transformers safetensors t5 text2text-generation lot line of therapy en base_model:google-t5/t5-small base_model:finetune:google-t5/t5-small license:apache-2.0 autotrain_compatible text-generation-inference endpoints_compatible region:us
---
base_model: google-t5/t5-small
language:
- en
library_name: transformers
license: apache-2.0
pipeline_tag: text2text-generation
tags:
- lot
- line of therapy
widget:
- text: 'Extract lots from given text.

    1. Age 18 to 75 years, inclusive. 2. Study participants must have a diagnosis
    of symptomatic multiple myeloma requiring systemic therapy and are eligible for
    the planned ASCT. 3. Untreated bone marrow sample was shipped to Princess Margaret
    Hospital for MRD assay. 4. Must have been treated with a velcade-based induction
    regimen. No limit to the number of cycles of induction. 5. Study participants
    in whom the minimum stem cell dose of 2.0 x 106 cluster of differentiation (CD)34+
    cells/kg has been collected. 6. Eastern Cooperative Oncology Group (ECOG) Performance
    Status of 0-2. 7. Negative beta-human chorionic gonadotropin (β-HCG) pregnancy
    test in all females of child-bearing potential (FOCBP). 8. Ability to provide
    written informed consent prior to initiation of any study-related procedures,
    and ability, in the opinion of the Principal Investigator, to comply with all
    requirements of the study.'
  example_title: Translation
- text: 'Extract lots from given text.

    age ≥18 years * patients with de novo or secondary AML, with an unfavorable or
    intermediate karyotype (according to the 2017 ELN classification), or patients
    with relapsing AML who may receive second-line treatment * not candidates for
    intensive induction, for the following reasons* 75 years or ≥ 18 to 74 years and
    at least one of the following comorbidities: PS ≥ 2 or a history of heart failure
    requiring treatment or LVEF ≤ 50% or chronic stable angina or FEV1 ≤ 65% or DLCO
    ≤ 65% or creatinine clearance <45 ml / min; or liver damage with total bilirubin>
    1.5 N or other comorbidities that the hematologist considers incompatible with
    intensive treatment * ineligible for a classic allogeneic hematopoietic stem cell
    transplant due to the presence of co-morbidities or too high a risk of toxicity
    >70 years old or at least one of the following comorbidities: PS ≥ 2 or a history
    of heart failure requiring treatment or LVEF ≤ 50% or chronic stable angina or
    FEV1 ≤ 65% or DLCO ≤ 65% or creatinine clearance <45 ml / min; or liver damage
    with total bilirubin> 1.5 N * may receive chemotherapy with hypomethylating agents
    have a partially compatible (haplo-identical) major family donor (≥18 years old)
    eligible for lymphocyte donation.'
  example_title: Example 2
---
## Uses

```python
from transformers import T5Tokenizer, T5ForConditionalGeneration

tokenizer = T5Tokenizer.from_pretrained("alpeshsonar/lot-t5-small-filter")
model = T5ForConditionalGeneration.from_pretrained("alpeshsonar/lot-t5-small-filter")

input_text = """"Extract lots from given text.
* age ≥18 years * patients with de novo or secondary AML, with an unfavorable or intermediate karyotype (according to the 2017 ELN classification), or patients with relapsing AML who may receive second-line treatment * not candidates for intensive induction, for the following reasons* 75 years or ≥ 18 to 74 years and at least one of the following comorbidities: PS ≥ 2 or a history of heart failure requiring treatment or LVEF ≤ 50% or chronic stable angina or FEV1 ≤ 65% or DLCO ≤ 65% or creatinine clearance <45 ml / min; or liver damage with total bilirubin> 1.5 N or other comorbidities that the hematologist considers incompatible with intensive treatment * ineligible for a classic allogeneic hematopoietic stem cell transplant due to the presence of co-morbidities or too high a risk of toxicity >70 years old or at least one of the following comorbidities: PS ≥ 2 or a history of heart failure requiring treatment or LVEF ≤ 50% or chronic stable angina or FEV1 ≤ 65% or DLCO ≤ 65% or creatinine clearance <45 ml / min; or liver damage with total bilirubin> 1.5 N * may receive chemotherapy with hypomethylating agents have a partially compatible (haplo-identical) major family donor (≥18 years old) eligible for lymphocyte donation.
"""
input_ids = tokenizer(input_text, return_tensors="pt").input_ids
outputs = model.generate(input_ids,max_new_tokens=1024)
print(tokenizer.decode(outputs[0],skip_special_tokens=True))
```