Inclusion Criteria:  The subjects volunteered to join the study and signed informed consent form (ICF)with good compliance. Age: ≥ 18 years old (when signing ICF); Eastern Cooperative Oncology Group (ECOG) performance status score: 0-1; The expected survival period is more than 3 months. Advanced malignant tumor diagnosed by histology or cytology. Relapse or failure after previous standard treatment, or intolerance to standard treatment, and no other better treatment options. Subject population:a)Dose escalation stage: non-Hodgkin's lymphoma;b) Dose expansion stage: non-Hodgkin's lymphoma, plasmacytoma, acute myeloid leukemia, myelodysplastic syndrome, etc. At least 1 lesion / measurable disease for efficacy evaluation. The function of main organs are well, and the following examination results are good: routine blood examination, biochemical examination, blood coagulation function examination, and heart color Doppler ultrasound evaluation. Female subjects of childbearing age should agree to use contraceptive measures (such as intrauterine device, contraceptive or condom) during the study period and within 6 months after the end of the study; The serum pregnancy test iss negative within 7 days before the enrollment and must be non-lactating subjects; Male subjects should agree to avoid childbirth during the study period and within 6 months after the end of the study period.  Exclusion Criteria:  Combined disease and History:  There were other malignant tumors in 3 years before the first medication. The following two cases can be included: other malignant tumors treated by single operation have achieved 5-year disease-free survival (DFS) in a row; The cured cervical carcinoma in situ, non melanoma skin cancer and superficial bladder tumor [ta (non-invasive tumor), tis (carcinoma in situ) and T1 (tumor infiltrating basement membrane)]; The diagnosis was Burkitt lymphoma, lymphoblastic lymphoma / leukemia, etc; Central nervous system (CNS) invasion was found; He has received allogeneic hematopoietic stem cell transplantation in the past; Autologous hematopoietic stem cell transplantation was performed 3 months before the first administration; There are many factors influencing oral medication (such as inability to swallow, chronic diarrhea and intestinal obstruction); Unrelieved toxicity of ≥ circulating tumor cells(CTC) AE 1 due to any previous treatment, excluding alopecia; Major surgical treatment, open biopsy and obvious traumatic injury were performed within 28 days before the study; There are active or uncontrolled primary autoimmune hemocytopenia, including autoimmune hemolytic anemia (AIHA), idiopathic thrombocytopenic purpura (ITP), etc; Arteriovenous thrombotic events occurred within 6 months before the first medication, such as cerebrovascular accident (including transient ischemic attack, cerebral hemorrhage, cerebral infarction), deep venous thrombosis and pulmonary embolism; Have a history of psychotropic drug abuse and can not quit or have mental disorders;  Subjects with any severe and / or uncontrolled disease included:  Patients with ≥ 2 grade myocardial ischemia 6 months between the first administration or myocardial infarction, arrhythmia (male corrected QT interval (QTc) > 450ms, female QTc > 470ms) and ≥ 2 grade congestive heart failure (NYHA classification), Cardiac color Doppler ultrasound to evaluate left ventricular ejection fraction（LVEF）<50%; There was active severe infection (≥ CTC AE grade 2 infection); Fever and neutropenia were found within 1 week before the first medication; Diabetes was poorly controlled (fasting blood glucose (FBG) > 10mmol/L).  Active hepatitis *;  * active hepatitis (hepatitis B reference: hepatitis B surface antigen (HBsAg) positive, and hepatitis B virus(HBV) DNA detection value > 2000 copies /mL or 500 internation unit (IU)/mL; Hepatitis C reference: hepatitis C virus(HCV) antibody was positive, and HCV titer detection value exceeded the upper limit of normal value);  History of immunodeficiency, including HIV positive or other acquired or congenital immunodeficiency diseases, or organ transplantation; Patients with epilepsy and need treatment.  tumor related symptoms and treatment:  Subjects who have received chemotherapy, radiotherapy within 4 weeks prior to the first dose or received immune checkpoint inhibitors and CAR-T treatment 12 weeks before the first medication, or other anti-tumor treatment within 5 half-life prior to the first dose (the washing and removing period is calculated from the end of the last treatment) ; Subjects who have previously received BCL-2 inhibitors. Subjects who have received the vaccine within 4 weeks prior to the first dose, or is planning to be vaccinated during the study period. Subjects who have participated in clinical trials of other anti-tumor drugs within 4 weeks before the first dose. According to the judgment of the investigator, subjects with concomitant diseases that seriously endanger the safety of the subjects or affect the completion of the study, or subjects with other reasons which are not suitable for inclusion.