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  ---
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  library_name: transformers
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- tags: []
 
 
 
 
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  ---
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- # Model Card for Model ID
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- <!-- Provide a quick summary of what the model is/does. -->
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- ## Model Details
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- ### Model Description
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- <!-- Provide a longer summary of what this model is. -->
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- This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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- - **Developed by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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- - **Model type:** [More Information Needed]
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- - **Language(s) (NLP):** [More Information Needed]
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- - **License:** [More Information Needed]
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- - **Finetuned from model [optional]:** [More Information Needed]
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- ### Model Sources [optional]
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- <!-- Provide the basic links for the model. -->
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- - **Repository:** [More Information Needed]
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- - **Paper [optional]:** [More Information Needed]
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- - **Demo [optional]:** [More Information Needed]
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- ## Uses
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- <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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- ### Direct Use
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- <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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- [More Information Needed]
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- ### Downstream Use [optional]
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- <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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- [More Information Needed]
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- ### Out-of-Scope Use
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- <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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- [More Information Needed]
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- ## Bias, Risks, and Limitations
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- <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- [More Information Needed]
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- ### Recommendations
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- <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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- ## How to Get Started with the Model
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- Use the code below to get started with the model.
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- [More Information Needed]
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- ## Training Details
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- ### Training Data
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- <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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- [More Information Needed]
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- ### Training Procedure
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- <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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- #### Preprocessing [optional]
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- [More Information Needed]
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- #### Training Hyperparameters
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- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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- #### Speeds, Sizes, Times [optional]
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- <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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- [More Information Needed]
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- ## Evaluation
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- <!-- This section describes the evaluation protocols and provides the results. -->
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- ### Testing Data, Factors & Metrics
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- #### Testing Data
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- <!-- This should link to a Dataset Card if possible. -->
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- [More Information Needed]
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- #### Factors
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- <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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- [More Information Needed]
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- #### Metrics
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- <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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- [More Information Needed]
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- ### Results
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- #### Summary
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- ## Model Examination [optional]
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- <!-- Relevant interpretability work for the model goes here -->
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- [More Information Needed]
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- ## Environmental Impact
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- <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- - **Hardware Type:** [More Information Needed]
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- - **Hours used:** [More Information Needed]
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- - **Cloud Provider:** [More Information Needed]
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- - **Compute Region:** [More Information Needed]
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- - **Carbon Emitted:** [More Information Needed]
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- ## Technical Specifications [optional]
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- ### Model Architecture and Objective
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- ### Compute Infrastructure
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- #### Hardware
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- #### Software
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- ## Citation [optional]
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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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- **APA:**
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- ## Glossary [optional]
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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- [More Information Needed]
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- ## More Information [optional]
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- ## Model Card Authors [optional]
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- ## Model Card Contact
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- [More Information Needed]
 
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  ---
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  library_name: transformers
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+ language:
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+ - kbd
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+ base_model:
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+ - panagoa/nllb-200-distilled-600M-kbd-v0.1
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+ pipeline_tag: text2text-generation
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  ---
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+ ```python
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+ def word_to_morph_features(text):
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+ prefix = "<word analyze>: "
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+ inputs = tokenizer(prefix + text, return_tensors="pt", max_length=128, truncation=True)
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+
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+ device = model.device
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+ inputs = {k: v.to(device) for k, v in inputs.items()}
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+
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+ outputs = model.generate(**inputs)
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+ return tokenizer.decode(outputs[0], skip_special_tokens=True)
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+
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+
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+ test_words = [
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+ 'зезгъэщхьырт',
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+ 'псыхьыжауэ',
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+ 'хъужами',
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+ 'япыщIат',
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+ 'къыщежьэри',
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+ 'схъумэрт',
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+ 'щхьэпэщ',
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+ 'сылъакъуэ',
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+ 'къеджэмэ',
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+ 'гъэщам',
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+ 'бэракъыу',
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+ 'уеупщIакъым',
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+ 'къэзыгъэпэж',
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+ 'къахуэбла',
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+ 'иращIэнтэкъым',
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+ 'къыбоух',
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+ 'гъусари',
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+ 'сщитIэгъащ',
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+ 'дытелажьэу',
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+ ]
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+ for word in test_words:
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+ features = word_to_morph_features(word)
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+ print(f"{word} -> {features}")
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+ ```
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+
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+ ```text
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+ зезгъэщхьырт -> <features>: 1sg-pre-1sg-caus-know-past
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+ псыхьыжауэ -> <features>: water-water-adv
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+ хъужами -> <features>: become-past-conn
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+ япыщIат -> <features>: 3pl-attach-past-aff
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+ къыщежьэри -> <features>: hor-begin-and
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+ схъумэрт -> <features>: 1sg-caus-stand-epv-fut
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+ щхьэпэщ -> <features>: dir-ben-val-aff
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+ сылъакъуэ -> <features>: 1sg-run-adv
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+ къеджэмэ -> <features>: hor-read-cond
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+ гъэщам -> <features>: year-erg
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+ бэракъыу -> <features>: flag-adv
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+ уеупщIакъым -> <features>: 2sg-ben-ask-neg
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+ къэзыгъэпэж -> <features>: hor-rel-caus-caus-run-back
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+ къахуэбла -> <features>: hor-ben-loc-approach
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+ иращIэнтэкъым -> <features>: 3pl-ben-3pl-do-epv-fut-neg
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+ къыбоух -> <features>: 2sg-dir-2sg-caus-fall
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+ гъусари -> <features>: companion-and
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+ сщитIэгъащ -> <features>: 1sg-ben-1sg-put-past
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+ дытелажьэу -> <features>: 1pl-dir-work-adv
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+ ```