Instructions to use magepol/en_tech with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- spaCy
How to use magepol/en_tech with spaCy:
!pip install https://huggingface.co/magepol/en_tech/resolve/main/en_tech-any-py3-none-any.whl # Using spacy.load(). import spacy nlp = spacy.load("en_tech") # Importing as module. import en_tech nlp = en_tech.load() - Notebooks
- Google Colab
- Kaggle
Download meta.json from magepol/en_tech: direct link, hf CLI and curl.
- Browser
- Download file 4.94 kB
-
https://huggingface.co/magepol/en_tech/resolve/main/meta.json
- Command line
-
hf download hf://magepol/en_tech/meta.json
-
curl -L -o meta.json https://huggingface.co/magepol/en_tech/resolve/main/meta.json
4.94 kB
| { | |
| "lang":"en", | |
| "name":"tech", | |
| "version":"0.0.7", | |
| "description":"", | |
| "author":"", | |
| "email":"", | |
| "url":"", | |
| "license":"", | |
| "spacy_version":">=3.7.5,<3.8.0", | |
| "spacy_git_version":"a6d0fc360", | |
| "vectors":{ | |
| "width":300, | |
| "vectors":514157, | |
| "keys":514157, | |
| "name":"en_vectors" | |
| }, | |
| "labels":{ | |
| "tok2vec":[ | |
| ], | |
| "ner":[ | |
| "BATTERY", | |
| "BRAND", | |
| "CACHE", | |
| "CAM_RES", | |
| "CHARGE", | |
| "CLOCK_SPEED", | |
| "COLOR", | |
| "CORE_COUNT", | |
| "FEATURE", | |
| "GEN", | |
| "GRAPHICS", | |
| "GRAPHICS_RAM", | |
| "MEM_TYPE", | |
| "MODEL_NUMBER", | |
| "OPERATING_SYSTEM", | |
| "PROCESSOR", | |
| "PROCESSOR_MODEL", | |
| "PRODUCT_SERIES", | |
| "RAM", | |
| "RESOLUTION", | |
| "SCREEN_SIZE", | |
| "SCREEN_TYPE", | |
| "SOCKET", | |
| "STORAGE", | |
| "STORAGE_TYPE", | |
| "TAG", | |
| "TYPE" | |
| ], | |
| "textcat":[ | |
| "267", | |
| "292", | |
| "297", | |
| "325", | |
| "328", | |
| "4745" | |
| ] | |
| }, | |
| "pipeline":[ | |
| "tok2vec", | |
| "ner", | |
| "textcat" | |
| ], | |
| "components":[ | |
| "tok2vec", | |
| "ner", | |
| "textcat" | |
| ], | |
| "disabled":[ | |
| ], | |
| "performance":{ | |
| "ents_f":0.9437152392, | |
| "ents_p":0.9445557782, | |
| "ents_r":0.9428761947, | |
| "ents_per_type":{ | |
| "PROCESSOR":{ | |
| "p":0.9526315789, | |
| "r":0.9551451187, | |
| "f":0.953886693 | |
| }, | |
| "PROCESSOR_MODEL":{ | |
| "p":0.9577464789, | |
| "r":0.9714285714, | |
| "f":0.9645390071 | |
| }, | |
| "TYPE":{ | |
| "p":0.9552715655, | |
| "r":0.9228395062, | |
| "f":0.9387755102 | |
| }, | |
| "CLOCK_SPEED":{ | |
| "p":0.90625, | |
| "r":1.0, | |
| "f":0.9508196721 | |
| }, | |
| "BRAND":{ | |
| "p":0.9787234043, | |
| "r":0.9741176471, | |
| "f":0.9764150943 | |
| }, | |
| "MODEL_NUMBER":{ | |
| "p":0.8238095238, | |
| "r":0.8122065728, | |
| "f":0.8179669031 | |
| }, | |
| "COLOR":{ | |
| "p":0.9775784753, | |
| "r":0.9732142857, | |
| "f":0.9753914989 | |
| }, | |
| "TAG":{ | |
| "p":0.8611111111, | |
| "r":0.8454545455, | |
| "f":0.8532110092 | |
| }, | |
| "SCREEN_SIZE":{ | |
| "p":0.9703947368, | |
| "r":0.9609120521, | |
| "f":0.9656301146 | |
| }, | |
| "STORAGE":{ | |
| "p":0.9961977186, | |
| "r":0.9961977186, | |
| "f":0.9961977186 | |
| }, | |
| "FEATURE":{ | |
| "p":0.9478827362, | |
| "r":0.9603960396, | |
| "f":0.9540983607 | |
| }, | |
| "OPERATING_SYSTEM":{ | |
| "p":1.0, | |
| "r":0.9863945578, | |
| "f":0.9931506849 | |
| }, | |
| "RAM":{ | |
| "p":0.9417040359, | |
| "r":0.9459459459, | |
| "f":0.9438202247 | |
| }, | |
| "BATTERY":{ | |
| "p":0.9090909091, | |
| "r":1.0, | |
| "f":0.9523809524 | |
| }, | |
| "PRODUCT_SERIES":{ | |
| "p":0.909375, | |
| "r":0.9037267081, | |
| "f":0.9065420561 | |
| }, | |
| "RESOLUTION":{ | |
| "p":0.9574468085, | |
| "r":0.9375, | |
| "f":0.9473684211 | |
| }, | |
| "MEM_TYPE":{ | |
| "p":0.98125, | |
| "r":0.9936708861, | |
| "f":0.9874213836 | |
| }, | |
| "STORAGE_TYPE":{ | |
| "p":0.9802631579, | |
| "r":0.9933333333, | |
| "f":0.9867549669 | |
| }, | |
| "GRAPHICS":{ | |
| "p":0.8562874251, | |
| "r":0.8827160494, | |
| "f":0.8693009119 | |
| }, | |
| "CORE_COUNT":{ | |
| "p":0.8611111111, | |
| "r":0.9117647059, | |
| "f":0.8857142857 | |
| }, | |
| "GRAPHICS_RAM":{ | |
| "p":1.0, | |
| "r":0.9587628866, | |
| "f":0.9789473684 | |
| }, | |
| "CACHE":{ | |
| "p":0.9615384615, | |
| "r":0.9615384615, | |
| "f":0.9615384615 | |
| }, | |
| "SCREEN_TYPE":{ | |
| "p":0.8529411765, | |
| "r":0.7435897436, | |
| "f":0.7945205479 | |
| }, | |
| "CAM_RES":{ | |
| "p":0.9130434783, | |
| "r":1.0, | |
| "f":0.9545454545 | |
| }, | |
| "GEN":{ | |
| "p":1.0, | |
| "r":0.9444444444, | |
| "f":0.9714285714 | |
| }, | |
| "SOCKET":{ | |
| "p":0.9090909091, | |
| "r":1.0, | |
| "f":0.9523809524 | |
| }, | |
| "CHARGE":{ | |
| "p":0.9333333333, | |
| "r":0.9333333333, | |
| "f":0.9333333333 | |
| } | |
| }, | |
| "cats_score":0.9962473984, | |
| "cats_score_desc":"macro F", | |
| "cats_micro_p":0.9958071279, | |
| "cats_micro_r":0.9958071279, | |
| "cats_micro_f":0.9958071279, | |
| "cats_macro_p":0.9954003299, | |
| "cats_macro_r":0.9971509972, | |
| "cats_macro_f":0.9962473984, | |
| "cats_macro_auc":0.9999547793, | |
| "cats_f_per_type":{ | |
| "267":{ | |
| "p":0.985915493, | |
| "r":1.0, | |
| "f":0.9929078014 | |
| }, | |
| "292":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "297":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| }, | |
| "325":{ | |
| "p":0.9864864865, | |
| "r":1.0, | |
| "f":0.9931972789 | |
| }, | |
| "328":{ | |
| "p":1.0, | |
| "r":0.9829059829, | |
| "f":0.9913793103 | |
| }, | |
| "4745":{ | |
| "p":1.0, | |
| "r":1.0, | |
| "f":1.0 | |
| } | |
| }, | |
| "tok2vec_loss":76663.3944835955, | |
| "ner_loss":1355.209741325, | |
| "textcat_loss":0.1381951326 | |
| }, | |
| "requirements":[ | |
| ] | |
| } |