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README.md DELETED
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- ---
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- library_name: transformers
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- license: llama3
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- datasets:
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- - remyxai/mantis-spacellava
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- tags:
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- - remyx
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- ---
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-
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-
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/647777304ae93470ffc28913/2MDiSD0Q3Lfe0JtnkdqxB.png)
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-
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- # Model Card for SpaceMantis
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-
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- **SpaceMantis** fine-tunes [Mantis-8B-siglip-llama3](TIGER-Lab/Mantis-8B-siglip-llama3) for enhanced spatial reasoning.
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-
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-
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- ## Model Details
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-
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- Uses LoRA fine-tune on the [spacellava dataset](https://huggingface.co/datasets/remyxai/vqasynth_spacellava) designed with [VQASynth](https://github.com/remyxai/VQASynth/tree/main) to enhance spatial reasoning as in [SpatialVLM](https://spatial-vlm.github.io/).
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-
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- ### Model Description
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-
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- This model uses data synthesis techniques and publically available models to reproduce the work described in SpatialVLM to enhance the spatial reasoning of multimodal models.
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- With a pipeline of expert models, we can infer spatial relationships between objects in a scene to create VQA dataset for spatial reasoning.
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-
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-
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- - **Developed by:** remyx.ai
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- - **Model type:** MultiModal Model, Vision Language Model, Llama 3
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-
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- ### Model Sources
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- - **Dataset:** [SpaceLLaVA](https://huggingface.co/datasets/remyxai/vqasynth_spacellava)
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- - **Repository:** [VQASynth](https://github.com/remyxai/VQASynth/tree/main)
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- - **Paper:** [SpatialVLM](https://arxiv.org/abs/2401.12168)
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-
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-
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-
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- ## Citation
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- ```
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- @article{chen2024spatialvlm,
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- title = {SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities},
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- author = {Chen, Boyuan and Xu, Zhuo and Kirmani, Sean and Ichter, Brian and Driess, Danny and Florence, Pete and Sadigh, Dorsa and Guibas, Leonidas and Xia, Fei},
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- journal = {arXiv preprint arXiv:2401.12168},
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- year = {2024},
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- url = {https://arxiv.org/abs/2401.12168},
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- }
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-
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- @article{jiang2024mantis,
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- title={MANTIS: Interleaved Multi-Image Instruction Tuning},
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- author={Jiang, Dongfu and He, Xuan and Zeng, Huaye and Wei, Con and Ku, Max and Liu, Qian and Chen, Wenhu},
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- journal={arXiv preprint arXiv:2405.01483},
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- year={2024}
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- }
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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__init__.py → models/__init__.py RENAMED
File without changes
conversation.py → models/conversation.py RENAMED
File without changes
{mllava → models/mllava}/__init__.py RENAMED
File without changes
{mllava → models/mllava}/configuration_llava.py RENAMED
File without changes
{mllava → models/mllava}/modeling_llava.py RENAMED
File without changes
{mllava → models/mllava}/processing_llava.py RENAMED
File without changes
{mllava → models/mllava}/utils.py RENAMED
File without changes
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1671
- "content": "<|reserved_special_token_203|>",
1672
- "lstrip": false,
1673
- "normalized": false,
1674
- "rstrip": false,
1675
- "single_word": false,
1676
- "special": true
1677
- },
1678
- "128209": {
1679
- "content": "<|reserved_special_token_204|>",
1680
- "lstrip": false,
1681
- "normalized": false,
1682
- "rstrip": false,
1683
- "single_word": false,
1684
- "special": true
1685
- },
1686
- "128210": {
1687
- "content": "<|reserved_special_token_205|>",
1688
- "lstrip": false,
1689
- "normalized": false,
1690
- "rstrip": false,
1691
- "single_word": false,
1692
- "special": true
1693
- },
1694
- "128211": {
1695
- "content": "<|reserved_special_token_206|>",
1696
- "lstrip": false,
1697
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1698
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1699
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1700
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1701
- },
1702
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1703
- "content": "<|reserved_special_token_207|>",
1704
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1705
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1706
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1707
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1708
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1709
- },
1710
- "128213": {
1711
- "content": "<|reserved_special_token_208|>",
1712
- "lstrip": false,
1713
- "normalized": false,
1714
- "rstrip": false,
1715
- "single_word": false,
1716
- "special": true
1717
- },
1718
- "128214": {
1719
- "content": "<|reserved_special_token_209|>",
1720
- "lstrip": false,
1721
- "normalized": false,
1722
- "rstrip": false,
1723
- "single_word": false,
1724
- "special": true
1725
- },
1726
- "128215": {
1727
- "content": "<|reserved_special_token_210|>",
1728
- "lstrip": false,
1729
- "normalized": false,
1730
- "rstrip": false,
1731
- "single_word": false,
1732
- "special": true
1733
- },
1734
- "128216": {
1735
- "content": "<|reserved_special_token_211|>",
1736
- "lstrip": false,
1737
- "normalized": false,
1738
- "rstrip": false,
1739
- "single_word": false,
1740
- "special": true
1741
- },
1742
- "128217": {
1743
- "content": "<|reserved_special_token_212|>",
1744
- "lstrip": false,
1745
- "normalized": false,
1746
- "rstrip": false,
1747
- "single_word": false,
1748
- "special": true
1749
- },
1750
- "128218": {
1751
- "content": "<|reserved_special_token_213|>",
1752
- "lstrip": false,
1753
- "normalized": false,
1754
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1755
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1756
- "special": true
1757
- },
1758
- "128219": {
1759
- "content": "<|reserved_special_token_214|>",
1760
- "lstrip": false,
1761
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1762
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1763
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1764
- "special": true
1765
- },
1766
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1767
- "content": "<|reserved_special_token_215|>",
1768
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1769
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1770
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1771
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1772
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1773
- },
1774
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1775
- "content": "<|reserved_special_token_216|>",
1776
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1777
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1778
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1779
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1780
- "special": true
1781
- },
1782
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1783
- "content": "<|reserved_special_token_217|>",
1784
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1785
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1786
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1787
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1788
- "special": true
1789
- },
1790
- "128223": {
1791
- "content": "<|reserved_special_token_218|>",
1792
- "lstrip": false,
1793
- "normalized": false,
1794
- "rstrip": false,
1795
- "single_word": false,
1796
- "special": true
1797
- },
1798
- "128224": {
1799
- "content": "<|reserved_special_token_219|>",
1800
- "lstrip": false,
1801
- "normalized": false,
1802
- "rstrip": false,
1803
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1804
- "special": true
1805
- },
1806
- "128225": {
1807
- "content": "<|reserved_special_token_220|>",
1808
- "lstrip": false,
1809
- "normalized": false,
1810
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1811
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1812
- "special": true
1813
- },
1814
- "128226": {
1815
- "content": "<|reserved_special_token_221|>",
1816
- "lstrip": false,
1817
- "normalized": false,
1818
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1819
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1820
- "special": true
1821
- },
1822
- "128227": {
1823
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1824
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1825
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1826
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1827
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1828
- "special": true
1829
- },
1830
- "128228": {
1831
- "content": "<|reserved_special_token_223|>",
1832
- "lstrip": false,
1833
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1834
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1835
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1836
- "special": true
1837
- },
1838
- "128229": {
1839
- "content": "<|reserved_special_token_224|>",
1840
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1841
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1842
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1843
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1844
- "special": true
1845
- },
1846
- "128230": {
1847
- "content": "<|reserved_special_token_225|>",
1848
- "lstrip": false,
1849
- "normalized": false,
1850
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1851
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1852
- "special": true
1853
- },
1854
- "128231": {
1855
- "content": "<|reserved_special_token_226|>",
1856
- "lstrip": false,
1857
- "normalized": false,
1858
- "rstrip": false,
1859
- "single_word": false,
1860
- "special": true
1861
- },
1862
- "128232": {
1863
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1864
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1865
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1866
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1867
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1868
- "special": true
1869
- },
1870
- "128233": {
1871
- "content": "<|reserved_special_token_228|>",
1872
- "lstrip": false,
1873
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1874
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1875
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1876
- "special": true
1877
- },
1878
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1879
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1880
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1881
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1882
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1883
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1884
- "special": true
1885
- },
1886
- "128235": {
1887
- "content": "<|reserved_special_token_230|>",
1888
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1889
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1890
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1891
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1892
- "special": true
1893
- },
1894
- "128236": {
1895
- "content": "<|reserved_special_token_231|>",
1896
- "lstrip": false,
1897
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1898
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1899
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1900
- "special": true
1901
- },
1902
- "128237": {
1903
- "content": "<|reserved_special_token_232|>",
1904
- "lstrip": false,
1905
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1906
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1907
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1908
- "special": true
1909
- },
1910
- "128238": {
1911
- "content": "<|reserved_special_token_233|>",
1912
- "lstrip": false,
1913
- "normalized": false,
1914
- "rstrip": false,
1915
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1916
- "special": true
1917
- },
1918
- "128239": {
1919
- "content": "<|reserved_special_token_234|>",
1920
- "lstrip": false,
1921
- "normalized": false,
1922
- "rstrip": false,
1923
- "single_word": false,
1924
- "special": true
1925
- },
1926
- "128240": {
1927
- "content": "<|reserved_special_token_235|>",
1928
- "lstrip": false,
1929
- "normalized": false,
1930
- "rstrip": false,
1931
- "single_word": false,
1932
- "special": true
1933
- },
1934
- "128241": {
1935
- "content": "<|reserved_special_token_236|>",
1936
- "lstrip": false,
1937
- "normalized": false,
1938
- "rstrip": false,
1939
- "single_word": false,
1940
- "special": true
1941
- },
1942
- "128242": {
1943
- "content": "<|reserved_special_token_237|>",
1944
- "lstrip": false,
1945
- "normalized": false,
1946
- "rstrip": false,
1947
- "single_word": false,
1948
- "special": true
1949
- },
1950
- "128243": {
1951
- "content": "<|reserved_special_token_238|>",
1952
- "lstrip": false,
1953
- "normalized": false,
1954
- "rstrip": false,
1955
- "single_word": false,
1956
- "special": true
1957
- },
1958
- "128244": {
1959
- "content": "<|reserved_special_token_239|>",
1960
- "lstrip": false,
1961
- "normalized": false,
1962
- "rstrip": false,
1963
- "single_word": false,
1964
- "special": true
1965
- },
1966
- "128245": {
1967
- "content": "<|reserved_special_token_240|>",
1968
- "lstrip": false,
1969
- "normalized": false,
1970
- "rstrip": false,
1971
- "single_word": false,
1972
- "special": true
1973
- },
1974
- "128246": {
1975
- "content": "<|reserved_special_token_241|>",
1976
- "lstrip": false,
1977
- "normalized": false,
1978
- "rstrip": false,
1979
- "single_word": false,
1980
- "special": true
1981
- },
1982
- "128247": {
1983
- "content": "<|reserved_special_token_242|>",
1984
- "lstrip": false,
1985
- "normalized": false,
1986
- "rstrip": false,
1987
- "single_word": false,
1988
- "special": true
1989
- },
1990
- "128248": {
1991
- "content": "<|reserved_special_token_243|>",
1992
- "lstrip": false,
1993
- "normalized": false,
1994
- "rstrip": false,
1995
- "single_word": false,
1996
- "special": true
1997
- },
1998
- "128249": {
1999
- "content": "<|reserved_special_token_244|>",
2000
- "lstrip": false,
2001
- "normalized": false,
2002
- "rstrip": false,
2003
- "single_word": false,
2004
- "special": true
2005
- },
2006
- "128250": {
2007
- "content": "<|reserved_special_token_245|>",
2008
- "lstrip": false,
2009
- "normalized": false,
2010
- "rstrip": false,
2011
- "single_word": false,
2012
- "special": true
2013
- },
2014
- "128251": {
2015
- "content": "<|reserved_special_token_246|>",
2016
- "lstrip": false,
2017
- "normalized": false,
2018
- "rstrip": false,
2019
- "single_word": false,
2020
- "special": true
2021
- },
2022
- "128252": {
2023
- "content": "<|reserved_special_token_247|>",
2024
- "lstrip": false,
2025
- "normalized": false,
2026
- "rstrip": false,
2027
- "single_word": false,
2028
- "special": true
2029
- },
2030
- "128253": {
2031
- "content": "<|reserved_special_token_248|>",
2032
- "lstrip": false,
2033
- "normalized": false,
2034
- "rstrip": false,
2035
- "single_word": false,
2036
- "special": true
2037
- },
2038
- "128254": {
2039
- "content": "<|reserved_special_token_249|>",
2040
- "lstrip": false,
2041
- "normalized": false,
2042
- "rstrip": false,
2043
- "single_word": false,
2044
- "special": true
2045
- },
2046
- "128255": {
2047
- "content": "<|reserved_special_token_250|>",
2048
- "lstrip": false,
2049
- "normalized": false,
2050
- "rstrip": false,
2051
- "single_word": false,
2052
- "special": true
2053
- },
2054
- "128256": {
2055
- "content": "<image>",
2056
- "lstrip": false,
2057
- "normalized": false,
2058
- "rstrip": false,
2059
- "single_word": false,
2060
- "special": true
2061
- },
2062
- "128257": {
2063
- "content": "<|pad|>",
2064
- "lstrip": false,
2065
- "normalized": false,
2066
- "rstrip": false,
2067
- "single_word": false,
2068
- "special": true
2069
- },
2070
- "128258": {
2071
- "content": "<unk>",
2072
- "lstrip": false,
2073
- "normalized": false,
2074
- "rstrip": false,
2075
- "single_word": false,
2076
- "special": true
2077
- }
2078
- },
2079
- "additional_special_tokens": [
2080
- "<image>",
2081
- "<|pad|>"
2082
- ],
2083
- "bos_token": "<|begin_of_text|>",
2084
- "chat_template": "{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}",
2085
- "clean_up_tokenization_spaces": true,
2086
- "eos_token": "<|end_of_text|>",
2087
- "legacy": true,
2088
- "model_input_names": [
2089
- "input_ids",
2090
- "attention_mask"
2091
- ],
2092
- "model_max_length": 1000000000000000019884624838656,
2093
- "processor_class": "MLlavaProcessor",
2094
- "tokenizer_class": "LlamaTokenizer",
2095
- "unk_token": "<unk>",
2096
- "use_default_system_prompt": false
2097
- }