* Read jinja templates as fallback
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Move templating out of model loader
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Test TemplateMessages
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Set role and content from transformers
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Tests: be more flexible
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* More jinja
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small refactoring and adaptations
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Use pb.Reply instead of []byte with Reply.GetMessage() in llama grpc to get the proper usage data in reply streaming mode at the last [DONE] frame
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
* fix(diffusers): allow to specify width and height without enable-parameters
Let's simplify usage by not gating width and height by parameters
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* chore: use sane defaults
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* initial pass: roll out bluemonday sanitization more widely
Signed-off-by: Dave Lee <dave@gray101.com>
* add one additional sanitize - the overall modelslist used by the docs site
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
* Add CorrelationID to chat request
Signed-off-by: Siddharth More <siddimore@gmail.com>
* remove get_token_metrics
Signed-off-by: Siddharth More <siddimore@gmail.com>
* Add CorrelationID to proto
Signed-off-by: Siddharth More <siddimore@gmail.com>
* fix correlation method name
Signed-off-by: Siddharth More <siddimore@gmail.com>
* Update core/http/endpoints/openai/chat.go
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Signed-off-by: Siddharth More <siddimore@gmail.com>
* Update core/http/endpoints/openai/chat.go
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Signed-off-by: Siddharth More <siddimore@gmail.com>
---------
Signed-off-by: Siddharth More <siddimore@gmail.com>
Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
Co-authored-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
This prepares the API to receive videos as well for video understanding.
It works similarly to images, where the request should be in the form:
{
"type": "video_url",
"video_url": { "url": "url or base64 data" }
}
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat: extract output with regexes from LLMs
This changset adds `extract_regex` to the LLM config. It is a list of
regexes that can match output and will be used to re extract text from
the LLM output. This is particularly useful for LLMs which outputs final
results into tags.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Add tests, enhance output in case of configuration error
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This was noticed by models returning content besides function calls.
Sadly we can't test that easily in the CI so it got unnoticed.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(openai): add json_schema and strict mode
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* handle err vs _
security scanners prefer if we put these branches in, and I tend to agree.
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* wip
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* get rid of panics
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* expose it properly from the config
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Simplify
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* forgot to commit
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Remove focus on test
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor: break down json grammar parser in different files
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix: patch to `refactor_grammars` - propagate errors (#3006)
propagate errors around
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave Lee <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
* feat(functions): enhance parsing with broken JSON when we parse the raw results
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* breaking: make function name by default
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(grammar): dynamically generate grammars with mutating keys
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor: simplify condition
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Update docs
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* docs(swagger): core more localai/openai endpoints
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix swagger descriptions for backend_monitor.go
Signed-off-by: Dave <dave@gray101.com>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: Dave <dave@gray101.com>
Co-authored-by: Dave <dave@gray101.com>
fix(model-list): be consistent, skip known files from listing
This changeset does two things:
- Removes the dependency of listing models from the OpenAI schema.
- Tries to reduce confusion between ListModels() in model loader and in
the service - now there is only one ListModels which is in services
and does not depend anymore on the OpenAI schema
- The OpenAI-schema functions were moved nearby the OpenAI specific
endpoints that needs the schema
- Drops the ListModel Service structure as there was no real need for
it.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor(gallery): move under core/
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* fix(unarchive): do not allow symlinks
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
contains simple fixes to warnings and errors, removes a broken / outdated test, runs go mod tidy, and as the actual change, centralizes base64 image handling
Signed-off-by: Dave Lee <dave@gray101.com>
* wip: guess informations from gguf file
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* update go mod
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Small fixups
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Identify llama3
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Do not try to guess the name, as reading gguf files can be expensive
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Allow to disable guessing
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(functions): relax mixedgrammars
Extend even more the functionalities and when mixed mode is enabled,
tolerate also both strings and JSON in the result - in this case we make
sure that the JSON can be correctly parsed.
This also updates the examples and the gallery model to configure the
grammar.
The changeset also breaks current function/grammar configuration as it
reserves now a stanza in the YAML config.
For example:
```yaml
function:
grammar:
# This allows the grammar to also return messages
mixed_mode: true
# Suffix to add to the grammar
# prefix: '<tool_call>\n'
# Force parallel calls in the grammar
# parallel_calls: true
```
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* refactor, add a way to disable mixed json and freestring
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* Fix linting issues
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
feat(functions): support mixed JSON BNF grammar
This PR provides new options to control how functions are extracted from
the LLM, and also provides more control on how JSON grammars can be used
(also in conjunction).
New YAML settings introduced:
- `grammar_message`: when enabled, the generated grammar can also decide
to push strings and not only JSON objects. This allows the LLM to pick
to either respond freely or using JSON.
- `grammar_prefix`: Allows to prefix a string to the JSON grammar
definition.
- `replace_results`: Is a map that allows to replace strings in the LLM
result.
As an example, consider the following settings for Hermes-2-Pro-Mistral,
which allow extracting both JSON results coming from the model, and the
ones coming from the grammar:
```yaml
function:
# disable injecting the "answer" tool
disable_no_action: true
# This allows the grammar to also return messages
grammar_message: true
# Suffix to add to the grammar
grammar_prefix: '<tool_call>\n'
return_name_in_function_response: true
# Without grammar uncomment the lines below
# Warning: this is relying only on the capability of the
# LLM model to generate the correct function call.
# no_grammar: true
# json_regex_match: "(?s)<tool_call>(.*?)</tool_call>"
replace_results:
"<tool_call>": ""
"\'": "\""
```
Note: To disable entirely grammars usage in the example above, uncomment the
`no_grammar` and `json_regex_match`.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
When enabling grammar with functions, it might be useful to
allow more flexibility to support models that are fine-tuned against returning
function calls of the form of { "name": "function_name", "arguments" {...} }
rather then { "function": "function_name", "arguments": {..} }.
This might call out to a more generic approach later on, but for the moment being we can easily support both
as we have just to specific different types.
If needed we can expand on this later on
Signed-off-by: mudler <mudler@localai.io>
* feat(ui): allow to set system prompt for chat
Make also the models in the index clickable, and display as table
Fixes#2257
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(vision): support also png with base64 input
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* feat(ui): support vision and upload of files
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* display the processed image
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
* make trust remote code stand out
Signed-off-by: mudler <mudler@localai.io>
* feat(ui): track in progress job across index/model gallery
Signed-off-by: mudler <mudler@localai.io>
* minor fixups
Signed-off-by: mudler <mudler@localai.io>
---------
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: mudler <mudler@localai.io>
* start breaking up the giant channel refactor now that it's better understood - easier to merge bites
Signed-off-by: Dave Lee <dave@gray101.com>
* add concurrency and base64 back in, along with new base64 tests.
Signed-off-by: Dave Lee <dave@gray101.com>
* Automatic rename of whisper.go's Result to TranscriptResult
Signed-off-by: Dave Lee <dave@gray101.com>
* remove pkg/concurrency - significant changes coming in split 2
Signed-off-by: Dave Lee <dave@gray101.com>
* fix comments
Signed-off-by: Dave Lee <dave@gray101.com>
* add list_model service as another low-risk service to get it out of the way
Signed-off-by: Dave Lee <dave@gray101.com>
* split backend config loader into seperate file from the actual config struct. No changes yet, just reduce cognative load with smaller files of logical blocks
Signed-off-by: Dave Lee <dave@gray101.com>
* rename state.go ==> application.go
Signed-off-by: Dave Lee <dave@gray101.com>
* fix lost import?
Signed-off-by: Dave Lee <dave@gray101.com>
---------
Signed-off-by: Dave Lee <dave@gray101.com>
* fix: update dockerignore and gitignore to exclude sonarqube work dir
Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
* fix: remove useless equality check
Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
* fix: use sonarqube Dockerfile recommendations
Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
---------
Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
* fix(grammar): Fix JSON mode and custom grammar
* tests(aio): add jsonmode test
* tests(aio): add functioncall test
* fix(aio): use hermes-2-pro-mistral as llm for CPU profile
* add phi-2-orange
