AmpLabs Playground and BatteryLab SDK
One package gives both the free AmpLabs Playground and the full BatteryLab SDK for AmpLabs account users.
Simulate, parameterize and validate battery cells from Python or the command line. The SDK calls the AmpLabs BatteryLab API. You do not need the web UI.
You can run simulations with no account (see "Try it with no account"). Fitting, data upload and custom cells need an AmpLabs account (join the beta at https://amplabs.ai).
Install
pip install amplabs-playground # Python SDK
pip install "amplabs-playground[cli]" # SDK and the `amplabs` command
pip install "amplabs-playground[plot]" # SDK and matplotlib, for result.plot()
The import name is amplabs (from amplabs import AmpLabs). amplabs --version
shows the installed version.
Do not install the old amplabs 0.2.x package next to it; both use the import name amplabs.
Supported platforms
The package is published as compiled wheels only:
| Operating system | CPU | Python |
|---|---|---|
| Linux (glibc 2.17 or later, or musl 1.2 or later) | x86_64, aarch64 | CPython 3.10 to 3.14 |
| macOS 11 or later | x86_64 (Intel), arm64 (Apple silicon) | CPython 3.10 to 3.14 |
| Windows | x86-64 | CPython 3.10 to 3.14 |
On a different platform or Python version (for example 32-bit Windows, PyPy,
or Python 3.9), pip finds no wheel, and pip install amplabs-playground stops with:
ERROR: Could not find a version that satisfies the requirement amplabs-playground (from versions: none)
ERROR: No matching distribution found for amplabs-playground
Try it with no account
from amplabs import AmpLabs
bl = AmpLabs() # no token: anonymous trial
r = bl.simulate(cell="LG_M50T", current=-5, duration=3600)
print(r.voltage[-1], bl.remaining_today)
With no token, simulate() runs in the AmpLabs playground:
- The first run on a machine does a one-time setup of about 20 s: a proof of
work on one CPU core. The SDK keeps the pass it gets in
~/.amplabs/anon_pass.jsonand renews it before it expires. A new network address needs a new setup. - Built-in cells only:
Samsung_IN21700_30T,LG_M50TandNMC_Graphite. At most 2 h of simulated time per run. Each series has at most 4,000 points. - With no
thermal_mode, an anonymous run uses"convective", the playground's default (a signed-in run uses"adiabatic"). - Each machine has 5 runs a minute and 30 runs a day. A network address has
about 100 runs a day. The day starts at 00:00 UTC. When few runs are left, the
SDK says so on stderr. At the limit,
simulate()raisesAnonymousLimitErrorwithreset_at. - Fitting, data upload, custom cells and every other call need an account. They
raise
AccountRequiredError. Runamplabs loginwith an AmpLabs account (join the beta at amplabs.ai).
The SDK sends sha256(salt + machine ID), never the raw machine ID or a MAC
address. The machine ID is IOPlatformUUID on macOS, /etc/machine-id on Linux
and MachineGuid on Windows. In a container, or when there is no machine ID, the
SDK makes a random ID once and keeps it in ~/.amplabs/anon (mode 600).
From the command line, with no account:
pip install "amplabs-playground[cli]"
amplabs simulate --cell LG_M50T --rate 1C --duration 1h
The playground layer
Anonymous simulate() is a thin wrapper over amplabs.playground, a small layer
that any program can use (the MCP server uses it too). It lists the playground's
modules and runs any live action with a client pass:
from amplabs import PlaygroundClient
with PlaygroundClient() as playground: # base_url= for another API
print([m["id"] for m in playground.modules()])
answer = playground.call("standard-simulation", "run", {"cell": "LG_M50T", "current": -5})
print(answer.answer["results"]["voltage"][-1], answer.remaining_today, answer.reset_at)
call() returns a PlaygroundAnswer: the server's allow-listed answer, and
remaining_today, remaining_minute, limit_day and reset_at from the
server. read(module, action) reads a stored action's answer (no run is
counted). PlaygroundClient(notices=False) prints nothing to stderr.
See your results
Every simulate() result, with a token or without one, is saved to
~/.amplabs/results/<UTC timestamp>-<id>.json (mode 600), and the SDK prints
the path to stderr. The newest 200 files are kept. Pass save=False to save
nothing, or set AMPLABS_RESULTS_DIR to use another folder.
r = bl.simulate(cell="LG_M50T", current=-5, duration=3600)
print(r.summary()) # cell, current, C-rate, delivered Ah, end voltage, duration, max temperature
print(r.terminal_plot()) # voltage against time as text, for a terminal with no display
r.plot() # matplotlib: pip install "amplabs-playground[plot]"
r.saved_path # the saved JSON file
amplabs simulate prints a summary table and a terminal plot of voltage
against time. amplabs simulate --json prints only the raw result as JSON on
stdout, for scripts and agents; every other line goes to stderr.
--no-save saves nothing.
Saved result files
A later local viewer (amplabs ui) reads these files, so the format is fixed
and versioned. One file is one JSON object:
| Key | Value |
|---|---|
schema |
"amplabs.simulation-result/1". A new version changes this value. |
id |
8 hex characters, also the end of the file name. |
created_at |
UTC time, ISO 8601 (2026-10-16T18:02:11+00:00). |
kind |
"simulate". |
mode |
"anonymous" (no token) or "account". |
api |
The API address the run used. |
sdk_version |
The SDK version that wrote the file. |
inputs |
The simulate() arguments: cell, current (A, negative is discharge), duration (s), init_soc (%), temperature (°C), v_min, v_max (V), thermal_mode. |
summary |
cell, current_a, c_rate (null for a cell with no known nominal capacity), temperature_c, delivered_ah, end_voltage_v, duration_s, max_temperature_c, points. A value is null when the run did not give it. |
series |
time (s), voltage (V), current (A), soc (%), temperature (°C): lists of the same length, or empty lists. |
raw |
The API's whole answer, as SimulationResult.raw. |
amplabs.results.load(path) reads a file.
Sign in
Each call except an anonymous simulate() needs a personal access token (PAT).
amplabs login # opens a browser sign-in, then saves a PAT
amplabs login prints a URL and a code. Approve the sign-in in any browser.
The CLI then makes a PAT and saves it in ~/.amplabs/token with mode 600.
For a machine with no browser (CI, a server, an agent), use one of these:
export BATTERYLAB_TOKEN=pat_... # a PAT from https://hub.amplabs.ai/settings/tokens
amplabs login --machine # machine client: set AMPLABS_CLIENT_SECRET (and AMPLABS_CLIENT_ID)
AmpLabs() finds the token in this order:
- the
token=argument; - the
BATTERYLAB_TOKENenvironment variable; - the file
~/.amplabs/tokenthatamplabs loginwrites.
With no token in any of these, AmpLabs() is in anonymous mode
(bl.anonymous is True; see "Try it with no account").
The SDK and the CLI refuse to read ~/.amplabs/token when other users can read
it. Fix it with chmod 600 ~/.amplabs/token, or run amplabs login again.
Example: quote, then fit
from amplabs import AmpLabs
client = AmpLabs() # token= → BATTERYLAB_TOKEN → ~/.amplabs/token
run = client.new_run(model="spme")
run.load(files={"ocv": "c20.csv", "hppc": "hppc.csv", "validation": "udds.csv"})
run.configure(anode_model="graphite_Chen2020", nominal_capacity_ah=5.0)
price = run.quote()["tokens"] # nothing is charged
print(f"Fit costs {price} tokens; balance {client.whoami().get('balance')}")
run.fit()
print(run.validate()) # error against the drive cycle
run.register(name="my cell v1") # save as a reusable profile
run.status() tells you which steps are done and which step is next.
Simulate a cell profile:
result = client.simulate(cell="LG_M50T", current=-5, duration=3600)
print(f"Final voltage: {result.voltage[-1]:.3f} V")
CLI
amplabs whoami # account and credits
amplabs simulate --cell LG_M50T --rate 1C --duration 1h
amplabs validate profile.json udds.csv --temperature 25
amplabs parameterize --cell my_cell.json --hppc hppc.csv --c20 c20.csv --anode-model graphite_Chen2020
amplabs profiles
amplabs --help
Configuration
| Variable | Use |
|---|---|
BATTERYLAB_TOKEN |
Your PAT. Used when you do not pass token=; ~/.amplabs/token is used when this variable is not set. |
BATTERYLAB_URL |
API address. Default: https://api.hub.amplabs.ai. Must be https://; plain http:// is allowed only for localhost. |
AMPLABS_RESULTS_DIR |
Folder for saved results. Default: ~/.amplabs/results. |
Errors
All SDK errors are subclasses of amplabs.BatteryLabError.
| Exception | When |
|---|---|
AuthError |
The token is missing, wrong or revoked (401). Run amplabs login. |
AccountRequiredError |
Anonymous mode, and the call needs an account. A subclass of AuthError. Run amplabs login. |
AnonymousLimitError |
Anonymous mode, and today's runs are used. reset_at holds the reset time (UTC). A subclass of RateLimitError. |
InsufficientCreditsError |
Not enough credits (402). required and available hold the numbers. |
NotFoundError |
No such resource (404). |
ValidationError |
The request is not valid (422). |
RateLimitError |
Too many requests (429). retry_after holds the wait in seconds. |
ServerError |
The API had a server error (5xx). Try again later. |
APIConnectionError |
The SDK could not reach the API (network error or timeout). |
result.plot() with no matplotlib raises BatteryLabError with the install
command pip install "amplabs-playground[plot]".
GET, PUT and DELETE requests are retried automatically on 429, 502, 503, 504 and on connection errors. POST requests are never retried, so a job is never submitted twice. In anonymous mode, a playground run that the server refuses as busy (503) or as over the per-minute limit (429) is tried again: the server did not run or count it.
A script that does not catch an SDK error stops with one line, for example
amplabs.exceptions.AuthError: Authentication failed: …, and exit status 1.
Set AMPLABS_TRACEBACK=1 to see the full traceback. The CLI also prints one
line for an API error.
Documentation
- AmpLabs Hub: https://hub.amplabs.ai
- API documentation: https://hub.amplabs.ai/docs/api
- API reference (OpenAPI): https://api.hub.amplabs.ai/docs
The package has type stubs, so your IDE shows signatures and docstrings.
help(AmpLabs) works too.
The old amplabs 0.x package
The 2024 amplabs 0.x package on PyPI is a different tool (Dash plots). It
uses the same import name amplabs, so do not install it next to
amplabs-playground. If both are installed, import amplabs warns. Remove the old one
with pip uninstall amplabs, then reinstall: pip install --force-reinstall amplabs-playground.
License
Proprietary. See the LICENSE file in the package.
1 maintainer
Metadata
1 maintainer
Release files for amplabs-playground 1.2.0
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