metadata
language: en
license: apache-2.0
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
base_model: sentence-transformers/paraphrase-mpnet-base-v2
metrics:
- accuracy
- precision
- recall
- f1
widget:
- text: >-
in the shadows of arrakis lie one secret... dune 2 is a masterpiece the
film starts exactly at the moment the first part ended. although according
to villeneuve it is designed to be understood without having seen the
first part, i highly recommend watching dune: part one before.the first
half of the film is poetic. great shots of the desert. developing new
characters (especially fremen) that we had seen briefly in the first part
and, above all, we can see an evolution of some characters that we already
knew. i highlight here the character of stilgar (javier bardem) and chani
(zendaya), who undoubtedly gets one of the great performances of the film.
bravo to villeneuve for having developed chani's character (wasted in
herbert's novel), here chani shines until the end. bardem, is also a
fundamental piece that gives freshness to the serious and majestic plot,
adding dynamism and even funny moments.the second half of the film goes to
paul atreides. i can't say too much here, only that we see one of the
greatest evolutions of a character that i've been seen in cinema. the last
45 minutes of the film are simply some of the best i have ever witnessed
on a screen. everything that was harvested in dune: part one now makes
complete sense. the characters of florence pugh and austin butler stand
out, the first one, in the background but being a totally key character,
especially for everything that is going to come (messiah); and the second
one for his excellent performance as a villain (far above the baron, a
villain who personally never convinced me).all of this is great, however,
an element of equal importance to everything mentioned was: the music of
hans zimmer. spectacular songs and sounds that make you simply feel
vibrate (literally... if you see it in imax) every moment inside you. it
is no coincidence that nolan's best films have zimmer's seal. his music
creates art. his music creates blockbusters. not because it's commercial,
but because it creates emotions within you. every note, sound and song are
placed at the right time and moment in the film. hans zimmer's music is
undoubtedly the specie, the water of life... of dune: part two.with all
this we are left with what is not only the best science fiction film ever
created, but what is (be careful what i am going to say) the best film of
this 21st century (at least to date), with permission from the dark knight
and interstellar.villeneuve gives us a great masterpiece. here, however,
the messiah is not paul atreides, nor villeneuve himself... the messiah is
the spectator. you. this film will push you to be a better you, it will
make you dream big, it will remind you that, like paul, you can decide
when to lead your life and inspire others. you are the chosen one to,
within a simple movie, find the gold that will make you better in your
daily life.this valuable lesson is not achieved by ordinary pieces of art,
but only by a few works... which some of us dare to call...
masterpieces.because... in the shadows of arrakis lie one secret... dune 2
is a masterpiece.
- text: >-
does justice to the books awesome! stunning! the film follows through the
spirit of the books with the ever-present internal turmoil of paul. it has
the feel of mysticism of the books. the cinematography is spectacular and
so is hans zimmer's music. the freemen and harkons are depicted really
well and so is the planet dune. at the same time, there are many details
and happenings left behind, so for people who have not read the books it's
a bit difficult to follow the narrative. the movie doesn't follow
thoroughly the destiny of the other of the closest friends and servents of
the duke, who survived the massacre in part 1. 5 out of 8 found this
helpful. was this review helpful? sign in to vote. permalink
- text: >-
epic but empty i'll precursor this by saying 1) i have not read the books
2) i am a huge denis villeneuve fan 3) i found part one
underwhelming.while i find there to be many issues with this film, perhaps
its biggest weakness imo is that i hold no emotional connection with any
of the characters, despite the film's lengthy runtime. the protagonist's
mother is written as incredibly annoying, the villains are underused,
florence pugh's character has 0 likability and acts simply as a story
device. bardem's character is ok and funny at times and brolin doesn't
have a standout moment. zendaya's character is the sole exception to this,
who is the beating heart of the film.at times, i also felt that chalamet,
despite being an amazing actor, is perhaps miscast, though having not read
the material, i cannot comment further on this.the pacing felt off, as it
stays too long in places it shouldn't, while sacrificing moments that
could linger longer. this coming from a person that enjoys long epics and
slow burn films. the movie looks outstanding though feels closer to a
connection of rushed story beats. the direction it takes with the main
character also does not feel earned.perhaps the second biggest issue is
that i do not totally buy into the world that has been created. it feels
large but empty and lacking character. almost too clean and strange for
the sake of it. style over substance. we stay for most of the time in one
or two places which doesn't help. there were also some weird choice of
cuts and jumps in scenes that hampered the flow of the film.with that
said, there are a couple of epic moments that stood out, which are 1) the
whole zendaya bazooka scene and 2) the giant worm riding.overall, the film
is enjoyable. however without engaging characters, a believable world, and
pacing issues, the film falls short of greatness, perhaps way short.
- text: >-
pure respect for the original book dune has got to be one of the hardest
books to translate into a film. so much of the writing comes from within
each characters head.watching denis villeneuve take every important detail
and bring it to life was nothing short of pure wonder. you can really tell
that dune was one of his favourite stories. his visual direction, the
breathtaking audio, the beautiful sets, and the top-tier acting are all
big elements in the overall production... but sometimes there's there's
something else beyond that. the passion that really shines through.one of
the best movies ever made. period. kudos to everyone involved in every
aspect of the production. and a huge thank you to the studio for allowing
these people to perform their craft to the best of their abilities. 2 out
of 3 found this helpful. was this review helpful? sign in to vote.
permalink
- text: >-
movie-making excellence!!! denis villeneuve's dune: part two is one of the
best sci-fi fantasy movies to be ever produced.the adapted screenplay is
almost true to its source material. the "spice" of the book has been
captured faithfully and even there are few deviations from the book, i
choose to believe the same would have taken to adapt the movie in best
possible manner.the soundtrack of the movie by the han zimmer elevates the
mood and make each scene feel meaningful and epic. the sound design
complements the visual prowess perfectly.dennis villeneue's dune trilogy
will be his magnus opus. each shot has been carefully crafted to almost
perfection leaving no waste behind. we are truly blessed to witness his
work.with an ensemble cast of industry veterans and hollywood's future
biggest and brightest stars, the casting of new characters can be
considered as great. each actor/actress have done justice to their roles
with standout performances by rebecca ferguson, zendaya, timothee and
austin butler.production design, costumes and make-up is excellenta must
watch for every movie-goer. experience it in imax if possible.
pipeline_tag: text-classification
inference: true
model-index:
- name: >-
SetFit with sentence-transformers/paraphrase-mpnet-base-v2 on
data/raw/15239678.jsonl
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: data/raw/15239678.jsonl
type: unknown
split: test
metrics:
- type: accuracy
value: 0.8571428571428571
name: Accuracy
- type: precision
value: 0.9959514170040485
name: Precision
- type: recall
value: 0.8512110726643599
name: Recall
- type: f1
value: 0.917910447761194
name: F1
SetFit with sentence-transformers/paraphrase-mpnet-base-v2 on data/raw/15239678.jsonl
This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
Model Details
Model Description
- Model Type: SetFit
- Sentence Transformer body: sentence-transformers/paraphrase-mpnet-base-v2
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 2 classes
- Language: en
- License: apache-2.0
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
| Label | Examples |
|---|---|
| negative |
|
| positive |
|
Evaluation
Metrics
| Label | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|
| all | 0.8571 | 0.9960 | 0.8512 | 0.9179 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("carlesoctav/SentimentClassifierDune64shot")
# Run inference
preds = model("does justice to the books awesome! stunning! the film follows through the spirit of the books with the ever-present internal turmoil of paul. it has the feel of mysticism of the books. the cinematography is spectacular and so is hans zimmer's music. the freemen and harkons are depicted really well and so is the planet dune. at the same time, there are many details and happenings left behind, so for people who have not read the books it's a bit difficult to follow the narrative. the movie doesn't follow thoroughly the destiny of the other of the closest friends and servents of the duke, who survived the massacre in part 1. 5 out of 8 found this helpful. was this review helpful? sign in to vote. permalink")
Training Details
Training Set Metrics
| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 108 | 228.9219 | 1595 |
| Label | Training Sample Count |
|---|---|
| negative | 64 |
| positive | 64 |
Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True
Training Results
| Epoch | Step | Training Loss | Validation Loss |
|---|---|---|---|
| 0.0019 | 1 | 0.2744 | - |
| 0.0962 | 50 | 0.0513 | - |
| 0.1923 | 100 | 0.0022 | - |
| 0.2885 | 150 | 0.0003 | - |
| 0.3846 | 200 | 0.0001 | - |
| 0.4808 | 250 | 0.0001 | - |
| 0.5769 | 300 | 0.0001 | - |
| 0.6731 | 350 | 0.0001 | - |
| 0.7692 | 400 | 0.0001 | - |
| 0.8654 | 450 | 0.0001 | - |
| 0.9615 | 500 | 0.0001 | - |
| 1.0 | 520 | - | 0.1845 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.10.11
- SetFit: 1.0.3
- Sentence Transformers: 2.5.1
- Transformers: 4.38.2
- PyTorch: 2.0.1
- Datasets: 2.18.0
- Tokenizers: 0.15.2
Citation
BibTeX
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}