This adds the ability to add multiple choices to a generation. This
is only available for non-streaming gens for now, it requires some
more work to port over to streaming.
Signed-off-by: kingbri <bdashore3@proton.me>
Waiting for request disconnect takes some extra time and allows
generation chunks to pile up, resulting in large payloads being sent
at once not making up a smooth stream.
Use the polling method in non-streaming requests by creating a background
task and then check if the task is done, signifying that the request
has been disconnected.
Signed-off-by: kingbri <bdashore3@proton.me>
Depending on the day of the week, Starlette can work with a CancelledError
or using await request.is_disconnected(). Run the same behavior for both
cases and allow cancellation.
Streaming requests now set an event to cancel the batched job and break
out of the generation loop.
Signed-off-by: kingbri <bdashore3@proton.me>
List comprehensions are the more "pythonic" way to approach mapping
values to a list. They're also more flexible across different collection
types rather than the inbuilt map method. It's best to keep one convention
rather than splitting down two.
Signed-off-by: kingbri <bdashore3@proton.me>
Add a sequential lock and wait until jobs are completed before executing
any loading requests that directly alter the model. However, we also
need to block any new requests that come in until the load is finished,
so add a condition that triggers once the lock is free.
Signed-off-by: kingbri <bdashore3@proton.me>
The dynamic generator requires Flash attention 2.5.7 or higher to
be installed. This is only supported on Nvidia's 30 series and higher.
If a card is AMD or lower than the 30 series, switch to compatability
mode which functions the same way as the older generator, except
without parallel batching and any features that depend on it, such as
CFG.
Signed-off-by: kingbri <bdashore3@proton.me>
The new async dynamic job allows for native async support without the
need of threading. Also add logprobs and metrics back to responses.
Signed-off-by: kingbri <bdashore3@proton.me>
This reverts commit 7556dcf134.
The Optionals allowed requests to send "null" in the body for optional
parameters which should be allowed.
Signed-off-by: kingbri <bdashore3@proton.me>
These both take an array of glob strings to state what files or
directories to include or exclude when parsing the download list.
Signed-off-by: kingbri <bdashore3@proton.me>
Adds an asynchronous huggingface downloader that uses HF hub to fetch
all repo files. The current HF hub package has a snapshot_download
function that does not cancel on KeyboardInterrupt.
Instead, make a downloader that uses the Rich progress bar styling
along with a cancellable interface. Finally, link this to TabbyAPI.
Signed-off-by: kingbri <bdashore3@proton.me>
response_prefix is used to add a prefix before generating the next
message. This is used in many cases such as continuining a prompt
(see #96).
Also if a template has BOS token specified, add_bos_token will
append two BOS tokens. Add a check which strips a starting BOS token
from the prompt if it exists.
Signed-off-by: kingbri <bdashore3@proton.me>
Having many utility functions for initialization doesn't make much sense.
Instead, handle anything regarding template creation inside the
class which reduces the amount of function imports.
Signed-off-by: kingbri <bdashore3@proton.me>
A chat completion can now declare extra template_vars to pass when
a template is rendered, opening up the possibility of using state
outside of huggingface's parameters.
Signed-off-by: kingbri <bdashore3@proton.me>
response_format allows a user to request a valid, but arbitrary JSON
object from the API. This is a new part of the OAI spec.
Signed-off-by: kingbri <bdashore3@proton.me>
Wrong class attribute name used for max_attention_size and fixes
declaration of the draft model's chunk_size.
Also expose the parameter to the end user in both config and model
load.
Signed-off-by: kingbri <bdashore3@proton.me>
Template modules grab all set vars, including ones that use runtime
vars. If a template var is set to a runtime var and a module is created,
an UndefinedError fires.
Use make_module instead to pass runtime vars when creating a template
module.
Resolves#92
Signed-off-by: kingbri <bdashore3@proton.me>
Best to move the inner workings within its inner function. Also fix
an edge case where stop strings can be a string rather than an array.
Signed-off-by: kingbri <bdashore3@proton.me>
Adding the stop_strings var to chat templates will allow for the
template creator to specify stopping strings to add onto chat completions.
Thes get appended with existing stopping strings that are passed
in the API request. However, a sampler override with force: true will
override all stopping strings.
Signed-off-by: kingbri <bdashore3@proton.me>
Previously, some request errors were only sent to the client, but
some clients don't log the full error, so log it in console.
Signed-off-by: kingbri <bdashore3@proton.me>
This causes spamming of warn statements on SIGINT. The message also
gets printed on a normal shutdown (that isn't in the middle of a
request).
Signed-off-by: kingbri <bdashore3@proton.me>
Works the same way as streaming gens. If the request is cancelled,
it will log an error to the user and release the semaphore if it's
holding anything.
Signed-off-by: kingbri <bdashore3@proton.me>
When the model is processing a prompt, add the ability to abort
on request cancellation. This is also a catch for a SIGINT.
Signed-off-by: kingbri <bdashore3@proton.me>
OAI expects finish_reason to be "stop" or "length" (there are others,
but they're not in the current scope of this project).
Make all completions and chat completions responses return this
from the model generation itself rather than putting a placeholder.
Signed-off-by: kingbri <bdashore3@proton.me>
This is a definite way to check if an authorized key is API or admin.
The endpoint only runs if the key is valid in the first place to keep
inline with the API's security model.
Signed-off-by: kingbri <bdashore3@proton.me>
Add the ability to override uvicorn's signal handler in addition
to using main's signal handler for any SIGINTs before the API server
starts.
Signed-off-by: kingbri <bdashore3@proton.me>
Run these iterators on the background thread. On startup, the API
spawns a background thread as needed to run sync code on without blocking
the event loop.
Use asyncio's run_thread function since it allows for errors to be
propegated.
Signed-off-by: kingbri <bdashore3@proton.me>
Async generation helps remove many roadblocks to managing tasks
using threads. It should allow for abortables and modern-day paradigms.
NOTE: Exllamav2 itself is not an asynchronous library. It's just
been added into tabby's async nature to allow for a fast and concurrent
API server. It's still being debated to run stream_ex in a separate
thread or manually manage it using asyncio.sleep(0)
Signed-off-by: kingbri <bdashore3@proton.me>
These are mainly used for some clients that ping to see if the request
is alive. However, we don't need this.
Signed-off-by: kingbri <bdashore3@proton.me>
Previously, generation function were bundled with the request function
causing the overall code structure and API to look ugly and unreadable.
Split these up and cleanup a lot of the methods that were previously
overlooked in the API itself.
Signed-off-by: kingbri <bdashore3@proton.me>
Moving the API into its own directory helps compartmentalize it
and allows for cleaning up the main file to just contain bootstrapping
and the entry point.
Signed-off-by: kingbri <bdashore3@proton.me>
