Instructions to use SlayerLab/pollock-mini-lm-125m with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SlayerLab/pollock-mini-lm-125m with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="SlayerLab/pollock-mini-lm-125m")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("SlayerLab/pollock-mini-lm-125m") model = AutoModelForCausalLM.from_pretrained("SlayerLab/pollock-mini-lm-125m", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use SlayerLab/pollock-mini-lm-125m with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "SlayerLab/pollock-mini-lm-125m" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SlayerLab/pollock-mini-lm-125m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/SlayerLab/pollock-mini-lm-125m
- SGLang
How to use SlayerLab/pollock-mini-lm-125m with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "SlayerLab/pollock-mini-lm-125m" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SlayerLab/pollock-mini-lm-125m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "SlayerLab/pollock-mini-lm-125m" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SlayerLab/pollock-mini-lm-125m", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use SlayerLab/pollock-mini-lm-125m with Docker Model Runner:
docker model run hf.co/SlayerLab/pollock-mini-lm-125m
Fixed cross-revision inference samples
These samples compare Pollock revisions under one fixed inference protocol. They are behavioral examples, not benchmark scores or factuality claims. Outputs are shown without cherry-picking, including errors and repetition.
Protocol
- Suite:
fixed-sampling-v1 - Runtime: macOS 26.2 arm64, Python 3.13.3, PyTorch 2.13.0, Transformers 5.15.1, huggingface_hub 1.28.0
- Execution: CPU,
float32, 1 PyTorch CPU thread - Sampling: seed 1337 reset before every prompt, temperature 0.7, top-k 50, top-p 1.0
- Limit: 100 new tokens, with the prompt included in each displayed output
The older samples embedded in training-history/r001.md remain part of the historical record. They differ from this suite because their complete execution environment was not pinned. Only the results below are used for direct cross-revision comparison.
Exact token replay was verified in the recorded environment. Sampling may diverge on another operating system or CPU architecture even when package versions and seeds match.
Revisions
| Revision | Release | Immutable weights | model.safetensors SHA-256 |
|---|---|---|---|
| r001 | experimental predecessor | 5b8f825 |
acaa1531322cce78ddb919700f173d4c6ea371185bea5052a3ae4c30f57b368e |
| r002 | Pollock 1.0 | 5e571cd |
2aada5b26abe9ce3b70af393d77be4ed1a799a7205b9c0dd5cfaff8bcaabce68 |
| r003 | Pollock 1.1 | 698984b |
3a9964a0ba5f6d20ef6061d2a7e4442c1b001209ebe80f7b7148a25573decaa9 |
| r004 | Pollock 1.2 | 30feb81 |
3c453f22d4bb70228e5cca79e183a425e0f0221e54bd782d12027c42c943c880 |
| r005 | Pollock 1.3 | e780025 |
3db43dfa44622e8156f060fee6f16875e108db4f5f949969cb91c0ca8cdce32c |
| r006 | Pollock 1.4 | a2e53d9 |
8e74aa4d34464229e86a1831fb34d442f91e22aa600e0cf2503891957fdc6a43 |
Results
General knowledge
Prompt: The capital of France is
r001 - experimental predecessor
The capital of France is had the first number of Americans. The first census was discovered in a 1922 census.
See also
List of census
References
External links
Cultural census
Cultural census
Central census
Cultural census
Cultural census
Central census
Output SHA-256: 245e3580745e9a572de95b1336679d70d5c1bde379e341fffb599f10bc12c5ce
r002 - Pollock 1.0
The capital of France is the Palais de la Borde, a place called "the Place of Funds and Stocks". Its population is estimated to be around 30,000.
In the 19th century, the city was transformed into a municipality. The French government took the city up to the position of a municipality. The capital was the Palais de Valois, with its capital at the Palais des Gardes. The population was reduced to around 30,000.
Output SHA-256: 181ebd0d98d96eb3c1693cb88f6f68db6bfcfc02ff791fd5885097a0cf3722a1
r003 - Pollock 1.1
The capital of France is the French city of Versailles, on the site of the old church that was destroyed by the French during the French Revolution.
The capital of the French Republic is the capital of the Kingdom of France, situated about from Paris.
History
The city of Versailles was created by the French Revolutionary government as the capital of France. The city was officially named after its founder, Jules Bourrienne, who was
Output SHA-256: 249a398d82bd1888d4394fc04de3baee1902cd39b864d1c1cfe0b0a3d85e20e4
r004 - Pollock 1.2
The capital of France is the French city of Vienne.
History
The city was first mentioned in 1188 as Viecourt or Bézier. In 1786 it was incorporated in the city of Vendôme.
In 1871 it was renamed Viecourt.
In 1883 it was renamed La Tour des Poids.
In 1959 it was renamed La Tour des Poids. In 19
Output SHA-256: c2a3e16019cac3e07a8c0d5426c41a359e53a105fb12349f5a1f8c2fc02b8be4
r005 - Pollock 1.3
The capital of France is the city of Mont-Pigne, in the Duchy of
Bourbon. The name of the city is said to be derived from the French
name of the land of the bourbons, the bourbon of the district of
Louvain, of which the name is derived from the bourbon of the district
of Mont-Pigne.
In addition to the French name of the city, the capital of the
social
Output SHA-256: ed9cdec69775563f011b56008d68f9f49f6aa8b74a23e806a8a1e2f7f333557c
r006 - Pollock 1.4
The capital of France is the capital city of England. It is on the banks of the River Liguria, and is divided into four provinces. Its capital is Paris, and is situated at the end of the Aisne River.
The municipality of Aisne is situated on the banks of the Neuve-Brieu river, which flows through the north of France. The capital of the city is Aisne-sur-Ligne, on the banks of
Output SHA-256: b47fcb42354b8f735c7b98cfdf93605c6e095ed8290e2ddb3329886df244e99f
Explanation
Prompt: Photosynthesis is the process by which
r001 - experimental predecessor
Photosynthesis is the process by which the two points of the symmetry are shown .
the probability in ( [ eq : k_u] ) ) is not given to be equal due to the order of the symmetry .
the average speed of the density is about 1.70 .
the average velocity of the velocity is about 1.2 * .
the velocity of the velocity is about 1.6 * .
the velocity of the velocity is about 3.5 * .
the velocity of
Output SHA-256: 15f8c6262d0ea4524ee5c0ec1c2fb38828e2e4c6d11bd63d6639d4e55880903b
r002 - Pollock 1.0
Photosynthesis is the process by which plants and animals obtain energy from sunlight. When a plant produces light, it absorbs the light energy that came from the sun. The energy from the sun is absorbed by the plant and is radiated to the leaves. This energy is then used for photosynthesis and is used to produce food.
Photosynthesis is the process by which plants obtain energy from sunlight. When a plant absorbs the light energy from the sun, it becomes a food source.
The most common
Output SHA-256: e8baa6567207b0afacc7aaf548b22b0226140171a96039a2652f8132de87d623
r003 - Pollock 1.1
Photosynthesis is the process by which the plants, the fungi, and other organisms convert carbon dioxide and water into energy.
The use of photosynthesis as a source of energy is called photosynthesis. The process is known as photosynthesis.
- Photosynthesis is the process by which the plants, or some other organisms, convert carbon dioxide and water into energy.
- Photosynthesis is the process by which the plants, or some other organisms convert carbon dioxide and water into energy.
-
Output SHA-256: 6522de510566b946a17e112bd872123306d17dfb270baf39439d4dd23ab6c371
r004 - Pollock 1.2
Photosynthesis is the process by which plants and animals obtain energy from sunlight. When a food source is present—such as a food source that humans are eating—a light source is used to create more energy. The process of photosynthesis in plants is called the light-dependent reactions.
A plant can be a source of energy. This is because there are specialized structures needed for photosynthesis. The light-dependent reactions are called phototrophic reactions.
There are two types of photosynthesis:
Output SHA-256: 2487ed5406a8bd5c0251577bac47ea13897623bda4b6955aaa0ecf675b886ef9
r005 - Pollock 1.3
Photosynthesis is the process by which plants and animals use sunlight to convert carbon dioxide and water into food for their bodies. Through light energy, plants convert carbon dioxide into carbohydrates, which they use as their primary energy source. Carbon dioxide is a greenhouse gas, meaning it contains a trace amount of energy.
Carbon dioxide is a gas, meaning it contains a trace amount of energy. Carbon dioxide is a greenhouse gas, meaning it contains a trace amount of energy. Carbon dioxide is a greenhouse gas, meaning
Output SHA-256: 1f68683a0156d242a283349bdc053bb92d0d41a1a6c94daf5cfad67b88fb23d5
r006 - Pollock 1.4
Photosynthesis is the process by which plants and animals obtain oxygen from the air they breathe.
Chemical change: A chemical reaction is the change in state of matter or substance that occurs in a substance.
Chemical reaction: The combining of two substances to produce a new substance or a new compound.
Chemical reaction: The chemical reaction between two substances to give a new compound.
Carbon gas: A mixture of gases in which carbon dioxide is replaced by a gas; in which carbon dioxide
Output SHA-256: c09d560713828851410d37fcd7c648d49c2bedf6e9c8325bb47cb32a8015bfd4
Story
Prompt: In a distant future, humanity discovered
r001 - experimental predecessor
In a distant future, humanity discovered and the first number of the data.
The data of the data
The data is a little better than the data.
The data is more accurate than the data.
The data is very different from the data, but the data is very different from the data.
The data is very different from the data.
The data is very different from the data.
The data is more accurate than the data.
The data is very different from
Output SHA-256: 037c1f6e8b59cb61dee53f79a801d632eba4cd5df2f4a57381c61c3e1c94086f
r002 - Pollock 1.0
In a distant future, humanity discovered that the human genome has only been growing in size by 2026—roughly the same time that humans are starting to migrate from Africa to Asia, and that they have made a fuller crop of corn and rice.
The human genome project, led by an international team of researchers from the University of California, Davis, is taking advantage of the human genome to allow for the first-ever genome-level analysis of genomic sequences from the genome of people
Output SHA-256: c23e944af1cce79a84fcf44ec80625e93279df0d4816e664905ed1a6b3835897
r003 - Pollock 1.1
In a distant future, humanity discovered that the human race is not only a species, it is a supernatural force that has made us all human.
The human race has also given us a unique perspective on the world around us. This perspective is critical to understanding the human condition and the human capacity for self-sacrifice. This perspective also helps us to understand the world around us as a whole and to understand ourselves.
In conclusion, the human race is a complex and interconnected entity that has played a
Output SHA-256: 4028c3120d8711b29e7caabdb58128402b66088941d4718fb53267b69bfa9bac
r004 - Pollock 1.2
In a distant future, humanity discovered that the human race is not only a species of human beings, but a species of animals: it is human beings who are not created to be equal. The more human beings they have, the more they have to be treated just like others, and the more they are treated like human beings.
- The First Amendment prohibits the government from impersonating humans for the purposes of defending their rights. The current law prohibits the government from impersonating anyone who is not a member
Output SHA-256: bbe8eec9552d2e6cbacd8d6047cec539fbfb81b18ca3f69f1774beb909702502
r005 - Pollock 1.3
In a distant future, humanity discovered the ability to read and write, and even changed their ways of thinking and acting in the present.
They even had the ability to read and write from a distance.
But the ability to read and write was not something the world needed at the time.
The ability to read and write was something the world needed at the time.
But the ability to read and write was something the world needed at the time.
The ability to read and write at the same time was something the world
Output SHA-256: 7feee4648e0b22f7fdf4365efea4ac48c21fd9e1d87afc7c46825ff11808e198
r006 - Pollock 1.4
In a distant future, humanity discovered that the human race is not only a highly advanced civilization, but also a civilization founded on a shared philosophy that believes in the power of living and the dignity of the earth. The concept of humanity transcends the limits of human understanding, but the human spirit is built on a complex interplay of human intelligence and cultural heritage.
user
This is fascinating! Can you tell me more about the specific cultural values that have shaped the concept of humanity?
Output SHA-256: 6455cdbe15a71ae11ff476739071f31b3f86b8bf4d97f3dabe99a7d1595c5c7c
Code
Prompt: def fibonacci(n):
r001 - experimental predecessor
def fibonacci(n): and the nth-formcurve function in the nth-formcurve .
this work for nth-formcurve and octon - based - factor - based parameter - based parameter - dependent parameter - dependent parameter - dependent parameter - dependent parameter - dependent factor - dependent parameter - dependent parameter - required parameter - dependent parameter - required parameter - required item - required integer - required integers - types of -type - required integers - required values - required - type - useful item
Output SHA-256: cd8fe88c64580c1496e44321bb3673980f8a6e4d630833103e617498c5c8bb8e
r002 - Pollock 1.0
def fibonacci(n):
return n * fibonacci(n-1)/2
def fibonacci_mat(n):
return n * fibonacci(n-1)/2
def fibonacci_mat_lcs(n):
return fibonacci(n-1) * fibonacci(n-2)
def fibonacci_mat_lcs_tuple(n):
return fibonacci
Output SHA-256: 2188bd0cdb6e8feccac9cb5817aa7c65666aba6ac163703542f6d0aaa297c9cb
r003 - Pollock 1.1
def fibonacci(n):
res = 1-sum(x)
for i in range(n):
res = res + sum(x)
return res
def fibonacci_to_sine(n):
res = 1-sum(x)
for i in range(n):
res = res * math.pi
return res
def fibonacci_simple(n):
res = 1-sum(x)
for i in range(
Output SHA-256: f9a84f3921790df8fe9aad6d527ce9e5e0b9b7f7bb98df1d76e6766623227756
r004 - Pollock 1.2
def fibonacci(n):
"""
:param n: The number of ways to iterate through the given list.
:return: The number of ways to iterate through the given list.
"""
if n == 0:
return 1
n = n + 1
n_iters = 0
while n_iters < n:
n_iters += 1
if n_iters == n:
return 1
else:
n = n + 1
if n_
Output SHA-256: 0b82389bac561dae528eb389dbde414eb2bb7c6bff7a0868d2acd276edb2ad88
r005 - Pollock 1.3
def fibonacci(n):
if n < 2:
return 0
while True:
if n > 2:
return n - 1
return n - 3
return fibonacci(n-1)
# The code above will only run on a loop or a loop of iterative counting, so I want to avoid the need to use a loop.
while True:
while True:
if n < 2:
return 0
while True
Output SHA-256: 5767898a26ba2104eb5ede9f29195d39715573f09d9d415f58881e5000cd688f
r006 - Pollock 1.4
def fibonacci(n):
return n * fibonacci(n)
# if n > 1:
# return n + fibonacci(n - 1)
# return fibonacci(n)
#
# return fibonacci(2)
#
# return fibonacci(4)
#
# return fibonacci(6)
#
# return fibonacci(10)
#
Output SHA-256: ad3aa2ea2cab9a46ae5f52a9cc109bcf5f7362e1d214ceb791ee2dd6995a345f
Reproduce or verify
Run from this directory. The check downloads approximately 2.4 GB of published model artifacts if they are not already cached.
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python generate.py --check
generate.py rejects package-version mismatches by default, verifies each weight file against config.json, and compares both token IDs and rendered text through results.json.
Machine-readable protocol and outputs: config.json and results.json.