.98" | |
| ], | |
| "probs": [ | |
| 0.009111710824072361, | |
| 0.9767141342163086, | |
| 0.014174086973071098 | |
| ], | |
| "argmax": "14.99", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "frustration", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3", | |
| "4", | |
| "5", | |
| "6" | |
| ], | |
| "probs": [ | |
| 0.016860734671354294, | |
| 0.02520955167710781, | |
| 0.13337551057338715, | |
| 0.41662758588790894, | |
| 0.3030862808227539, | |
| 0.06852078437805176, | |
| 0.036319550126791 | |
| ], | |
| "argmax": "3", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t10/text", | |
| "set": "ref", | |
| "id": "own_t10", | |
| "arm": "text", | |
| "tokens": 396, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "meets_conditions", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.910615861415863, | |
| 0.08938407152891159 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "policy_issue", | |
| "type": "choice", | |
| "option_ids": [ | |
| "certification", | |
| "consent", | |
| "none", | |
| "notice" | |
| ], | |
| "probs": [ | |
| 0.017086582258343697, | |
| 0.013082234188914299, | |
| 0.9511185884475708, | |
| 0.018712572753429413 | |
| ], | |
| "argmax": "none", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "review", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1" | |
| ], | |
| "probs": [ | |
| 0.9450775980949402, | |
| 0.0549224391579628 | |
| ], | |
| "argmax": "0", | |
| "near_tie": false | |
| } | |
| ] | |
| }, | |
| { | |
| "key": "ref:own_t11/text", | |
| "set": "ref", | |
| "id": "own_t11", | |
| "arm": "text", | |
| "tokens": 497, | |
| "length": 512, | |
| "questions": [ | |
| { | |
| "question_id": "encrypted_at_rest", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.9580949544906616, | |
| 0.04190501570701599 | |
| ], | |
| "argmax": "true", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "pentest_current", | |
| "type": "noul", | |
| "option_ids": [ | |
| "true", | |
| "false" | |
| ], | |
| "probs": [ | |
| 0.061500001698732376, | |
| 0.9385000467300415 | |
| ], | |
| "argmax": "false", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "risk", | |
| "type": "score", | |
| "option_ids": [ | |
| "0", | |
| "1", | |
| "2", | |
| "3" | |
| ], | |
| "probs": [ | |
| 0.10386830568313599, | |
| 0.7748581171035767, | |
| 0.09309681504964828, | |
| 0.028176715597510338 | |
| ], | |
| "argmax": "1", | |
| "near_tie": false | |
| }, | |
| { | |
| "question_id": "next_step", | |
| "type": "choice", | |
| "option_ids": [ | |
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