convert-*.py: adjusted authorship KV store
This commit is contained in:
brian khuu
parent
91e65d9485
commit
d060fcdbe2
5 changed files with 179 additions and 72 deletions
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@ -251,20 +251,51 @@ class Model:
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self.gguf_writer.add_organization(self.metadata.organization)
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if self.metadata.version is not None:
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self.gguf_writer.add_version(self.metadata.version)
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if self.metadata.base_version is not None:
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self.gguf_writer.add_base_version(self.metadata.base_version)
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if self.metadata.url is not None:
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self.gguf_writer.add_url(self.metadata.url)
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if self.metadata.doi is not None:
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self.gguf_writer.add_doi(self.metadata.doi)
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if self.metadata.uuid is not None:
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self.gguf_writer.add_uuid(self.metadata.uuid)
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if self.metadata.hf_repo is not None:
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self.gguf_writer.add_hf_repo(self.metadata.hf_repo)
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if self.metadata.description is not None:
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self.gguf_writer.add_description(self.metadata.description)
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if self.metadata.license is not None:
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self.gguf_writer.add_license(self.metadata.license)
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if self.metadata.license_name is not None:
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self.gguf_writer.add_license_name(self.metadata.license_name)
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if self.metadata.license_link is not None:
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self.gguf_writer.add_license_link(self.metadata.license_link)
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if self.metadata.source_url is not None:
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self.gguf_writer.add_source_url(self.metadata.source_url)
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if self.metadata.source_doi is not None:
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self.gguf_writer.add_source_doi(self.metadata.source_doi)
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if self.metadata.source_uuid is not None:
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self.gguf_writer.add_source_uuid(self.metadata.source_uuid)
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if self.metadata.source_hf_repo is not None:
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self.gguf_writer.add_source_hf_repo(self.metadata.source_hf_repo)
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if self.metadata.parameter_class_attribute is not None:
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self.gguf_writer.add_parameter_class_attribute(self.metadata.parameter_class_attribute)
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if self.metadata.parents is not None:
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metadata.parent_count = len(self.metadata.parents)
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for key, parent_entry in self.metadata.parents:
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if "name" in parent_entry:
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self.gguf_writer.add_parent_name(key, parent_entry.get("name"))
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if "author" in parent_entry:
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self.gguf_writer.add_parent_author(key, parent_entry.get("author"))
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if "version" in parent_entry:
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self.gguf_writer.add_parent_version(key, parent_entry.get("version"))
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if "organization" in parent_entry:
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self.gguf_writer.add_parent_organization(key, parent_entry.get("organization"))
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if "url" in parent_entry:
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self.gguf_writer.add_parent_url(key, parent_entry.get("url"))
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if "doi" in parent_entry:
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self.gguf_writer.add_parent_doi(key, parent_entry.get("doi"))
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if "uuid" in parent_entry:
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self.gguf_writer.add_parent_uuid(key, parent_entry.get("uuid"))
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if "hf_repo" in parent_entry:
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self.gguf_writer.add_parent_hf_repo(key, parent_entry.get("hf_repo"))
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if self.metadata.tags is not None:
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self.gguf_writer.add_tags(self.metadata.tags)
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if self.metadata.languages is not None:
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@ -793,20 +793,47 @@ class OutputFile:
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self.add_organization(metadata.organization)
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if metadata.version is not None:
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self.gguf.add_version(metadata.version)
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if metadata.base_version is not None:
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self.gguf.add_base_version(metadata.base_version)
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if metadata.url is not None:
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self.gguf.add_url(metadata.url)
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if metadata.doi is not None:
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self.gguf.add_doi(metadata.doi)
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if metadata.uuid is not None:
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self.gguf.add_uuid(metadata.uuid)
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if metadata.hf_repo is not None:
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self.gguf.add_hf_repo(metadata.hf_repo)
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if metadata.description is not None:
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self.gguf.add_description(metadata.description)
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if metadata.license is not None:
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self.gguf.add_license(metadata.license)
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if metadata.license_name is not None:
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self.gguf.add_license_name(metadata.license_name)
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if metadata.license_link is not None:
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self.gguf.add_license_link(metadata.license_link)
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if metadata.source_url is not None:
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self.gguf.add_source_url(metadata.source_url)
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if metadata.source_hf_repo is not None:
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self.gguf.add_source_hf_repo(metadata.source_hf_repo)
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if metadata.parameter_class_attribute is not None:
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self.gguf.add_parameter_class_attribute(metadata.parameter_class_attribute)
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if metadata.parents is not None:
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metadata.parent_count = len(metadata.parents)
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for key, parent_entry in metadata.parents:
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if "name" in parent_entry:
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self.gguf.add_parent_name(key, parent_entry.get("name"))
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if "author" in parent_entry:
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self.gguf.add_parent_author(key, parent_entry.get("author"))
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if "version" in parent_entry:
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self.gguf.add_parent_version(key, parent_entry.get("version"))
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if "organization" in parent_entry:
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self.gguf.add_parent_organization(key, parent_entry.get("organization"))
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if "url" in parent_entry:
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self.gguf.add_parent_url(key, parent_entry.get("url"))
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if "doi" in parent_entry:
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self.gguf.add_parent_doi(key, parent_entry.get("doi"))
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if "uuid" in parent_entry:
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self.gguf.add_parent_uuid(key, parent_entry.get("uuid"))
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if "hf_repo" in parent_entry:
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self.gguf.add_parent_hf_repo(key, parent_entry.get("hf_repo"))
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if metadata.tags is not None:
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self.gguf.add_tags(metadata.tags)
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if metadata.languages is not None:
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@ -23,23 +23,53 @@ class Keys:
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ARCHITECTURE = "general.architecture"
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QUANTIZATION_VERSION = "general.quantization_version"
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ALIGNMENT = "general.alignment"
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FILE_TYPE = "general.file_type"
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# Authorship Metadata
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NAME = "general.name"
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AUTHOR = "general.author"
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VERSION = "general.version"
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ORGANIZATION = "general.organization"
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BASENAME = "general.basename"
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FINETUNE = "general.finetune"
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AUTHOR = "general.author"
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QUANTIZED_BY = "general.quantized_by"
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ORGANIZATION = "general.organization"
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VERSION = "general.version"
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BASE_VERSION = "general.base_version"
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URL = "general.url"
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DESCRIPTION = "general.description"
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QUANTIZED_BY = "general.quantized_by"
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PARAMETER_CLASS_ATTRIBUTE = "general.parameter_class_attribute"
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# Licensing details
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LICENSE = "general.license"
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LICENSE_NAME = "general.license.name"
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LICENSE_LINK = "general.license.link"
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# Typically represents the converted GGUF repo (Unless native)
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URL = "general.url"
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DOI = "general.doi"
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UUID = "general.uuid"
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HF_URL = "general.huggingface.repository"
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# Typically represents the original source repository (e.g. safetensors)
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# that this was
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SOURCE_URL = "general.source.url"
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SOURCE_DOI = "general.source.doi"
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SOURCE_UUID = "general.source.uuid"
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SOURCE_HF_REPO = "general.source.huggingface.repository"
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FILE_TYPE = "general.file_type"
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PARAMETER_CLASS_ATTRIBUTE = "general.parameter_class_attribute"
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# This represents the parent model that the converted/source model was
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# derived from on allowing users to trace the linage of a model.
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# E.g. A finetune model would have the base model as the parent
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# (A model can have multiple parent, especially if it's a merged model)
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PARENTS_COUNT = "general.parents.count"
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PARENTS_NAME = "general.parents.{id}.name"
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PARENTS_AUTHOR = "general.parents.{id}.author"
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PARENTS_VERSION = "general.parents.{id}.version"
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PARENTS_ORGANIZATION = "general.parents.{id}.organization"
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PARENTS_URL = "general.parents.{id}.url"
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PARENTS_DOI = "general.parents.{id}.doi"
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PARENTS_UUID = "general.parents.{id}.uuid"
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PARENTS_HF_REPO = "general.parents.{id}.huggingface.repository"
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# Array based KV stores
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TAGS = "general.tags"
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LANGUAGES = "general.languages"
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DATASETS = "general.datasets"
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@ -448,15 +448,21 @@ class GGUFWriter:
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def add_version(self, version: str) -> None:
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self.add_string(Keys.General.VERSION, version)
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def add_base_version(self, version: str) -> None:
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self.add_string(Keys.General.BASE_VERSION, version)
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def add_tensor_data_layout(self, layout: str) -> None:
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self.add_string(Keys.LLM.TENSOR_DATA_LAYOUT.format(arch=self.arch), layout)
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def add_url(self, url: str) -> None:
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self.add_string(Keys.General.URL, url)
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def add_doi(self, doi: str) -> None:
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self.add_string(Keys.General.DOI, doi)
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def add_uuid(self, uuid: str) -> None:
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self.add_string(Keys.General.UUID, uuid)
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def add_hf_repo(self, hf_repo: str) -> None:
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self.add_string(Keys.General.HF_REPO, hf_repo)
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def add_description(self, description: str) -> None:
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self.add_string(Keys.General.DESCRIPTION, description)
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@ -481,6 +487,33 @@ class GGUFWriter:
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def add_parameter_class_attribute(self, parameter_class_attribute: str) -> None:
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self.add_string(Keys.General.PARAMETER_CLASS_ATTRIBUTE, parameter_class_attribute)
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def add_parent_count(self, parent_count: int) -> None:
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self.add_uint32(Keys.General.PARENTS_COUNT, parent_count)
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def add_parent_name(self, parent_id: int, name: str) -> None:
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self.add_string(Keys.General.PARENTS_NAME.format(id=self.parent_id), name)
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def add_parent_author(self, parent_id: int, author: str) -> None:
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self.add_string(Keys.General.PARENTS_AUTHOR.format(id=self.parent_id), author)
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def add_parent_version(self, parent_id: int, version: str) -> None:
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self.add_string(Keys.General.PARENTS_VERSION.format(id=self.parent_id), version)
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def add_parent_organization(self, parent_id: int, organization: str) -> None:
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self.add_string(Keys.General.PARENTS_ORGANIZATION.format(id=self.parent_id), organization)
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def add_parent_url(self, parent_id: int, url: str) -> None:
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self.add_string(Keys.General.PARENTS_URL.format(id=self.parent_id), url)
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def add_parent_doi(self, parent_id: int, doi: str) -> None:
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self.add_string(Keys.General.PARENTS_DOI.format(id=self.parent_id), doi)
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def add_parent_uuid(self, parent_id: int, uuid: str) -> None:
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self.add_string(Keys.General.PARENTS_UUID.format(id=self.parent_id), uuid)
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def add_parent_hf_repo(self, parent_id: int, hf_repo: str) -> None:
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self.add_string(Keys.General.PARENTS_HF_REPO.format(id=self.parent_id), hf_repo)
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def add_tags(self, tags: Sequence[str]) -> None:
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self.add_array(Keys.General.TAGS, tags)
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@ -26,15 +26,20 @@ class Metadata:
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quantized_by: Optional[str] = None
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organization: Optional[str] = None
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version: Optional[str] = None
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base_version: Optional[str] = None
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url: Optional[str] = None
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doi: Optional[str] = None
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uuid: Optional[str] = None
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hf_repo: Optional[str] = None
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description: Optional[str] = None
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license: Optional[str] = None
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license_name: Optional[str] = None
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license_link: Optional[str] = None
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source_url: Optional[str] = None
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source_doi: Optional[str] = None
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source_uuid: Optional[str] = None
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source_hf_repo: Optional[str] = None
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parameter_class_attribute: Optional[str] = None
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parents: Optional[list[dict]] = None
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tags: Optional[list[str]] = None
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languages: Optional[list[str]] = None
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datasets: Optional[list[str]] = None
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@ -57,25 +62,37 @@ class Metadata:
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# Metadata Override File Provided
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# This is based on LLM_KV_NAMES mapping in llama.cpp
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metadata_override = Metadata.load_metadata_override(metadata_override_path)
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metadata.name = metadata_override.get(Keys.General.NAME , metadata.name ) # noqa: E202
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metadata.basename = metadata_override.get(Keys.General.BASENAME , metadata.basename ) # noqa: E202
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metadata.finetune = metadata_override.get(Keys.General.FINETUNE , metadata.finetune ) # noqa: E202
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metadata.author = metadata_override.get(Keys.General.AUTHOR , metadata.author ) # noqa: E202
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metadata.quantized_by = metadata_override.get(Keys.General.QUANTIZED_BY , metadata.quantized_by ) # noqa: E202
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metadata.organization = metadata_override.get(Keys.General.ORGANIZATION , metadata.organization ) # noqa: E202
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metadata.version = metadata_override.get(Keys.General.VERSION , metadata.version ) # noqa: E202
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metadata.base_version = metadata_override.get(Keys.General.BASE_VERSION , metadata.base_version ) # noqa: E202
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metadata.url = metadata_override.get(Keys.General.URL , metadata.url ) # noqa: E202
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metadata.description = metadata_override.get(Keys.General.DESCRIPTION , metadata.description ) # noqa: E202
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metadata.license = metadata_override.get(Keys.General.LICENSE , metadata.license ) # noqa: E202
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metadata.license_name = metadata_override.get(Keys.General.LICENSE_NAME , metadata.license_name ) # noqa: E202
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metadata.license_link = metadata_override.get(Keys.General.LICENSE_LINK , metadata.license_link ) # noqa: E202
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metadata.source_url = metadata_override.get(Keys.General.SOURCE_URL , metadata.source_url ) # noqa: E202
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metadata.source_hf_repo = metadata_override.get(Keys.General.SOURCE_HF_REPO , metadata.source_hf_repo ) # noqa: E202
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metadata.name = metadata_override.get(Keys.General.NAME , metadata.name ) # noqa: E202
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metadata.author = metadata_override.get(Keys.General.AUTHOR , metadata.author ) # noqa: E202
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metadata.version = metadata_override.get(Keys.General.VERSION , metadata.version ) # noqa: E202
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metadata.organization = metadata_override.get(Keys.General.ORGANIZATION , metadata.organization ) # noqa: E202
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metadata.basename = metadata_override.get(Keys.General.BASENAME , metadata.basename ) # noqa: E202
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metadata.finetune = metadata_override.get(Keys.General.FINETUNE , metadata.finetune ) # noqa: E202
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metadata.description = metadata_override.get(Keys.General.DESCRIPTION , metadata.description ) # noqa: E202
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metadata.quantized_by = metadata_override.get(Keys.General.QUANTIZED_BY , metadata.quantized_by ) # noqa: E202
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metadata.parameter_class_attribute = metadata_override.get(Keys.General.PARAMETER_CLASS_ATTRIBUTE, metadata.parameter_class_attribute) # noqa: E202
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metadata.tags = metadata_override.get(Keys.General.TAGS , metadata.tags ) # noqa: E202
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metadata.languages = metadata_override.get(Keys.General.LANGUAGES , metadata.languages ) # noqa: E202
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metadata.datasets = metadata_override.get(Keys.General.DATASETS , metadata.datasets ) # noqa: E202
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metadata.license = metadata_override.get(Keys.General.LICENSE , metadata.license ) # noqa: E202
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metadata.license_name = metadata_override.get(Keys.General.LICENSE_NAME , metadata.license_name ) # noqa: E202
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metadata.license_link = metadata_override.get(Keys.General.LICENSE_LINK , metadata.license_link ) # noqa: E202
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metadata.url = metadata_override.get(Keys.General.URL , metadata.url ) # noqa: E202
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metadata.doi = metadata_override.get(Keys.General.DOI , metadata.doi ) # noqa: E202
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metadata.uuid = metadata_override.get(Keys.General.UUID , metadata.uuid ) # noqa: E202
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metadata.hf_repo = metadata_override.get(Keys.General.HF_REPO , metadata.hf_repo ) # noqa: E202
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metadata.source_url = metadata_override.get(Keys.General.SOURCE_URL , metadata.source_url ) # noqa: E202
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metadata.source_doi = metadata_override.get(Keys.General.SOURCE_DOI , metadata.source_doi ) # noqa: E202
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metadata.source_uuid = metadata_override.get(Keys.General.SOURCE_UUID , metadata.source_uuid ) # noqa: E202
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metadata.source_hf_repo = metadata_override.get(Keys.General.SOURCE_HF_REPO , metadata.source_hf_repo ) # noqa: E202
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metadata.parent_count = metadata_override.get("general.parents" , metadata.parent_count ) # noqa: E202
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metadata.tags = metadata_override.get(Keys.General.TAGS , metadata.tags ) # noqa: E202
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metadata.languages = metadata_override.get(Keys.General.LANGUAGES , metadata.languages ) # noqa: E202
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metadata.datasets = metadata_override.get(Keys.General.DATASETS , metadata.datasets ) # noqa: E202
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# Direct Metadata Override (via direct cli argument)
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if model_name is not None:
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@ -169,7 +186,7 @@ class Metadata:
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@staticmethod
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def apply_metadata_heuristic(metadata: Metadata, model_card: Optional[dict] = None, hf_params: Optional[dict] = None, model_path: Optional[Path] = None) -> Metadata:
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# Reference Model Card Metadata: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
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found_model_name = False
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found_base_model = False
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# Model Card Heuristics
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########################
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@ -180,32 +197,7 @@ class Metadata:
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# such as TheBloke who would encode 'Mixtral 8X7B Instruct v0.1' into model_name
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metadata.name = model_card.get("model_name")
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if "model-index" in model_card and len(model_card["model-index"]) == 1 and "name" in model_card["model-index"][0]:
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# This is a model index which has model id that can be extracted into organization and model name
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# if so then we can safely extract organization and name
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# (This is a safe choice in case there is multiple models in one repo in the future)
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model_id = model_card["model-index"][0]["name"]
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model_full_name_component, org_component, basename, finetune, version, parameter_class_attribute = Metadata.get_model_id_components(model_id)
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if metadata.name is None and model_full_name_component is not None:
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metadata.name = Metadata.id_to_title(model_full_name_component)
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if metadata.organization is None and org_component is not None:
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metadata.organization = Metadata.id_to_title(org_component)
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if metadata.basename is None and basename is not None:
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metadata.basename = basename
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if metadata.finetune is None and finetune is not None:
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metadata.finetune = finetune
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if metadata.version is None and version is not None:
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metadata.version = version
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if metadata.parameter_class_attribute is None and parameter_class_attribute is not None:
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metadata.parameter_class_attribute = parameter_class_attribute
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if metadata.source_url is None and org_component is not None and model_full_name_component is not None:
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metadata.source_url = f"https://huggingface.co/{org_component}/{model_full_name_component}"
|
||||
if metadata.source_hf_repo is None and org_component is not None and model_full_name_component is not None:
|
||||
metadata.source_hf_repo = f"{org_component}/{model_full_name_component}"
|
||||
|
||||
found_model_name = True
|
||||
|
||||
if "base_model" in model_card and isinstance(model_card["base_model"], str) and not found_model_name:
|
||||
if "base_model" in model_card and isinstance(model_card["base_model"], str) and not found_base_model:
|
||||
# Check if string. We cannot handle lists as that is too ambagious
|
||||
# Example: stabilityai/stable-diffusion-xl-base-1.0. Can also be a list (for merges)
|
||||
model_id = model_card.get("base_model")
|
||||
|
|
@ -227,7 +219,7 @@ class Metadata:
|
|||
if metadata.source_hf_repo is None and org_component is not None and model_full_name_component is not None:
|
||||
metadata.source_hf_repo = f"{org_component}/{model_full_name_component}"
|
||||
|
||||
found_model_name = True
|
||||
found_base_model = True
|
||||
|
||||
if metadata.quantized_by is None:
|
||||
# Not part of hugging face model card standard, but is used by TheBloke to credit them self for quantizing 3rd party models
|
||||
|
|
@ -254,7 +246,7 @@ class Metadata:
|
|||
if hf_params is not None:
|
||||
hf_name_or_path = hf_params.get("_name_or_path")
|
||||
|
||||
if hf_name_or_path is not None and hf_name_or_path.count('/') <= 1 and not found_model_name:
|
||||
if hf_name_or_path is not None and hf_name_or_path.count('/') <= 1 and not found_base_model:
|
||||
# Use _name_or_path only if its actually a model name and not some computer path
|
||||
# e.g. 'meta-llama/Llama-2-7b-hf'
|
||||
model_id = hf_name_or_path
|
||||
|
|
@ -333,7 +325,7 @@ class TestStringMethods(unittest.TestCase):
|
|||
'datasets': ['teknium/OpenHermes-2.5'],
|
||||
'widget': [{'example_title': 'Hermes 2 Pro', 'messages': [{'role': 'system', 'content': 'You are a sentient, superintelligent artificial general intelligence, here to teach and assist me.'}, {'role': 'user', 'content': 'Write a short story about Goku discovering kirby has teamed up with Majin Buu to destroy the world.'}]}]
|
||||
}
|
||||
expected = Metadata(name='Hermes 2 Pro Llama 3 8B', basename='Hermes-2-Pro-Llama-3', finetune=None, author=None, quantized_by=None, organization=None, version=None, base_version=None, url=None, description=None, license=None, license_name=None, license_link=None, source_url=None, source_hf_repo=None, parameter_class_attribute='8B', tags=['Llama-3', 'instruct', 'finetune', 'chatml', 'DPO', 'RLHF', 'gpt4', 'synthetic data', 'distillation', 'function calling', 'json mode', 'axolotl'], languages=['en'], datasets=['teknium/OpenHermes-2.5'])
|
||||
expected = Metadata(name='Meta Llama 3 8B', basename='Meta-Llama-3', finetune=None, author=None, quantized_by=None, organization='NousResearch', version=None, url=None, doi=None, uuid=None, hf_repo=None, description=None, license=None, license_name=None, license_link=None, source_url='https://huggingface.co/NousResearch/Meta-Llama-3-8B', source_doi=None, source_uuid=None, source_hf_repo='NousResearch/Meta-Llama-3-8B', parameter_class_attribute='8B', parents=None, tags=['Llama-3', 'instruct', 'finetune', 'chatml', 'DPO', 'RLHF', 'gpt4', 'synthetic data', 'distillation', 'function calling', 'json mode', 'axolotl'], languages=['en'], datasets=['teknium/OpenHermes-2.5'])
|
||||
|
||||
got = Metadata.apply_metadata_heuristic(Metadata(), model_card, None, None)
|
||||
|
||||
|
|
@ -342,21 +334,15 @@ class TestStringMethods(unittest.TestCase):
|
|||
def test_apply_metadata_heuristic_from_hf_parameters(self):
|
||||
# Source: https://huggingface.co/NousResearch/Hermes-2-Pro-Llama-3-8B/blob/main/config.json
|
||||
hf_params = {"_name_or_path": "./hermes-2-pro-llama-3-8b-DPO"}
|
||||
|
||||
expected = Metadata(name='Hermes 2 Pro Llama 3 8B DPO', basename='hermes-2-pro-llama-3', finetune='DPO', author=None, quantized_by=None, organization=None, version=None, base_version=None, url=None, description=None, license=None, license_name=None, license_link=None, source_url=None, source_hf_repo=None, parameter_class_attribute='8b', tags=None, languages=None, datasets=None)
|
||||
|
||||
expected = Metadata(name='Hermes 2 Pro Llama 3 8B DPO', basename='hermes-2-pro-llama-3', finetune='DPO', author=None, quantized_by=None, organization=None, version=None, url=None, doi=None, uuid=None, hf_repo=None, description=None, license=None, license_name=None, license_link=None, source_url=None, source_doi=None, source_uuid=None, source_hf_repo=None, parameter_class_attribute='8b', parents=None, tags=None, languages=None, datasets=None)
|
||||
got = Metadata.apply_metadata_heuristic(Metadata(), None, hf_params, None)
|
||||
|
||||
self.assertEqual(got, expected)
|
||||
|
||||
def test_apply_metadata_heuristic_from_model_dir(self):
|
||||
# Source: https://huggingface.co/NousResearch/Hermes-2-Pro-Llama-3-8B/blob/main/config.json
|
||||
model_dir_path = Path("./hermes-2-pro-llama-3-8b-DPO")
|
||||
|
||||
expected = Metadata(name='Hermes 2 Pro Llama 3 8B DPO', basename='hermes-2-pro-llama-3', finetune='DPO', author=None, quantized_by=None, organization=None, version=None, base_version=None, url=None, description=None, license=None, license_name=None, license_link=None, source_url=None, source_hf_repo=None, parameter_class_attribute='8b', tags=None, languages=None, datasets=None)
|
||||
|
||||
expected = Metadata(name='Hermes 2 Pro Llama 3 8B DPO', basename='hermes-2-pro-llama-3', finetune='DPO', author=None, quantized_by=None, organization=None, version=None, url=None, doi=None, uuid=None, hf_repo=None, description=None, license=None, license_name=None, license_link=None, source_url=None, source_doi=None, source_uuid=None, source_hf_repo=None, parameter_class_attribute='8b', parents=None, tags=None, languages=None, datasets=None)
|
||||
got = Metadata.apply_metadata_heuristic(Metadata(), None, None, model_dir_path)
|
||||
|
||||
self.assertEqual(got, expected)
|
||||
|
||||
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue