DepSek
API calls to DepSek without dependencies.
pip install depsek
Then:
# Python
from yaml import safe_load as yl
from depsek.chat import chat_complete as cc
kwargs = """ # this is a string in YAML format
max_tokens: 32000
stop_sequences:
- STOP
- "\nTitle"
temperature: 1.0
top_k: 10
top_p: 0.5
reasoning_effort: high
"""
instruction = 'You are a helpful assistant. Do not use markdown or lists in your responses.'
weather_tool = """ # YAML definition of a function (old format)
type: function
function:
name: get_weather
description: Determine weather in a location
parameters:
type: object
properties:
location:
type: string
description: The city and state, e.g. San Francisco, CA
additionalProperties: false
required:
- location
"""
tools = [yl(weather_tool)]
msgs = [{'role': 'user', 'content': 'What is the weather in Chicago, IL and Paris, France?'}]
thoughts, text = cc(
messages=msgs,
instructions=instruction,
tools=tools,
**yl(kwargs)
)
or
from yaml import safe_load as yl
from depsek.messages import message
kwargs = """ # this is a string in YAML format
max_tokens: 32000
stop_sequences:
- STOP
- "\nTitle"
temperature: 1.0
top_k: 10
top_p: 0.5
thinking:
type: enabled
budget_tokens: 24576
display: summarized
tool_choice:
type: auto
disable_parallel_tool_use: false
"""
instruction = 'You are a helpful assistant. Do not use markdown or lists in your responses.'
get_weather_tool_str = """ # YAML definition of a function
name: get_weather
description: Determine weather in a location
input_schema:
type: object
properties:
location:
type: string
description: The city and state, e.g. San Francisco, CA
additionalProperties: true
required:
- location
"""
tools = [yl(get_weather_tool_str)]
msg = [{'role': 'user', 'content': 'What is the weather in Chicago, IL and Paris, France?'}]
thoughts, text = message(
messages=msg,
instructions=instruction,
tools=tools,
**yl(kwargs)
)
or
from yaml import safe_load as yl
from depsek.responses import respond
kwargs = """ # this is a string in YAML format
max_tokens: 64000
temperature: 1.0
"""
msgs = [{'role': 'user', 'content': 'What is the weather in Chicago, IL and Paris, France?'}]
weather_tool = """ # YAML definition of a function (new format)
type: function
name: get_weather
description: Determine weather in a location
parameters:
type: object
properties:
location:
type: string
description: The city and state, e.g. San Francisco, CA
additionalProperties: false
required:
- location
"""
tools = [yl(weather_tool)]
instructions = """
You are a helpful assistant.
Rubric: respond in plain text without any markdown, emphasis or lists;
all paragraphs except the first one should begin with a newline and a tab.
"""
thougts, text = respond(
messages=msgs,
instructions=instructions,
tools=tools,
**yl(kwargs)
)
Metadata
Release files for depsek 0.0.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| depsek-0.0.3.tar.gz | 8.8 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| depsek-0.0.3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 20.8 kB
Release files / depsek-0.0.3.tar.gz
| Download URL | depsek-0.0.3.tar.gz |
|---|---|
| Size | 8.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
572962228d5d5b71188ab6f7fd821972563b3705973ffec147233b57a442778f
|
|
BLAKE2b-256 checksum How to use checksums |
1beeea445023415cf9904f5a8c6e4d1ec77093f1c449b15bd7c8e0f4b784efbf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 19, 2026.
Transparency logRelease files / depsek-0.0.3-py3-none-any.whl
| Download URL | depsek-0.0.3-py3-none-any.whl |
|---|---|
| Size | 11.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
0db1da8ae88fc17985e6983863960e03800ba3a1919339269c2c61a720fc357d
|
|
BLAKE2b-256 checksum How to use checksums |
d3801b92b7cd7fb1501f886c6fa20befe008f646225a3fd8de515cdedceef720
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 19, 2026.
Transparency logSecurity for depsek 0.0.3
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for depsek-0.0.3.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 19, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.