Appends the banned tokens to the generation. This is equivalent of
setting logit bias to -100 on a specific set of tokens.
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>
Torch errors if float values are passed (because bytes are not float
types). Therefore, overestimate and cast to an int type.
Resolves#97
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>
GenerationConfig is meant to override various parts of the model
on generation within the transformers lib. Rather than implementing
the entire GenerationConfig framework (since it's pretty redundant),
add in multi eos_token support like VLLM.
The GenerationConfig is used only for generation, but can be used
for other uses if needed.
If there's more necessary parameters in the future, add those in
as well.
Signed-off-by: kingbri <bdashore3@proton.me>
Automatically create a config.yml on build. Also use the cuda runtime
image which is much lighter than the previous cuda devel image.
Signed-off-by: kingbri <bdashore3@proton.me>
LM format enforcer has some latency on token ingestion, so use an
optimized fork instead. Also add this in as a base dependency since
the size is small.
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>
HuggingFace updated transformers to provide templates in a list for
tokenizers. Update to support this new format. Providing the name
of a template for the "prompt_template" value in config.yml will also
look inside the template list.
In addition, log if there's a template exception, but continue model
loading since it shouldn't shut down the application.
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>
Additive is used to add collections together. Currently, it's used
for lists, but it can be used for dictionaries in the future.
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>