28 KiB
kobold
global kobold: KoboldLib
Methods:
kobold.decode()
kobold.encode()
kobold.get_config_file()
kobold.halt_generation()
kobold.restart_generation()
Fields:
kobold.authorsnote
kobold.authorsnotetemplate
kobold.custmodpth
kobold.feedback
kobold.generated
kobold.generated_cols
kobold.generated_rows
kobold.is_config_file_open
kobold.logits
kobold.logits_cols
kobold.logits_rows
kobold.memory
kobold.modelbackend
kobold.modeltype
kobold.num_outputs
kobold.outputs
kobold.settings
kobold.story
kobold.submission
kobold.worldinfo
kobold.decode()
function KoboldLib.decode(tok: integer|table<integer, integer>) -> string
Callable from: anywhere
Decodes the given token or list of tokens using the current tokenizer. If kobold.backend
is 'readonly'
or 'api'
, the tokenizer used is the GPT-2 tokenizer, otherwise the model's tokenizer is used. This function is the inverse of kobold.encode()
.
print(kobold.decode({15496, 2159})) -- 'Hello World'
Parameters:
- tok (
integer|table<integer, integer>
): Array of token IDs to decode, or the token ID of a single token.
Returns:
string
: Decoded tokens.
kobold.encode()
function KoboldLib.encode(str: string) -> table<integer, integer>
Callable from: anywhere
Encodes the given string using the current tokenizer into an array of tokens. If kobold.backend
is 'readonly'
or 'api'
, the tokenizer used is the GPT-2 tokenizer, otherwise the model's tokenizer is used. This function is the inverse of kobold.decode()
.
local tokens = kobold.encode("Hello World")
print(#tokens) -- 2
print(tokens[1]) -- 15496
print(tokens[2]) -- 2159
Parameters:
- tok (
integer|table<integer, integer>
): Array of token IDs to decode, or the token ID of a single token.
Returns:
string
: Decoded tokens.
kobold.get_config_file()
function KoboldLib.get_config_file(clear?: boolean) -> file*
Callable from: anywhere
Returns a file handle representing your script's configuration file, which is usually the file in the userscripts folder with the same filename as your script but with ".conf" appended at the end. This function throws an error on failure.
If the configuration file does not exist when this function is called, the configuration file will first be created as a new empty file.
If KoboldAI does not possess an open file handle to the configuration file, this function opens the file in w+b
mode if the clear
parameter is a truthy value, otherwise the file is opened in r+b
mode. These are mostly the same -- the file is opened in binary read-write mode and then seeked to the start of the file -- except the former mode deletes the contents of the file prior to opening it and the latter mode does not.
If KoboldAI does possess an open file handle to the configuration file, that open file handle is returned without seeking or deleting the contents of the file. You can check if KoboldAI possesses an open file handle to the configuration file by using kobold.is_config_file_open
.
local example_config = "return 'Hello World'"
local cfg
do
-- If config file is empty, write example config
local f <close> = kobold.get_config_file()
f:seek("set")
if f:read(1) == nil then f:write(example_config) end
f:seek("set")
-- Read config
local err
cfg, err = load(f:read("a"))
if err ~= nil then error(err) end
cfg = cfg()
end
Parameters:
- clear? (
bool
): If KoboldAI does not possess an open file handle to the configuration object, this determines whether the file will be opened inw+b
orr+b
mode. This parameter defaults tofalse
.
Returns:
file*
: File handle for the configuration file.
kobold.halt_generation()
function KoboldLib.halt_generation() -> nil
Callable from: anywhere
If called from an input modifier, prevents the user's input from being sent to the model and skips directly to the output modifier.
If called from a generation modifier, stops generation after the current token is generated and then skips to the output modifier. In other words, if, when you call this function, kobold.generated
has n columns, it will have exactly n+1 columns when the output modifier is called.
If called from an output modifier, has no effect.
kobold.restart_generation()
function KoboldLib.restart_generation(sequence?: integer) -> nil
Callable from: output modifier
After the current output is sent to the GUI, starts another generation using the empty string as the submission.
Whatever ends up being the output selected by the user or by the sequence
parameter will be saved in kobold.feedback
when the new generation begins.
Parameters:
- sequence? (
integer
): If you have multiple Gens Per Action, this can be used to choose which sequence to use as the output, where 1 is the first, 2 is the second and so on. If you set this to 0, the user will be prompted to choose the sequence instead. Defaults to 0.
kobold.authorsnote
field KoboldLib.authorsnote: string
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
The author's note as set from the "Memory" button in the GUI.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
kobold.authorsnotetemplate
field KoboldLib.authorsnotetemplate: string
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
The author's note template as set from the "Memory" button in the GUI.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
kobold.custmodpth
field KoboldLib.custmodpth: string
Readable from: anywhere Writable from: nowhere
Path to a directory that the user chose either via the file dialog that appears when KoboldAI asks you to choose the path to your custom model or via the --path
command-line flag.
If the user loaded a built-in model from the menu, this is instead the model ID of the model on Hugging Face's model hub, such as "KoboldAI/GPT-Neo-2.7B-Picard" or "hakurei/lit-6B".
kobold.feedback
field KoboldLib.feedback: string?
Readable from: anywhere Writable from: nowhere
If this is a repeat generation caused by kobold.restart_generation()
, this will be a string containing the previous output. If not, this will be nil
.
kobold.generated
field KoboldLib.generated: table<integer, table<integer, integer>>?
Readable from: generation modifier and output modifier, but only if kobold.modelbackend
is not 'api'
or 'readonly'
Writable from: generation modifier
Two-dimensional array of tokens generated thus far. Each row represents one sequence, each column one token.
kobold.generated_cols
field KoboldLib.generated_cols: integer
Readable from: anywhere Writable from: nowhere
Number of columns in kobold.generated
. In other words, the number of tokens generated thus far, which is equal to the number of times that the generation modifier has been called, not including the current time if this is being read from a generation modifier.
If kobold.modelbackend
is 'api'
or 'readonly'
, this returns 0 instead.
kobold.generated_rows
field KoboldLib.generated_rows: integer
Readable from: anywhere Writable from: nowhere
Number of rows in kobold.generated
, equal to kobold.settings.numseqs
.
kobold.is_config_file_open
field KoboldLib.is_config_file_open: boolean
Readable from: anywhere Writable from: nowhere
Whether or not KoboldAI possesses an open file handle to your script's configuration file. See kobold.get_config_file()
for more details.
kobold.logits
field KoboldLib.logits: table<integer, table<integer, number>>?
Readable from: generation modifier, but only if kobold.modelbackend
is not 'api'
or 'readonly'
Writable from: generation modifier
Two-dimensional array of logits prior to being filtered by top-p sampling, etc. Each row represents one sequence, each column one of the tokens in the model's vocabulary. The ith column represents the logit score of token i-1, so if you want to access the logit score of token 18435 (" Hello" with a leading space), you need to access column 18436. You may alter this two-dimensional array to encourage or deter certain tokens from appearing in the output in a stochastic manner.
Don't modify this table unnecessarily unless you know what you are doing! The bias example scripts show how to use this feature properly.
kobold.logits_cols
field KoboldLib.logits_cols: integer
Readable from: anywhere Writable from: nowhere
Number of columns in kobold.logits
, equal to the vocabulary size of the current model. Most models based on GPT-2 (e.g. GPT-Neo and GPT-J) have a vocabulary size of 50257. GPT-J models in particular have a vocabulary size of 50400 instead, although GPT-J models aren't trained to use the rightmost 143 tokens of the logits array.
If kobold.modelbackend
is 'api'
or 'readonly'
, this returns 0 instead.
kobold.logits_rows
field KoboldLib.logits_rows: integer
Readable from: anywhere Writable from: nowhere
Number of rows in kobold.generated
, equal to kobold.settings.numseqs
. a local KoboldAI install.
kobold.memory
field KoboldLib.memory: string
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
The memory as set from the "Memory" button in the GUI.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
kobold.modelbackend
field KoboldLib.modelbackend: string
Readable from: anywhere Writable from: nowhere
One of the following values:
'api'
: InferKit, OpenAI or legacy Colab mode'readonly'
: Read-only no AI mode'transformers'
: Models running on your own computer, and Colab GPU backend (currently used for 2.7B models on Colab)'mtj'
: Colab TPU backend (currently used for 6B models on Colab)
kobold.modeltype
field KoboldLib.modeltype: string
Readable from: anywhere Writable from: nowhere
One of the following values:
'api'
: InferKit, OpenAI or legacy Colab mode'readonly'
: Read-only no AI mode'unknown'
'gpt2'
: GPT-2-Small'gpt2-medium'
'gpt2-large'
'gpt2-xl'
'gpt-neo-125M'
'gpt-neo-1.3B'
'gpt-neo-2.7B'
'gpt-j-6B'
kobold.num_outputs
field KoboldLib.num_outputs: integer
Readable from: anywhere Writable from: nowhere
Number of rows in kobold.outputs
. This is equal to kobold.settings.numseqs
unless you're using a non-Colab third-party API such as OpenAI or InferKit, in which case this is 1. If you decide to write to kobold.settings.numseqs
from an output modifier, this value remains unchanged.
kobold.outputs
field KoboldLib.outputs: table<integer, string>
Readable from: output modifier Writable from: output modifier
Model output before applying output formatting. One row per "Gens Per Action", unless you're using OpenAI or InferKit, in which case this always has exactly one row.
kobold.settings
field KoboldLib.settings: KoboldSettings
Readable from: anywhere Writable from: anywhere (does not affect other scripts when written to since each script has its own copy of this object)
Contains most of the settings. They have the same names as in gensettings.py, so the top-p value is kobold.settings.settopp
.
All the settings can be read from anywhere and written from anywhere, except kobold.settings.numseqs
which can only be written to from an input modifier or output modifier.
Modifying certain fields from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess. Currently, only the following fields and their aliases cause this to occur:
kobold.settings.settknmax
(Max Tokens)kobold.settings.anotedepth
(Author's Note Depth)kobold.settings.setwidepth
(World Info Depth)kobold.settings.setuseprompt
(Always Use Prompt)
kobold.story
Readable from: anywhere Writable from: nowhere
field KoboldLib.story: KoboldStory
Contains the chunks of the current story. Don't use pairs
or ipairs
to iterate over the story chunks, use kobold.story:forward_iter()
or kobold.story:reverse_iter()
, which guarantee amortized worst-case iteration time complexity linear to the number of chunks in the story regardless of what the highest chunk number is.
You can index this object to get a story chunk (as a KoboldStoryChunk
object) by its number, which is an integer. The prompt chunk, if it exists, is guaranteed to be chunk 0. Aside from that, the chunk numbers are not guaranteed to be contiguous or ordered in any way.
local prompt_chunk = kobold.story[0] -- KoboldStoryChunk object referring to the prompt chunk
Methods:
kobold.story:forward_iter()
kobold.story:reverse_iter()
kobold.story:forward_iter()
Callable from: anywhere
function KoboldStory:forward_iter() -> fun(): KoboldStoryChunk, table, nil
Returns a stateful iterator that efficiently iterates through story chunks from top to bottom.
for chunk in kobold.story:forward_iter() do
print(chunk.num, chunk.content)
end
kobold.story:reverse_iter()
Callable from: anywhere
function KoboldStory:reverse_iter() -> fun(): KoboldStoryChunk, table, nil
Returns a stateful iterator that efficiently iterates through story chunks from bottom to top.
for chunk in kobold.story:reverse_iter() do
print(chunk.num, chunk.content)
end
KoboldStoryChunk
Represents a story chunk.
Fields:
KoboldStoryChunk.content
KoboldStoryChunk.num
KoboldStoryChunk.content
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldStoryChunk.content: string
The text inside of the story chunk.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldStoryChunk.num
Readable from: anywhere Writable from: nowhere
field KoboldStoryChunk.num: integer
The number of the story chunk. Chunk 0 is guaranteed to be the prompt chunk if it exists; no guarantees can be made about the numbers of other chunks.
kobold.submission
Readable from: anywhere Writable from: input modifier
field kobold.submission: string
The user-submitted text after being formatted by input formatting. If this is a repeated generation incurred by kobold.restart_generation()
, then this is the empty string.
kobold.worldinfo
field KoboldLib.worldinfo: KoboldWorldInfo
Represents the world info entries.
Indexing this object at index i returns the ith world info entry from the top in amortized constant worst-case time as a KoboldWorldInfoEntry
. This includes world info entries that are inside folders.
local entry = kobold.worldinfo[5] -- Retrieves fifth entry from top as a KoboldWorldInfoEntry
You can use ipairs
or a numeric loop to iterate from top to bottom:
for index, entry in ipairs(kobold.worldinfo):
print(index, entry.content)
end
for index = 1, #kobold.worldinfo do:
print(index, kobold.worldinfo[index].content)
end
Methods:
kobold.story:compute_context()
kobold.story:finduid()
kobold.story:is_valid()
Fields:
kobold.story.folders
kobold.worldinfo:compute_context()
Callable from: anywhere
function KoboldWorldInfo:compute_context(submission: string, entries?: KoboldWorldInfoEntry|table<any, KoboldWorldInfoEntry>, kwargs?: table<string, any>) -> string
Computes the context that would be sent to the generator with the user's current settings if submission
were the user's input after being formatted by input formatting. The context would include memory at the top, followed by active world info entries, followed by some story chunks with the author's note somewhere, followed by submission
.
Parameters
- submission (
string
): String to use as simulated user's input after being formatted by input formatting. - entries? (
KoboldWorldInfoEntry|table<any, KoboldWorldInfoEntry>
): AKoboldWorldInfoEntry
or table thereof that indicates an allowed subset of world info entries to include in the context. Defaults to all world info entries. - kwargs? (
table<string, any>
): Table of optional keyword arguments from the following list. Defaults to{}
.- scan_story? (
boolean
): Whether or not to scan the past few actions of the story for world info keys in addition to the submission like how world info normally behaves. If this is set tofalse
, only thesubmission
is scanned for world info keys. Defaults totrue
.
- scan_story? (
Returns
string
: Computed context.
kobold.worldinfo:finduid()
Callable from: anywhere
function KoboldWorldInfo:finduid(u: integer) -> KoboldWorldInfoEntry?
Returns the world info entry with the given UID in amortized constant worst-case time, or nil
if not found.
Parameters
- u (
integer
): UID.
Returns
KoboldWorldInfoEntry?
: The world info entry with requested UID, ornil
if no such entry exists.
kobold.worldinfo:is_valid()
Callable from: anywhere
function KoboldWorldInfo:is_valid() -> boolean
This always returns true.
kobold.worldinfo.folders
Readable from: anywhere Writable from: nowhere
field KoboldWorldInfo.folders: KoboldWorldInfoFolderSelector
Can be indexed in amortized constant worst-case time and iterated over and has a finduid
method just like kobold.worldinfo
, but gets folders (as KoboldWorldInfoFolder
objects) instead.
local folder = kobold.worldinfo.folders[5] -- Retrieves fifth folder from top as a KoboldWorldInfoFolder
for index, folder in ipairs(kobold.worldinfo.folders):
print(index, folder.name)
end
for index = 1, #kobold.worldinfo.folders do:
print(index, kobold.worldinfo.folders[index].name)
end
Methods
kobold.story.folders:finduid()
kobold.story.folders:is_valid()
KoboldWorldInfoEntry
Represents a world info entry.
Methods:
KoboldWorldInfoEntry:compute_context()
KoboldWorldInfoEntry:is_valid()
Fields:
KoboldWorldInfoEntry.comment
KoboldWorldInfoEntry.constant
KoboldWorldInfoEntry.content
KoboldWorldInfoEntry.folder
KoboldWorldInfoEntry.key
KoboldWorldInfoEntry.keysecondary
KoboldWorldInfoEntry.num
KoboldWorldInfoEntry.selective
KoboldWorldInfoEntry.uid
KoboldWorldInfoEntry:compute_context()
Callable from: anywhere
function KoboldWorldInfoEntry:compute_context(submission: string, kwargs?: table<string, any>) -> string
The same as calling kobold.worldinfo:compute_context()
with this world info entry as the argument.
Parameters
- submission (
string
): String to use as simulated user's input after being formatted by input formatting. - kwargs? (
table<string, any>
): Table of optional keyword arguments from the following list. Defaults to{}
.- scan_story? (
boolean
): Whether or not to scan the past few actions of the story for world info keys in addition to the submission like how world info normally behaves. If this is set tofalse
, only thesubmission
is scanned for world info keys. Defaults totrue
.
- scan_story? (
Returns
string
: Computed context.
KoboldWorldInfoEntry:is_valid()
Callable from: anywhere
function KoboldWorldInfoEntry:is_valid() -> boolean
Returns true if this world info entry still exists (i.e. wasn't deleted), otherwise returns false.
KoboldWorldInfoEntry.comment
Readable from: anywhere Writable from: anywhere
field KoboldWorldInfoEntry.comment: string
The world info entry's comment that appears in its topmost text box.
KoboldWorldInfoEntry.constant
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldWorldInfoEntry.constant: boolean
Whether or not this world info entry is constant. Constant world info entries are always included in the context regardless of whether or not its keys match the story chunks in the context.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldWorldInfoEntry.content
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldWorldInfoEntry.content: string
The text in the "What To Remember" text box that gets included in the context when the world info entry is active.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldWorldInfoEntry.folder
Readable from: anywhere Writable from: nowhere
field KoboldWorldInfoEntryfolder: integer?
UID of the folder the world info entry is in, or nil
if it's outside of a folder.
KoboldWorldInfoEntry.key
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldWorldInfoEntry.key: string
For non-selective world info entries, this is the world info entry's comma-separated list of keys. For selective world info entries, this is the comma-separated list of primary keys.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldWorldInfoEntry.keysecondary
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldWorldInfoEntry.keysecondary: string
For non-selective world info entries, the value of this field is undefined and writing to it has no effect. For selective world info entries, this is the comma-separated list of secondary keys.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldWorldInfoEntry.num
Readable from: anywhere Writable from: nowhere
field KoboldWorldInfoEntry.num: integer
This is 0 if the entry is the first one from the top, 1 if second from the top, and so on.
KoboldWorldInfoEntry.selective
Readable from: anywhere Writable from: anywhere (triggers regeneration when written to from generation modifier)
field KoboldWorldInfoEntry.selective: boolean
Whether or not the world info entry is selective. Selective entries have both primary and secondary keys.
Modifying this field from inside of a generation modifier triggers a regeneration, which means that the context is recomputed after modification and generation begins again with the new context and previously generated tokens. This incurs a small performance penalty and should not be performed in excess.
KoboldWorldInfoEntry.uid
Readable from: anywhere Writable from: nowhere
field KoboldWorldInfoEntry.uid: integer
UID of the world info entry.
KoboldWorldInfoFolderSelector:finduid()
Callable from: anywhere
function KoboldWorldInfoFolderSelector:finduid(u: integer) -> KoboldWorldInfoFolder?
Returns the world info folder with the given UID in amortized constant worst-case time, or nil
if not found.
Parameters
- u (
integer
): UID.
Returns
KoboldWorldInfoFolder?
: The world info folder with requested UID, ornil
if no such folder exists.
KoboldWorldInfoFolderSelector:is_valid()
Callable from: anywhere
function KoboldWorldInfoFolderSelector:is_valid() -> boolean
This always returns true.
KoboldWorldInfoFolder
Represents a world info folder.
Methods:
KoboldWorldInfoFolder:compute_context()
KoboldWorldInfoFolder:finduid()
KoboldWorldInfoFolder:is_valid()
Fields:
KoboldWorldInfoFolder.name
KoboldWorldInfoFolder.uid
KoboldWorldInfoFolder:compute_context()
Callable from: anywhere
function KoboldWorldInfoFolder:compute_context(submission: string, entries?: KoboldWorldInfoEntry|table<any, KoboldWorldInfoEntry>, kwargs?: table<string, any>) -> string
Computes the context that would be sent to the generator with the user's current settings if submission
were the user's input after being formatted by input formatting. The context would include memory at the top, followed by active world info entries, followed by some story chunks with the author's note somewhere, followed by submission
.
Unlike kobold.worldinfo:compute_context()
, this function doesn't include world info keys outside of the folder.
Parameters
- submission (
string
): String to use as simulated user's input after being formatted by input formatting. - entries? (
KoboldWorldInfoEntry|table<any, KoboldWorldInfoEntry>
): AKoboldWorldInfoEntry
or table thereof that indicates an allowed subset of world info entries to include in the context. Entries that are not inside of the folder are still not included. Defaults to all world info entries in the folder. - kwargs? (
table<string, any>
): Table of optional keyword arguments from the following list. Defaults to{}
.- scan_story? (
boolean
): Whether or not to scan the past few actions of the story for world info keys in addition to the submission like how world info normally behaves. If this is set tofalse
, only thesubmission
is scanned for world info keys. Defaults totrue
.
- scan_story? (
Returns
string
: Computed context.
KoboldWorldInfoFolder:finduid()
Callable from: anywhere
function KoboldWorldInfoFolder:finduid(u: integer) -> KoboldWorldInfoEntry?
Returns the world info entry inside of the folder with the given UID in amortized constant worst-case time, or nil
if not found.
Parameters
- u (
integer
): UID.
Returns
KoboldWorldInfoEntry?
: The world info entry with requested UID, ornil
if no such entry exists or if it's outside of the folder.
KoboldWorldInfoFolder:is_valid()
Callable from: anywhere
function KoboldWorldInfoFolder:is_valid() -> boolean
Returns whether or not the folder still exists (i.e. wasn't deleted).
KoboldWorldInfoFolder.name
Readable from: anywhere Writable from: anywhere
field KoboldWorldInfoFolder.name: string
Name of the world info folder as defined in its one text box.
KoboldWorldInfoFolder.uid
Readable from: anywhere Writable from: nowhere
field KoboldWorldInfoFolder.uid: integer
UID of the world info folder.